{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "b'Latest Datasets\\\\banknote'\n", "###############\n", "k 5\n", "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9638 | 0:00:00.575996 | 0:00:00.030000 | 0:00:00.575996 |\n", "| 15 | 0.9493 | 0:00:00.679000 | 0:00:00.034001 | 0:00:00.679000 |\n", "| 30 | 0.9203 | 0:00:00.857001 | 0:00:00.064998 | 0:00:00.857001 |\n", "| 45 | 0.9203 | 0:00:00.938001 | 0:00:00.049000 | 0:00:00.938001 |\n", "| Average | 0.9384 | 0:00:00.762499 | 0:00:00.044500 | 0:00:00.403500 |\n", "| Std Dev. | 0.0188 | 0.14272957575522038 | 0.013792231192306478 | 0.37304400149152106 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9626 | 0:00:00.575996 | 0:00:00.030000 | 0:00:00.575996 |\n", "| 15 | 0.9476 | 0:00:00.679000 | 0:00:00.034001 | 0:00:00.679000 |\n", "| 30 | 0.9186 | 0:00:00.857001 | 0:00:00.064998 | 0:00:00.857001 |\n", "| 45 | 0.9186 | 0:00:00.938001 | 0:00:00.049000 | 0:00:00.938001 |\n", "| Average | 0.9368 | 0:00:00.762499 | 0:00:00.044500 | 0:00:00.403500 |\n", "| Std Dev. | 0.019 | 0.14272957575522038 | 0.013792231192306478 | 0.37304400149152106 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9638 | 0:00:00.575996 | 0:00:00.030000 | 0:00:00.575996 |\n", "| 15 | 0.9493 | 0:00:00.679000 | 0:00:00.034001 | 0:00:00.679000 |\n", "| 30 | 0.9203 | 0:00:00.857001 | 0:00:00.064998 | 0:00:00.857001 |\n", "| 45 | 0.9203 | 0:00:00.938001 | 0:00:00.049000 | 0:00:00.938001 |\n", "| Average | 0.9384 | 0:00:00.762499 | 0:00:00.044500 | 0:00:00.403500 |\n", "| Std Dev. | 0.0188 | 0.14272957575522038 | 0.013792231192306478 | 0.37304400149152106 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9641 | 0:00:00.575996 | 0:00:00.030000 | 0:00:00.575996 |\n", "| 15 | 0.9528 | 0:00:00.679000 | 0:00:00.034001 | 0:00:00.679000 |\n", "| 30 | 0.9235 | 0:00:00.857001 | 0:00:00.064998 | 0:00:00.857001 |\n", "| 45 | 0.9235 | 0:00:00.938001 | 0:00:00.049000 | 0:00:00.938001 |\n", "| Average | 0.941 | 0:00:00.762499 | 0:00:00.044500 | 0:00:00.403500 |\n", "| Std Dev. | 0.018 | 0.14272957575522038 | 0.013792231192306478 | 0.37304400149152106 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9638 | 0:00:00.575996 | 0:00:00.030000 | 0:00:00.575996 |\n", "| 15 | 0.9493 | 0:00:00.679000 | 0:00:00.034001 | 0:00:00.679000 |\n", "| 30 | 0.9203 | 0:00:00.857001 | 0:00:00.064998 | 0:00:00.857001 |\n", "| 45 | 0.9203 | 0:00:00.938001 | 0:00:00.049000 | 0:00:00.938001 |\n", "| Average | 0.9384 | 0:00:00.762499 | 0:00:00.044500 | 0:00:00.403500 |\n", "| Std Dev. | 0.0188 | 0.14272957575522038 | 0.013792231192306478 | 0.37304400149152106 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9633 | 0:00:00.575996 | 0:00:00.030000 | 0:00:00.575996 |\n", "| 15 | 0.949 | 0:00:00.679000 | 0:00:00.034001 | 0:00:00.679000 |\n", "| 30 | 0.9198 | 0:00:00.857001 | 0:00:00.064998 | 0:00:00.857001 |\n", "| 45 | 0.9198 | 0:00:00.938001 | 0:00:00.049000 | 0:00:00.938001 |\n", "| Average | 0.938 | 0:00:00.762499 | 0:00:00.044500 | 0:00:00.403500 |\n", "| Std Dev. | 0.0189 | 0.14272957575522038 | 0.013792231192306478 | 0.37304400149152106 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9638 | 0:00:00.575996 | 0:00:00.030000 | 0:00:00.575996 |\n", "| 15 | 0.9493 | 0:00:00.679000 | 0:00:00.034001 | 0:00:00.679000 |\n", "| 30 | 0.9203 | 0:00:00.857001 | 0:00:00.064998 | 0:00:00.857001 |\n", "| 45 | 0.9203 | 0:00:00.938001 | 0:00:00.049000 | 0:00:00.938001 |\n", "| Average | 0.9384 | 0:00:00.762499 | 0:00:00.044500 | 0:00:00.403500 |\n", "| Std Dev. | 0.0188 | 0.14272957575522038 | 0.013792231192306478 | 0.37304400149152106 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9641 | 0:00:00.575996 | 0:00:00.030000 | 0:00:00.575996 |\n", "| 15 | 0.9528 | 0:00:00.679000 | 0:00:00.034001 | 0:00:00.679000 |\n", "| 30 | 0.9235 | 0:00:00.857001 | 0:00:00.064998 | 0:00:00.857001 |\n", "| 45 | 0.9235 | 0:00:00.938001 | 0:00:00.049000 | 0:00:00.938001 |\n", "| Average | 0.941 | 0:00:00.762499 | 0:00:00.044500 | 0:00:00.403500 |\n", "| Std Dev. | 0.018 | 0.14272957575522038 | 0.013792231192306478 | 0.37304400149152106 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9349 | 0:00:00.575996 | 0:00:00.030000 | 0:00:00.575996 |\n", "| 15 | 0.9014 | 0:00:00.679000 | 0:00:00.034001 | 0:00:00.679000 |\n", "| 30 | 0.8573 | 0:00:00.857001 | 0:00:00.064998 | 0:00:00.857001 |\n", "| 45 | 0.8573 | 0:00:00.938001 | 0:00:00.049000 | 0:00:00.938001 |\n", "| Average | 0.8877 | 0:00:00.762499 | 0:00:00.044500 | 0:00:00.403500 |\n", "| Std Dev. | 0.0327 | 0.14272957575522038 | 0.013792231192306478 | 0.37304400149152106 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 5 | 0.0362 | 0:00:00.575996 | 0:00:00.030000 | 0:00:00.575996 |\n", "| 15 | 0.0507 | 0:00:00.679000 | 0:00:00.034001 | 0:00:00.679000 |\n", "| 30 | 0.0797 | 0:00:00.857001 | 0:00:00.064998 | 0:00:00.857001 |\n", "| 45 | 0.0797 | 0:00:00.938001 | 0:00:00.049000 | 0:00:00.938001 |\n", "| Average | 0.0616 | 0:00:00.762499 | 0:00:00.044500 | 0:00:00.403500 |\n", "| Std Dev. | 0.0188 | 0.14272957575522038 | 0.013792231192306478 | 0.37304400149152106 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 5 | 0.942 | 0:00:00.583000 | 0:00:00.032000 | 0:00:00.583000 |\n", "| 15 | 0.9348 | 0:00:00.654002 | 0:00:00.049001 | 0:00:00.654002 |\n", "| 30 | 0.9348 | 0:00:00.810998 | 0:00:00.053002 | 0:00:00.810998 |\n", "| 45 | 0.913 | 0:00:00.815997 | 0:00:00.040001 | 0:00:00.815997 |\n", "| Average | 0.9312 | 0:00:00.715999 | 0:00:00.043501 | 0:00:00.379750 |\n", "| Std Dev. | 0.0109 | 0.1006935312867642 | 0.008139988379070198 | 0.3437532393825536 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 5 | 0.9407 | 0:00:00.583000 | 0:00:00.032000 | 0:00:00.583000 |\n", "| 15 | 0.934 | 0:00:00.654002 | 0:00:00.049001 | 0:00:00.654002 |\n", "| 30 | 0.9331 | 0:00:00.810998 | 0:00:00.053002 | 0:00:00.810998 |\n", "| 45 | 0.9111 | 0:00:00.815997 | 0:00:00.040001 | 0:00:00.815997 |\n", "| Average | 0.9297 | 0:00:00.715999 | 0:00:00.043501 | 0:00:00.379750 |\n", "| Std Dev. | 0.0112 | 0.1006935312867642 | 0.008139988379070198 | 0.3437532393825536 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 5 | 0.942 | 0:00:00.583000 | 0:00:00.032000 | 0:00:00.583000 |\n", "| 15 | 0.9348 | 0:00:00.654002 | 0:00:00.049001 | 0:00:00.654002 |\n", "| 30 | 0.9348 | 0:00:00.810998 | 0:00:00.053002 | 0:00:00.810998 |\n", "| 45 | 0.913 | 0:00:00.815997 | 0:00:00.040001 | 0:00:00.815997 |\n", "| Average | 0.9312 | 0:00:00.715999 | 0:00:00.043501 | 0:00:00.379750 |\n", "| Std Dev. | 0.0109 | 0.1006935312867642 | 0.008139988379070198 | 0.3437532393825536 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 5 | 0.9463 | 0:00:00.583000 | 0:00:00.032000 | 0:00:00.583000 |\n", "| 15 | 0.9399 | 0:00:00.654002 | 0:00:00.049001 | 0:00:00.654002 |\n", "| 30 | 0.9382 | 0:00:00.810998 | 0:00:00.053002 | 0:00:00.810998 |\n", "| 45 | 0.9153 | 0:00:00.815997 | 0:00:00.040001 | 0:00:00.815997 |\n", "| Average | 0.9349 | 0:00:00.715999 | 0:00:00.043501 | 0:00:00.379750 |\n", "| Std Dev. | 0.0117 | 0.1006935312867642 | 0.008139988379070198 | 0.3437532393825536 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 5 | 0.942 | 0:00:00.583000 | 0:00:00.032000 | 0:00:00.583000 |\n", "| 15 | 0.9348 | 0:00:00.654002 | 0:00:00.049001 | 0:00:00.654002 |\n", "| 30 | 0.9348 | 0:00:00.810998 | 0:00:00.053002 | 0:00:00.810998 |\n", "| 45 | 0.913 | 0:00:00.815997 | 0:00:00.040001 | 0:00:00.815997 |\n", "| Average | 0.9312 | 0:00:00.715999 | 0:00:00.043501 | 0:00:00.379750 |\n", "| Std Dev. | 0.0109 | 0.1006935312867642 | 0.008139988379070198 | 0.3437532393825536 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 5 | 0.9417 | 0:00:00.583000 | 0:00:00.032000 | 0:00:00.583000 |\n", "| 15 | 0.9345 | 0:00:00.654002 | 0:00:00.049001 | 0:00:00.654002 |\n", "| 30 | 0.9344 | 0:00:00.810998 | 0:00:00.053002 | 0:00:00.810998 |\n", "| 45 | 0.9124 | 0:00:00.815997 | 0:00:00.040001 | 0:00:00.815997 |\n", "| Average | 0.9307 | 0:00:00.715999 | 0:00:00.043501 | 0:00:00.379750 |\n", "| Std Dev. | 0.011 | 0.1006935312867642 | 0.008139988379070198 | 0.3437532393825536 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 5 | 0.942 | 0:00:00.583000 | 0:00:00.032000 | 0:00:00.583000 |\n", "| 15 | 0.9348 | 0:00:00.654002 | 0:00:00.049001 | 0:00:00.654002 |\n", "| 30 | 0.9348 | 0:00:00.810998 | 0:00:00.053002 | 0:00:00.810998 |\n", "| 45 | 0.913 | 0:00:00.815997 | 0:00:00.040001 | 0:00:00.815997 |\n", "| Average | 0.9312 | 0:00:00.715999 | 0:00:00.043501 | 0:00:00.379750 |\n", "| Std Dev. | 0.0109 | 0.1006935312867642 | 0.008139988379070198 | 0.3437532393825536 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 5 | 0.9463 | 0:00:00.583000 | 0:00:00.032000 | 0:00:00.583000 |\n", "| 15 | 0.9399 | 0:00:00.654002 | 0:00:00.049001 | 0:00:00.654002 |\n", "| 30 | 0.9382 | 0:00:00.810998 | 0:00:00.053002 | 0:00:00.810998 |\n", "| 45 | 0.9153 | 0:00:00.815997 | 0:00:00.040001 | 0:00:00.815997 |\n", "| Average | 0.9349 | 0:00:00.715999 | 0:00:00.043501 | 0:00:00.379750 |\n", "| Std Dev. | 0.0117 | 0.1006935312867642 | 0.008139988379070198 | 0.3437532393825536 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 5 | 0.8881 | 0:00:00.583000 | 0:00:00.032000 | 0:00:00.583000 |\n", "| 15 | 0.8751 | 0:00:00.654002 | 0:00:00.049001 | 0:00:00.654002 |\n", "| 30 | 0.8791 | 0:00:00.810998 | 0:00:00.053002 | 0:00:00.810998 |\n", "| 45 | 0.8484 | 0:00:00.815997 | 0:00:00.040001 | 0:00:00.815997 |\n", "| Average | 0.8727 | 0:00:00.715999 | 0:00:00.043501 | 0:00:00.379750 |\n", "| Std Dev. | 0.0148 | 0.1006935312867642 | 0.008139988379070198 | 0.3437532393825536 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 5 | 0.058 | 0:00:00.583000 | 0:00:00.032000 | 0:00:00.583000 |\n", "| 15 | 0.0652 | 0:00:00.654002 | 0:00:00.049001 | 0:00:00.654002 |\n", "| 30 | 0.0652 | 0:00:00.810998 | 0:00:00.053002 | 0:00:00.810998 |\n", "| 45 | 0.087 | 0:00:00.815997 | 0:00:00.040001 | 0:00:00.815997 |\n", "| Average | 0.0688 | 0:00:00.715999 | 0:00:00.043501 | 0:00:00.379750 |\n", "| Std Dev. | 0.0109 | 0.1006935312867642 | 0.008139988379070198 | 0.3437532393825536 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9489 | 0:00:00.585000 | 0:00:00.030000 | 0:00:00.585000 |\n", "| 15 | 0.9124 | 0:00:00.670001 | 0:00:00.034000 | 0:00:00.670001 |\n", "| 30 | 0.9197 | 0:00:00.816000 | 0:00:00.038000 | 0:00:00.816000 |\n", "| 45 | 0.927 | 0:00:00.931003 | 0:00:00.040999 | 0:00:00.931003 |\n", "| Average | 0.927 | 0:00:00.750501 | 0:00:00.035750 | 0:00:00.393125 |\n", "| Std Dev. | 0.0137 | 0.13298703825866579 | 0.004145645844285131 | 0.3695520609024085 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 5 | 0.949 | 0:00:00.585000 | 0:00:00.030000 | 0:00:00.585000 |\n", "| 15 | 0.9114 | 0:00:00.670001 | 0:00:00.034000 | 0:00:00.670001 |\n", "| 30 | 0.9193 | 0:00:00.816000 | 0:00:00.038000 | 0:00:00.816000 |\n", "| 45 | 0.926 | 0:00:00.931003 | 0:00:00.040999 | 0:00:00.931003 |\n", "| Average | 0.9264 | 0:00:00.750501 | 0:00:00.035750 | 0:00:00.393125 |\n", "| Std Dev. | 0.014 | 0.13298703825866579 | 0.004145645844285131 | 0.3695520609024085 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9489 | 0:00:00.585000 | 0:00:00.030000 | 0:00:00.585000 |\n", "| 15 | 0.9124 | 0:00:00.670001 | 0:00:00.034000 | 0:00:00.670001 |\n", "| 30 | 0.9197 | 0:00:00.816000 | 0:00:00.038000 | 0:00:00.816000 |\n", "| 45 | 0.927 | 0:00:00.931003 | 0:00:00.040999 | 0:00:00.931003 |\n", "| Average | 0.927 | 0:00:00.750501 | 0:00:00.035750 | 0:00:00.393125 |\n", "| Std Dev. | 0.0137 | 0.13298703825866579 | 0.004145645844285131 | 0.3695520609024085 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9475 | 0:00:00.585000 | 0:00:00.030000 | 0:00:00.585000 |\n", "| 15 | 0.9162 | 0:00:00.670001 | 0:00:00.034000 | 0:00:00.670001 |\n", "| 30 | 0.9244 | 0:00:00.816000 | 0:00:00.038000 | 0:00:00.816000 |\n", "| 45 | 0.931 | 0:00:00.931003 | 0:00:00.040999 | 0:00:00.931003 |\n", "| Average | 0.9298 | 0:00:00.750501 | 0:00:00.035750 | 0:00:00.393125 |\n", "| Std Dev. | 0.0115 | 0.13298703825866579 | 0.004145645844285131 | 0.3695520609024085 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9489 | 0:00:00.585000 | 0:00:00.030000 | 0:00:00.585000 |\n", "| 15 | 0.9124 | 0:00:00.670001 | 0:00:00.034000 | 0:00:00.670001 |\n", "| 30 | 0.9197 | 0:00:00.816000 | 0:00:00.038000 | 0:00:00.816000 |\n", "| 45 | 0.927 | 0:00:00.931003 | 0:00:00.040999 | 0:00:00.931003 |\n", "| Average | 0.927 | 0:00:00.750501 | 0:00:00.035750 | 0:00:00.393125 |\n", "| Std Dev. | 0.0137 | 0.13298703825866579 | 0.004145645844285131 | 0.3695520609024085 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9482 | 0:00:00.585000 | 0:00:00.030000 | 0:00:00.585000 |\n", "| 15 | 0.912 | 0:00:00.670001 | 0:00:00.034000 | 0:00:00.670001 |\n", "| 30 | 0.9194 | 0:00:00.816000 | 0:00:00.038000 | 0:00:00.816000 |\n", "| 45 | 0.9267 | 0:00:00.931003 | 0:00:00.040999 | 0:00:00.931003 |\n", "| Average | 0.9266 | 0:00:00.750501 | 0:00:00.035750 | 0:00:00.393125 |\n", "| Std Dev. | 0.0135 | 0.13298703825866579 | 0.004145645844285131 | 0.3695520609024085 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9489 | 0:00:00.585000 | 0:00:00.030000 | 0:00:00.585000 |\n", "| 15 | 0.9124 | 0:00:00.670001 | 0:00:00.034000 | 0:00:00.670001 |\n", "| 30 | 0.9197 | 0:00:00.816000 | 0:00:00.038000 | 0:00:00.816000 |\n", "| 45 | 0.927 | 0:00:00.931003 | 0:00:00.040999 | 0:00:00.931003 |\n", "| Average | 0.927 | 0:00:00.750501 | 0:00:00.035750 | 0:00:00.393125 |\n", "| Std Dev. | 0.0137 | 0.13298703825866579 | 0.004145645844285131 | 0.3695520609024085 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9475 | 0:00:00.585000 | 0:00:00.030000 | 0:00:00.585000 |\n", "| 15 | 0.9162 | 0:00:00.670001 | 0:00:00.034000 | 0:00:00.670001 |\n", "| 30 | 0.9244 | 0:00:00.816000 | 0:00:00.038000 | 0:00:00.816000 |\n", "| 45 | 0.931 | 0:00:00.931003 | 0:00:00.040999 | 0:00:00.931003 |\n", "| Average | 0.9298 | 0:00:00.750501 | 0:00:00.035750 | 0:00:00.393125 |\n", "| Std Dev. | 0.0115 | 0.13298703825866579 | 0.004145645844285131 | 0.3695520609024085 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9169 | 0:00:00.585000 | 0:00:00.030000 | 0:00:00.585000 |\n", "| 15 | 0.845 | 0:00:00.670001 | 0:00:00.034000 | 0:00:00.670001 |\n", "| 30 | 0.8538 | 0:00:00.816000 | 0:00:00.038000 | 0:00:00.816000 |\n", "| 45 | 0.8663 | 0:00:00.931003 | 0:00:00.040999 | 0:00:00.931003 |\n", "| Average | 0.8705 | 0:00:00.750501 | 0:00:00.035750 | 0:00:00.393125 |\n", "| Std Dev. | 0.0278 | 0.13298703825866579 | 0.004145645844285131 | 0.3695520609024085 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 5 | 0.0511 | 0:00:00.585000 | 0:00:00.030000 | 0:00:00.585000 |\n", "| 15 | 0.0876 | 0:00:00.670001 | 0:00:00.034000 | 0:00:00.670001 |\n", "| 30 | 0.0803 | 0:00:00.816000 | 0:00:00.038000 | 0:00:00.816000 |\n", "| 45 | 0.073 | 0:00:00.931003 | 0:00:00.040999 | 0:00:00.931003 |\n", "| Average | 0.073 | 0:00:00.750501 | 0:00:00.035750 | 0:00:00.393125 |\n", "| Std Dev. | 0.0137 | 0.13298703825866579 | 0.004145645844285131 | 0.3695520609024085 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "| 5 | 0.9781 | 0:00:00.628998 | 0:00:00.031000 | 0:00:00.628998 |\n", "| 15 | 0.9416 | 0:00:00.657002 | 0:00:00.034001 | 0:00:00.657002 |\n", "| 30 | 0.927 | 0:00:00.736997 | 0:00:00.035000 | 0:00:00.736997 |\n", "| 45 | 0.9197 | 0:00:00.820001 | 0:00:00.039002 | 0:00:00.820001 |\n", "| Average | 0.9416 | 0:00:00.710749 | 0:00:00.034751 | 0:00:00.372750 |\n", "| Std Dev. | 0.0225 | 0.07449309919804281 | 0.0028620899838228083 | 0.3420851399947425 |\n", "+----------+----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 5 | 0.9766 | 0:00:00.628998 | 0:00:00.031000 | 0:00:00.628998 |\n", "| 15 | 0.9406 | 0:00:00.657002 | 0:00:00.034001 | 0:00:00.657002 |\n", "| 30 | 0.9296 | 0:00:00.736997 | 0:00:00.035000 | 0:00:00.736997 |\n", "| 45 | 0.9211 | 0:00:00.820001 | 0:00:00.039002 | 0:00:00.820001 |\n", "| Average | 0.942 | 0:00:00.710749 | 0:00:00.034751 | 0:00:00.372750 |\n", "| Std Dev. | 0.0211 | 0.07449309919804281 | 0.0028620899838228083 | 0.3420851399947425 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 5 | 0.9781 | 0:00:00.628998 | 0:00:00.031000 | 0:00:00.628998 |\n", "| 15 | 0.9416 | 0:00:00.657002 | 0:00:00.034001 | 0:00:00.657002 |\n", "| 30 | 0.927 | 0:00:00.736997 | 0:00:00.035000 | 0:00:00.736997 |\n", "| 45 | 0.9197 | 0:00:00.820001 | 0:00:00.039002 | 0:00:00.820001 |\n", "| Average | 0.9416 | 0:00:00.710749 | 0:00:00.034751 | 0:00:00.372750 |\n", "| Std Dev. | 0.0225 | 0.07449309919804281 | 0.0028620899838228083 | 0.3420851399947425 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 5 | 0.9803 | 0:00:00.628998 | 0:00:00.031000 | 0:00:00.628998 |\n", "| 15 | 0.9458 | 0:00:00.657002 | 0:00:00.034001 | 0:00:00.657002 |\n", "| 30 | 0.9342 | 0:00:00.736997 | 0:00:00.035000 | 0:00:00.736997 |\n", "| 45 | 0.926 | 0:00:00.820001 | 0:00:00.039002 | 0:00:00.820001 |\n", "| Average | 0.9466 | 0:00:00.710749 | 0:00:00.034751 | 0:00:00.372750 |\n", "| Std Dev. | 0.0207 | 0.07449309919804281 | 0.0028620899838228083 | 0.3420851399947425 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "| 5 | 0.9781 | 0:00:00.628998 | 0:00:00.031000 | 0:00:00.628998 |\n", "| 15 | 0.9416 | 0:00:00.657002 | 0:00:00.034001 | 0:00:00.657002 |\n", "| 30 | 0.927 | 0:00:00.736997 | 0:00:00.035000 | 0:00:00.736997 |\n", "| 45 | 0.9197 | 0:00:00.820001 | 0:00:00.039002 | 0:00:00.820001 |\n", "| Average | 0.9416 | 0:00:00.710749 | 0:00:00.034751 | 0:00:00.372750 |\n", "| Std Dev. | 0.0225 | 0.07449309919804281 | 0.0028620899838228083 | 0.3420851399947425 |\n", "+----------+--------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "| 5 | 0.9779 | 0:00:00.628998 | 0:00:00.031000 | 0:00:00.628998 |\n", "| 15 | 0.9414 | 0:00:00.657002 | 0:00:00.034001 | 0:00:00.657002 |\n", "| 30 | 0.9269 | 0:00:00.736997 | 0:00:00.035000 | 0:00:00.736997 |\n", "| 45 | 0.9196 | 0:00:00.820001 | 0:00:00.039002 | 0:00:00.820001 |\n", "| Average | 0.9414 | 0:00:00.710749 | 0:00:00.034751 | 0:00:00.372750 |\n", "| Std Dev. | 0.0225 | 0.07449309919804281 | 0.0028620899838228083 | 0.3420851399947425 |\n", "+----------+-----------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "| 5 | 0.9781 | 0:00:00.628998 | 0:00:00.031000 | 0:00:00.628998 |\n", "| 15 | 0.9416 | 0:00:00.657002 | 0:00:00.034001 | 0:00:00.657002 |\n", "| 30 | 0.927 | 0:00:00.736997 | 0:00:00.035000 | 0:00:00.736997 |\n", "| 45 | 0.9197 | 0:00:00.820001 | 0:00:00.039002 | 0:00:00.820001 |\n", "| Average | 0.9416 | 0:00:00.710749 | 0:00:00.034751 | 0:00:00.372750 |\n", "| Std Dev. | 0.0225 | 0.07449309919804281 | 0.0028620899838228083 | 0.3420851399947425 |\n", "+----------+-----------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 5 | 0.9803 | 0:00:00.628998 | 0:00:00.031000 | 0:00:00.628998 |\n", "| 15 | 0.9458 | 0:00:00.657002 | 0:00:00.034001 | 0:00:00.657002 |\n", "| 30 | 0.9342 | 0:00:00.736997 | 0:00:00.035000 | 0:00:00.736997 |\n", "| 45 | 0.926 | 0:00:00.820001 | 0:00:00.039002 | 0:00:00.820001 |\n", "| Average | 0.9466 | 0:00:00.710749 | 0:00:00.034751 | 0:00:00.372750 |\n", "| Std Dev. | 0.0207 | 0.07449309919804281 | 0.0028620899838228083 | 0.3420851399947425 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "| 5 | 0.9531 | 0:00:00.628998 | 0:00:00.031000 | 0:00:00.628998 |\n", "| 15 | 0.8881 | 0:00:00.657002 | 0:00:00.034001 | 0:00:00.657002 |\n", "| 30 | 0.8592 | 0:00:00.736997 | 0:00:00.035000 | 0:00:00.736997 |\n", "| 45 | 0.8504 | 0:00:00.820001 | 0:00:00.039002 | 0:00:00.820001 |\n", "| Average | 0.8877 | 0:00:00.710749 | 0:00:00.034751 | 0:00:00.372750 |\n", "| Std Dev. | 0.0403 | 0.07449309919804281 | 0.0028620899838228083 | 0.3420851399947425 |\n", "+----------+-----------------------+---------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "| 5 | 0.0219 | 0:00:00.628998 | 0:00:00.031000 | 0:00:00.628998 |\n", "| 15 | 0.0584 | 0:00:00.657002 | 0:00:00.034001 | 0:00:00.657002 |\n", "| 30 | 0.073 | 0:00:00.736997 | 0:00:00.035000 | 0:00:00.736997 |\n", "| 45 | 0.0803 | 0:00:00.820001 | 0:00:00.039002 | 0:00:00.820001 |\n", "| Average | 0.0584 | 0:00:00.710749 | 0:00:00.034751 | 0:00:00.372750 |\n", "| Std Dev. | 0.0225 | 0.07449309919804281 | 0.0028620899838228083 | 0.3420851399947425 |\n", "+----------+--------+---------------------+-----------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9124 | 0:00:00.613966 | 0:00:00.031998 | 0:00:00.613966 |\n", "| 15 | 0.9124 | 0:00:00.645000 | 0:00:00.035002 | 0:00:00.645000 |\n", "| 30 | 0.8978 | 0:00:00.751170 | 0:00:00.044000 | 0:00:00.751170 |\n", "| 45 | 0.8759 | 0:00:00.929000 | 0:00:00.048001 | 0:00:00.929000 |\n", "| Average | 0.8996 | 0:00:00.734784 | 0:00:00.039750 | 0:00:00.387267 |\n", "| Std Dev. | 0.0149 | 0.12313248328278398 | 0.006495460945258573 | 0.3582873559551884 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9114 | 0:00:00.613966 | 0:00:00.031998 | 0:00:00.613966 |\n", "| 15 | 0.915 | 0:00:00.645000 | 0:00:00.035002 | 0:00:00.645000 |\n", "| 30 | 0.8982 | 0:00:00.751170 | 0:00:00.044000 | 0:00:00.751170 |\n", "| 45 | 0.8797 | 0:00:00.929000 | 0:00:00.048001 | 0:00:00.929000 |\n", "| Average | 0.9011 | 0:00:00.734784 | 0:00:00.039750 | 0:00:00.387267 |\n", "| Std Dev. | 0.0138 | 0.12313248328278398 | 0.006495460945258573 | 0.3582873559551884 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9124 | 0:00:00.613966 | 0:00:00.031998 | 0:00:00.613966 |\n", "| 15 | 0.9124 | 0:00:00.645000 | 0:00:00.035002 | 0:00:00.645000 |\n", "| 30 | 0.8978 | 0:00:00.751170 | 0:00:00.044000 | 0:00:00.751170 |\n", "| 45 | 0.8759 | 0:00:00.929000 | 0:00:00.048001 | 0:00:00.929000 |\n", "| Average | 0.8996 | 0:00:00.734784 | 0:00:00.039750 | 0:00:00.387267 |\n", "| Std Dev. | 0.0149 | 0.12313248328278398 | 0.006495460945258573 | 0.3582873559551884 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9162 | 0:00:00.613966 | 0:00:00.031998 | 0:00:00.613966 |\n", "| 15 | 0.9194 | 0:00:00.645000 | 0:00:00.035002 | 0:00:00.645000 |\n", "| 30 | 0.903 | 0:00:00.751170 | 0:00:00.044000 | 0:00:00.751170 |\n", "| 45 | 0.8833 | 0:00:00.929000 | 0:00:00.048001 | 0:00:00.929000 |\n", "| Average | 0.9055 | 0:00:00.734784 | 0:00:00.039750 | 0:00:00.387267 |\n", "| Std Dev. | 0.0142 | 0.12313248328278398 | 0.006495460945258573 | 0.3582873559551884 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9124 | 0:00:00.613966 | 0:00:00.031998 | 0:00:00.613966 |\n", "| 15 | 0.9124 | 0:00:00.645000 | 0:00:00.035002 | 0:00:00.645000 |\n", "| 30 | 0.8978 | 0:00:00.751170 | 0:00:00.044000 | 0:00:00.751170 |\n", "| 45 | 0.8759 | 0:00:00.929000 | 0:00:00.048001 | 0:00:00.929000 |\n", "| Average | 0.8996 | 0:00:00.734784 | 0:00:00.039750 | 0:00:00.387267 |\n", "| Std Dev. | 0.0149 | 0.12313248328278398 | 0.006495460945258573 | 0.3582873559551884 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 5 | 0.912 | 0:00:00.613966 | 0:00:00.031998 | 0:00:00.613966 |\n", "| 15 | 0.9123 | 0:00:00.645000 | 0:00:00.035002 | 0:00:00.645000 |\n", "| 30 | 0.8975 | 0:00:00.751170 | 0:00:00.044000 | 0:00:00.751170 |\n", "| 45 | 0.8758 | 0:00:00.929000 | 0:00:00.048001 | 0:00:00.929000 |\n", "| Average | 0.8994 | 0:00:00.734784 | 0:00:00.039750 | 0:00:00.387267 |\n", "| Std Dev. | 0.0149 | 0.12313248328278398 | 0.006495460945258573 | 0.3582873559551884 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9124 | 0:00:00.613966 | 0:00:00.031998 | 0:00:00.613966 |\n", "| 15 | 0.9124 | 0:00:00.645000 | 0:00:00.035002 | 0:00:00.645000 |\n", "| 30 | 0.8978 | 0:00:00.751170 | 0:00:00.044000 | 0:00:00.751170 |\n", "| 45 | 0.8759 | 0:00:00.929000 | 0:00:00.048001 | 0:00:00.929000 |\n", "| Average | 0.8996 | 0:00:00.734784 | 0:00:00.039750 | 0:00:00.387267 |\n", "| Std Dev. | 0.0149 | 0.12313248328278398 | 0.006495460945258573 | 0.3582873559551884 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9162 | 0:00:00.613966 | 0:00:00.031998 | 0:00:00.613966 |\n", "| 15 | 0.9194 | 0:00:00.645000 | 0:00:00.035002 | 0:00:00.645000 |\n", "| 30 | 0.903 | 0:00:00.751170 | 0:00:00.044000 | 0:00:00.751170 |\n", "| 45 | 0.8833 | 0:00:00.929000 | 0:00:00.048001 | 0:00:00.929000 |\n", "| Average | 0.9055 | 0:00:00.734784 | 0:00:00.039750 | 0:00:00.387267 |\n", "| Std Dev. | 0.0142 | 0.12313248328278398 | 0.006495460945258573 | 0.3582873559551884 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.845 | 0:00:00.613966 | 0:00:00.031998 | 0:00:00.613966 |\n", "| 15 | 0.8385 | 0:00:00.645000 | 0:00:00.035002 | 0:00:00.645000 |\n", "| 30 | 0.8211 | 0:00:00.751170 | 0:00:00.044000 | 0:00:00.751170 |\n", "| 45 | 0.7878 | 0:00:00.929000 | 0:00:00.048001 | 0:00:00.929000 |\n", "| Average | 0.8231 | 0:00:00.734784 | 0:00:00.039750 | 0:00:00.387267 |\n", "| Std Dev. | 0.0222 | 0.12313248328278398 | 0.006495460945258573 | 0.3582873559551884 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 5 | 0.0876 | 0:00:00.613966 | 0:00:00.031998 | 0:00:00.613966 |\n", "| 15 | 0.0876 | 0:00:00.645000 | 0:00:00.035002 | 0:00:00.645000 |\n", "| 30 | 0.1022 | 0:00:00.751170 | 0:00:00.044000 | 0:00:00.751170 |\n", "| 45 | 0.1241 | 0:00:00.929000 | 0:00:00.048001 | 0:00:00.929000 |\n", "| Average | 0.1004 | 0:00:00.734784 | 0:00:00.039750 | 0:00:00.387267 |\n", "| Std Dev. | 0.0149 | 0.12313248328278398 | 0.006495460945258573 | 0.3582873559551884 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9343 | 0:00:00.699137 | 0:00:00.058000 | 0:00:00.699137 |\n", "| 15 | 0.9343 | 0:00:01.015999 | 0:00:00.057000 | 0:00:01.015999 |\n", "| 30 | 0.9124 | 0:00:01.073001 | 0:00:00.042999 | 0:00:01.073001 |\n", "| 45 | 0.9051 | 0:00:00.867001 | 0:00:00.047000 | 0:00:00.867001 |\n", "| Average | 0.9215 | 0:00:00.913784 | 0:00:00.051250 | 0:00:00.482517 |\n", "| Std Dev. | 0.013 | 0.14496541264455434 | 0.006418168317264301 | 0.4433052075201439 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9326 | 0:00:00.699137 | 0:00:00.058000 | 0:00:00.699137 |\n", "| 15 | 0.9326 | 0:00:01.015999 | 0:00:00.057000 | 0:00:01.015999 |\n", "| 30 | 0.9107 | 0:00:01.073001 | 0:00:00.042999 | 0:00:01.073001 |\n", "| 45 | 0.9047 | 0:00:00.867001 | 0:00:00.047000 | 0:00:00.867001 |\n", "| Average | 0.9201 | 0:00:00.913784 | 0:00:00.051250 | 0:00:00.482517 |\n", "| Std Dev. | 0.0126 | 0.14496541264455434 | 0.006418168317264301 | 0.4433052075201439 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9343 | 0:00:00.699137 | 0:00:00.058000 | 0:00:00.699137 |\n", "| 15 | 0.9343 | 0:00:01.015999 | 0:00:00.057000 | 0:00:01.015999 |\n", "| 30 | 0.9124 | 0:00:01.073001 | 0:00:00.042999 | 0:00:01.073001 |\n", "| 45 | 0.9051 | 0:00:00.867001 | 0:00:00.047000 | 0:00:00.867001 |\n", "| Average | 0.9215 | 0:00:00.913784 | 0:00:00.051250 | 0:00:00.482517 |\n", "| Std Dev. | 0.013 | 0.14496541264455434 | 0.006418168317264301 | 0.4433052075201439 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9359 | 0:00:00.699137 | 0:00:00.058000 | 0:00:00.699137 |\n", "| 15 | 0.9359 | 0:00:01.015999 | 0:00:00.057000 | 0:00:01.015999 |\n", "| 30 | 0.9146 | 0:00:01.073001 | 0:00:00.042999 | 0:00:01.073001 |\n", "| 45 | 0.9096 | 0:00:00.867001 | 0:00:00.047000 | 0:00:00.867001 |\n", "| Average | 0.924 | 0:00:00.913784 | 0:00:00.051250 | 0:00:00.482517 |\n", "| Std Dev. | 0.012 | 0.14496541264455434 | 0.006418168317264301 | 0.4433052075201439 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9343 | 0:00:00.699137 | 0:00:00.058000 | 0:00:00.699137 |\n", "| 15 | 0.9343 | 0:00:01.015999 | 0:00:00.057000 | 0:00:01.015999 |\n", "| 30 | 0.9124 | 0:00:01.073001 | 0:00:00.042999 | 0:00:01.073001 |\n", "| 45 | 0.9051 | 0:00:00.867001 | 0:00:00.047000 | 0:00:00.867001 |\n", "| Average | 0.9215 | 0:00:00.913784 | 0:00:00.051250 | 0:00:00.482517 |\n", "| Std Dev. | 0.013 | 0.14496541264455434 | 0.006418168317264301 | 0.4433052075201439 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9338 | 0:00:00.699137 | 0:00:00.058000 | 0:00:00.699137 |\n", "| 15 | 0.9338 | 0:00:01.015999 | 0:00:00.057000 | 0:00:01.015999 |\n", "| 30 | 0.9118 | 0:00:01.073001 | 0:00:00.042999 | 0:00:01.073001 |\n", "| 45 | 0.9048 | 0:00:00.867001 | 0:00:00.047000 | 0:00:00.867001 |\n", "| Average | 0.9211 | 0:00:00.913784 | 0:00:00.051250 | 0:00:00.482517 |\n", "| Std Dev. | 0.013 | 0.14496541264455434 | 0.006418168317264301 | 0.4433052075201439 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9343 | 0:00:00.699137 | 0:00:00.058000 | 0:00:00.699137 |\n", "| 15 | 0.9343 | 0:00:01.015999 | 0:00:00.057000 | 0:00:01.015999 |\n", "| 30 | 0.9124 | 0:00:01.073001 | 0:00:00.042999 | 0:00:01.073001 |\n", "| 45 | 0.9051 | 0:00:00.867001 | 0:00:00.047000 | 0:00:00.867001 |\n", "| Average | 0.9215 | 0:00:00.913784 | 0:00:00.051250 | 0:00:00.482517 |\n", "| Std Dev. | 0.013 | 0.14496541264455434 | 0.006418168317264301 | 0.4433052075201439 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 5 | 0.9359 | 0:00:00.699137 | 0:00:00.058000 | 0:00:00.699137 |\n", "| 15 | 0.9359 | 0:00:01.015999 | 0:00:00.057000 | 0:00:01.015999 |\n", "| 30 | 0.9146 | 0:00:01.073001 | 0:00:00.042999 | 0:00:01.073001 |\n", "| 45 | 0.9096 | 0:00:00.867001 | 0:00:00.047000 | 0:00:00.867001 |\n", "| Average | 0.924 | 0:00:00.913784 | 0:00:00.051250 | 0:00:00.482517 |\n", "| Std Dev. | 0.012 | 0.14496541264455434 | 0.006418168317264301 | 0.4433052075201439 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.8836 | 0:00:00.699137 | 0:00:00.058000 | 0:00:00.699137 |\n", "| 15 | 0.8836 | 0:00:01.015999 | 0:00:00.057000 | 0:00:01.015999 |\n", "| 30 | 0.8486 | 0:00:01.073001 | 0:00:00.042999 | 0:00:01.073001 |\n", "| 45 | 0.8329 | 0:00:00.867001 | 0:00:00.047000 | 0:00:00.867001 |\n", "| Average | 0.8622 | 0:00:00.913784 | 0:00:00.051250 | 0:00:00.482517 |\n", "| Std Dev. | 0.0221 | 0.14496541264455434 | 0.006418168317264301 | 0.4433052075201439 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 5 | 0.0657 | 0:00:00.699137 | 0:00:00.058000 | 0:00:00.699137 |\n", "| 15 | 0.0657 | 0:00:01.015999 | 0:00:00.057000 | 0:00:01.015999 |\n", "| 30 | 0.0876 | 0:00:01.073001 | 0:00:00.042999 | 0:00:01.073001 |\n", "| 45 | 0.0949 | 0:00:00.867001 | 0:00:00.047000 | 0:00:00.867001 |\n", "| Average | 0.0785 | 0:00:00.913784 | 0:00:00.051250 | 0:00:00.482517 |\n", "| Std Dev. | 0.013 | 0.14496541264455434 | 0.006418168317264301 | 0.4433052075201439 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "| 5 | 0.9489 | 0:00:00.651998 | 0:00:00.035001 | 0:00:00.651998 |\n", "| 15 | 0.9051 | 0:00:00.910002 | 0:00:00.051000 | 0:00:00.910002 |\n", "| 30 | 0.9124 | 0:00:00.836998 | 0:00:00.040999 | 0:00:00.836998 |\n", "| 45 | 0.8759 | 0:00:01.012002 | 0:00:00.057003 | 0:00:01.012002 |\n", "| Average | 0.9106 | 0:00:00.852750 | 0:00:00.046001 | 0:00:00.449375 |\n", "| Std Dev. | 0.026 | 0.13151840587726646 | 0.008544744950775144 | 0.414000214776381 |\n", "+----------+----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 5 | 0.9472 | 0:00:00.651998 | 0:00:00.035001 | 0:00:00.651998 |\n", "| 15 | 0.9047 | 0:00:00.910002 | 0:00:00.051000 | 0:00:00.910002 |\n", "| 30 | 0.9114 | 0:00:00.836998 | 0:00:00.040999 | 0:00:00.836998 |\n", "| 45 | 0.8755 | 0:00:01.012002 | 0:00:00.057003 | 0:00:01.012002 |\n", "| Average | 0.9097 | 0:00:00.852750 | 0:00:00.046001 | 0:00:00.449375 |\n", "| Std Dev. | 0.0255 | 0.13151840587726646 | 0.008544744950775144 | 0.414000214776381 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 5 | 0.9489 | 0:00:00.651998 | 0:00:00.035001 | 0:00:00.651998 |\n", "| 15 | 0.9051 | 0:00:00.910002 | 0:00:00.051000 | 0:00:00.910002 |\n", "| 30 | 0.9124 | 0:00:00.836998 | 0:00:00.040999 | 0:00:00.836998 |\n", "| 45 | 0.8759 | 0:00:01.012002 | 0:00:00.057003 | 0:00:01.012002 |\n", "| Average | 0.9106 | 0:00:00.852750 | 0:00:00.046001 | 0:00:00.449375 |\n", "| Std Dev. | 0.026 | 0.13151840587726646 | 0.008544744950775144 | 0.414000214776381 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 5 | 0.9507 | 0:00:00.651998 | 0:00:00.035001 | 0:00:00.651998 |\n", "| 15 | 0.9096 | 0:00:00.910002 | 0:00:00.051000 | 0:00:00.910002 |\n", "| 30 | 0.9162 | 0:00:00.836998 | 0:00:00.040999 | 0:00:00.836998 |\n", "| 45 | 0.8801 | 0:00:01.012002 | 0:00:00.057003 | 0:00:01.012002 |\n", "| Average | 0.9142 | 0:00:00.852750 | 0:00:00.046001 | 0:00:00.449375 |\n", "| Std Dev. | 0.0251 | 0.13151840587726646 | 0.008544744950775144 | 0.414000214776381 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "| 5 | 0.9489 | 0:00:00.651998 | 0:00:00.035001 | 0:00:00.651998 |\n", "| 15 | 0.9051 | 0:00:00.910002 | 0:00:00.051000 | 0:00:00.910002 |\n", "| 30 | 0.9124 | 0:00:00.836998 | 0:00:00.040999 | 0:00:00.836998 |\n", "| 45 | 0.8759 | 0:00:01.012002 | 0:00:00.057003 | 0:00:01.012002 |\n", "| Average | 0.9106 | 0:00:00.852750 | 0:00:00.046001 | 0:00:00.449375 |\n", "| Std Dev. | 0.026 | 0.13151840587726646 | 0.008544744950775144 | 0.414000214776381 |\n", "+----------+--------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "| 5 | 0.9485 | 0:00:00.651998 | 0:00:00.035001 | 0:00:00.651998 |\n", "| 15 | 0.9048 | 0:00:00.910002 | 0:00:00.051000 | 0:00:00.910002 |\n", "| 30 | 0.912 | 0:00:00.836998 | 0:00:00.040999 | 0:00:00.836998 |\n", "| 45 | 0.8755 | 0:00:01.012002 | 0:00:00.057003 | 0:00:01.012002 |\n", "| Average | 0.9102 | 0:00:00.852750 | 0:00:00.046001 | 0:00:00.449375 |\n", "| Std Dev. | 0.026 | 0.13151840587726646 | 0.008544744950775144 | 0.414000214776381 |\n", "+----------+-----------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "| 5 | 0.9489 | 0:00:00.651998 | 0:00:00.035001 | 0:00:00.651998 |\n", "| 15 | 0.9051 | 0:00:00.910002 | 0:00:00.051000 | 0:00:00.910002 |\n", "| 30 | 0.9124 | 0:00:00.836998 | 0:00:00.040999 | 0:00:00.836998 |\n", "| 45 | 0.8759 | 0:00:01.012002 | 0:00:00.057003 | 0:00:01.012002 |\n", "| Average | 0.9106 | 0:00:00.852750 | 0:00:00.046001 | 0:00:00.449375 |\n", "| Std Dev. | 0.026 | 0.13151840587726646 | 0.008544744950775144 | 0.414000214776381 |\n", "+----------+-----------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 5 | 0.9507 | 0:00:00.651998 | 0:00:00.035001 | 0:00:00.651998 |\n", "| 15 | 0.9096 | 0:00:00.910002 | 0:00:00.051000 | 0:00:00.910002 |\n", "| 30 | 0.9162 | 0:00:00.836998 | 0:00:00.040999 | 0:00:00.836998 |\n", "| 45 | 0.8801 | 0:00:01.012002 | 0:00:00.057003 | 0:00:01.012002 |\n", "| Average | 0.9142 | 0:00:00.852750 | 0:00:00.046001 | 0:00:00.449375 |\n", "| Std Dev. | 0.0251 | 0.13151840587726646 | 0.008544744950775144 | 0.414000214776381 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "| 5 | 0.9062 | 0:00:00.651998 | 0:00:00.035001 | 0:00:00.651998 |\n", "| 15 | 0.8329 | 0:00:00.910002 | 0:00:00.051000 | 0:00:00.910002 |\n", "| 30 | 0.845 | 0:00:00.836998 | 0:00:00.040999 | 0:00:00.836998 |\n", "| 45 | 0.7925 | 0:00:01.012002 | 0:00:00.057003 | 0:00:01.012002 |\n", "| Average | 0.8442 | 0:00:00.852750 | 0:00:00.046001 | 0:00:00.449375 |\n", "| Std Dev. | 0.0408 | 0.13151840587726646 | 0.008544744950775144 | 0.414000214776381 |\n", "+----------+-----------------------+---------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "| 5 | 0.0511 | 0:00:00.651998 | 0:00:00.035001 | 0:00:00.651998 |\n", "| 15 | 0.0949 | 0:00:00.910002 | 0:00:00.051000 | 0:00:00.910002 |\n", "| 30 | 0.0876 | 0:00:00.836998 | 0:00:00.040999 | 0:00:00.836998 |\n", "| 45 | 0.1241 | 0:00:01.012002 | 0:00:00.057003 | 0:00:01.012002 |\n", "| Average | 0.0894 | 0:00:00.852750 | 0:00:00.046001 | 0:00:00.449375 |\n", "| Std Dev. | 0.026 | 0.13151840587726646 | 0.008544744950775144 | 0.414000214776381 |\n", "+----------+--------+---------------------+----------------------+-------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9489 | 0:00:00.590995 | 0:00:00.039000 | 0:00:00.590995 |\n", "| 15 | 0.9051 | 0:00:00.706003 | 0:00:00.036999 | 0:00:00.706003 |\n", "| 30 | 0.8978 | 0:00:00.858001 | 0:00:00.091000 | 0:00:00.858001 |\n", "| 45 | 0.9051 | 0:00:00.957000 | 0:00:00.050998 | 0:00:00.957000 |\n", "| Average | 0.9142 | 0:00:00.778000 | 0:00:00.054499 | 0:00:00.416249 |\n", "| Std Dev. | 0.0202 | 0.14017465187388947 | 0.021743199074250964 | 0.37539868931677634 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9472 | 0:00:00.590995 | 0:00:00.039000 | 0:00:00.590995 |\n", "| 15 | 0.9035 | 0:00:00.706003 | 0:00:00.036999 | 0:00:00.706003 |\n", "| 30 | 0.8966 | 0:00:00.858001 | 0:00:00.091000 | 0:00:00.858001 |\n", "| 45 | 0.9045 | 0:00:00.957000 | 0:00:00.050998 | 0:00:00.957000 |\n", "| Average | 0.913 | 0:00:00.778000 | 0:00:00.054499 | 0:00:00.416249 |\n", "| Std Dev. | 0.02 | 0.14017465187388947 | 0.021743199074250964 | 0.37539868931677634 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9489 | 0:00:00.590995 | 0:00:00.039000 | 0:00:00.590995 |\n", "| 15 | 0.9051 | 0:00:00.706003 | 0:00:00.036999 | 0:00:00.706003 |\n", "| 30 | 0.8978 | 0:00:00.858001 | 0:00:00.091000 | 0:00:00.858001 |\n", "| 45 | 0.9051 | 0:00:00.957000 | 0:00:00.050998 | 0:00:00.957000 |\n", "| Average | 0.9142 | 0:00:00.778000 | 0:00:00.054499 | 0:00:00.416249 |\n", "| Std Dev. | 0.0202 | 0.14017465187388947 | 0.021743199074250964 | 0.37539868931677634 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9507 | 0:00:00.590995 | 0:00:00.039000 | 0:00:00.590995 |\n", "| 15 | 0.9048 | 0:00:00.706003 | 0:00:00.036999 | 0:00:00.706003 |\n", "| 30 | 0.8966 | 0:00:00.858001 | 0:00:00.091000 | 0:00:00.858001 |\n", "| 45 | 0.9031 | 0:00:00.957000 | 0:00:00.050998 | 0:00:00.957000 |\n", "| Average | 0.9138 | 0:00:00.778000 | 0:00:00.054499 | 0:00:00.416249 |\n", "| Std Dev. | 0.0215 | 0.14017465187388947 | 0.021743199074250964 | 0.37539868931677634 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9489 | 0:00:00.590995 | 0:00:00.039000 | 0:00:00.590995 |\n", "| 15 | 0.9051 | 0:00:00.706003 | 0:00:00.036999 | 0:00:00.706003 |\n", "| 30 | 0.8978 | 0:00:00.858001 | 0:00:00.091000 | 0:00:00.858001 |\n", "| 45 | 0.9051 | 0:00:00.957000 | 0:00:00.050998 | 0:00:00.957000 |\n", "| Average | 0.9142 | 0:00:00.778000 | 0:00:00.054499 | 0:00:00.416249 |\n", "| Std Dev. | 0.0202 | 0.14017465187388947 | 0.021743199074250964 | 0.37539868931677634 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9485 | 0:00:00.590995 | 0:00:00.039000 | 0:00:00.590995 |\n", "| 15 | 0.9041 | 0:00:00.706003 | 0:00:00.036999 | 0:00:00.706003 |\n", "| 30 | 0.8966 | 0:00:00.858001 | 0:00:00.091000 | 0:00:00.858001 |\n", "| 45 | 0.9038 | 0:00:00.957000 | 0:00:00.050998 | 0:00:00.957000 |\n", "| Average | 0.9132 | 0:00:00.778000 | 0:00:00.054499 | 0:00:00.416249 |\n", "| Std Dev. | 0.0206 | 0.14017465187388947 | 0.021743199074250964 | 0.37539868931677634 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9489 | 0:00:00.590995 | 0:00:00.039000 | 0:00:00.590995 |\n", "| 15 | 0.9051 | 0:00:00.706003 | 0:00:00.036999 | 0:00:00.706003 |\n", "| 30 | 0.8978 | 0:00:00.858001 | 0:00:00.091000 | 0:00:00.858001 |\n", "| 45 | 0.9051 | 0:00:00.957000 | 0:00:00.050998 | 0:00:00.957000 |\n", "| Average | 0.9142 | 0:00:00.778000 | 0:00:00.054499 | 0:00:00.416249 |\n", "| Std Dev. | 0.0202 | 0.14017465187388947 | 0.021743199074250964 | 0.37539868931677634 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9507 | 0:00:00.590995 | 0:00:00.039000 | 0:00:00.590995 |\n", "| 15 | 0.9048 | 0:00:00.706003 | 0:00:00.036999 | 0:00:00.706003 |\n", "| 30 | 0.8966 | 0:00:00.858001 | 0:00:00.091000 | 0:00:00.858001 |\n", "| 45 | 0.9031 | 0:00:00.957000 | 0:00:00.050998 | 0:00:00.957000 |\n", "| Average | 0.9138 | 0:00:00.778000 | 0:00:00.054499 | 0:00:00.416249 |\n", "| Std Dev. | 0.0215 | 0.14017465187388947 | 0.021743199074250964 | 0.37539868931677634 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9062 | 0:00:00.590995 | 0:00:00.039000 | 0:00:00.590995 |\n", "| 15 | 0.8436 | 0:00:00.706003 | 0:00:00.036999 | 0:00:00.706003 |\n", "| 30 | 0.8348 | 0:00:00.858001 | 0:00:00.091000 | 0:00:00.858001 |\n", "| 45 | 0.8478 | 0:00:00.957000 | 0:00:00.050998 | 0:00:00.957000 |\n", "| Average | 0.8581 | 0:00:00.778000 | 0:00:00.054499 | 0:00:00.416249 |\n", "| Std Dev. | 0.0282 | 0.14017465187388947 | 0.021743199074250964 | 0.37539868931677634 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 5 | 0.0511 | 0:00:00.590995 | 0:00:00.039000 | 0:00:00.590995 |\n", "| 15 | 0.0949 | 0:00:00.706003 | 0:00:00.036999 | 0:00:00.706003 |\n", "| 30 | 0.1022 | 0:00:00.858001 | 0:00:00.091000 | 0:00:00.858001 |\n", "| 45 | 0.0949 | 0:00:00.957000 | 0:00:00.050998 | 0:00:00.957000 |\n", "| Average | 0.0858 | 0:00:00.778000 | 0:00:00.054499 | 0:00:00.416249 |\n", "| Std Dev. | 0.0202 | 0.14017465187388947 | 0.021743199074250964 | 0.37539868931677634 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9562 | 0:00:00.660001 | 0:00:00.033000 | 0:00:00.660001 |\n", "| 15 | 0.9051 | 0:00:00.799998 | 0:00:00.056002 | 0:00:00.799998 |\n", "| 30 | 0.8905 | 0:00:00.916001 | 0:00:00.064999 | 0:00:00.916001 |\n", "| 45 | 0.8905 | 0:00:00.970999 | 0:00:00.038999 | 0:00:00.970999 |\n", "| Average | 0.9106 | 0:00:00.836750 | 0:00:00.048250 | 0:00:00.442500 |\n", "| Std Dev. | 0.027 | 0.11926303141621235 | 0.012832962915317355 | 0.40327065492618563 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9557 | 0:00:00.660001 | 0:00:00.033000 | 0:00:00.660001 |\n", "| 15 | 0.9035 | 0:00:00.799998 | 0:00:00.056002 | 0:00:00.799998 |\n", "| 30 | 0.8888 | 0:00:00.916001 | 0:00:00.064999 | 0:00:00.916001 |\n", "| 45 | 0.8886 | 0:00:00.970999 | 0:00:00.038999 | 0:00:00.970999 |\n", "| Average | 0.9092 | 0:00:00.836750 | 0:00:00.048250 | 0:00:00.442500 |\n", "| Std Dev. | 0.0275 | 0.11926303141621235 | 0.012832962915317355 | 0.40327065492618563 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9562 | 0:00:00.660001 | 0:00:00.033000 | 0:00:00.660001 |\n", "| 15 | 0.9051 | 0:00:00.799998 | 0:00:00.056002 | 0:00:00.799998 |\n", "| 30 | 0.8905 | 0:00:00.916001 | 0:00:00.064999 | 0:00:00.916001 |\n", "| 45 | 0.8905 | 0:00:00.970999 | 0:00:00.038999 | 0:00:00.970999 |\n", "| Average | 0.9106 | 0:00:00.836750 | 0:00:00.048250 | 0:00:00.442500 |\n", "| Std Dev. | 0.027 | 0.11926303141621235 | 0.012832962915317355 | 0.40327065492618563 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9557 | 0:00:00.660001 | 0:00:00.033000 | 0:00:00.660001 |\n", "| 15 | 0.9048 | 0:00:00.799998 | 0:00:00.056002 | 0:00:00.799998 |\n", "| 30 | 0.89 | 0:00:00.916001 | 0:00:00.064999 | 0:00:00.916001 |\n", "| 45 | 0.8916 | 0:00:00.970999 | 0:00:00.038999 | 0:00:00.970999 |\n", "| Average | 0.9105 | 0:00:00.836750 | 0:00:00.048250 | 0:00:00.442500 |\n", "| Std Dev. | 0.0267 | 0.11926303141621235 | 0.012832962915317355 | 0.40327065492618563 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9562 | 0:00:00.660001 | 0:00:00.033000 | 0:00:00.660001 |\n", "| 15 | 0.9051 | 0:00:00.799998 | 0:00:00.056002 | 0:00:00.799998 |\n", "| 30 | 0.8905 | 0:00:00.916001 | 0:00:00.064999 | 0:00:00.916001 |\n", "| 45 | 0.8905 | 0:00:00.970999 | 0:00:00.038999 | 0:00:00.970999 |\n", "| Average | 0.9106 | 0:00:00.836750 | 0:00:00.048250 | 0:00:00.442500 |\n", "| Std Dev. | 0.027 | 0.11926303141621235 | 0.012832962915317355 | 0.40327065492618563 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9557 | 0:00:00.660001 | 0:00:00.033000 | 0:00:00.660001 |\n", "| 15 | 0.9041 | 0:00:00.799998 | 0:00:00.056002 | 0:00:00.799998 |\n", "| 30 | 0.8894 | 0:00:00.916001 | 0:00:00.064999 | 0:00:00.916001 |\n", "| 45 | 0.8897 | 0:00:00.970999 | 0:00:00.038999 | 0:00:00.970999 |\n", "| Average | 0.9097 | 0:00:00.836750 | 0:00:00.048250 | 0:00:00.442500 |\n", "| Std Dev. | 0.0272 | 0.11926303141621235 | 0.012832962915317355 | 0.40327065492618563 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9562 | 0:00:00.660001 | 0:00:00.033000 | 0:00:00.660001 |\n", "| 15 | 0.9051 | 0:00:00.799998 | 0:00:00.056002 | 0:00:00.799998 |\n", "| 30 | 0.8905 | 0:00:00.916001 | 0:00:00.064999 | 0:00:00.916001 |\n", "| 45 | 0.8905 | 0:00:00.970999 | 0:00:00.038999 | 0:00:00.970999 |\n", "| Average | 0.9106 | 0:00:00.836750 | 0:00:00.048250 | 0:00:00.442500 |\n", "| Std Dev. | 0.027 | 0.11926303141621235 | 0.012832962915317355 | 0.40327065492618563 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9557 | 0:00:00.660001 | 0:00:00.033000 | 0:00:00.660001 |\n", "| 15 | 0.9048 | 0:00:00.799998 | 0:00:00.056002 | 0:00:00.799998 |\n", "| 30 | 0.89 | 0:00:00.916001 | 0:00:00.064999 | 0:00:00.916001 |\n", "| 45 | 0.8916 | 0:00:00.970999 | 0:00:00.038999 | 0:00:00.970999 |\n", "| Average | 0.9105 | 0:00:00.836750 | 0:00:00.048250 | 0:00:00.442500 |\n", "| Std Dev. | 0.0267 | 0.11926303141621235 | 0.012832962915317355 | 0.40327065492618563 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| 5 | 0.926 | 0:00:00.660001 | 0:00:00.033000 | 0:00:00.660001 |\n", "| 15 | 0.8436 | 0:00:00.799998 | 0:00:00.056002 | 0:00:00.799998 |\n", "| 30 | 0.8221 | 0:00:00.916001 | 0:00:00.064999 | 0:00:00.916001 |\n", "| 45 | 0.8186 | 0:00:00.970999 | 0:00:00.038999 | 0:00:00.970999 |\n", "| Average | 0.8526 | 0:00:00.836750 | 0:00:00.048250 | 0:00:00.442500 |\n", "| Std Dev. | 0.0434 | 0.11926303141621235 | 0.012832962915317355 | 0.40327065492618563 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 5 | 0.0438 | 0:00:00.660001 | 0:00:00.033000 | 0:00:00.660001 |\n", "| 15 | 0.0949 | 0:00:00.799998 | 0:00:00.056002 | 0:00:00.799998 |\n", "| 30 | 0.1095 | 0:00:00.916001 | 0:00:00.064999 | 0:00:00.916001 |\n", "| 45 | 0.1095 | 0:00:00.970999 | 0:00:00.038999 | 0:00:00.970999 |\n", "| Average | 0.0894 | 0:00:00.836750 | 0:00:00.048250 | 0:00:00.442500 |\n", "| Std Dev. | 0.027 | 0.11926303141621235 | 0.012832962915317355 | 0.40327065492618563 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+--------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+---------------------+\n", "| 5 | 0.9343 | 0:00:00.736002 | 0:00:00.033999 | 0:00:00.736002 |\n", "| 15 | 0.9124 | 0:00:00.731000 | 0:00:00.040000 | 0:00:00.731000 |\n", "| 30 | 0.8905 | 0:00:00.946001 | 0:00:00.041002 | 0:00:00.946001 |\n", "| 45 | 0.9051 | 0:00:01.097999 | 0:00:00.054000 | 0:00:01.097999 |\n", "| Average | 0.9106 | 0:00:00.877750 | 0:00:00.042250 | 0:00:00.460000 |\n", "| Std Dev. | 0.0158 | 0.1539448709588951 | 0.007293268926025255 | 0.43173058187845376 |\n", "+----------+----------+--------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+---------------------+\n", "| 5 | 0.9326 | 0:00:00.736002 | 0:00:00.033999 | 0:00:00.736002 |\n", "| 15 | 0.9114 | 0:00:00.731000 | 0:00:00.040000 | 0:00:00.731000 |\n", "| 30 | 0.8901 | 0:00:00.946001 | 0:00:00.041002 | 0:00:00.946001 |\n", "| 45 | 0.9047 | 0:00:01.097999 | 0:00:00.054000 | 0:00:01.097999 |\n", "| Average | 0.9097 | 0:00:00.877750 | 0:00:00.042250 | 0:00:00.460000 |\n", "| Std Dev. | 0.0153 | 0.1539448709588951 | 0.007293268926025255 | 0.43173058187845376 |\n", "+----------+-----------+--------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+---------------------+\n", "| 5 | 0.9343 | 0:00:00.736002 | 0:00:00.033999 | 0:00:00.736002 |\n", "| 15 | 0.9124 | 0:00:00.731000 | 0:00:00.040000 | 0:00:00.731000 |\n", "| 30 | 0.8905 | 0:00:00.946001 | 0:00:00.041002 | 0:00:00.946001 |\n", "| 45 | 0.9051 | 0:00:01.097999 | 0:00:00.054000 | 0:00:01.097999 |\n", "| Average | 0.9106 | 0:00:00.877750 | 0:00:00.042250 | 0:00:00.460000 |\n", "| Std Dev. | 0.0158 | 0.1539448709588951 | 0.007293268926025255 | 0.43173058187845376 |\n", "+----------+-----------------+--------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+---------------------+\n", "| 5 | 0.9359 | 0:00:00.736002 | 0:00:00.033999 | 0:00:00.736002 |\n", "| 15 | 0.9162 | 0:00:00.731000 | 0:00:00.040000 | 0:00:00.731000 |\n", "| 30 | 0.8948 | 0:00:00.946001 | 0:00:00.041002 | 0:00:00.946001 |\n", "| 45 | 0.9096 | 0:00:01.097999 | 0:00:00.054000 | 0:00:01.097999 |\n", "| Average | 0.9142 | 0:00:00.877750 | 0:00:00.042250 | 0:00:00.460000 |\n", "| Std Dev. | 0.0148 | 0.1539448709588951 | 0.007293268926025255 | 0.43173058187845376 |\n", "+----------+--------+--------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+--------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+---------------------+\n", "| 5 | 0.9343 | 0:00:00.736002 | 0:00:00.033999 | 0:00:00.736002 |\n", "| 15 | 0.9124 | 0:00:00.731000 | 0:00:00.040000 | 0:00:00.731000 |\n", "| 30 | 0.8905 | 0:00:00.946001 | 0:00:00.041002 | 0:00:00.946001 |\n", "| 45 | 0.9051 | 0:00:01.097999 | 0:00:00.054000 | 0:00:01.097999 |\n", "| Average | 0.9106 | 0:00:00.877750 | 0:00:00.042250 | 0:00:00.460000 |\n", "| Std Dev. | 0.0158 | 0.1539448709588951 | 0.007293268926025255 | 0.43173058187845376 |\n", "+----------+--------------+--------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+---------------------+\n", "| 5 | 0.9338 | 0:00:00.736002 | 0:00:00.033999 | 0:00:00.736002 |\n", "| 15 | 0.912 | 0:00:00.731000 | 0:00:00.040000 | 0:00:00.731000 |\n", "| 30 | 0.8901 | 0:00:00.946001 | 0:00:00.041002 | 0:00:00.946001 |\n", "| 45 | 0.9048 | 0:00:01.097999 | 0:00:00.054000 | 0:00:01.097999 |\n", "| Average | 0.9102 | 0:00:00.877750 | 0:00:00.042250 | 0:00:00.460000 |\n", "| Std Dev. | 0.0157 | 0.1539448709588951 | 0.007293268926025255 | 0.43173058187845376 |\n", "+----------+-----------+--------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+---------------------+\n", "| 5 | 0.9343 | 0:00:00.736002 | 0:00:00.033999 | 0:00:00.736002 |\n", "| 15 | 0.9124 | 0:00:00.731000 | 0:00:00.040000 | 0:00:00.731000 |\n", "| 30 | 0.8905 | 0:00:00.946001 | 0:00:00.041002 | 0:00:00.946001 |\n", "| 45 | 0.9051 | 0:00:01.097999 | 0:00:00.054000 | 0:00:01.097999 |\n", "| Average | 0.9106 | 0:00:00.877750 | 0:00:00.042250 | 0:00:00.460000 |\n", "| Std Dev. | 0.0158 | 0.1539448709588951 | 0.007293268926025255 | 0.43173058187845376 |\n", "+----------+-----------------+--------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+---------------------+\n", "| 5 | 0.9359 | 0:00:00.736002 | 0:00:00.033999 | 0:00:00.736002 |\n", "| 15 | 0.9162 | 0:00:00.731000 | 0:00:00.040000 | 0:00:00.731000 |\n", "| 30 | 0.8948 | 0:00:00.946001 | 0:00:00.041002 | 0:00:00.946001 |\n", "| 45 | 0.9096 | 0:00:01.097999 | 0:00:00.054000 | 0:00:01.097999 |\n", "| Average | 0.9142 | 0:00:00.877750 | 0:00:00.042250 | 0:00:00.460000 |\n", "| Std Dev. | 0.0148 | 0.1539448709588951 | 0.007293268926025255 | 0.43173058187845376 |\n", "+----------+--------+--------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+--------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+---------------------+\n", "| 5 | 0.8836 | 0:00:00.736002 | 0:00:00.033999 | 0:00:00.736002 |\n", "| 15 | 0.845 | 0:00:00.731000 | 0:00:00.040000 | 0:00:00.731000 |\n", "| 30 | 0.8125 | 0:00:00.946001 | 0:00:00.041002 | 0:00:00.946001 |\n", "| 45 | 0.8329 | 0:00:01.097999 | 0:00:00.054000 | 0:00:01.097999 |\n", "| Average | 0.8435 | 0:00:00.877750 | 0:00:00.042250 | 0:00:00.460000 |\n", "| Std Dev. | 0.0259 | 0.1539448709588951 | 0.007293268926025255 | 0.43173058187845376 |\n", "+----------+-----------------------+--------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+---------------------+\n", "| 5 | 0.0657 | 0:00:00.736002 | 0:00:00.033999 | 0:00:00.736002 |\n", "| 15 | 0.0876 | 0:00:00.731000 | 0:00:00.040000 | 0:00:00.731000 |\n", "| 30 | 0.1095 | 0:00:00.946001 | 0:00:00.041002 | 0:00:00.946001 |\n", "| 45 | 0.0949 | 0:00:01.097999 | 0:00:00.054000 | 0:00:01.097999 |\n", "| Average | 0.0894 | 0:00:00.877750 | 0:00:00.042250 | 0:00:00.460000 |\n", "| Std Dev. | 0.0158 | 0.1539448709588951 | 0.007293268926025255 | 0.43173058187845376 |\n", "+----------+--------+--------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9468 | 0.017 | 0:00:00.632509 | 0:00:00.035400 | 0:00:00.667909 |\n", "| 15 | 0.9213 | 0.016 | 0:00:00.746801 | 0:00:00.042700 | 0:00:00.789501 |\n", "| 30 | 0.9103 | 0.0147 | 0:00:00.860217 | 0:00:00.051600 | 0:00:00.911817 |\n", "| 45 | 0.9038 | 0.017 | 0:00:00.933900 | 0:00:00.046500 | 0:00:00.980401 |\n", "| Average | 0.9205 | 0.0162 | 0:00:00.793357 | 0:00:00.044050 | 0:00:00.837407 |\n", "| Std Dev. | 0.0164 | 0.0009 | 0.1143045791 | 0.005908679 | 0.1193822504 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9456 | 0.017 | 0:00:00.632509 | 0:00:00.035400 | 0:00:00.667909 |\n", "| 15 | 0.9204 | 0.0158 | 0:00:00.746801 | 0:00:00.042700 | 0:00:00.789501 |\n", "| 30 | 0.9096 | 0.015 | 0:00:00.860217 | 0:00:00.051600 | 0:00:00.911817 |\n", "| 45 | 0.9035 | 0.0164 | 0:00:00.933900 | 0:00:00.046500 | 0:00:00.980401 |\n", "| Average | 0.9198 | 0.016 | 0:00:00.793357 | 0:00:00.044050 | 0:00:00.837407 |\n", "| Std Dev. | 0.0161 | 0.0008 | 0.1143045791 | 0.005908679 | 0.1193822504 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9468 | 0.017 | 0:00:00.632509 | 0:00:00.035400 | 0:00:00.667909 |\n", "| 15 | 0.9213 | 0.016 | 0:00:00.746801 | 0:00:00.042700 | 0:00:00.789501 |\n", "| 30 | 0.9103 | 0.0147 | 0:00:00.860217 | 0:00:00.051600 | 0:00:00.911817 |\n", "| 45 | 0.9038 | 0.017 | 0:00:00.933900 | 0:00:00.046500 | 0:00:00.980401 |\n", "| Average | 0.9205 | 0.0162 | 0:00:00.793357 | 0:00:00.044050 | 0:00:00.837407 |\n", "| Std Dev. | 0.0164 | 0.0009 | 0.1143045791 | 0.005908679 | 0.1193822504 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9483 | 0.0164 | 0:00:00.632509 | 0:00:00.035400 | 0:00:00.667909 |\n", "| 15 | 0.9245 | 0.0167 | 0:00:00.746801 | 0:00:00.042700 | 0:00:00.789501 |\n", "| 30 | 0.9135 | 0.016 | 0:00:00.860217 | 0:00:00.051600 | 0:00:00.911817 |\n", "| 45 | 0.9073 | 0.0168 | 0:00:00.933900 | 0:00:00.046500 | 0:00:00.980401 |\n", "| Average | 0.9234 | 0.0165 | 0:00:00.793357 | 0:00:00.044050 | 0:00:00.837407 |\n", "| Std Dev. | 0.0156 | 0.0003 | 0.1143045791 | 0.005908679 | 0.1193822504 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9468 | 0.017 | 0:00:00.632509 | 0:00:00.035400 | 0:00:00.667909 |\n", "| 15 | 0.9213 | 0.016 | 0:00:00.746801 | 0:00:00.042700 | 0:00:00.789501 |\n", "| 30 | 0.9103 | 0.0147 | 0:00:00.860217 | 0:00:00.051600 | 0:00:00.911817 |\n", "| 45 | 0.9038 | 0.017 | 0:00:00.933900 | 0:00:00.046500 | 0:00:00.980401 |\n", "| Average | 0.9205 | 0.0162 | 0:00:00.793357 | 0:00:00.044050 | 0:00:00.837407 |\n", "| Std Dev. | 0.0164 | 0.0009 | 0.1143045791 | 0.005908679 | 0.1193822504 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9464 | 0.017 | 0:00:00.632509 | 0:00:00.035400 | 0:00:00.667909 |\n", "| 15 | 0.9208 | 0.0162 | 0:00:00.746801 | 0:00:00.042700 | 0:00:00.789501 |\n", "| 30 | 0.9098 | 0.0149 | 0:00:00.860217 | 0:00:00.051600 | 0:00:00.911817 |\n", "| 45 | 0.9033 | 0.017 | 0:00:00.933900 | 0:00:00.046500 | 0:00:00.980401 |\n", "| Average | 0.9201 | 0.0163 | 0:00:00.793357 | 0:00:00.044050 | 0:00:00.837407 |\n", "| Std Dev. | 0.0164 | 0.0009 | 0.1143045791 | 0.005908679 | 0.1193822504 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9468 | 0.017 | 0:00:00.632509 | 0:00:00.035400 | 0:00:00.667909 |\n", "| 15 | 0.9213 | 0.016 | 0:00:00.746801 | 0:00:00.042700 | 0:00:00.789501 |\n", "| 30 | 0.9103 | 0.0147 | 0:00:00.860217 | 0:00:00.051600 | 0:00:00.911817 |\n", "| 45 | 0.9038 | 0.017 | 0:00:00.933900 | 0:00:00.046500 | 0:00:00.980401 |\n", "| Average | 0.9205 | 0.0162 | 0:00:00.793357 | 0:00:00.044050 | 0:00:00.837407 |\n", "| Std Dev. | 0.0164 | 0.0009 | 0.1143045791 | 0.005908679 | 0.1193822504 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9483 | 0.0164 | 0:00:00.632509 | 0:00:00.035400 | 0:00:00.667909 |\n", "| 15 | 0.9245 | 0.0167 | 0:00:00.746801 | 0:00:00.042700 | 0:00:00.789501 |\n", "| 30 | 0.9135 | 0.016 | 0:00:00.860217 | 0:00:00.051600 | 0:00:00.911817 |\n", "| 45 | 0.9073 | 0.0168 | 0:00:00.933900 | 0:00:00.046500 | 0:00:00.980401 |\n", "| Average | 0.9234 | 0.0165 | 0:00:00.793357 | 0:00:00.044050 | 0:00:00.837407 |\n", "| Std Dev. | 0.0156 | 0.0003 | 0.1143045791 | 0.005908679 | 0.1193822504 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9044 | 0.0293 | 0:00:00.632509 | 0:00:00.035400 | 0:00:00.667909 |\n", "| 15 | 0.8597 | 0.0234 | 0:00:00.746801 | 0:00:00.042700 | 0:00:00.789501 |\n", "| 30 | 0.8433 | 0.0196 | 0:00:00.860217 | 0:00:00.051600 | 0:00:00.911817 |\n", "| 45 | 0.8335 | 0.0252 | 0:00:00.933900 | 0:00:00.046500 | 0:00:00.980401 |\n", "| Average | 0.8602 | 0.0244 | 0:00:00.793357 | 0:00:00.044050 | 0:00:00.837407 |\n", "| Std Dev. | 0.0271 | 0.0035 | 0.1143045791 | 0.005908679 | 0.1193822504 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.0532 | 0.017 | 0:00:00.632509 | 0:00:00.035400 | 0:00:00.667909 |\n", "| 15 | 0.0787 | 0.016 | 0:00:00.746801 | 0:00:00.042700 | 0:00:00.789501 |\n", "| 30 | 0.0897 | 0.0147 | 0:00:00.860217 | 0:00:00.051600 | 0:00:00.911817 |\n", "| 45 | 0.0962 | 0.017 | 0:00:00.933900 | 0:00:00.046500 | 0:00:00.980401 |\n", "| Average | 0.0795 | 0.0162 | 0:00:00.793357 | 0:00:00.044050 | 0:00:00.837407 |\n", "| Std Dev. | 0.0164 | 0.0009 | 0.1143045791 | 0.005908679 | 0.1193822504 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Latest Datasets\\\\Cardiotocography'\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 5 | 0.6056 | 0:00:04.990668 | 0:00:00.142232 | 0:00:04.990668 |\n", "| 15 | 0.6573 | 0:00:04.586958 | 0:00:00.122999 | 0:00:04.586958 |\n", "| 30 | 0.5399 | 0:00:04.300004 | 0:00:00.120996 | 0:00:04.300004 |\n", "| 45 | 0.5164 | 0:00:03.871002 | 0:00:00.158001 | 0:00:03.871002 |\n", "| Average | 0.5798 | 0:00:04.437158 | 0:00:00.136057 | 0:00:02.286607 |\n", "| Std Dev. | 0.0554 | 0.40870456510551584 | 0.015141043691159142 | 2.1699081701918117 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 5 | 0.3377 | 0:00:04.990668 | 0:00:00.142232 | 0:00:04.990668 |\n", "| 15 | 0.3289 | 0:00:04.586958 | 0:00:00.122999 | 0:00:04.586958 |\n", "| 30 | 0.3324 | 0:00:04.300004 | 0:00:00.120996 | 0:00:04.300004 |\n", "| 45 | 0.3393 | 0:00:03.871002 | 0:00:00.158001 | 0:00:03.871002 |\n", "| Average | 0.3346 | 0:00:04.437158 | 0:00:00.136057 | 0:00:02.286607 |\n", "| Std Dev. | 0.0042 | 0.40870456510551584 | 0.015141043691159142 | 2.1699081701918117 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.6056 | 0:00:04.990668 | 0:00:00.142232 | 0:00:04.990668 |\n", "| 15 | 0.6573 | 0:00:04.586958 | 0:00:00.122999 | 0:00:04.586958 |\n", "| 30 | 0.5399 | 0:00:04.300004 | 0:00:00.120996 | 0:00:04.300004 |\n", "| 45 | 0.5164 | 0:00:03.871002 | 0:00:00.158001 | 0:00:03.871002 |\n", "| Average | 0.5798 | 0:00:04.437158 | 0:00:00.136057 | 0:00:02.286607 |\n", "| Std Dev. | 0.0554 | 0.40870456510551584 | 0.015141043691159142 | 2.1699081701918117 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 5 | 0.3918 | 0:00:04.990668 | 0:00:00.142232 | 0:00:04.990668 |\n", "| 15 | 0.3665 | 0:00:04.586958 | 0:00:00.122999 | 0:00:04.586958 |\n", "| 30 | 0.4017 | 0:00:04.300004 | 0:00:00.120996 | 0:00:04.300004 |\n", "| 45 | 0.4106 | 0:00:03.871002 | 0:00:00.158001 | 0:00:03.871002 |\n", "| Average | 0.3927 | 0:00:04.437158 | 0:00:00.136057 | 0:00:02.286607 |\n", "| Std Dev. | 0.0165 | 0.40870456510551584 | 0.015141043691159142 | 2.1699081701918117 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.6056 | 0:00:04.990668 | 0:00:00.142232 | 0:00:04.990668 |\n", "| 15 | 0.6573 | 0:00:04.586958 | 0:00:00.122999 | 0:00:04.586958 |\n", "| 30 | 0.5399 | 0:00:04.300004 | 0:00:00.120996 | 0:00:04.300004 |\n", "| 45 | 0.5164 | 0:00:03.871002 | 0:00:00.158001 | 0:00:03.871002 |\n", "| Average | 0.5798 | 0:00:04.437158 | 0:00:00.136057 | 0:00:02.286607 |\n", "| Std Dev. | 0.0554 | 0.40870456510551584 | 0.015141043691159142 | 2.1699081701918117 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 5 | 0.342 | 0:00:04.990668 | 0:00:00.142232 | 0:00:04.990668 |\n", "| 15 | 0.3411 | 0:00:04.586958 | 0:00:00.122999 | 0:00:04.586958 |\n", "| 30 | 0.3245 | 0:00:04.300004 | 0:00:00.120996 | 0:00:04.300004 |\n", "| 45 | 0.3184 | 0:00:03.871002 | 0:00:00.158001 | 0:00:03.871002 |\n", "| Average | 0.3315 | 0:00:04.437158 | 0:00:00.136057 | 0:00:02.286607 |\n", "| Std Dev. | 0.0103 | 0.40870456510551584 | 0.015141043691159142 | 2.1699081701918117 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.6056 | 0:00:04.990668 | 0:00:00.142232 | 0:00:04.990668 |\n", "| 15 | 0.6573 | 0:00:04.586958 | 0:00:00.122999 | 0:00:04.586958 |\n", "| 30 | 0.5399 | 0:00:04.300004 | 0:00:00.120996 | 0:00:04.300004 |\n", "| 45 | 0.5164 | 0:00:03.871002 | 0:00:00.158001 | 0:00:03.871002 |\n", "| Average | 0.5798 | 0:00:04.437158 | 0:00:00.136057 | 0:00:02.286607 |\n", "| Std Dev. | 0.0554 | 0.40870456510551584 | 0.015141043691159142 | 2.1699081701918117 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 5 | 0.7042 | 0:00:04.990668 | 0:00:00.142232 | 0:00:04.990668 |\n", "| 15 | 0.743 | 0:00:04.586958 | 0:00:00.122999 | 0:00:04.586958 |\n", "| 30 | 0.6549 | 0:00:04.300004 | 0:00:00.120996 | 0:00:04.300004 |\n", "| 45 | 0.6373 | 0:00:03.871002 | 0:00:00.158001 | 0:00:03.871002 |\n", "| Average | 0.6849 | 0:00:04.437158 | 0:00:00.136057 | 0:00:02.286607 |\n", "| Std Dev. | 0.0416 | 0.40870456510551584 | 0.015141043691159142 | 2.1699081701918117 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.4982 | 0:00:04.990668 | 0:00:00.142232 | 0:00:04.990668 |\n", "| 15 | 0.5463 | 0:00:04.586958 | 0:00:00.122999 | 0:00:04.586958 |\n", "| 30 | 0.4449 | 0:00:04.300004 | 0:00:00.120996 | 0:00:04.300004 |\n", "| 45 | 0.4279 | 0:00:03.871002 | 0:00:00.158001 | 0:00:03.871002 |\n", "| Average | 0.4793 | 0:00:04.437158 | 0:00:00.136057 | 0:00:02.286607 |\n", "| Std Dev. | 0.0466 | 0.40870456510551584 | 0.015141043691159142 | 2.1699081701918117 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 5 | 0.4413 | 0:00:04.990668 | 0:00:00.142232 | 0:00:04.990668 |\n", "| 15 | 0.3897 | 0:00:04.586958 | 0:00:00.122999 | 0:00:04.586958 |\n", "| 30 | 0.5211 | 0:00:04.300004 | 0:00:00.120996 | 0:00:04.300004 |\n", "| 45 | 0.5305 | 0:00:03.871002 | 0:00:00.158001 | 0:00:03.871002 |\n", "| Average | 0.4707 | 0:00:04.437158 | 0:00:00.136057 | 0:00:02.286607 |\n", "| Std Dev. | 0.0582 | 0.40870456510551584 | 0.015141043691159142 | 2.1699081701918117 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+-------------------+----------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-------------------+----------------------+-------------------+\n", "| 5 | 0.3756 | 0:00:04.216182 | 0:00:00.106000 | 0:00:04.216182 |\n", "| 15 | 0.3474 | 0:00:03.455000 | 0:00:00.109000 | 0:00:03.455000 |\n", "| 30 | 0.3521 | 0:00:03.471689 | 0:00:00.088000 | 0:00:03.471689 |\n", "| 45 | 0.3568 | 0:00:03.365009 | 0:00:00.098999 | 0:00:03.365009 |\n", "| Average | 0.358 | 0:00:03.626970 | 0:00:00.100500 | 0:00:01.863735 |\n", "| Std Dev. | 0.0107 | 0.342592970543352 | 0.008077670903692113 | 1.779807797641601 |\n", "+----------+----------+-------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+-------------------+----------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-------------------+----------------------+-------------------+\n", "| 5 | 0.318 | 0:00:04.216182 | 0:00:00.106000 | 0:00:04.216182 |\n", "| 15 | 0.3063 | 0:00:03.455000 | 0:00:00.109000 | 0:00:03.455000 |\n", "| 30 | 0.3075 | 0:00:03.471689 | 0:00:00.088000 | 0:00:03.471689 |\n", "| 45 | 0.2995 | 0:00:03.365009 | 0:00:00.098999 | 0:00:03.365009 |\n", "| Average | 0.3078 | 0:00:03.626970 | 0:00:00.100500 | 0:00:01.863735 |\n", "| Std Dev. | 0.0066 | 0.342592970543352 | 0.008077670903692113 | 1.779807797641601 |\n", "+----------+-----------+-------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+-------------------+----------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-------------------+----------------------+-------------------+\n", "| 5 | 0.3756 | 0:00:04.216182 | 0:00:00.106000 | 0:00:04.216182 |\n", "| 15 | 0.3474 | 0:00:03.455000 | 0:00:00.109000 | 0:00:03.455000 |\n", "| 30 | 0.3521 | 0:00:03.471689 | 0:00:00.088000 | 0:00:03.471689 |\n", "| 45 | 0.3568 | 0:00:03.365009 | 0:00:00.098999 | 0:00:03.365009 |\n", "| Average | 0.358 | 0:00:03.626970 | 0:00:00.100500 | 0:00:01.863735 |\n", "| Std Dev. | 0.0107 | 0.342592970543352 | 0.008077670903692113 | 1.779807797641601 |\n", "+----------+-----------------+-------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-------------------+----------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-------------------+----------------------+-------------------+\n", "| 5 | 0.3154 | 0:00:04.216182 | 0:00:00.106000 | 0:00:04.216182 |\n", "| 15 | 0.2942 | 0:00:03.455000 | 0:00:00.109000 | 0:00:03.455000 |\n", "| 30 | 0.2963 | 0:00:03.471689 | 0:00:00.088000 | 0:00:03.471689 |\n", "| 45 | 0.2801 | 0:00:03.365009 | 0:00:00.098999 | 0:00:03.365009 |\n", "| Average | 0.2965 | 0:00:03.626970 | 0:00:00.100500 | 0:00:01.863735 |\n", "| Std Dev. | 0.0126 | 0.342592970543352 | 0.008077670903692113 | 1.779807797641601 |\n", "+----------+--------+-------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+-------------------+----------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-------------------+----------------------+-------------------+\n", "| 5 | 0.3756 | 0:00:04.216182 | 0:00:00.106000 | 0:00:04.216182 |\n", "| 15 | 0.3474 | 0:00:03.455000 | 0:00:00.109000 | 0:00:03.455000 |\n", "| 30 | 0.3521 | 0:00:03.471689 | 0:00:00.088000 | 0:00:03.471689 |\n", "| 45 | 0.3568 | 0:00:03.365009 | 0:00:00.098999 | 0:00:03.365009 |\n", "| Average | 0.358 | 0:00:03.626970 | 0:00:00.100500 | 0:00:01.863735 |\n", "| Std Dev. | 0.0107 | 0.342592970543352 | 0.008077670903692113 | 1.779807797641601 |\n", "+----------+--------------+-------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+-------------------+----------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-------------------+----------------------+-------------------+\n", "| 5 | 0.2418 | 0:00:04.216182 | 0:00:00.106000 | 0:00:04.216182 |\n", "| 15 | 0.2248 | 0:00:03.455000 | 0:00:00.109000 | 0:00:03.455000 |\n", "| 30 | 0.2273 | 0:00:03.471689 | 0:00:00.088000 | 0:00:03.471689 |\n", "| 45 | 0.226 | 0:00:03.365009 | 0:00:00.098999 | 0:00:03.365009 |\n", "| Average | 0.23 | 0:00:03.626970 | 0:00:00.100500 | 0:00:01.863735 |\n", "| Std Dev. | 0.0069 | 0.342592970543352 | 0.008077670903692113 | 1.779807797641601 |\n", "+----------+-----------+-------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+-------------------+----------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-------------------+----------------------+-------------------+\n", "| 5 | 0.3756 | 0:00:04.216182 | 0:00:00.106000 | 0:00:04.216182 |\n", "| 15 | 0.3474 | 0:00:03.455000 | 0:00:00.109000 | 0:00:03.455000 |\n", "| 30 | 0.3521 | 0:00:03.471689 | 0:00:00.088000 | 0:00:03.471689 |\n", "| 45 | 0.3568 | 0:00:03.365009 | 0:00:00.098999 | 0:00:03.365009 |\n", "| Average | 0.358 | 0:00:03.626970 | 0:00:00.100500 | 0:00:01.863735 |\n", "| Std Dev. | 0.0107 | 0.342592970543352 | 0.008077670903692113 | 1.779807797641601 |\n", "+----------+-----------------+-------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-------------------+----------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-------------------+----------------------+-------------------+\n", "| 5 | 0.5317 | 0:00:04.216182 | 0:00:00.106000 | 0:00:04.216182 |\n", "| 15 | 0.5106 | 0:00:03.455000 | 0:00:00.109000 | 0:00:03.455000 |\n", "| 30 | 0.5141 | 0:00:03.471689 | 0:00:00.088000 | 0:00:03.471689 |\n", "| 45 | 0.5176 | 0:00:03.365009 | 0:00:00.098999 | 0:00:03.365009 |\n", "| Average | 0.5185 | 0:00:03.626970 | 0:00:00.100500 | 0:00:01.863735 |\n", "| Std Dev. | 0.008 | 0.342592970543352 | 0.008077670903692113 | 1.779807797641601 |\n", "+----------+--------+-------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+-------------------+----------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-------------------+----------------------+-------------------+\n", "| 5 | 0.3492 | 0:00:04.216182 | 0:00:00.106000 | 0:00:04.216182 |\n", "| 15 | 0.3382 | 0:00:03.455000 | 0:00:00.109000 | 0:00:03.455000 |\n", "| 30 | 0.3399 | 0:00:03.471689 | 0:00:00.088000 | 0:00:03.471689 |\n", "| 45 | 0.3417 | 0:00:03.365009 | 0:00:00.098999 | 0:00:03.365009 |\n", "| Average | 0.3423 | 0:00:03.626970 | 0:00:00.100500 | 0:00:01.863735 |\n", "| Std Dev. | 0.0042 | 0.342592970543352 | 0.008077670903692113 | 1.779807797641601 |\n", "+----------+-----------------------+-------------------+----------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-------------------+----------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-------------------+----------------------+-------------------+\n", "| 5 | 0.6291 | 0:00:04.216182 | 0:00:00.106000 | 0:00:04.216182 |\n", "| 15 | 0.6526 | 0:00:03.455000 | 0:00:00.109000 | 0:00:03.455000 |\n", "| 30 | 0.6479 | 0:00:03.471689 | 0:00:00.088000 | 0:00:03.471689 |\n", "| 45 | 0.6432 | 0:00:03.365009 | 0:00:00.098999 | 0:00:03.365009 |\n", "| Average | 0.6432 | 0:00:03.626970 | 0:00:00.100500 | 0:00:01.863735 |\n", "| Std Dev. | 0.0088 | 0.342592970543352 | 0.008077670903692113 | 1.779807797641601 |\n", "+----------+--------+-------------------+----------------------+-------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 5 | 0.3568 | 0:00:03.341000 | 0:00:00.071001 | 0:00:03.341000 |\n", "| 15 | 0.3944 | 0:00:03.554001 | 0:00:00.092999 | 0:00:03.554001 |\n", "| 30 | 0.4085 | 0:00:03.489999 | 0:00:00.097001 | 0:00:03.489999 |\n", "| 45 | 0.5258 | 0:00:03.217002 | 0:00:00.121998 | 0:00:03.217002 |\n", "| Average | 0.4214 | 0:00:03.400500 | 0:00:00.095750 | 0:00:01.748125 |\n", "| Std Dev. | 0.0632 | 0.1311339099690097 | 0.018100971975148865 | 1.6550245727812074 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 5 | 0.3629 | 0:00:03.341000 | 0:00:00.071001 | 0:00:03.341000 |\n", "| 15 | 0.3829 | 0:00:03.554001 | 0:00:00.092999 | 0:00:03.554001 |\n", "| 30 | 0.3484 | 0:00:03.489999 | 0:00:00.097001 | 0:00:03.489999 |\n", "| 45 | 0.3284 | 0:00:03.217002 | 0:00:00.121998 | 0:00:03.217002 |\n", "| Average | 0.3557 | 0:00:03.400500 | 0:00:00.095750 | 0:00:01.748125 |\n", "| Std Dev. | 0.0199 | 0.1311339099690097 | 0.018100971975148865 | 1.6550245727812074 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 5 | 0.3568 | 0:00:03.341000 | 0:00:00.071001 | 0:00:03.341000 |\n", "| 15 | 0.3944 | 0:00:03.554001 | 0:00:00.092999 | 0:00:03.554001 |\n", "| 30 | 0.4085 | 0:00:03.489999 | 0:00:00.097001 | 0:00:03.489999 |\n", "| 45 | 0.5258 | 0:00:03.217002 | 0:00:00.121998 | 0:00:03.217002 |\n", "| Average | 0.4214 | 0:00:03.400500 | 0:00:00.095750 | 0:00:01.748125 |\n", "| Std Dev. | 0.0632 | 0.1311339099690097 | 0.018100971975148865 | 1.6550245727812074 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 5 | 0.4075 | 0:00:03.341000 | 0:00:00.071001 | 0:00:03.341000 |\n", "| 15 | 0.4418 | 0:00:03.554001 | 0:00:00.092999 | 0:00:03.554001 |\n", "| 30 | 0.3932 | 0:00:03.489999 | 0:00:00.097001 | 0:00:03.489999 |\n", "| 45 | 0.3614 | 0:00:03.217002 | 0:00:00.121998 | 0:00:03.217002 |\n", "| Average | 0.401 | 0:00:03.400500 | 0:00:00.095750 | 0:00:01.748125 |\n", "| Std Dev. | 0.0289 | 0.1311339099690097 | 0.018100971975148865 | 1.6550245727812074 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 5 | 0.3568 | 0:00:03.341000 | 0:00:00.071001 | 0:00:03.341000 |\n", "| 15 | 0.3944 | 0:00:03.554001 | 0:00:00.092999 | 0:00:03.554001 |\n", "| 30 | 0.4085 | 0:00:03.489999 | 0:00:00.097001 | 0:00:03.489999 |\n", "| 45 | 0.5258 | 0:00:03.217002 | 0:00:00.121998 | 0:00:03.217002 |\n", "| Average | 0.4214 | 0:00:03.400500 | 0:00:00.095750 | 0:00:01.748125 |\n", "| Std Dev. | 0.0632 | 0.1311339099690097 | 0.018100971975148865 | 1.6550245727812074 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 5 | 0.2481 | 0:00:03.341000 | 0:00:00.071001 | 0:00:03.341000 |\n", "| 15 | 0.2732 | 0:00:03.554001 | 0:00:00.092999 | 0:00:03.554001 |\n", "| 30 | 0.27 | 0:00:03.489999 | 0:00:00.097001 | 0:00:03.489999 |\n", "| 45 | 0.3079 | 0:00:03.217002 | 0:00:00.121998 | 0:00:03.217002 |\n", "| Average | 0.2748 | 0:00:03.400500 | 0:00:00.095750 | 0:00:01.748125 |\n", "| Std Dev. | 0.0214 | 0.1311339099690097 | 0.018100971975148865 | 1.6550245727812074 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 5 | 0.3568 | 0:00:03.341000 | 0:00:00.071001 | 0:00:03.341000 |\n", "| 15 | 0.3944 | 0:00:03.554001 | 0:00:00.092999 | 0:00:03.554001 |\n", "| 30 | 0.4085 | 0:00:03.489999 | 0:00:00.097001 | 0:00:03.489999 |\n", "| 45 | 0.5258 | 0:00:03.217002 | 0:00:00.121998 | 0:00:03.217002 |\n", "| Average | 0.4214 | 0:00:03.400500 | 0:00:00.095750 | 0:00:01.748125 |\n", "| Std Dev. | 0.0632 | 0.1311339099690097 | 0.018100971975148865 | 1.6550245727812074 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 5 | 0.5176 | 0:00:03.341000 | 0:00:00.071001 | 0:00:03.341000 |\n", "| 15 | 0.5458 | 0:00:03.554001 | 0:00:00.092999 | 0:00:03.554001 |\n", "| 30 | 0.5563 | 0:00:03.489999 | 0:00:00.097001 | 0:00:03.489999 |\n", "| 45 | 0.6444 | 0:00:03.217002 | 0:00:00.121998 | 0:00:03.217002 |\n", "| Average | 0.566 | 0:00:03.400500 | 0:00:00.095750 | 0:00:01.748125 |\n", "| Std Dev. | 0.0474 | 0.1311339099690097 | 0.018100971975148865 | 1.6550245727812074 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 5 | 0.3417 | 0:00:03.341000 | 0:00:00.071001 | 0:00:03.341000 |\n", "| 15 | 0.3574 | 0:00:03.554001 | 0:00:00.092999 | 0:00:03.554001 |\n", "| 30 | 0.364 | 0:00:03.489999 | 0:00:00.097001 | 0:00:03.489999 |\n", "| 45 | 0.4345 | 0:00:03.217002 | 0:00:00.121998 | 0:00:03.217002 |\n", "| Average | 0.3744 | 0:00:03.400500 | 0:00:00.095750 | 0:00:01.748125 |\n", "| Std Dev. | 0.0356 | 0.1311339099690097 | 0.018100971975148865 | 1.6550245727812074 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 5 | 0.6901 | 0:00:03.341000 | 0:00:00.071001 | 0:00:03.341000 |\n", "| 15 | 0.6526 | 0:00:03.554001 | 0:00:00.092999 | 0:00:03.554001 |\n", "| 30 | 0.6056 | 0:00:03.489999 | 0:00:00.097001 | 0:00:03.489999 |\n", "| 45 | 0.4977 | 0:00:03.217002 | 0:00:00.121998 | 0:00:03.217002 |\n", "| Average | 0.6115 | 0:00:03.400500 | 0:00:00.095750 | 0:00:01.748125 |\n", "| Std Dev. | 0.0722 | 0.1311339099690097 | 0.018100971975148865 | 1.6550245727812074 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 5 | 0.8075 | 0:00:03.480000 | 0:00:00.089000 | 0:00:03.480000 |\n", "| 15 | 0.8451 | 0:00:03.318998 | 0:00:00.084002 | 0:00:03.318998 |\n", "| 30 | 0.8685 | 0:00:03.447998 | 0:00:00.092002 | 0:00:03.447998 |\n", "| 45 | 0.8545 | 0:00:03.363000 | 0:00:00.113998 | 0:00:03.363000 |\n", "| Average | 0.8439 | 0:00:03.402499 | 0:00:00.094751 | 0:00:01.748625 |\n", "| Std Dev. | 0.0226 | 0.06443820104939574 | 0.011474037763235191 | 1.6545217119473772 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 5 | 0.4765 | 0:00:03.480000 | 0:00:00.089000 | 0:00:03.480000 |\n", "| 15 | 0.5094 | 0:00:03.318998 | 0:00:00.084002 | 0:00:03.318998 |\n", "| 30 | 0.591 | 0:00:03.447998 | 0:00:00.092002 | 0:00:03.447998 |\n", "| 45 | 0.596 | 0:00:03.363000 | 0:00:00.113998 | 0:00:03.363000 |\n", "| Average | 0.5432 | 0:00:03.402499 | 0:00:00.094751 | 0:00:01.748625 |\n", "| Std Dev. | 0.0517 | 0.06443820104939574 | 0.011474037763235191 | 1.6545217119473772 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.8075 | 0:00:03.480000 | 0:00:00.089000 | 0:00:03.480000 |\n", "| 15 | 0.8451 | 0:00:03.318998 | 0:00:00.084002 | 0:00:03.318998 |\n", "| 30 | 0.8685 | 0:00:03.447998 | 0:00:00.092002 | 0:00:03.447998 |\n", "| 45 | 0.8545 | 0:00:03.363000 | 0:00:00.113998 | 0:00:03.363000 |\n", "| Average | 0.8439 | 0:00:03.402499 | 0:00:00.094751 | 0:00:01.748625 |\n", "| Std Dev. | 0.0226 | 0.06443820104939574 | 0.011474037763235191 | 1.6545217119473772 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 5 | 0.5456 | 0:00:03.480000 | 0:00:00.089000 | 0:00:03.480000 |\n", "| 15 | 0.5799 | 0:00:03.318998 | 0:00:00.084002 | 0:00:03.318998 |\n", "| 30 | 0.5535 | 0:00:03.447998 | 0:00:00.092002 | 0:00:03.447998 |\n", "| 45 | 0.5111 | 0:00:03.363000 | 0:00:00.113998 | 0:00:03.363000 |\n", "| Average | 0.5476 | 0:00:03.402499 | 0:00:00.094751 | 0:00:01.748625 |\n", "| Std Dev. | 0.0246 | 0.06443820104939574 | 0.011474037763235191 | 1.6545217119473772 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.8075 | 0:00:03.480000 | 0:00:00.089000 | 0:00:03.480000 |\n", "| 15 | 0.8451 | 0:00:03.318998 | 0:00:00.084002 | 0:00:03.318998 |\n", "| 30 | 0.8685 | 0:00:03.447998 | 0:00:00.092002 | 0:00:03.447998 |\n", "| 45 | 0.8545 | 0:00:03.363000 | 0:00:00.113998 | 0:00:03.363000 |\n", "| Average | 0.8439 | 0:00:03.402499 | 0:00:00.094751 | 0:00:01.748625 |\n", "| Std Dev. | 0.0226 | 0.06443820104939574 | 0.011474037763235191 | 1.6545217119473772 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 5 | 0.506 | 0:00:03.480000 | 0:00:00.089000 | 0:00:03.480000 |\n", "| 15 | 0.5412 | 0:00:03.318998 | 0:00:00.084002 | 0:00:03.318998 |\n", "| 30 | 0.5645 | 0:00:03.447998 | 0:00:00.092002 | 0:00:03.447998 |\n", "| 45 | 0.5327 | 0:00:03.363000 | 0:00:00.113998 | 0:00:03.363000 |\n", "| Average | 0.5361 | 0:00:03.402499 | 0:00:00.094751 | 0:00:01.748625 |\n", "| Std Dev. | 0.0209 | 0.06443820104939574 | 0.011474037763235191 | 1.6545217119473772 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.8075 | 0:00:03.480000 | 0:00:00.089000 | 0:00:03.480000 |\n", "| 15 | 0.8451 | 0:00:03.318998 | 0:00:00.084002 | 0:00:03.318998 |\n", "| 30 | 0.8685 | 0:00:03.447998 | 0:00:00.092002 | 0:00:03.447998 |\n", "| 45 | 0.8545 | 0:00:03.363000 | 0:00:00.113998 | 0:00:03.363000 |\n", "| Average | 0.8439 | 0:00:03.402499 | 0:00:00.094751 | 0:00:01.748625 |\n", "| Std Dev. | 0.0226 | 0.06443820104939574 | 0.011474037763235191 | 1.6545217119473772 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 5 | 0.8556 | 0:00:03.480000 | 0:00:00.089000 | 0:00:03.480000 |\n", "| 15 | 0.8838 | 0:00:03.318998 | 0:00:00.084002 | 0:00:03.318998 |\n", "| 30 | 0.9014 | 0:00:03.447998 | 0:00:00.092002 | 0:00:03.447998 |\n", "| 45 | 0.8908 | 0:00:03.363000 | 0:00:00.113998 | 0:00:03.363000 |\n", "| Average | 0.8829 | 0:00:03.402499 | 0:00:00.094751 | 0:00:01.748625 |\n", "| Std Dev. | 0.017 | 0.06443820104939574 | 0.011474037763235191 | 1.6545217119473772 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.7162 | 0:00:03.480000 | 0:00:00.089000 | 0:00:03.480000 |\n", "| 15 | 0.7658 | 0:00:03.318998 | 0:00:00.084002 | 0:00:03.318998 |\n", "| 30 | 0.7982 | 0:00:03.447998 | 0:00:00.092002 | 0:00:03.447998 |\n", "| 45 | 0.7786 | 0:00:03.363000 | 0:00:00.113998 | 0:00:03.363000 |\n", "| Average | 0.7647 | 0:00:03.402499 | 0:00:00.094751 | 0:00:01.748625 |\n", "| Std Dev. | 0.0303 | 0.06443820104939574 | 0.011474037763235191 | 1.6545217119473772 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 5 | 0.2582 | 0:00:03.480000 | 0:00:00.089000 | 0:00:03.480000 |\n", "| 15 | 0.216 | 0:00:03.318998 | 0:00:00.084002 | 0:00:03.318998 |\n", "| 30 | 0.2066 | 0:00:03.447998 | 0:00:00.092002 | 0:00:03.447998 |\n", "| 45 | 0.2207 | 0:00:03.363000 | 0:00:00.113998 | 0:00:03.363000 |\n", "| Average | 0.2254 | 0:00:03.402499 | 0:00:00.094751 | 0:00:01.748625 |\n", "| Std Dev. | 0.0196 | 0.06443820104939574 | 0.011474037763235191 | 1.6545217119473772 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+--------------------+---------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+---------------------+-------------------+\n", "| 5 | 0.8357 | 0:00:03.646000 | 0:00:00.113001 | 0:00:03.646000 |\n", "| 15 | 0.8404 | 0:00:04.227001 | 0:00:00.095001 | 0:00:04.227001 |\n", "| 30 | 0.8357 | 0:00:03.524998 | 0:00:00.098999 | 0:00:03.524998 |\n", "| 45 | 0.831 | 0:00:03.490000 | 0:00:00.142001 | 0:00:03.490000 |\n", "| Average | 0.8357 | 0:00:03.722000 | 0:00:00.112250 | 0:00:01.917125 |\n", "| Std Dev. | 0.0033 | 0.2972521771192629 | 0.01843109884202343 | 1.817119215852349 |\n", "+----------+----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| 5 | 0.5002 | 0:00:03.646000 | 0:00:00.113001 | 0:00:03.646000 |\n", "| 15 | 0.589 | 0:00:04.227001 | 0:00:00.095001 | 0:00:04.227001 |\n", "| 30 | 0.6086 | 0:00:03.524998 | 0:00:00.098999 | 0:00:03.524998 |\n", "| 45 | 0.6073 | 0:00:03.490000 | 0:00:00.142001 | 0:00:03.490000 |\n", "| Average | 0.5763 | 0:00:03.722000 | 0:00:00.112250 | 0:00:01.917125 |\n", "| Std Dev. | 0.0446 | 0.2972521771192629 | 0.01843109884202343 | 1.817119215852349 |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| 5 | 0.8357 | 0:00:03.646000 | 0:00:00.113001 | 0:00:03.646000 |\n", "| 15 | 0.8404 | 0:00:04.227001 | 0:00:00.095001 | 0:00:04.227001 |\n", "| 30 | 0.8357 | 0:00:03.524998 | 0:00:00.098999 | 0:00:03.524998 |\n", "| 45 | 0.831 | 0:00:03.490000 | 0:00:00.142001 | 0:00:03.490000 |\n", "| Average | 0.8357 | 0:00:03.722000 | 0:00:00.112250 | 0:00:01.917125 |\n", "| Std Dev. | 0.0033 | 0.2972521771192629 | 0.01843109884202343 | 1.817119215852349 |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| 5 | 0.4667 | 0:00:03.646000 | 0:00:00.113001 | 0:00:03.646000 |\n", "| 15 | 0.4778 | 0:00:04.227001 | 0:00:00.095001 | 0:00:04.227001 |\n", "| 30 | 0.4667 | 0:00:03.524998 | 0:00:00.098999 | 0:00:03.524998 |\n", "| 45 | 0.4556 | 0:00:03.490000 | 0:00:00.142001 | 0:00:03.490000 |\n", "| Average | 0.4667 | 0:00:03.722000 | 0:00:00.112250 | 0:00:01.917125 |\n", "| Std Dev. | 0.0079 | 0.2972521771192629 | 0.01843109884202343 | 1.817119215852349 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+--------------------+---------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+---------------------+-------------------+\n", "| 5 | 0.8357 | 0:00:03.646000 | 0:00:00.113001 | 0:00:03.646000 |\n", "| 15 | 0.8404 | 0:00:04.227001 | 0:00:00.095001 | 0:00:04.227001 |\n", "| 30 | 0.8357 | 0:00:03.524998 | 0:00:00.098999 | 0:00:03.524998 |\n", "| 45 | 0.831 | 0:00:03.490000 | 0:00:00.142001 | 0:00:03.490000 |\n", "| Average | 0.8357 | 0:00:03.722000 | 0:00:00.112250 | 0:00:01.917125 |\n", "| Std Dev. | 0.0033 | 0.2972521771192629 | 0.01843109884202343 | 1.817119215852349 |\n", "+----------+--------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| 5 | 0.4733 | 0:00:03.646000 | 0:00:00.113001 | 0:00:03.646000 |\n", "| 15 | 0.501 | 0:00:04.227001 | 0:00:00.095001 | 0:00:04.227001 |\n", "| 30 | 0.492 | 0:00:03.524998 | 0:00:00.098999 | 0:00:03.524998 |\n", "| 45 | 0.4796 | 0:00:03.490000 | 0:00:00.142001 | 0:00:03.490000 |\n", "| Average | 0.4865 | 0:00:03.722000 | 0:00:00.112250 | 0:00:01.917125 |\n", "| Std Dev. | 0.0108 | 0.2972521771192629 | 0.01843109884202343 | 1.817119215852349 |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| 5 | 0.8357 | 0:00:03.646000 | 0:00:00.113001 | 0:00:03.646000 |\n", "| 15 | 0.8404 | 0:00:04.227001 | 0:00:00.095001 | 0:00:04.227001 |\n", "| 30 | 0.8357 | 0:00:03.524998 | 0:00:00.098999 | 0:00:03.524998 |\n", "| 45 | 0.831 | 0:00:03.490000 | 0:00:00.142001 | 0:00:03.490000 |\n", "| Average | 0.8357 | 0:00:03.722000 | 0:00:00.112250 | 0:00:01.917125 |\n", "| Std Dev. | 0.0033 | 0.2972521771192629 | 0.01843109884202343 | 1.817119215852349 |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| 5 | 0.8768 | 0:00:03.646000 | 0:00:00.113001 | 0:00:03.646000 |\n", "| 15 | 0.8803 | 0:00:04.227001 | 0:00:00.095001 | 0:00:04.227001 |\n", "| 30 | 0.8768 | 0:00:03.524998 | 0:00:00.098999 | 0:00:03.524998 |\n", "| 45 | 0.8732 | 0:00:03.490000 | 0:00:00.142001 | 0:00:03.490000 |\n", "| Average | 0.8768 | 0:00:03.722000 | 0:00:00.112250 | 0:00:01.917125 |\n", "| Std Dev. | 0.0025 | 0.2972521771192629 | 0.01843109884202343 | 1.817119215852349 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+--------------------+---------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+---------------------+-------------------+\n", "| 5 | 0.7531 | 0:00:03.646000 | 0:00:00.113001 | 0:00:03.646000 |\n", "| 15 | 0.7594 | 0:00:04.227001 | 0:00:00.095001 | 0:00:04.227001 |\n", "| 30 | 0.7531 | 0:00:03.524998 | 0:00:00.098999 | 0:00:03.524998 |\n", "| 45 | 0.7469 | 0:00:03.490000 | 0:00:00.142001 | 0:00:03.490000 |\n", "| Average | 0.7531 | 0:00:03.722000 | 0:00:00.112250 | 0:00:01.917125 |\n", "| Std Dev. | 0.0044 | 0.2972521771192629 | 0.01843109884202343 | 1.817119215852349 |\n", "+----------+-----------------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| 5 | 0.2113 | 0:00:03.646000 | 0:00:00.113001 | 0:00:03.646000 |\n", "| 15 | 0.2347 | 0:00:04.227001 | 0:00:00.095001 | 0:00:04.227001 |\n", "| 30 | 0.2441 | 0:00:03.524998 | 0:00:00.098999 | 0:00:03.524998 |\n", "| 45 | 0.2488 | 0:00:03.490000 | 0:00:00.142001 | 0:00:03.490000 |\n", "| Average | 0.2347 | 0:00:03.722000 | 0:00:00.112250 | 0:00:01.917125 |\n", "| Std Dev. | 0.0145 | 0.2972521771192629 | 0.01843109884202343 | 1.817119215852349 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+--------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+--------------------+-------------------+\n", "| 5 | 0.8066 | 0:00:03.425002 | 0:00:00.073996 | 0:00:03.425002 |\n", "| 15 | 0.8066 | 0:00:03.187001 | 0:00:00.080000 | 0:00:03.187001 |\n", "| 30 | 0.8019 | 0:00:03.352000 | 0:00:00.089002 | 0:00:03.352000 |\n", "| 45 | 0.8019 | 0:00:03.334998 | 0:00:00.094001 | 0:00:03.334998 |\n", "| Average | 0.8042 | 0:00:03.324750 | 0:00:00.084250 | 0:00:01.704500 |\n", "| Std Dev. | 0.0024 | 0.08641885286799499 | 0.0077598471744481 | 1.621411305687723 |\n", "+----------+----------+---------------------+--------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+--------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+--------------------+-------------------+\n", "| 5 | 0.7217 | 0:00:03.425002 | 0:00:00.073996 | 0:00:03.425002 |\n", "| 15 | 0.9337 | 0:00:03.187001 | 0:00:00.080000 | 0:00:03.187001 |\n", "| 30 | 0.599 | 0:00:03.352000 | 0:00:00.089002 | 0:00:03.352000 |\n", "| 45 | 0.599 | 0:00:03.334998 | 0:00:00.094001 | 0:00:03.334998 |\n", "| Average | 0.7133 | 0:00:03.324750 | 0:00:00.084250 | 0:00:01.704500 |\n", "| Std Dev. | 0.1367 | 0.08641885286799499 | 0.0077598471744481 | 1.621411305687723 |\n", "+----------+-----------+---------------------+--------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+--------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+--------------------+-------------------+\n", "| 5 | 0.8066 | 0:00:03.425002 | 0:00:00.073996 | 0:00:03.425002 |\n", "| 15 | 0.8066 | 0:00:03.187001 | 0:00:00.080000 | 0:00:03.187001 |\n", "| 30 | 0.8019 | 0:00:03.352000 | 0:00:00.089002 | 0:00:03.352000 |\n", "| 45 | 0.8019 | 0:00:03.334998 | 0:00:00.094001 | 0:00:03.334998 |\n", "| Average | 0.8042 | 0:00:03.324750 | 0:00:00.084250 | 0:00:01.704500 |\n", "| Std Dev. | 0.0024 | 0.08641885286799499 | 0.0077598471744481 | 1.621411305687723 |\n", "+----------+-----------------+---------------------+--------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+--------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+--------------------+-------------------+\n", "| 5 | 0.4188 | 0:00:03.425002 | 0:00:00.073996 | 0:00:03.425002 |\n", "| 15 | 0.4093 | 0:00:03.187001 | 0:00:00.080000 | 0:00:03.187001 |\n", "| 30 | 0.3908 | 0:00:03.352000 | 0:00:00.089002 | 0:00:03.352000 |\n", "| 45 | 0.3908 | 0:00:03.334998 | 0:00:00.094001 | 0:00:03.334998 |\n", "| Average | 0.4024 | 0:00:03.324750 | 0:00:00.084250 | 0:00:01.704500 |\n", "| Std Dev. | 0.0121 | 0.08641885286799499 | 0.0077598471744481 | 1.621411305687723 |\n", "+----------+--------+---------------------+--------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+--------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+--------------------+-------------------+\n", "| 5 | 0.8066 | 0:00:03.425002 | 0:00:00.073996 | 0:00:03.425002 |\n", "| 15 | 0.8066 | 0:00:03.187001 | 0:00:00.080000 | 0:00:03.187001 |\n", "| 30 | 0.8019 | 0:00:03.352000 | 0:00:00.089002 | 0:00:03.352000 |\n", "| 45 | 0.8019 | 0:00:03.334998 | 0:00:00.094001 | 0:00:03.334998 |\n", "| Average | 0.8042 | 0:00:03.324750 | 0:00:00.084250 | 0:00:01.704500 |\n", "| Std Dev. | 0.0024 | 0.08641885286799499 | 0.0077598471744481 | 1.621411305687723 |\n", "+----------+--------------+---------------------+--------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+--------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+--------------------+-------------------+\n", "| 5 | 0.4415 | 0:00:03.425002 | 0:00:00.073996 | 0:00:03.425002 |\n", "| 15 | 0.4296 | 0:00:03.187001 | 0:00:00.080000 | 0:00:03.187001 |\n", "| 30 | 0.3937 | 0:00:03.352000 | 0:00:00.089002 | 0:00:03.352000 |\n", "| 45 | 0.3937 | 0:00:03.334998 | 0:00:00.094001 | 0:00:03.334998 |\n", "| Average | 0.4147 | 0:00:03.324750 | 0:00:00.084250 | 0:00:01.704500 |\n", "| Std Dev. | 0.0213 | 0.08641885286799499 | 0.0077598471744481 | 1.621411305687723 |\n", "+----------+-----------+---------------------+--------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+--------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+--------------------+-------------------+\n", "| 5 | 0.8066 | 0:00:03.425002 | 0:00:00.073996 | 0:00:03.425002 |\n", "| 15 | 0.8066 | 0:00:03.187001 | 0:00:00.080000 | 0:00:03.187001 |\n", "| 30 | 0.8019 | 0:00:03.352000 | 0:00:00.089002 | 0:00:03.352000 |\n", "| 45 | 0.8019 | 0:00:03.334998 | 0:00:00.094001 | 0:00:03.334998 |\n", "| Average | 0.8042 | 0:00:03.324750 | 0:00:00.084250 | 0:00:01.704500 |\n", "| Std Dev. | 0.0024 | 0.08641885286799499 | 0.0077598471744481 | 1.621411305687723 |\n", "+----------+-----------------+---------------------+--------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+--------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+--------------------+-------------------+\n", "| 5 | 0.855 | 0:00:03.425002 | 0:00:00.073996 | 0:00:03.425002 |\n", "| 15 | 0.855 | 0:00:03.187001 | 0:00:00.080000 | 0:00:03.187001 |\n", "| 30 | 0.8514 | 0:00:03.352000 | 0:00:00.089002 | 0:00:03.352000 |\n", "| 45 | 0.8514 | 0:00:03.334998 | 0:00:00.094001 | 0:00:03.334998 |\n", "| Average | 0.8532 | 0:00:03.324750 | 0:00:00.084250 | 0:00:01.704500 |\n", "| Std Dev. | 0.0018 | 0.08641885286799499 | 0.0077598471744481 | 1.621411305687723 |\n", "+----------+--------+---------------------+--------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+--------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+--------------------+-------------------+\n", "| 5 | 0.7151 | 0:00:03.425002 | 0:00:00.073996 | 0:00:03.425002 |\n", "| 15 | 0.7151 | 0:00:03.187001 | 0:00:00.080000 | 0:00:03.187001 |\n", "| 30 | 0.7091 | 0:00:03.352000 | 0:00:00.089002 | 0:00:03.352000 |\n", "| 45 | 0.7091 | 0:00:03.334998 | 0:00:00.094001 | 0:00:03.334998 |\n", "| Average | 0.7121 | 0:00:03.324750 | 0:00:00.084250 | 0:00:01.704500 |\n", "| Std Dev. | 0.003 | 0.08641885286799499 | 0.0077598471744481 | 1.621411305687723 |\n", "+----------+-----------------------+---------------------+--------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+--------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+--------------------+-------------------+\n", "| 5 | 0.2736 | 0:00:03.425002 | 0:00:00.073996 | 0:00:03.425002 |\n", "| 15 | 0.2736 | 0:00:03.187001 | 0:00:00.080000 | 0:00:03.187001 |\n", "| 30 | 0.283 | 0:00:03.352000 | 0:00:00.089002 | 0:00:03.352000 |\n", "| 45 | 0.283 | 0:00:03.334998 | 0:00:00.094001 | 0:00:03.334998 |\n", "| Average | 0.2783 | 0:00:03.324750 | 0:00:00.084250 | 0:00:01.704500 |\n", "| Std Dev. | 0.0047 | 0.08641885286799499 | 0.0077598471744481 | 1.621411305687723 |\n", "+----------+--------+---------------------+--------------------+-------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+---------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+---------------------+-------------------+\n", "| 5 | 0.684 | 0:00:03.407999 | 0:00:00.073002 | 0:00:03.407999 |\n", "| 15 | 0.783 | 0:00:03.240000 | 0:00:00.085001 | 0:00:03.240000 |\n", "| 30 | 0.7877 | 0:00:03.535002 | 0:00:00.106996 | 0:00:03.535002 |\n", "| 45 | 0.7783 | 0:00:03.619000 | 0:00:00.128001 | 0:00:03.619000 |\n", "| Average | 0.7583 | 0:00:03.450500 | 0:00:00.098250 | 0:00:01.774375 |\n", "| Std Dev. | 0.043 | 0.14287211247296702 | 0.02106340213095159 | 1.679233109193485 |\n", "+----------+----------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+---------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+-------------------+\n", "| 5 | 0.3979 | 0:00:03.407999 | 0:00:00.073002 | 0:00:03.407999 |\n", "| 15 | 0.7069 | 0:00:03.240000 | 0:00:00.085001 | 0:00:03.240000 |\n", "| 30 | 0.9286 | 0:00:03.535002 | 0:00:00.106996 | 0:00:03.535002 |\n", "| 45 | 0.2594 | 0:00:03.619000 | 0:00:00.128001 | 0:00:03.619000 |\n", "| Average | 0.5732 | 0:00:03.450500 | 0:00:00.098250 | 0:00:01.774375 |\n", "| Std Dev. | 0.2614 | 0.14287211247296702 | 0.02106340213095159 | 1.679233109193485 |\n", "+----------+-----------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+---------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+-------------------+\n", "| 5 | 0.684 | 0:00:03.407999 | 0:00:00.073002 | 0:00:03.407999 |\n", "| 15 | 0.783 | 0:00:03.240000 | 0:00:00.085001 | 0:00:03.240000 |\n", "| 30 | 0.7877 | 0:00:03.535002 | 0:00:00.106996 | 0:00:03.535002 |\n", "| 45 | 0.7783 | 0:00:03.619000 | 0:00:00.128001 | 0:00:03.619000 |\n", "| Average | 0.7583 | 0:00:03.450500 | 0:00:00.098250 | 0:00:01.774375 |\n", "| Std Dev. | 0.043 | 0.14287211247296702 | 0.02106340213095159 | 1.679233109193485 |\n", "+----------+-----------------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "| 5 | 0.3449 | 0:00:03.407999 | 0:00:00.073002 | 0:00:03.407999 |\n", "| 15 | 0.3778 | 0:00:03.240000 | 0:00:00.085001 | 0:00:03.240000 |\n", "| 30 | 0.3633 | 0:00:03.535002 | 0:00:00.106996 | 0:00:03.535002 |\n", "| 45 | 0.3333 | 0:00:03.619000 | 0:00:00.128001 | 0:00:03.619000 |\n", "| Average | 0.3548 | 0:00:03.450500 | 0:00:00.098250 | 0:00:01.774375 |\n", "| Std Dev. | 0.017 | 0.14287211247296702 | 0.02106340213095159 | 1.679233109193485 |\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+---------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+---------------------+-------------------+\n", "| 5 | 0.684 | 0:00:03.407999 | 0:00:00.073002 | 0:00:03.407999 |\n", "| 15 | 0.783 | 0:00:03.240000 | 0:00:00.085001 | 0:00:03.240000 |\n", "| 30 | 0.7877 | 0:00:03.535002 | 0:00:00.106996 | 0:00:03.535002 |\n", "| 45 | 0.7783 | 0:00:03.619000 | 0:00:00.128001 | 0:00:03.619000 |\n", "| Average | 0.7583 | 0:00:03.450500 | 0:00:00.098250 | 0:00:01.774375 |\n", "| Std Dev. | 0.043 | 0.14287211247296702 | 0.02106340213095159 | 1.679233109193485 |\n", "+----------+--------------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+---------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+-------------------+\n", "| 5 | 0.3523 | 0:00:03.407999 | 0:00:00.073002 | 0:00:03.407999 |\n", "| 15 | 0.3796 | 0:00:03.240000 | 0:00:00.085001 | 0:00:03.240000 |\n", "| 30 | 0.3506 | 0:00:03.535002 | 0:00:00.106996 | 0:00:03.535002 |\n", "| 45 | 0.2918 | 0:00:03.619000 | 0:00:00.128001 | 0:00:03.619000 |\n", "| Average | 0.3436 | 0:00:03.450500 | 0:00:00.098250 | 0:00:01.774375 |\n", "| Std Dev. | 0.032 | 0.14287211247296702 | 0.02106340213095159 | 1.679233109193485 |\n", "+----------+-----------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+---------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+-------------------+\n", "| 5 | 0.684 | 0:00:03.407999 | 0:00:00.073002 | 0:00:03.407999 |\n", "| 15 | 0.783 | 0:00:03.240000 | 0:00:00.085001 | 0:00:03.240000 |\n", "| 30 | 0.7877 | 0:00:03.535002 | 0:00:00.106996 | 0:00:03.535002 |\n", "| 45 | 0.7783 | 0:00:03.619000 | 0:00:00.128001 | 0:00:03.619000 |\n", "| Average | 0.7583 | 0:00:03.450500 | 0:00:00.098250 | 0:00:01.774375 |\n", "| Std Dev. | 0.043 | 0.14287211247296702 | 0.02106340213095159 | 1.679233109193485 |\n", "+----------+-----------------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "| 5 | 0.763 | 0:00:03.407999 | 0:00:00.073002 | 0:00:03.407999 |\n", "| 15 | 0.8373 | 0:00:03.240000 | 0:00:00.085001 | 0:00:03.240000 |\n", "| 30 | 0.8408 | 0:00:03.535002 | 0:00:00.106996 | 0:00:03.535002 |\n", "| 45 | 0.8337 | 0:00:03.619000 | 0:00:00.128001 | 0:00:03.619000 |\n", "| Average | 0.8187 | 0:00:03.450500 | 0:00:00.098250 | 0:00:01.774375 |\n", "| Std Dev. | 0.0323 | 0.14287211247296702 | 0.02106340213095159 | 1.679233109193485 |\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+---------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+---------------------+-------------------+\n", "| 5 | 0.5732 | 0:00:03.407999 | 0:00:00.073002 | 0:00:03.407999 |\n", "| 15 | 0.6854 | 0:00:03.240000 | 0:00:00.085001 | 0:00:03.240000 |\n", "| 30 | 0.6913 | 0:00:03.535002 | 0:00:00.106996 | 0:00:03.535002 |\n", "| 45 | 0.6797 | 0:00:03.619000 | 0:00:00.128001 | 0:00:03.619000 |\n", "| Average | 0.6574 | 0:00:03.450500 | 0:00:00.098250 | 0:00:01.774375 |\n", "| Std Dev. | 0.0488 | 0.14287211247296702 | 0.02106340213095159 | 1.679233109193485 |\n", "+----------+-----------------------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "| 5 | 0.3915 | 0:00:03.407999 | 0:00:00.073002 | 0:00:03.407999 |\n", "| 15 | 0.2925 | 0:00:03.240000 | 0:00:00.085001 | 0:00:03.240000 |\n", "| 30 | 0.2925 | 0:00:03.535002 | 0:00:00.106996 | 0:00:03.535002 |\n", "| 45 | 0.3066 | 0:00:03.619000 | 0:00:00.128001 | 0:00:03.619000 |\n", "| Average | 0.3208 | 0:00:03.450500 | 0:00:00.098250 | 0:00:01.774375 |\n", "| Std Dev. | 0.0413 | 0.14287211247296702 | 0.02106340213095159 | 1.679233109193485 |\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 5 | 0.7453 | 0:00:03.736998 | 0:00:00.084001 | 0:00:03.736998 |\n", "| 15 | 0.7736 | 0:00:03.604000 | 0:00:00.079999 | 0:00:03.604000 |\n", "| 30 | 0.7783 | 0:00:03.577002 | 0:00:00.106002 | 0:00:03.577002 |\n", "| 45 | 0.7783 | 0:00:03.618000 | 0:00:00.142002 | 0:00:03.618000 |\n", "| Average | 0.7689 | 0:00:03.634000 | 0:00:00.103001 | 0:00:01.868501 |\n", "| Std Dev. | 0.0138 | 0.06126461836172547 | 0.024597397984129434 | 1.7661164358116936 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 5 | 0.2924 | 0:00:03.736998 | 0:00:00.084001 | 0:00:03.736998 |\n", "| 15 | 0.2591 | 0:00:03.604000 | 0:00:00.079999 | 0:00:03.604000 |\n", "| 30 | 0.2594 | 0:00:03.577002 | 0:00:00.106002 | 0:00:03.577002 |\n", "| 45 | 0.2594 | 0:00:03.618000 | 0:00:00.142002 | 0:00:03.618000 |\n", "| Average | 0.2676 | 0:00:03.634000 | 0:00:00.103001 | 0:00:01.868501 |\n", "| Std Dev. | 0.0143 | 0.06126461836172547 | 0.024597397984129434 | 1.7661164358116936 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.7453 | 0:00:03.736998 | 0:00:00.084001 | 0:00:03.736998 |\n", "| 15 | 0.7736 | 0:00:03.604000 | 0:00:00.079999 | 0:00:03.604000 |\n", "| 30 | 0.7783 | 0:00:03.577002 | 0:00:00.106002 | 0:00:03.577002 |\n", "| 45 | 0.7783 | 0:00:03.618000 | 0:00:00.142002 | 0:00:03.618000 |\n", "| Average | 0.7689 | 0:00:03.634000 | 0:00:00.103001 | 0:00:01.868501 |\n", "| Std Dev. | 0.0138 | 0.06126461836172547 | 0.024597397984129434 | 1.7661164358116936 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 5 | 0.3357 | 0:00:03.736998 | 0:00:00.084001 | 0:00:03.736998 |\n", "| 15 | 0.3313 | 0:00:03.604000 | 0:00:00.079999 | 0:00:03.604000 |\n", "| 30 | 0.3333 | 0:00:03.577002 | 0:00:00.106002 | 0:00:03.577002 |\n", "| 45 | 0.3333 | 0:00:03.618000 | 0:00:00.142002 | 0:00:03.618000 |\n", "| Average | 0.3334 | 0:00:03.634000 | 0:00:00.103001 | 0:00:01.868501 |\n", "| Std Dev. | 0.0015 | 0.06126461836172547 | 0.024597397984129434 | 1.7661164358116936 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.7453 | 0:00:03.736998 | 0:00:00.084001 | 0:00:03.736998 |\n", "| 15 | 0.7736 | 0:00:03.604000 | 0:00:00.079999 | 0:00:03.604000 |\n", "| 30 | 0.7783 | 0:00:03.577002 | 0:00:00.106002 | 0:00:03.577002 |\n", "| 45 | 0.7783 | 0:00:03.618000 | 0:00:00.142002 | 0:00:03.618000 |\n", "| Average | 0.7689 | 0:00:03.634000 | 0:00:00.103001 | 0:00:01.868501 |\n", "| Std Dev. | 0.0138 | 0.06126461836172547 | 0.024597397984129434 | 1.7661164358116936 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 5 | 0.309 | 0:00:03.736998 | 0:00:00.084001 | 0:00:03.736998 |\n", "| 15 | 0.2908 | 0:00:03.604000 | 0:00:00.079999 | 0:00:03.604000 |\n", "| 30 | 0.2918 | 0:00:03.577002 | 0:00:00.106002 | 0:00:03.577002 |\n", "| 45 | 0.2918 | 0:00:03.618000 | 0:00:00.142002 | 0:00:03.618000 |\n", "| Average | 0.2958 | 0:00:03.634000 | 0:00:00.103001 | 0:00:01.868501 |\n", "| Std Dev. | 0.0076 | 0.06126461836172547 | 0.024597397984129434 | 1.7661164358116936 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.7453 | 0:00:03.736998 | 0:00:00.084001 | 0:00:03.736998 |\n", "| 15 | 0.7736 | 0:00:03.604000 | 0:00:00.079999 | 0:00:03.604000 |\n", "| 30 | 0.7783 | 0:00:03.577002 | 0:00:00.106002 | 0:00:03.577002 |\n", "| 45 | 0.7783 | 0:00:03.618000 | 0:00:00.142002 | 0:00:03.618000 |\n", "| Average | 0.7689 | 0:00:03.634000 | 0:00:00.103001 | 0:00:01.868501 |\n", "| Std Dev. | 0.0138 | 0.06126461836172547 | 0.024597397984129434 | 1.7661164358116936 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 5 | 0.809 | 0:00:03.736998 | 0:00:00.084001 | 0:00:03.736998 |\n", "| 15 | 0.8302 | 0:00:03.604000 | 0:00:00.079999 | 0:00:03.604000 |\n", "| 30 | 0.8337 | 0:00:03.577002 | 0:00:00.106002 | 0:00:03.577002 |\n", "| 45 | 0.8337 | 0:00:03.618000 | 0:00:00.142002 | 0:00:03.618000 |\n", "| Average | 0.8267 | 0:00:03.634000 | 0:00:00.103001 | 0:00:01.868501 |\n", "| Std Dev. | 0.0103 | 0.06126461836172547 | 0.024597397984129434 | 1.7661164358116936 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.6404 | 0:00:03.736998 | 0:00:00.084001 | 0:00:03.736998 |\n", "| 15 | 0.6739 | 0:00:03.604000 | 0:00:00.079999 | 0:00:03.604000 |\n", "| 30 | 0.6797 | 0:00:03.577002 | 0:00:00.106002 | 0:00:03.577002 |\n", "| 45 | 0.6797 | 0:00:03.618000 | 0:00:00.142002 | 0:00:03.618000 |\n", "| Average | 0.6684 | 0:00:03.634000 | 0:00:00.103001 | 0:00:01.868501 |\n", "| Std Dev. | 0.0164 | 0.06126461836172547 | 0.024597397984129434 | 1.7661164358116936 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 5 | 0.3726 | 0:00:03.736998 | 0:00:00.084001 | 0:00:03.736998 |\n", "| 15 | 0.316 | 0:00:03.604000 | 0:00:00.079999 | 0:00:03.604000 |\n", "| 30 | 0.3066 | 0:00:03.577002 | 0:00:00.106002 | 0:00:03.577002 |\n", "| 45 | 0.3066 | 0:00:03.618000 | 0:00:00.142002 | 0:00:03.618000 |\n", "| Average | 0.3255 | 0:00:03.634000 | 0:00:00.103001 | 0:00:01.868501 |\n", "| Std Dev. | 0.0275 | 0.06126461836172547 | 0.024597397984129434 | 1.7661164358116936 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "| 5 | 0.7075 | 0:00:03.349997 | 0:00:00.075001 | 0:00:03.349997 |\n", "| 15 | 0.75 | 0:00:03.305137 | 0:00:00.079997 | 0:00:03.305137 |\n", "| 30 | 0.7783 | 0:00:03.189000 | 0:00:00.089000 | 0:00:03.189000 |\n", "| 45 | 0.7783 | 0:00:03.471004 | 0:00:00.164996 | 0:00:03.471004 |\n", "| Average | 0.7535 | 0:00:03.328785 | 0:00:00.102249 | 0:00:01.715517 |\n", "| Std Dev. | 0.029 | 0.10096427700334215 | 0.036572711329930854 | 1.6150539542752171 |\n", "+----------+----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 5 | 0.2743 | 0:00:03.349997 | 0:00:00.075001 | 0:00:03.349997 |\n", "| 15 | 0.2573 | 0:00:03.305137 | 0:00:00.079997 | 0:00:03.305137 |\n", "| 30 | 0.2594 | 0:00:03.189000 | 0:00:00.089000 | 0:00:03.189000 |\n", "| 45 | 0.2594 | 0:00:03.471004 | 0:00:00.164996 | 0:00:03.471004 |\n", "| Average | 0.2626 | 0:00:03.328785 | 0:00:00.102249 | 0:00:01.715517 |\n", "| Std Dev. | 0.0068 | 0.10096427700334215 | 0.036572711329930854 | 1.6150539542752171 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.7075 | 0:00:03.349997 | 0:00:00.075001 | 0:00:03.349997 |\n", "| 15 | 0.75 | 0:00:03.305137 | 0:00:00.079997 | 0:00:03.305137 |\n", "| 30 | 0.7783 | 0:00:03.189000 | 0:00:00.089000 | 0:00:03.189000 |\n", "| 45 | 0.7783 | 0:00:03.471004 | 0:00:00.164996 | 0:00:03.471004 |\n", "| Average | 0.7535 | 0:00:03.328785 | 0:00:00.102249 | 0:00:01.715517 |\n", "| Std Dev. | 0.029 | 0.10096427700334215 | 0.036572711329930854 | 1.6150539542752171 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 5 | 0.3195 | 0:00:03.349997 | 0:00:00.075001 | 0:00:03.349997 |\n", "| 15 | 0.3212 | 0:00:03.305137 | 0:00:00.079997 | 0:00:03.305137 |\n", "| 30 | 0.3333 | 0:00:03.189000 | 0:00:00.089000 | 0:00:03.189000 |\n", "| 45 | 0.3333 | 0:00:03.471004 | 0:00:00.164996 | 0:00:03.471004 |\n", "| Average | 0.3269 | 0:00:03.328785 | 0:00:00.102249 | 0:00:01.715517 |\n", "| Std Dev. | 0.0065 | 0.10096427700334215 | 0.036572711329930854 | 1.6150539542752171 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.7075 | 0:00:03.349997 | 0:00:00.075001 | 0:00:03.349997 |\n", "| 15 | 0.75 | 0:00:03.305137 | 0:00:00.079997 | 0:00:03.305137 |\n", "| 30 | 0.7783 | 0:00:03.189000 | 0:00:00.089000 | 0:00:03.189000 |\n", "| 45 | 0.7783 | 0:00:03.471004 | 0:00:00.164996 | 0:00:03.471004 |\n", "| Average | 0.7535 | 0:00:03.328785 | 0:00:00.102249 | 0:00:01.715517 |\n", "| Std Dev. | 0.029 | 0.10096427700334215 | 0.036572711329930854 | 1.6150539542752171 |\n", "+----------+--------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "| 5 | 0.295 | 0:00:03.349997 | 0:00:00.075001 | 0:00:03.349997 |\n", "| 15 | 0.2857 | 0:00:03.305137 | 0:00:00.079997 | 0:00:03.305137 |\n", "| 30 | 0.2918 | 0:00:03.189000 | 0:00:00.089000 | 0:00:03.189000 |\n", "| 45 | 0.2918 | 0:00:03.471004 | 0:00:00.164996 | 0:00:03.471004 |\n", "| Average | 0.2911 | 0:00:03.328785 | 0:00:00.102249 | 0:00:01.715517 |\n", "| Std Dev. | 0.0034 | 0.10096427700334215 | 0.036572711329930854 | 1.6150539542752171 |\n", "+----------+-----------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.7075 | 0:00:03.349997 | 0:00:00.075001 | 0:00:03.349997 |\n", "| 15 | 0.75 | 0:00:03.305137 | 0:00:00.079997 | 0:00:03.305137 |\n", "| 30 | 0.7783 | 0:00:03.189000 | 0:00:00.089000 | 0:00:03.189000 |\n", "| 45 | 0.7783 | 0:00:03.471004 | 0:00:00.164996 | 0:00:03.471004 |\n", "| Average | 0.7535 | 0:00:03.328785 | 0:00:00.102249 | 0:00:01.715517 |\n", "| Std Dev. | 0.029 | 0.10096427700334215 | 0.036572711329930854 | 1.6150539542752171 |\n", "+----------+-----------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 5 | 0.7807 | 0:00:03.349997 | 0:00:00.075001 | 0:00:03.349997 |\n", "| 15 | 0.8125 | 0:00:03.305137 | 0:00:00.079997 | 0:00:03.305137 |\n", "| 30 | 0.8337 | 0:00:03.189000 | 0:00:00.089000 | 0:00:03.189000 |\n", "| 45 | 0.8337 | 0:00:03.471004 | 0:00:00.164996 | 0:00:03.471004 |\n", "| Average | 0.8152 | 0:00:03.328785 | 0:00:00.102249 | 0:00:01.715517 |\n", "| Std Dev. | 0.0217 | 0.10096427700334215 | 0.036572711329930854 | 1.6150539542752171 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "| 5 | 0.5981 | 0:00:03.349997 | 0:00:00.075001 | 0:00:03.349997 |\n", "| 15 | 0.6458 | 0:00:03.305137 | 0:00:00.079997 | 0:00:03.305137 |\n", "| 30 | 0.6797 | 0:00:03.189000 | 0:00:00.089000 | 0:00:03.189000 |\n", "| 45 | 0.6797 | 0:00:03.471004 | 0:00:00.164996 | 0:00:03.471004 |\n", "| Average | 0.6508 | 0:00:03.328785 | 0:00:00.102249 | 0:00:01.715517 |\n", "| Std Dev. | 0.0334 | 0.10096427700334215 | 0.036572711329930854 | 1.6150539542752171 |\n", "+----------+-----------------------+---------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "| 5 | 0.4481 | 0:00:03.349997 | 0:00:00.075001 | 0:00:03.349997 |\n", "| 15 | 0.3632 | 0:00:03.305137 | 0:00:00.079997 | 0:00:03.305137 |\n", "| 30 | 0.3066 | 0:00:03.189000 | 0:00:00.089000 | 0:00:03.189000 |\n", "| 45 | 0.3066 | 0:00:03.471004 | 0:00:00.164996 | 0:00:03.471004 |\n", "| Average | 0.3561 | 0:00:03.328785 | 0:00:00.102249 | 0:00:01.715517 |\n", "| Std Dev. | 0.0579 | 0.10096427700334215 | 0.036572711329930854 | 1.6150539542752171 |\n", "+----------+--------+---------------------+----------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "| 5 | 0.6226 | 0:00:03.542000 | 0:00:00.078000 | 0:00:03.542000 |\n", "| 15 | 0.6557 | 0:00:03.782000 | 0:00:00.085002 | 0:00:03.782000 |\n", "| 30 | 0.717 | 0:00:03.709997 | 0:00:00.118001 | 0:00:03.709997 |\n", "| 45 | 0.7594 | 0:00:03.808998 | 0:00:00.172002 | 0:00:03.808998 |\n", "| Average | 0.6887 | 0:00:03.710749 | 0:00:00.113251 | 0:00:01.912000 |\n", "| Std Dev. | 0.0531 | 0.10393065780540119 | 0.03713115215649935 | 1.8004407618965308 |\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| 5 | 0.2676 | 0:00:03.542000 | 0:00:00.078000 | 0:00:03.542000 |\n", "| 15 | 0.2619 | 0:00:03.782000 | 0:00:00.085002 | 0:00:03.782000 |\n", "| 30 | 0.2546 | 0:00:03.709997 | 0:00:00.118001 | 0:00:03.709997 |\n", "| 45 | 0.258 | 0:00:03.808998 | 0:00:00.172002 | 0:00:03.808998 |\n", "| Average | 0.2605 | 0:00:03.710749 | 0:00:00.113251 | 0:00:01.912000 |\n", "| Std Dev. | 0.0048 | 0.10393065780540119 | 0.03713115215649935 | 1.8004407618965308 |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| 5 | 0.6226 | 0:00:03.542000 | 0:00:00.078000 | 0:00:03.542000 |\n", "| 15 | 0.6557 | 0:00:03.782000 | 0:00:00.085002 | 0:00:03.782000 |\n", "| 30 | 0.717 | 0:00:03.709997 | 0:00:00.118001 | 0:00:03.709997 |\n", "| 45 | 0.7594 | 0:00:03.808998 | 0:00:00.172002 | 0:00:03.808998 |\n", "| Average | 0.6887 | 0:00:03.710749 | 0:00:00.113251 | 0:00:01.912000 |\n", "| Std Dev. | 0.0531 | 0.10393065780540119 | 0.03713115215649935 | 1.8004407618965308 |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 5 | 0.2997 | 0:00:03.542000 | 0:00:00.078000 | 0:00:03.542000 |\n", "| 15 | 0.2973 | 0:00:03.782000 | 0:00:00.085002 | 0:00:03.782000 |\n", "| 30 | 0.3071 | 0:00:03.709997 | 0:00:00.118001 | 0:00:03.709997 |\n", "| 45 | 0.3253 | 0:00:03.808998 | 0:00:00.172002 | 0:00:03.808998 |\n", "| Average | 0.3073 | 0:00:03.710749 | 0:00:00.113251 | 0:00:01.912000 |\n", "| Std Dev. | 0.011 | 0.10393065780540119 | 0.03713115215649935 | 1.8004407618965308 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "| 5 | 0.6226 | 0:00:03.542000 | 0:00:00.078000 | 0:00:03.542000 |\n", "| 15 | 0.6557 | 0:00:03.782000 | 0:00:00.085002 | 0:00:03.782000 |\n", "| 30 | 0.717 | 0:00:03.709997 | 0:00:00.118001 | 0:00:03.709997 |\n", "| 45 | 0.7594 | 0:00:03.808998 | 0:00:00.172002 | 0:00:03.808998 |\n", "| Average | 0.6887 | 0:00:03.710749 | 0:00:00.113251 | 0:00:01.912000 |\n", "| Std Dev. | 0.0531 | 0.10393065780540119 | 0.03713115215649935 | 1.8004407618965308 |\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| 5 | 0.2798 | 0:00:03.542000 | 0:00:00.078000 | 0:00:03.542000 |\n", "| 15 | 0.2781 | 0:00:03.782000 | 0:00:00.085002 | 0:00:03.782000 |\n", "| 30 | 0.2784 | 0:00:03.709997 | 0:00:00.118001 | 0:00:03.709997 |\n", "| 45 | 0.2878 | 0:00:03.808998 | 0:00:00.172002 | 0:00:03.808998 |\n", "| Average | 0.281 | 0:00:03.710749 | 0:00:00.113251 | 0:00:01.912000 |\n", "| Std Dev. | 0.0039 | 0.10393065780540119 | 0.03713115215649935 | 1.8004407618965308 |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| 5 | 0.6226 | 0:00:03.542000 | 0:00:00.078000 | 0:00:03.542000 |\n", "| 15 | 0.6557 | 0:00:03.782000 | 0:00:00.085002 | 0:00:03.782000 |\n", "| 30 | 0.717 | 0:00:03.709997 | 0:00:00.118001 | 0:00:03.709997 |\n", "| 45 | 0.7594 | 0:00:03.808998 | 0:00:00.172002 | 0:00:03.808998 |\n", "| Average | 0.6887 | 0:00:03.710749 | 0:00:00.113251 | 0:00:01.912000 |\n", "| Std Dev. | 0.0531 | 0.10393065780540119 | 0.03713115215649935 | 1.8004407618965308 |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 5 | 0.717 | 0:00:03.542000 | 0:00:00.078000 | 0:00:03.542000 |\n", "| 15 | 0.7417 | 0:00:03.782000 | 0:00:00.085002 | 0:00:03.782000 |\n", "| 30 | 0.7877 | 0:00:03.709997 | 0:00:00.118001 | 0:00:03.709997 |\n", "| 45 | 0.8196 | 0:00:03.808998 | 0:00:00.172002 | 0:00:03.808998 |\n", "| Average | 0.7665 | 0:00:03.710749 | 0:00:00.113251 | 0:00:01.912000 |\n", "| Std Dev. | 0.0398 | 0.10393065780540119 | 0.03713115215649935 | 1.8004407618965308 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "| 5 | 0.5135 | 0:00:03.542000 | 0:00:00.078000 | 0:00:03.542000 |\n", "| 15 | 0.5447 | 0:00:03.782000 | 0:00:00.085002 | 0:00:03.782000 |\n", "| 30 | 0.6084 | 0:00:03.709997 | 0:00:00.118001 | 0:00:03.709997 |\n", "| 45 | 0.6569 | 0:00:03.808998 | 0:00:00.172002 | 0:00:03.808998 |\n", "| Average | 0.5809 | 0:00:03.710749 | 0:00:00.113251 | 0:00:01.912000 |\n", "| Std Dev. | 0.0557 | 0.10393065780540119 | 0.03713115215649935 | 1.8004407618965308 |\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 5 | 0.6179 | 0:00:03.542000 | 0:00:00.078000 | 0:00:03.542000 |\n", "| 15 | 0.5519 | 0:00:03.782000 | 0:00:00.085002 | 0:00:03.782000 |\n", "| 30 | 0.4292 | 0:00:03.709997 | 0:00:00.118001 | 0:00:03.709997 |\n", "| 45 | 0.3443 | 0:00:03.808998 | 0:00:00.172002 | 0:00:03.808998 |\n", "| Average | 0.4858 | 0:00:03.710749 | 0:00:00.113251 | 0:00:01.912000 |\n", "| Std Dev. | 0.1061 | 0.10393065780540119 | 0.03713115215649935 | 1.8004407618965308 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.6547 | 0.1616 | 0:00:03.713585 | 0:00:00.090523 | 0:00:03.804108 |\n", "| 15 | 0.6853 | 0.1692 | 0:00:03.626009 | 0:00:00.091400 | 0:00:03.717409 |\n", "| 30 | 0.6868 | 0.1753 | 0:00:03.559769 | 0:00:00.100600 | 0:00:03.660369 |\n", "| 45 | 0.6981 | 0.1597 | 0:00:03.515801 | 0:00:00.133600 | 0:00:03.649401 |\n", "| Average | 0.6812 | 0.1665 | 0:00:03.603791 | 0:00:00.104031 | 0:00:03.707822 |\n", "| Std Dev. | 0.0161 | 0.0062 | 0.0745459765 | 0.0175220257 | 0.061293769 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.3949 | 0.1327 | 0:00:03.713585 | 0:00:00.090523 | 0:00:03.804108 |\n", "| 15 | 0.4535 | 0.2171 | 0:00:03.626009 | 0:00:00.091400 | 0:00:03.717409 |\n", "| 30 | 0.4489 | 0.2125 | 0:00:03.559769 | 0:00:00.100600 | 0:00:03.660369 |\n", "| 45 | 0.3806 | 0.1468 | 0:00:03.515801 | 0:00:00.133600 | 0:00:03.649401 |\n", "| Average | 0.4195 | 0.1773 | 0:00:03.603791 | 0:00:00.104031 | 0:00:03.707822 |\n", "| Std Dev. | 0.0322 | 0.0379 | 0.0745459765 | 0.0175220257 | 0.061293769 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.6547 | 0.1616 | 0:00:03.713585 | 0:00:00.090523 | 0:00:03.804108 |\n", "| 15 | 0.6853 | 0.1692 | 0:00:03.626009 | 0:00:00.091400 | 0:00:03.717409 |\n", "| 30 | 0.6868 | 0.1753 | 0:00:03.559769 | 0:00:00.100600 | 0:00:03.660369 |\n", "| 45 | 0.6981 | 0.1597 | 0:00:03.515801 | 0:00:00.133600 | 0:00:03.649401 |\n", "| Average | 0.6812 | 0.1665 | 0:00:03.603791 | 0:00:00.104031 | 0:00:03.707822 |\n", "| Std Dev. | 0.0161 | 0.0062 | 0.0745459765 | 0.0175220257 | 0.061293769 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.3846 | 0.0739 | 0:00:03.713585 | 0:00:00.090523 | 0:00:03.804108 |\n", "| 15 | 0.3897 | 0.0857 | 0:00:03.626009 | 0:00:00.091400 | 0:00:03.717409 |\n", "| 30 | 0.3839 | 0.0743 | 0:00:03.559769 | 0:00:00.100600 | 0:00:03.660369 |\n", "| 45 | 0.3735 | 0.0659 | 0:00:03.515801 | 0:00:00.133600 | 0:00:03.649401 |\n", "| Average | 0.3829 | 0.0749 | 0:00:03.603791 | 0:00:00.104031 | 0:00:03.707822 |\n", "| Std Dev. | 0.0059 | 0.0071 | 0.0745459765 | 0.0175220257 | 0.061293769 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.6547 | 0.1616 | 0:00:03.713585 | 0:00:00.090523 | 0:00:03.804108 |\n", "| 15 | 0.6853 | 0.1692 | 0:00:03.626009 | 0:00:00.091400 | 0:00:03.717409 |\n", "| 30 | 0.6868 | 0.1753 | 0:00:03.559769 | 0:00:00.100600 | 0:00:03.660369 |\n", "| 45 | 0.6981 | 0.1597 | 0:00:03.515801 | 0:00:00.133600 | 0:00:03.649401 |\n", "| Average | 0.6812 | 0.1665 | 0:00:03.603791 | 0:00:00.104031 | 0:00:03.707822 |\n", "| Std Dev. | 0.0161 | 0.0062 | 0.0745459765 | 0.0175220257 | 0.061293769 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.3489 | 0.0893 | 0:00:03.713585 | 0:00:00.090523 | 0:00:03.804108 |\n", "| 15 | 0.3545 | 0.1004 | 0:00:03.626009 | 0:00:00.091400 | 0:00:03.717409 |\n", "| 30 | 0.3485 | 0.101 | 0:00:03.559769 | 0:00:00.100600 | 0:00:03.660369 |\n", "| 45 | 0.3421 | 0.0915 | 0:00:03.515801 | 0:00:00.133600 | 0:00:03.649401 |\n", "| Average | 0.3485 | 0.0955 | 0:00:03.603791 | 0:00:00.104031 | 0:00:03.707822 |\n", "| Std Dev. | 0.0044 | 0.0052 | 0.0745459765 | 0.0175220257 | 0.061293769 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.6547 | 0.1616 | 0:00:03.713585 | 0:00:00.090523 | 0:00:03.804108 |\n", "| 15 | 0.6853 | 0.1692 | 0:00:03.626009 | 0:00:00.091400 | 0:00:03.717409 |\n", "| 30 | 0.6868 | 0.1753 | 0:00:03.559769 | 0:00:00.100600 | 0:00:03.660369 |\n", "| 45 | 0.6981 | 0.1597 | 0:00:03.515801 | 0:00:00.133600 | 0:00:03.649401 |\n", "| Average | 0.6812 | 0.1665 | 0:00:03.603791 | 0:00:00.104031 | 0:00:03.707822 |\n", "| Std Dev. | 0.0161 | 0.0062 | 0.0745459765 | 0.0175220257 | 0.061293769 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.741 | 0.1212 | 0:00:03.713585 | 0:00:00.090523 | 0:00:03.804108 |\n", "| 15 | 0.764 | 0.1269 | 0:00:03.626009 | 0:00:00.091400 | 0:00:03.717409 |\n", "| 30 | 0.7651 | 0.1315 | 0:00:03.559769 | 0:00:00.100600 | 0:00:03.660369 |\n", "| 45 | 0.7736 | 0.1198 | 0:00:03.515801 | 0:00:00.133600 | 0:00:03.649401 |\n", "| Average | 0.7609 | 0.1248 | 0:00:03.603791 | 0:00:00.104031 | 0:00:03.707822 |\n", "| Std Dev. | 0.0121 | 0.0047 | 0.0745459765 | 0.0175220257 | 0.061293769 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.5699 | 0.1382 | 0:00:03.713585 | 0:00:00.090523 | 0:00:03.804108 |\n", "| 15 | 0.6032 | 0.1464 | 0:00:03.626009 | 0:00:00.091400 | 0:00:03.717409 |\n", "| 30 | 0.6068 | 0.1558 | 0:00:03.559769 | 0:00:00.100600 | 0:00:03.660369 |\n", "| 45 | 0.6135 | 0.1448 | 0:00:03.515801 | 0:00:00.133600 | 0:00:03.649401 |\n", "| Average | 0.5983 | 0.1463 | 0:00:03.603791 | 0:00:00.104031 | 0:00:03.707822 |\n", "| Std Dev. | 0.0168 | 0.0063 | 0.0745459765 | 0.0175220257 | 0.061293769 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.4334 | 0.158 | 0:00:03.713585 | 0:00:00.090523 | 0:00:03.804108 |\n", "| 15 | 0.3943 | 0.1573 | 0:00:03.626009 | 0:00:00.091400 | 0:00:03.717409 |\n", "| 30 | 0.3843 | 0.1487 | 0:00:03.559769 | 0:00:00.100600 | 0:00:03.660369 |\n", "| 45 | 0.3688 | 0.1319 | 0:00:03.515801 | 0:00:00.133600 | 0:00:03.649401 |\n", "| Average | 0.3952 | 0.149 | 0:00:03.603791 | 0:00:00.104031 | 0:00:03.707822 |\n", "| Std Dev. | 0.0238 | 0.0105 | 0.0745459765 | 0.0175220257 | 0.061293769 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Latest Datasets\\\\Climate Model'\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.9074 | 0:00:00.249000 | 0:00:00.014004 | 0:00:00.249000 |\n", "| 15 | 0.9074 | 0:00:00.235998 | 0:00:00.014998 | 0:00:00.235998 |\n", "| 30 | 0.9074 | 0:00:00.268999 | 0:00:00.020999 | 0:00:00.268999 |\n", "| 45 | 0.9074 | 0:00:00.261002 | 0:00:00.023999 | 0:00:00.261002 |\n", "| Average | 0.9074 | 0:00:00.253750 | 0:00:00.018500 | 0:00:00.136125 |\n", "| Std Dev. | 0.0 | 0.012478096883000295 | 0.0041522435137924096 | 0.1179918519871054 |\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.4537 | 0:00:00.249000 | 0:00:00.014004 | 0:00:00.249000 |\n", "| 15 | 0.4537 | 0:00:00.235998 | 0:00:00.014998 | 0:00:00.235998 |\n", "| 30 | 0.4537 | 0:00:00.268999 | 0:00:00.020999 | 0:00:00.268999 |\n", "| 45 | 0.4537 | 0:00:00.261002 | 0:00:00.023999 | 0:00:00.261002 |\n", "| Average | 0.4537 | 0:00:00.253750 | 0:00:00.018500 | 0:00:00.136125 |\n", "| Std Dev. | 0.0 | 0.012478096883000295 | 0.0041522435137924096 | 0.1179918519871054 |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.9074 | 0:00:00.249000 | 0:00:00.014004 | 0:00:00.249000 |\n", "| 15 | 0.9074 | 0:00:00.235998 | 0:00:00.014998 | 0:00:00.235998 |\n", "| 30 | 0.9074 | 0:00:00.268999 | 0:00:00.020999 | 0:00:00.268999 |\n", "| 45 | 0.9074 | 0:00:00.261002 | 0:00:00.023999 | 0:00:00.261002 |\n", "| Average | 0.9074 | 0:00:00.253750 | 0:00:00.018500 | 0:00:00.136125 |\n", "| Std Dev. | 0.0 | 0.012478096883000295 | 0.0041522435137924096 | 0.1179918519871054 |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.5 | 0:00:00.249000 | 0:00:00.014004 | 0:00:00.249000 |\n", "| 15 | 0.5 | 0:00:00.235998 | 0:00:00.014998 | 0:00:00.235998 |\n", "| 30 | 0.5 | 0:00:00.268999 | 0:00:00.020999 | 0:00:00.268999 |\n", "| 45 | 0.5 | 0:00:00.261002 | 0:00:00.023999 | 0:00:00.261002 |\n", "| Average | 0.5 | 0:00:00.253750 | 0:00:00.018500 | 0:00:00.136125 |\n", "| Std Dev. | 0.0 | 0.012478096883000295 | 0.0041522435137924096 | 0.1179918519871054 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.9074 | 0:00:00.249000 | 0:00:00.014004 | 0:00:00.249000 |\n", "| 15 | 0.9074 | 0:00:00.235998 | 0:00:00.014998 | 0:00:00.235998 |\n", "| 30 | 0.9074 | 0:00:00.268999 | 0:00:00.020999 | 0:00:00.268999 |\n", "| 45 | 0.9074 | 0:00:00.261002 | 0:00:00.023999 | 0:00:00.261002 |\n", "| Average | 0.9074 | 0:00:00.253750 | 0:00:00.018500 | 0:00:00.136125 |\n", "| Std Dev. | 0.0 | 0.012478096883000295 | 0.0041522435137924096 | 0.1179918519871054 |\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.4757 | 0:00:00.249000 | 0:00:00.014004 | 0:00:00.249000 |\n", "| 15 | 0.4757 | 0:00:00.235998 | 0:00:00.014998 | 0:00:00.235998 |\n", "| 30 | 0.4757 | 0:00:00.268999 | 0:00:00.020999 | 0:00:00.268999 |\n", "| 45 | 0.4757 | 0:00:00.261002 | 0:00:00.023999 | 0:00:00.261002 |\n", "| Average | 0.4757 | 0:00:00.253750 | 0:00:00.018500 | 0:00:00.136125 |\n", "| Std Dev. | 0.0 | 0.012478096883000295 | 0.0041522435137924096 | 0.1179918519871054 |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.9074 | 0:00:00.249000 | 0:00:00.014004 | 0:00:00.249000 |\n", "| 15 | 0.9074 | 0:00:00.235998 | 0:00:00.014998 | 0:00:00.235998 |\n", "| 30 | 0.9074 | 0:00:00.268999 | 0:00:00.020999 | 0:00:00.268999 |\n", "| 45 | 0.9074 | 0:00:00.261002 | 0:00:00.023999 | 0:00:00.261002 |\n", "| Average | 0.9074 | 0:00:00.253750 | 0:00:00.018500 | 0:00:00.136125 |\n", "| Std Dev. | 0.0 | 0.012478096883000295 | 0.0041522435137924096 | 0.1179918519871054 |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+--------------------+\n", "| 5 | 0.5 | 0:00:00.249000 | 0:00:00.014004 | 0:00:00.249000 |\n", "| 15 | 0.5 | 0:00:00.235998 | 0:00:00.014998 | 0:00:00.235998 |\n", "| 30 | 0.5 | 0:00:00.268999 | 0:00:00.020999 | 0:00:00.268999 |\n", "| 45 | 0.5 | 0:00:00.261002 | 0:00:00.023999 | 0:00:00.261002 |\n", "| Average | 0.5 | 0:00:00.253750 | 0:00:00.018500 | 0:00:00.136125 |\n", "| Std Dev. | 0.0 | 0.012478096883000295 | 0.0041522435137924096 | 0.1179918519871054 |\n", "+----------+-----+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.9074 | 0:00:00.249000 | 0:00:00.014004 | 0:00:00.249000 |\n", "| 15 | 0.9074 | 0:00:00.235998 | 0:00:00.014998 | 0:00:00.235998 |\n", "| 30 | 0.9074 | 0:00:00.268999 | 0:00:00.020999 | 0:00:00.268999 |\n", "| 45 | 0.9074 | 0:00:00.261002 | 0:00:00.023999 | 0:00:00.261002 |\n", "| Average | 0.9074 | 0:00:00.253750 | 0:00:00.018500 | 0:00:00.136125 |\n", "| Std Dev. | 0.0 | 0.012478096883000295 | 0.0041522435137924096 | 0.1179918519871054 |\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.0926 | 0:00:00.249000 | 0:00:00.014004 | 0:00:00.249000 |\n", "| 15 | 0.0926 | 0:00:00.235998 | 0:00:00.014998 | 0:00:00.235998 |\n", "| 30 | 0.0926 | 0:00:00.268999 | 0:00:00.020999 | 0:00:00.268999 |\n", "| 45 | 0.0926 | 0:00:00.261002 | 0:00:00.023999 | 0:00:00.261002 |\n", "| Average | 0.0926 | 0:00:00.253750 | 0:00:00.018500 | 0:00:00.136125 |\n", "| Std Dev. | 0.0 | 0.012478096883000295 | 0.0041522435137924096 | 0.1179918519871054 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:00.270999 | 0:00:00.020003 | 0:00:00.270999 |\n", "| 15 | 0.9074 | 0:00:00.237000 | 0:00:00.023997 | 0:00:00.237000 |\n", "| 30 | 0.9074 | 0:00:00.230000 | 0:00:00.016002 | 0:00:00.230000 |\n", "| 45 | 0.9074 | 0:00:00.223999 | 0:00:00.016000 | 0:00:00.223999 |\n", "| Average | 0.9074 | 0:00:00.240500 | 0:00:00.019000 | 0:00:00.129750 |\n", "| Std Dev. | 0.0 | 0.018199929887779076 | 0.0033153426895108987 | 0.11151942559436784 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.4537 | 0:00:00.270999 | 0:00:00.020003 | 0:00:00.270999 |\n", "| 15 | 0.4537 | 0:00:00.237000 | 0:00:00.023997 | 0:00:00.237000 |\n", "| 30 | 0.4537 | 0:00:00.230000 | 0:00:00.016002 | 0:00:00.230000 |\n", "| 45 | 0.4537 | 0:00:00.223999 | 0:00:00.016000 | 0:00:00.223999 |\n", "| Average | 0.4537 | 0:00:00.240500 | 0:00:00.019000 | 0:00:00.129750 |\n", "| Std Dev. | 0.0 | 0.018199929887779076 | 0.0033153426895108987 | 0.11151942559436784 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:00.270999 | 0:00:00.020003 | 0:00:00.270999 |\n", "| 15 | 0.9074 | 0:00:00.237000 | 0:00:00.023997 | 0:00:00.237000 |\n", "| 30 | 0.9074 | 0:00:00.230000 | 0:00:00.016002 | 0:00:00.230000 |\n", "| 45 | 0.9074 | 0:00:00.223999 | 0:00:00.016000 | 0:00:00.223999 |\n", "| Average | 0.9074 | 0:00:00.240500 | 0:00:00.019000 | 0:00:00.129750 |\n", "| Std Dev. | 0.0 | 0.018199929887779076 | 0.0033153426895108987 | 0.11151942559436784 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5 | 0:00:00.270999 | 0:00:00.020003 | 0:00:00.270999 |\n", "| 15 | 0.5 | 0:00:00.237000 | 0:00:00.023997 | 0:00:00.237000 |\n", "| 30 | 0.5 | 0:00:00.230000 | 0:00:00.016002 | 0:00:00.230000 |\n", "| 45 | 0.5 | 0:00:00.223999 | 0:00:00.016000 | 0:00:00.223999 |\n", "| Average | 0.5 | 0:00:00.240500 | 0:00:00.019000 | 0:00:00.129750 |\n", "| Std Dev. | 0.0 | 0.018199929887779076 | 0.0033153426895108987 | 0.11151942559436784 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:00.270999 | 0:00:00.020003 | 0:00:00.270999 |\n", "| 15 | 0.9074 | 0:00:00.237000 | 0:00:00.023997 | 0:00:00.237000 |\n", "| 30 | 0.9074 | 0:00:00.230000 | 0:00:00.016002 | 0:00:00.230000 |\n", "| 45 | 0.9074 | 0:00:00.223999 | 0:00:00.016000 | 0:00:00.223999 |\n", "| Average | 0.9074 | 0:00:00.240500 | 0:00:00.019000 | 0:00:00.129750 |\n", "| Std Dev. | 0.0 | 0.018199929887779076 | 0.0033153426895108987 | 0.11151942559436784 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.4757 | 0:00:00.270999 | 0:00:00.020003 | 0:00:00.270999 |\n", "| 15 | 0.4757 | 0:00:00.237000 | 0:00:00.023997 | 0:00:00.237000 |\n", "| 30 | 0.4757 | 0:00:00.230000 | 0:00:00.016002 | 0:00:00.230000 |\n", "| 45 | 0.4757 | 0:00:00.223999 | 0:00:00.016000 | 0:00:00.223999 |\n", "| Average | 0.4757 | 0:00:00.240500 | 0:00:00.019000 | 0:00:00.129750 |\n", "| Std Dev. | 0.0 | 0.018199929887779076 | 0.0033153426895108987 | 0.11151942559436784 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:00.270999 | 0:00:00.020003 | 0:00:00.270999 |\n", "| 15 | 0.9074 | 0:00:00.237000 | 0:00:00.023997 | 0:00:00.237000 |\n", "| 30 | 0.9074 | 0:00:00.230000 | 0:00:00.016002 | 0:00:00.230000 |\n", "| 45 | 0.9074 | 0:00:00.223999 | 0:00:00.016000 | 0:00:00.223999 |\n", "| Average | 0.9074 | 0:00:00.240500 | 0:00:00.019000 | 0:00:00.129750 |\n", "| Std Dev. | 0.0 | 0.018199929887779076 | 0.0033153426895108987 | 0.11151942559436784 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5 | 0:00:00.270999 | 0:00:00.020003 | 0:00:00.270999 |\n", "| 15 | 0.5 | 0:00:00.237000 | 0:00:00.023997 | 0:00:00.237000 |\n", "| 30 | 0.5 | 0:00:00.230000 | 0:00:00.016002 | 0:00:00.230000 |\n", "| 45 | 0.5 | 0:00:00.223999 | 0:00:00.016000 | 0:00:00.223999 |\n", "| Average | 0.5 | 0:00:00.240500 | 0:00:00.019000 | 0:00:00.129750 |\n", "| Std Dev. | 0.0 | 0.018199929887779076 | 0.0033153426895108987 | 0.11151942559436784 |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:00.270999 | 0:00:00.020003 | 0:00:00.270999 |\n", "| 15 | 0.9074 | 0:00:00.237000 | 0:00:00.023997 | 0:00:00.237000 |\n", "| 30 | 0.9074 | 0:00:00.230000 | 0:00:00.016002 | 0:00:00.230000 |\n", "| 45 | 0.9074 | 0:00:00.223999 | 0:00:00.016000 | 0:00:00.223999 |\n", "| Average | 0.9074 | 0:00:00.240500 | 0:00:00.019000 | 0:00:00.129750 |\n", "| Std Dev. | 0.0 | 0.018199929887779076 | 0.0033153426895108987 | 0.11151942559436784 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.0926 | 0:00:00.270999 | 0:00:00.020003 | 0:00:00.270999 |\n", "| 15 | 0.0926 | 0:00:00.237000 | 0:00:00.023997 | 0:00:00.237000 |\n", "| 30 | 0.0926 | 0:00:00.230000 | 0:00:00.016002 | 0:00:00.230000 |\n", "| 45 | 0.0926 | 0:00:00.223999 | 0:00:00.016000 | 0:00:00.223999 |\n", "| Average | 0.0926 | 0:00:00.240500 | 0:00:00.019000 | 0:00:00.129750 |\n", "| Std Dev. | 0.0 | 0.018199929887779076 | 0.0033153426895108987 | 0.11151942559436784 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:00.238987 | 0:00:00.012998 | 0:00:00.238987 |\n", "| 15 | 0.9074 | 0:00:00.293003 | 0:00:00.021998 | 0:00:00.293003 |\n", "| 30 | 0.9074 | 0:00:00.266000 | 0:00:00.017000 | 0:00:00.266000 |\n", "| 45 | 0.9074 | 0:00:00.281000 | 0:00:00.030002 | 0:00:00.281000 |\n", "| Average | 0.9074 | 0:00:00.269747 | 0:00:00.020500 | 0:00:00.145124 |\n", "| Std Dev. | 0.0 | 0.020172423499054966 | 0.006345496614307278 | 0.12551786092473272 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 5 | 0.4537 | 0:00:00.238987 | 0:00:00.012998 | 0:00:00.238987 |\n", "| 15 | 0.4537 | 0:00:00.293003 | 0:00:00.021998 | 0:00:00.293003 |\n", "| 30 | 0.4537 | 0:00:00.266000 | 0:00:00.017000 | 0:00:00.266000 |\n", "| 45 | 0.4537 | 0:00:00.281000 | 0:00:00.030002 | 0:00:00.281000 |\n", "| Average | 0.4537 | 0:00:00.269747 | 0:00:00.020500 | 0:00:00.145124 |\n", "| Std Dev. | 0.0 | 0.020172423499054966 | 0.006345496614307278 | 0.12551786092473272 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:00.238987 | 0:00:00.012998 | 0:00:00.238987 |\n", "| 15 | 0.9074 | 0:00:00.293003 | 0:00:00.021998 | 0:00:00.293003 |\n", "| 30 | 0.9074 | 0:00:00.266000 | 0:00:00.017000 | 0:00:00.266000 |\n", "| 45 | 0.9074 | 0:00:00.281000 | 0:00:00.030002 | 0:00:00.281000 |\n", "| Average | 0.9074 | 0:00:00.269747 | 0:00:00.020500 | 0:00:00.145124 |\n", "| Std Dev. | 0.0 | 0.020172423499054966 | 0.006345496614307278 | 0.12551786092473272 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 5 | 0.5 | 0:00:00.238987 | 0:00:00.012998 | 0:00:00.238987 |\n", "| 15 | 0.5 | 0:00:00.293003 | 0:00:00.021998 | 0:00:00.293003 |\n", "| 30 | 0.5 | 0:00:00.266000 | 0:00:00.017000 | 0:00:00.266000 |\n", "| 45 | 0.5 | 0:00:00.281000 | 0:00:00.030002 | 0:00:00.281000 |\n", "| Average | 0.5 | 0:00:00.269747 | 0:00:00.020500 | 0:00:00.145124 |\n", "| Std Dev. | 0.0 | 0.020172423499054966 | 0.006345496614307278 | 0.12551786092473272 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:00.238987 | 0:00:00.012998 | 0:00:00.238987 |\n", "| 15 | 0.9074 | 0:00:00.293003 | 0:00:00.021998 | 0:00:00.293003 |\n", "| 30 | 0.9074 | 0:00:00.266000 | 0:00:00.017000 | 0:00:00.266000 |\n", "| 45 | 0.9074 | 0:00:00.281000 | 0:00:00.030002 | 0:00:00.281000 |\n", "| Average | 0.9074 | 0:00:00.269747 | 0:00:00.020500 | 0:00:00.145124 |\n", "| Std Dev. | 0.0 | 0.020172423499054966 | 0.006345496614307278 | 0.12551786092473272 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 5 | 0.4757 | 0:00:00.238987 | 0:00:00.012998 | 0:00:00.238987 |\n", "| 15 | 0.4757 | 0:00:00.293003 | 0:00:00.021998 | 0:00:00.293003 |\n", "| 30 | 0.4757 | 0:00:00.266000 | 0:00:00.017000 | 0:00:00.266000 |\n", "| 45 | 0.4757 | 0:00:00.281000 | 0:00:00.030002 | 0:00:00.281000 |\n", "| Average | 0.4757 | 0:00:00.269747 | 0:00:00.020500 | 0:00:00.145124 |\n", "| Std Dev. | 0.0 | 0.020172423499054966 | 0.006345496614307278 | 0.12551786092473272 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:00.238987 | 0:00:00.012998 | 0:00:00.238987 |\n", "| 15 | 0.9074 | 0:00:00.293003 | 0:00:00.021998 | 0:00:00.293003 |\n", "| 30 | 0.9074 | 0:00:00.266000 | 0:00:00.017000 | 0:00:00.266000 |\n", "| 45 | 0.9074 | 0:00:00.281000 | 0:00:00.030002 | 0:00:00.281000 |\n", "| Average | 0.9074 | 0:00:00.269747 | 0:00:00.020500 | 0:00:00.145124 |\n", "| Std Dev. | 0.0 | 0.020172423499054966 | 0.006345496614307278 | 0.12551786092473272 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "| 5 | 0.5 | 0:00:00.238987 | 0:00:00.012998 | 0:00:00.238987 |\n", "| 15 | 0.5 | 0:00:00.293003 | 0:00:00.021998 | 0:00:00.293003 |\n", "| 30 | 0.5 | 0:00:00.266000 | 0:00:00.017000 | 0:00:00.266000 |\n", "| 45 | 0.5 | 0:00:00.281000 | 0:00:00.030002 | 0:00:00.281000 |\n", "| Average | 0.5 | 0:00:00.269747 | 0:00:00.020500 | 0:00:00.145124 |\n", "| Std Dev. | 0.0 | 0.020172423499054966 | 0.006345496614307278 | 0.12551786092473272 |\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:00.238987 | 0:00:00.012998 | 0:00:00.238987 |\n", "| 15 | 0.9074 | 0:00:00.293003 | 0:00:00.021998 | 0:00:00.293003 |\n", "| 30 | 0.9074 | 0:00:00.266000 | 0:00:00.017000 | 0:00:00.266000 |\n", "| 45 | 0.9074 | 0:00:00.281000 | 0:00:00.030002 | 0:00:00.281000 |\n", "| Average | 0.9074 | 0:00:00.269747 | 0:00:00.020500 | 0:00:00.145124 |\n", "| Std Dev. | 0.0 | 0.020172423499054966 | 0.006345496614307278 | 0.12551786092473272 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 5 | 0.0926 | 0:00:00.238987 | 0:00:00.012998 | 0:00:00.238987 |\n", "| 15 | 0.0926 | 0:00:00.293003 | 0:00:00.021998 | 0:00:00.293003 |\n", "| 30 | 0.0926 | 0:00:00.266000 | 0:00:00.017000 | 0:00:00.266000 |\n", "| 45 | 0.0926 | 0:00:00.281000 | 0:00:00.030002 | 0:00:00.281000 |\n", "| Average | 0.0926 | 0:00:00.269747 | 0:00:00.020500 | 0:00:00.145124 |\n", "| Std Dev. | 0.0 | 0.020172423499054966 | 0.006345496614307278 | 0.12551786092473272 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:00.271004 | 0:00:00.018997 | 0:00:00.271004 |\n", "| 15 | 0.9074 | 0:00:00.233000 | 0:00:00.016999 | 0:00:00.233000 |\n", "| 30 | 0.9074 | 0:00:00.254001 | 0:00:00.021002 | 0:00:00.254001 |\n", "| 45 | 0.9074 | 0:00:00.279999 | 0:00:00.029004 | 0:00:00.279999 |\n", "| Average | 0.9074 | 0:00:00.259501 | 0:00:00.021500 | 0:00:00.140501 |\n", "| Std Dev. | 0.0 | 0.017923720658828655 | 0.004557235661674342 | 0.11971652622100065 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 5 | 0.4537 | 0:00:00.271004 | 0:00:00.018997 | 0:00:00.271004 |\n", "| 15 | 0.4537 | 0:00:00.233000 | 0:00:00.016999 | 0:00:00.233000 |\n", "| 30 | 0.4537 | 0:00:00.254001 | 0:00:00.021002 | 0:00:00.254001 |\n", "| 45 | 0.4537 | 0:00:00.279999 | 0:00:00.029004 | 0:00:00.279999 |\n", "| Average | 0.4537 | 0:00:00.259501 | 0:00:00.021500 | 0:00:00.140501 |\n", "| Std Dev. | 0.0 | 0.017923720658828655 | 0.004557235661674342 | 0.11971652622100065 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:00.271004 | 0:00:00.018997 | 0:00:00.271004 |\n", "| 15 | 0.9074 | 0:00:00.233000 | 0:00:00.016999 | 0:00:00.233000 |\n", "| 30 | 0.9074 | 0:00:00.254001 | 0:00:00.021002 | 0:00:00.254001 |\n", "| 45 | 0.9074 | 0:00:00.279999 | 0:00:00.029004 | 0:00:00.279999 |\n", "| Average | 0.9074 | 0:00:00.259501 | 0:00:00.021500 | 0:00:00.140501 |\n", "| Std Dev. | 0.0 | 0.017923720658828655 | 0.004557235661674342 | 0.11971652622100065 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 5 | 0.5 | 0:00:00.271004 | 0:00:00.018997 | 0:00:00.271004 |\n", "| 15 | 0.5 | 0:00:00.233000 | 0:00:00.016999 | 0:00:00.233000 |\n", "| 30 | 0.5 | 0:00:00.254001 | 0:00:00.021002 | 0:00:00.254001 |\n", "| 45 | 0.5 | 0:00:00.279999 | 0:00:00.029004 | 0:00:00.279999 |\n", "| Average | 0.5 | 0:00:00.259501 | 0:00:00.021500 | 0:00:00.140501 |\n", "| Std Dev. | 0.0 | 0.017923720658828655 | 0.004557235661674342 | 0.11971652622100065 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:00.271004 | 0:00:00.018997 | 0:00:00.271004 |\n", "| 15 | 0.9074 | 0:00:00.233000 | 0:00:00.016999 | 0:00:00.233000 |\n", "| 30 | 0.9074 | 0:00:00.254001 | 0:00:00.021002 | 0:00:00.254001 |\n", "| 45 | 0.9074 | 0:00:00.279999 | 0:00:00.029004 | 0:00:00.279999 |\n", "| Average | 0.9074 | 0:00:00.259501 | 0:00:00.021500 | 0:00:00.140501 |\n", "| Std Dev. | 0.0 | 0.017923720658828655 | 0.004557235661674342 | 0.11971652622100065 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 5 | 0.4757 | 0:00:00.271004 | 0:00:00.018997 | 0:00:00.271004 |\n", "| 15 | 0.4757 | 0:00:00.233000 | 0:00:00.016999 | 0:00:00.233000 |\n", "| 30 | 0.4757 | 0:00:00.254001 | 0:00:00.021002 | 0:00:00.254001 |\n", "| 45 | 0.4757 | 0:00:00.279999 | 0:00:00.029004 | 0:00:00.279999 |\n", "| Average | 0.4757 | 0:00:00.259501 | 0:00:00.021500 | 0:00:00.140501 |\n", "| Std Dev. | 0.0 | 0.017923720658828655 | 0.004557235661674342 | 0.11971652622100065 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:00.271004 | 0:00:00.018997 | 0:00:00.271004 |\n", "| 15 | 0.9074 | 0:00:00.233000 | 0:00:00.016999 | 0:00:00.233000 |\n", "| 30 | 0.9074 | 0:00:00.254001 | 0:00:00.021002 | 0:00:00.254001 |\n", "| 45 | 0.9074 | 0:00:00.279999 | 0:00:00.029004 | 0:00:00.279999 |\n", "| Average | 0.9074 | 0:00:00.259501 | 0:00:00.021500 | 0:00:00.140501 |\n", "| Std Dev. | 0.0 | 0.017923720658828655 | 0.004557235661674342 | 0.11971652622100065 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "| 5 | 0.5 | 0:00:00.271004 | 0:00:00.018997 | 0:00:00.271004 |\n", "| 15 | 0.5 | 0:00:00.233000 | 0:00:00.016999 | 0:00:00.233000 |\n", "| 30 | 0.5 | 0:00:00.254001 | 0:00:00.021002 | 0:00:00.254001 |\n", "| 45 | 0.5 | 0:00:00.279999 | 0:00:00.029004 | 0:00:00.279999 |\n", "| Average | 0.5 | 0:00:00.259501 | 0:00:00.021500 | 0:00:00.140501 |\n", "| Std Dev. | 0.0 | 0.017923720658828655 | 0.004557235661674342 | 0.11971652622100065 |\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:00.271004 | 0:00:00.018997 | 0:00:00.271004 |\n", "| 15 | 0.9074 | 0:00:00.233000 | 0:00:00.016999 | 0:00:00.233000 |\n", "| 30 | 0.9074 | 0:00:00.254001 | 0:00:00.021002 | 0:00:00.254001 |\n", "| 45 | 0.9074 | 0:00:00.279999 | 0:00:00.029004 | 0:00:00.279999 |\n", "| Average | 0.9074 | 0:00:00.259501 | 0:00:00.021500 | 0:00:00.140501 |\n", "| Std Dev. | 0.0 | 0.017923720658828655 | 0.004557235661674342 | 0.11971652622100065 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 5 | 0.0926 | 0:00:00.271004 | 0:00:00.018997 | 0:00:00.271004 |\n", "| 15 | 0.0926 | 0:00:00.233000 | 0:00:00.016999 | 0:00:00.233000 |\n", "| 30 | 0.0926 | 0:00:00.254001 | 0:00:00.021002 | 0:00:00.254001 |\n", "| 45 | 0.0926 | 0:00:00.279999 | 0:00:00.029004 | 0:00:00.279999 |\n", "| Average | 0.0926 | 0:00:00.259501 | 0:00:00.021500 | 0:00:00.140501 |\n", "| Std Dev. | 0.0 | 0.017923720658828655 | 0.004557235661674342 | 0.11971652622100065 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.9074 | 0:00:00.299999 | 0:00:00.019000 | 0:00:00.299999 |\n", "| 15 | 0.9074 | 0:00:00.289999 | 0:00:00.019001 | 0:00:00.289999 |\n", "| 30 | 0.9074 | 0:00:00.251002 | 0:00:00.016997 | 0:00:00.251002 |\n", "| 45 | 0.9074 | 0:00:00.209003 | 0:00:00.018998 | 0:00:00.209003 |\n", "| Average | 0.9074 | 0:00:00.262501 | 0:00:00.018499 | 0:00:00.140500 |\n", "| Std Dev. | 0.0 | 0.035904473034448076 | 0.0008670990589782587 | 0.1246160576674923 |\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.4537 | 0:00:00.299999 | 0:00:00.019000 | 0:00:00.299999 |\n", "| 15 | 0.4537 | 0:00:00.289999 | 0:00:00.019001 | 0:00:00.289999 |\n", "| 30 | 0.4537 | 0:00:00.251002 | 0:00:00.016997 | 0:00:00.251002 |\n", "| 45 | 0.4537 | 0:00:00.209003 | 0:00:00.018998 | 0:00:00.209003 |\n", "| Average | 0.4537 | 0:00:00.262501 | 0:00:00.018499 | 0:00:00.140500 |\n", "| Std Dev. | 0.0 | 0.035904473034448076 | 0.0008670990589782587 | 0.1246160576674923 |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.9074 | 0:00:00.299999 | 0:00:00.019000 | 0:00:00.299999 |\n", "| 15 | 0.9074 | 0:00:00.289999 | 0:00:00.019001 | 0:00:00.289999 |\n", "| 30 | 0.9074 | 0:00:00.251002 | 0:00:00.016997 | 0:00:00.251002 |\n", "| 45 | 0.9074 | 0:00:00.209003 | 0:00:00.018998 | 0:00:00.209003 |\n", "| Average | 0.9074 | 0:00:00.262501 | 0:00:00.018499 | 0:00:00.140500 |\n", "| Std Dev. | 0.0 | 0.035904473034448076 | 0.0008670990589782587 | 0.1246160576674923 |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.5 | 0:00:00.299999 | 0:00:00.019000 | 0:00:00.299999 |\n", "| 15 | 0.5 | 0:00:00.289999 | 0:00:00.019001 | 0:00:00.289999 |\n", "| 30 | 0.5 | 0:00:00.251002 | 0:00:00.016997 | 0:00:00.251002 |\n", "| 45 | 0.5 | 0:00:00.209003 | 0:00:00.018998 | 0:00:00.209003 |\n", "| Average | 0.5 | 0:00:00.262501 | 0:00:00.018499 | 0:00:00.140500 |\n", "| Std Dev. | 0.0 | 0.035904473034448076 | 0.0008670990589782587 | 0.1246160576674923 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.9074 | 0:00:00.299999 | 0:00:00.019000 | 0:00:00.299999 |\n", "| 15 | 0.9074 | 0:00:00.289999 | 0:00:00.019001 | 0:00:00.289999 |\n", "| 30 | 0.9074 | 0:00:00.251002 | 0:00:00.016997 | 0:00:00.251002 |\n", "| 45 | 0.9074 | 0:00:00.209003 | 0:00:00.018998 | 0:00:00.209003 |\n", "| Average | 0.9074 | 0:00:00.262501 | 0:00:00.018499 | 0:00:00.140500 |\n", "| Std Dev. | 0.0 | 0.035904473034448076 | 0.0008670990589782587 | 0.1246160576674923 |\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.4757 | 0:00:00.299999 | 0:00:00.019000 | 0:00:00.299999 |\n", "| 15 | 0.4757 | 0:00:00.289999 | 0:00:00.019001 | 0:00:00.289999 |\n", "| 30 | 0.4757 | 0:00:00.251002 | 0:00:00.016997 | 0:00:00.251002 |\n", "| 45 | 0.4757 | 0:00:00.209003 | 0:00:00.018998 | 0:00:00.209003 |\n", "| Average | 0.4757 | 0:00:00.262501 | 0:00:00.018499 | 0:00:00.140500 |\n", "| Std Dev. | 0.0 | 0.035904473034448076 | 0.0008670990589782587 | 0.1246160576674923 |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.9074 | 0:00:00.299999 | 0:00:00.019000 | 0:00:00.299999 |\n", "| 15 | 0.9074 | 0:00:00.289999 | 0:00:00.019001 | 0:00:00.289999 |\n", "| 30 | 0.9074 | 0:00:00.251002 | 0:00:00.016997 | 0:00:00.251002 |\n", "| 45 | 0.9074 | 0:00:00.209003 | 0:00:00.018998 | 0:00:00.209003 |\n", "| Average | 0.9074 | 0:00:00.262501 | 0:00:00.018499 | 0:00:00.140500 |\n", "| Std Dev. | 0.0 | 0.035904473034448076 | 0.0008670990589782587 | 0.1246160576674923 |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+--------------------+\n", "| 5 | 0.5 | 0:00:00.299999 | 0:00:00.019000 | 0:00:00.299999 |\n", "| 15 | 0.5 | 0:00:00.289999 | 0:00:00.019001 | 0:00:00.289999 |\n", "| 30 | 0.5 | 0:00:00.251002 | 0:00:00.016997 | 0:00:00.251002 |\n", "| 45 | 0.5 | 0:00:00.209003 | 0:00:00.018998 | 0:00:00.209003 |\n", "| Average | 0.5 | 0:00:00.262501 | 0:00:00.018499 | 0:00:00.140500 |\n", "| Std Dev. | 0.0 | 0.035904473034448076 | 0.0008670990589782587 | 0.1246160576674923 |\n", "+----------+-----+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.9074 | 0:00:00.299999 | 0:00:00.019000 | 0:00:00.299999 |\n", "| 15 | 0.9074 | 0:00:00.289999 | 0:00:00.019001 | 0:00:00.289999 |\n", "| 30 | 0.9074 | 0:00:00.251002 | 0:00:00.016997 | 0:00:00.251002 |\n", "| 45 | 0.9074 | 0:00:00.209003 | 0:00:00.018998 | 0:00:00.209003 |\n", "| Average | 0.9074 | 0:00:00.262501 | 0:00:00.018499 | 0:00:00.140500 |\n", "| Std Dev. | 0.0 | 0.035904473034448076 | 0.0008670990589782587 | 0.1246160576674923 |\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.0926 | 0:00:00.299999 | 0:00:00.019000 | 0:00:00.299999 |\n", "| 15 | 0.0926 | 0:00:00.289999 | 0:00:00.019001 | 0:00:00.289999 |\n", "| 30 | 0.0926 | 0:00:00.251002 | 0:00:00.016997 | 0:00:00.251002 |\n", "| 45 | 0.0926 | 0:00:00.209003 | 0:00:00.018998 | 0:00:00.209003 |\n", "| Average | 0.0926 | 0:00:00.262501 | 0:00:00.018499 | 0:00:00.140500 |\n", "| Std Dev. | 0.0 | 0.035904473034448076 | 0.0008670990589782587 | 0.1246160576674923 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:00.290002 | 0:00:00.015999 | 0:00:00.290002 |\n", "| 15 | 0.9074 | 0:00:00.301000 | 0:00:00.027001 | 0:00:00.301000 |\n", "| 30 | 0.9074 | 0:00:00.276000 | 0:00:00.016999 | 0:00:00.276000 |\n", "| 45 | 0.9074 | 0:00:00.254000 | 0:00:00.025000 | 0:00:00.254000 |\n", "| Average | 0.9074 | 0:00:00.280250 | 0:00:00.021250 | 0:00:00.150750 |\n", "| Std Dev. | 0.0 | 0.017555395495388627 | 0.004815999879966702 | 0.13013852596722322 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 5 | 0.4537 | 0:00:00.290002 | 0:00:00.015999 | 0:00:00.290002 |\n", "| 15 | 0.4537 | 0:00:00.301000 | 0:00:00.027001 | 0:00:00.301000 |\n", "| 30 | 0.4537 | 0:00:00.276000 | 0:00:00.016999 | 0:00:00.276000 |\n", "| 45 | 0.4537 | 0:00:00.254000 | 0:00:00.025000 | 0:00:00.254000 |\n", "| Average | 0.4537 | 0:00:00.280250 | 0:00:00.021250 | 0:00:00.150750 |\n", "| Std Dev. | 0.0 | 0.017555395495388627 | 0.004815999879966702 | 0.13013852596722322 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:00.290002 | 0:00:00.015999 | 0:00:00.290002 |\n", "| 15 | 0.9074 | 0:00:00.301000 | 0:00:00.027001 | 0:00:00.301000 |\n", "| 30 | 0.9074 | 0:00:00.276000 | 0:00:00.016999 | 0:00:00.276000 |\n", "| 45 | 0.9074 | 0:00:00.254000 | 0:00:00.025000 | 0:00:00.254000 |\n", "| Average | 0.9074 | 0:00:00.280250 | 0:00:00.021250 | 0:00:00.150750 |\n", "| Std Dev. | 0.0 | 0.017555395495388627 | 0.004815999879966702 | 0.13013852596722322 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 5 | 0.5 | 0:00:00.290002 | 0:00:00.015999 | 0:00:00.290002 |\n", "| 15 | 0.5 | 0:00:00.301000 | 0:00:00.027001 | 0:00:00.301000 |\n", "| 30 | 0.5 | 0:00:00.276000 | 0:00:00.016999 | 0:00:00.276000 |\n", "| 45 | 0.5 | 0:00:00.254000 | 0:00:00.025000 | 0:00:00.254000 |\n", "| Average | 0.5 | 0:00:00.280250 | 0:00:00.021250 | 0:00:00.150750 |\n", "| Std Dev. | 0.0 | 0.017555395495388627 | 0.004815999879966702 | 0.13013852596722322 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:00.290002 | 0:00:00.015999 | 0:00:00.290002 |\n", "| 15 | 0.9074 | 0:00:00.301000 | 0:00:00.027001 | 0:00:00.301000 |\n", "| 30 | 0.9074 | 0:00:00.276000 | 0:00:00.016999 | 0:00:00.276000 |\n", "| 45 | 0.9074 | 0:00:00.254000 | 0:00:00.025000 | 0:00:00.254000 |\n", "| Average | 0.9074 | 0:00:00.280250 | 0:00:00.021250 | 0:00:00.150750 |\n", "| Std Dev. | 0.0 | 0.017555395495388627 | 0.004815999879966702 | 0.13013852596722322 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 5 | 0.4757 | 0:00:00.290002 | 0:00:00.015999 | 0:00:00.290002 |\n", "| 15 | 0.4757 | 0:00:00.301000 | 0:00:00.027001 | 0:00:00.301000 |\n", "| 30 | 0.4757 | 0:00:00.276000 | 0:00:00.016999 | 0:00:00.276000 |\n", "| 45 | 0.4757 | 0:00:00.254000 | 0:00:00.025000 | 0:00:00.254000 |\n", "| Average | 0.4757 | 0:00:00.280250 | 0:00:00.021250 | 0:00:00.150750 |\n", "| Std Dev. | 0.0 | 0.017555395495388627 | 0.004815999879966702 | 0.13013852596722322 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:00.290002 | 0:00:00.015999 | 0:00:00.290002 |\n", "| 15 | 0.9074 | 0:00:00.301000 | 0:00:00.027001 | 0:00:00.301000 |\n", "| 30 | 0.9074 | 0:00:00.276000 | 0:00:00.016999 | 0:00:00.276000 |\n", "| 45 | 0.9074 | 0:00:00.254000 | 0:00:00.025000 | 0:00:00.254000 |\n", "| Average | 0.9074 | 0:00:00.280250 | 0:00:00.021250 | 0:00:00.150750 |\n", "| Std Dev. | 0.0 | 0.017555395495388627 | 0.004815999879966702 | 0.13013852596722322 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "| 5 | 0.5 | 0:00:00.290002 | 0:00:00.015999 | 0:00:00.290002 |\n", "| 15 | 0.5 | 0:00:00.301000 | 0:00:00.027001 | 0:00:00.301000 |\n", "| 30 | 0.5 | 0:00:00.276000 | 0:00:00.016999 | 0:00:00.276000 |\n", "| 45 | 0.5 | 0:00:00.254000 | 0:00:00.025000 | 0:00:00.254000 |\n", "| Average | 0.5 | 0:00:00.280250 | 0:00:00.021250 | 0:00:00.150750 |\n", "| Std Dev. | 0.0 | 0.017555395495388627 | 0.004815999879966702 | 0.13013852596722322 |\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:00.290002 | 0:00:00.015999 | 0:00:00.290002 |\n", "| 15 | 0.9074 | 0:00:00.301000 | 0:00:00.027001 | 0:00:00.301000 |\n", "| 30 | 0.9074 | 0:00:00.276000 | 0:00:00.016999 | 0:00:00.276000 |\n", "| 45 | 0.9074 | 0:00:00.254000 | 0:00:00.025000 | 0:00:00.254000 |\n", "| Average | 0.9074 | 0:00:00.280250 | 0:00:00.021250 | 0:00:00.150750 |\n", "| Std Dev. | 0.0 | 0.017555395495388627 | 0.004815999879966702 | 0.13013852596722322 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 5 | 0.0926 | 0:00:00.290002 | 0:00:00.015999 | 0:00:00.290002 |\n", "| 15 | 0.0926 | 0:00:00.301000 | 0:00:00.027001 | 0:00:00.301000 |\n", "| 30 | 0.0926 | 0:00:00.276000 | 0:00:00.016999 | 0:00:00.276000 |\n", "| 45 | 0.0926 | 0:00:00.254000 | 0:00:00.025000 | 0:00:00.254000 |\n", "| Average | 0.0926 | 0:00:00.280250 | 0:00:00.021250 | 0:00:00.150750 |\n", "| Std Dev. | 0.0 | 0.017555395495388627 | 0.004815999879966702 | 0.13013852596722322 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:00.225002 | 0:00:00.017998 | 0:00:00.225002 |\n", "| 15 | 0.9259 | 0:00:00.257999 | 0:00:00.016001 | 0:00:00.257999 |\n", "| 30 | 0.9259 | 0:00:00.308001 | 0:00:00.018998 | 0:00:00.308001 |\n", "| 45 | 0.9259 | 0:00:00.280001 | 0:00:00.018000 | 0:00:00.280001 |\n", "| Average | 0.9259 | 0:00:00.267751 | 0:00:00.017749 | 0:00:00.142750 |\n", "| Std Dev. | 0.0 | 0.03038371413726337 | 0.0010884975162394105 | 0.12683588360165238 |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.463 | 0:00:00.225002 | 0:00:00.017998 | 0:00:00.225002 |\n", "| 15 | 0.463 | 0:00:00.257999 | 0:00:00.016001 | 0:00:00.257999 |\n", "| 30 | 0.463 | 0:00:00.308001 | 0:00:00.018998 | 0:00:00.308001 |\n", "| 45 | 0.463 | 0:00:00.280001 | 0:00:00.018000 | 0:00:00.280001 |\n", "| Average | 0.463 | 0:00:00.267751 | 0:00:00.017749 | 0:00:00.142750 |\n", "| Std Dev. | 0.0 | 0.03038371413726337 | 0.0010884975162394105 | 0.12683588360165238 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:00.225002 | 0:00:00.017998 | 0:00:00.225002 |\n", "| 15 | 0.9259 | 0:00:00.257999 | 0:00:00.016001 | 0:00:00.257999 |\n", "| 30 | 0.9259 | 0:00:00.308001 | 0:00:00.018998 | 0:00:00.308001 |\n", "| 45 | 0.9259 | 0:00:00.280001 | 0:00:00.018000 | 0:00:00.280001 |\n", "| Average | 0.9259 | 0:00:00.267751 | 0:00:00.017749 | 0:00:00.142750 |\n", "| Std Dev. | 0.0 | 0.03038371413726337 | 0.0010884975162394105 | 0.12683588360165238 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.5 | 0:00:00.225002 | 0:00:00.017998 | 0:00:00.225002 |\n", "| 15 | 0.5 | 0:00:00.257999 | 0:00:00.016001 | 0:00:00.257999 |\n", "| 30 | 0.5 | 0:00:00.308001 | 0:00:00.018998 | 0:00:00.308001 |\n", "| 45 | 0.5 | 0:00:00.280001 | 0:00:00.018000 | 0:00:00.280001 |\n", "| Average | 0.5 | 0:00:00.267751 | 0:00:00.017749 | 0:00:00.142750 |\n", "| Std Dev. | 0.0 | 0.03038371413726337 | 0.0010884975162394105 | 0.12683588360165238 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:00.225002 | 0:00:00.017998 | 0:00:00.225002 |\n", "| 15 | 0.9259 | 0:00:00.257999 | 0:00:00.016001 | 0:00:00.257999 |\n", "| 30 | 0.9259 | 0:00:00.308001 | 0:00:00.018998 | 0:00:00.308001 |\n", "| 45 | 0.9259 | 0:00:00.280001 | 0:00:00.018000 | 0:00:00.280001 |\n", "| Average | 0.9259 | 0:00:00.267751 | 0:00:00.017749 | 0:00:00.142750 |\n", "| Std Dev. | 0.0 | 0.03038371413726337 | 0.0010884975162394105 | 0.12683588360165238 |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.4808 | 0:00:00.225002 | 0:00:00.017998 | 0:00:00.225002 |\n", "| 15 | 0.4808 | 0:00:00.257999 | 0:00:00.016001 | 0:00:00.257999 |\n", "| 30 | 0.4808 | 0:00:00.308001 | 0:00:00.018998 | 0:00:00.308001 |\n", "| 45 | 0.4808 | 0:00:00.280001 | 0:00:00.018000 | 0:00:00.280001 |\n", "| Average | 0.4808 | 0:00:00.267751 | 0:00:00.017749 | 0:00:00.142750 |\n", "| Std Dev. | 0.0 | 0.03038371413726337 | 0.0010884975162394105 | 0.12683588360165238 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:00.225002 | 0:00:00.017998 | 0:00:00.225002 |\n", "| 15 | 0.9259 | 0:00:00.257999 | 0:00:00.016001 | 0:00:00.257999 |\n", "| 30 | 0.9259 | 0:00:00.308001 | 0:00:00.018998 | 0:00:00.308001 |\n", "| 45 | 0.9259 | 0:00:00.280001 | 0:00:00.018000 | 0:00:00.280001 |\n", "| Average | 0.9259 | 0:00:00.267751 | 0:00:00.017749 | 0:00:00.142750 |\n", "| Std Dev. | 0.0 | 0.03038371413726337 | 0.0010884975162394105 | 0.12683588360165238 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+---------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+-----------------------+---------------------+\n", "| 5 | 0.5 | 0:00:00.225002 | 0:00:00.017998 | 0:00:00.225002 |\n", "| 15 | 0.5 | 0:00:00.257999 | 0:00:00.016001 | 0:00:00.257999 |\n", "| 30 | 0.5 | 0:00:00.308001 | 0:00:00.018998 | 0:00:00.308001 |\n", "| 45 | 0.5 | 0:00:00.280001 | 0:00:00.018000 | 0:00:00.280001 |\n", "| Average | 0.5 | 0:00:00.267751 | 0:00:00.017749 | 0:00:00.142750 |\n", "| Std Dev. | 0.0 | 0.03038371413726337 | 0.0010884975162394105 | 0.12683588360165238 |\n", "+----------+-----+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:00.225002 | 0:00:00.017998 | 0:00:00.225002 |\n", "| 15 | 0.9259 | 0:00:00.257999 | 0:00:00.016001 | 0:00:00.257999 |\n", "| 30 | 0.9259 | 0:00:00.308001 | 0:00:00.018998 | 0:00:00.308001 |\n", "| 45 | 0.9259 | 0:00:00.280001 | 0:00:00.018000 | 0:00:00.280001 |\n", "| Average | 0.9259 | 0:00:00.267751 | 0:00:00.017749 | 0:00:00.142750 |\n", "| Std Dev. | 0.0 | 0.03038371413726337 | 0.0010884975162394105 | 0.12683588360165238 |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.0741 | 0:00:00.225002 | 0:00:00.017998 | 0:00:00.225002 |\n", "| 15 | 0.0741 | 0:00:00.257999 | 0:00:00.016001 | 0:00:00.257999 |\n", "| 30 | 0.0741 | 0:00:00.308001 | 0:00:00.018998 | 0:00:00.308001 |\n", "| 45 | 0.0741 | 0:00:00.280001 | 0:00:00.018000 | 0:00:00.280001 |\n", "| Average | 0.0741 | 0:00:00.267751 | 0:00:00.017749 | 0:00:00.142750 |\n", "| Std Dev. | 0.0 | 0.03038371413726337 | 0.0010884975162394105 | 0.12683588360165238 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:00.303003 | 0:00:00.026000 | 0:00:00.303003 |\n", "| 15 | 0.9259 | 0:00:00.263999 | 0:00:00.014001 | 0:00:00.263999 |\n", "| 30 | 0.9259 | 0:00:00.260998 | 0:00:00.023001 | 0:00:00.260998 |\n", "| 45 | 0.9259 | 0:00:00.281002 | 0:00:00.026998 | 0:00:00.281002 |\n", "| Average | 0.9259 | 0:00:00.277250 | 0:00:00.022500 | 0:00:00.149875 |\n", "| Std Dev. | 0.0 | 0.016710646559104276 | 0.0051226853119825475 | 0.12797339284902906 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.463 | 0:00:00.303003 | 0:00:00.026000 | 0:00:00.303003 |\n", "| 15 | 0.463 | 0:00:00.263999 | 0:00:00.014001 | 0:00:00.263999 |\n", "| 30 | 0.463 | 0:00:00.260998 | 0:00:00.023001 | 0:00:00.260998 |\n", "| 45 | 0.463 | 0:00:00.281002 | 0:00:00.026998 | 0:00:00.281002 |\n", "| Average | 0.463 | 0:00:00.277250 | 0:00:00.022500 | 0:00:00.149875 |\n", "| Std Dev. | 0.0 | 0.016710646559104276 | 0.0051226853119825475 | 0.12797339284902906 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:00.303003 | 0:00:00.026000 | 0:00:00.303003 |\n", "| 15 | 0.9259 | 0:00:00.263999 | 0:00:00.014001 | 0:00:00.263999 |\n", "| 30 | 0.9259 | 0:00:00.260998 | 0:00:00.023001 | 0:00:00.260998 |\n", "| 45 | 0.9259 | 0:00:00.281002 | 0:00:00.026998 | 0:00:00.281002 |\n", "| Average | 0.9259 | 0:00:00.277250 | 0:00:00.022500 | 0:00:00.149875 |\n", "| Std Dev. | 0.0 | 0.016710646559104276 | 0.0051226853119825475 | 0.12797339284902906 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5 | 0:00:00.303003 | 0:00:00.026000 | 0:00:00.303003 |\n", "| 15 | 0.5 | 0:00:00.263999 | 0:00:00.014001 | 0:00:00.263999 |\n", "| 30 | 0.5 | 0:00:00.260998 | 0:00:00.023001 | 0:00:00.260998 |\n", "| 45 | 0.5 | 0:00:00.281002 | 0:00:00.026998 | 0:00:00.281002 |\n", "| Average | 0.5 | 0:00:00.277250 | 0:00:00.022500 | 0:00:00.149875 |\n", "| Std Dev. | 0.0 | 0.016710646559104276 | 0.0051226853119825475 | 0.12797339284902906 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:00.303003 | 0:00:00.026000 | 0:00:00.303003 |\n", "| 15 | 0.9259 | 0:00:00.263999 | 0:00:00.014001 | 0:00:00.263999 |\n", "| 30 | 0.9259 | 0:00:00.260998 | 0:00:00.023001 | 0:00:00.260998 |\n", "| 45 | 0.9259 | 0:00:00.281002 | 0:00:00.026998 | 0:00:00.281002 |\n", "| Average | 0.9259 | 0:00:00.277250 | 0:00:00.022500 | 0:00:00.149875 |\n", "| Std Dev. | 0.0 | 0.016710646559104276 | 0.0051226853119825475 | 0.12797339284902906 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.4808 | 0:00:00.303003 | 0:00:00.026000 | 0:00:00.303003 |\n", "| 15 | 0.4808 | 0:00:00.263999 | 0:00:00.014001 | 0:00:00.263999 |\n", "| 30 | 0.4808 | 0:00:00.260998 | 0:00:00.023001 | 0:00:00.260998 |\n", "| 45 | 0.4808 | 0:00:00.281002 | 0:00:00.026998 | 0:00:00.281002 |\n", "| Average | 0.4808 | 0:00:00.277250 | 0:00:00.022500 | 0:00:00.149875 |\n", "| Std Dev. | 0.0 | 0.016710646559104276 | 0.0051226853119825475 | 0.12797339284902906 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:00.303003 | 0:00:00.026000 | 0:00:00.303003 |\n", "| 15 | 0.9259 | 0:00:00.263999 | 0:00:00.014001 | 0:00:00.263999 |\n", "| 30 | 0.9259 | 0:00:00.260998 | 0:00:00.023001 | 0:00:00.260998 |\n", "| 45 | 0.9259 | 0:00:00.281002 | 0:00:00.026998 | 0:00:00.281002 |\n", "| Average | 0.9259 | 0:00:00.277250 | 0:00:00.022500 | 0:00:00.149875 |\n", "| Std Dev. | 0.0 | 0.016710646559104276 | 0.0051226853119825475 | 0.12797339284902906 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5 | 0:00:00.303003 | 0:00:00.026000 | 0:00:00.303003 |\n", "| 15 | 0.5 | 0:00:00.263999 | 0:00:00.014001 | 0:00:00.263999 |\n", "| 30 | 0.5 | 0:00:00.260998 | 0:00:00.023001 | 0:00:00.260998 |\n", "| 45 | 0.5 | 0:00:00.281002 | 0:00:00.026998 | 0:00:00.281002 |\n", "| Average | 0.5 | 0:00:00.277250 | 0:00:00.022500 | 0:00:00.149875 |\n", "| Std Dev. | 0.0 | 0.016710646559104276 | 0.0051226853119825475 | 0.12797339284902906 |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:00.303003 | 0:00:00.026000 | 0:00:00.303003 |\n", "| 15 | 0.9259 | 0:00:00.263999 | 0:00:00.014001 | 0:00:00.263999 |\n", "| 30 | 0.9259 | 0:00:00.260998 | 0:00:00.023001 | 0:00:00.260998 |\n", "| 45 | 0.9259 | 0:00:00.281002 | 0:00:00.026998 | 0:00:00.281002 |\n", "| Average | 0.9259 | 0:00:00.277250 | 0:00:00.022500 | 0:00:00.149875 |\n", "| Std Dev. | 0.0 | 0.016710646559104276 | 0.0051226853119825475 | 0.12797339284902906 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.0741 | 0:00:00.303003 | 0:00:00.026000 | 0:00:00.303003 |\n", "| 15 | 0.0741 | 0:00:00.263999 | 0:00:00.014001 | 0:00:00.263999 |\n", "| 30 | 0.0741 | 0:00:00.260998 | 0:00:00.023001 | 0:00:00.260998 |\n", "| 45 | 0.0741 | 0:00:00.281002 | 0:00:00.026998 | 0:00:00.281002 |\n", "| Average | 0.0741 | 0:00:00.277250 | 0:00:00.022500 | 0:00:00.149875 |\n", "| Std Dev. | 0.0 | 0.016710646559104276 | 0.0051226853119825475 | 0.12797339284902906 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:00.223999 | 0:00:00.013999 | 0:00:00.223999 |\n", "| 15 | 0.9259 | 0:00:00.208001 | 0:00:00.016000 | 0:00:00.208001 |\n", "| 30 | 0.9259 | 0:00:00.249002 | 0:00:00.015000 | 0:00:00.249002 |\n", "| 45 | 0.9259 | 0:00:00.250997 | 0:00:00.025002 | 0:00:00.250997 |\n", "| Average | 0.9259 | 0:00:00.233000 | 0:00:00.017500 | 0:00:00.125250 |\n", "| Std Dev. | 0.0 | 0.017929876189945168 | 0.0043884819718573165 | 0.10853757929509701 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.463 | 0:00:00.223999 | 0:00:00.013999 | 0:00:00.223999 |\n", "| 15 | 0.463 | 0:00:00.208001 | 0:00:00.016000 | 0:00:00.208001 |\n", "| 30 | 0.463 | 0:00:00.249002 | 0:00:00.015000 | 0:00:00.249002 |\n", "| 45 | 0.463 | 0:00:00.250997 | 0:00:00.025002 | 0:00:00.250997 |\n", "| Average | 0.463 | 0:00:00.233000 | 0:00:00.017500 | 0:00:00.125250 |\n", "| Std Dev. | 0.0 | 0.017929876189945168 | 0.0043884819718573165 | 0.10853757929509701 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:00.223999 | 0:00:00.013999 | 0:00:00.223999 |\n", "| 15 | 0.9259 | 0:00:00.208001 | 0:00:00.016000 | 0:00:00.208001 |\n", "| 30 | 0.9259 | 0:00:00.249002 | 0:00:00.015000 | 0:00:00.249002 |\n", "| 45 | 0.9259 | 0:00:00.250997 | 0:00:00.025002 | 0:00:00.250997 |\n", "| Average | 0.9259 | 0:00:00.233000 | 0:00:00.017500 | 0:00:00.125250 |\n", "| Std Dev. | 0.0 | 0.017929876189945168 | 0.0043884819718573165 | 0.10853757929509701 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5 | 0:00:00.223999 | 0:00:00.013999 | 0:00:00.223999 |\n", "| 15 | 0.5 | 0:00:00.208001 | 0:00:00.016000 | 0:00:00.208001 |\n", "| 30 | 0.5 | 0:00:00.249002 | 0:00:00.015000 | 0:00:00.249002 |\n", "| 45 | 0.5 | 0:00:00.250997 | 0:00:00.025002 | 0:00:00.250997 |\n", "| Average | 0.5 | 0:00:00.233000 | 0:00:00.017500 | 0:00:00.125250 |\n", "| Std Dev. | 0.0 | 0.017929876189945168 | 0.0043884819718573165 | 0.10853757929509701 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:00.223999 | 0:00:00.013999 | 0:00:00.223999 |\n", "| 15 | 0.9259 | 0:00:00.208001 | 0:00:00.016000 | 0:00:00.208001 |\n", "| 30 | 0.9259 | 0:00:00.249002 | 0:00:00.015000 | 0:00:00.249002 |\n", "| 45 | 0.9259 | 0:00:00.250997 | 0:00:00.025002 | 0:00:00.250997 |\n", "| Average | 0.9259 | 0:00:00.233000 | 0:00:00.017500 | 0:00:00.125250 |\n", "| Std Dev. | 0.0 | 0.017929876189945168 | 0.0043884819718573165 | 0.10853757929509701 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.4808 | 0:00:00.223999 | 0:00:00.013999 | 0:00:00.223999 |\n", "| 15 | 0.4808 | 0:00:00.208001 | 0:00:00.016000 | 0:00:00.208001 |\n", "| 30 | 0.4808 | 0:00:00.249002 | 0:00:00.015000 | 0:00:00.249002 |\n", "| 45 | 0.4808 | 0:00:00.250997 | 0:00:00.025002 | 0:00:00.250997 |\n", "| Average | 0.4808 | 0:00:00.233000 | 0:00:00.017500 | 0:00:00.125250 |\n", "| Std Dev. | 0.0 | 0.017929876189945168 | 0.0043884819718573165 | 0.10853757929509701 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:00.223999 | 0:00:00.013999 | 0:00:00.223999 |\n", "| 15 | 0.9259 | 0:00:00.208001 | 0:00:00.016000 | 0:00:00.208001 |\n", "| 30 | 0.9259 | 0:00:00.249002 | 0:00:00.015000 | 0:00:00.249002 |\n", "| 45 | 0.9259 | 0:00:00.250997 | 0:00:00.025002 | 0:00:00.250997 |\n", "| Average | 0.9259 | 0:00:00.233000 | 0:00:00.017500 | 0:00:00.125250 |\n", "| Std Dev. | 0.0 | 0.017929876189945168 | 0.0043884819718573165 | 0.10853757929509701 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5 | 0:00:00.223999 | 0:00:00.013999 | 0:00:00.223999 |\n", "| 15 | 0.5 | 0:00:00.208001 | 0:00:00.016000 | 0:00:00.208001 |\n", "| 30 | 0.5 | 0:00:00.249002 | 0:00:00.015000 | 0:00:00.249002 |\n", "| 45 | 0.5 | 0:00:00.250997 | 0:00:00.025002 | 0:00:00.250997 |\n", "| Average | 0.5 | 0:00:00.233000 | 0:00:00.017500 | 0:00:00.125250 |\n", "| Std Dev. | 0.0 | 0.017929876189945168 | 0.0043884819718573165 | 0.10853757929509701 |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:00.223999 | 0:00:00.013999 | 0:00:00.223999 |\n", "| 15 | 0.9259 | 0:00:00.208001 | 0:00:00.016000 | 0:00:00.208001 |\n", "| 30 | 0.9259 | 0:00:00.249002 | 0:00:00.015000 | 0:00:00.249002 |\n", "| 45 | 0.9259 | 0:00:00.250997 | 0:00:00.025002 | 0:00:00.250997 |\n", "| Average | 0.9259 | 0:00:00.233000 | 0:00:00.017500 | 0:00:00.125250 |\n", "| Std Dev. | 0.0 | 0.017929876189945168 | 0.0043884819718573165 | 0.10853757929509701 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.0741 | 0:00:00.223999 | 0:00:00.013999 | 0:00:00.223999 |\n", "| 15 | 0.0741 | 0:00:00.208001 | 0:00:00.016000 | 0:00:00.208001 |\n", "| 30 | 0.0741 | 0:00:00.249002 | 0:00:00.015000 | 0:00:00.249002 |\n", "| 45 | 0.0741 | 0:00:00.250997 | 0:00:00.025002 | 0:00:00.250997 |\n", "| Average | 0.0741 | 0:00:00.233000 | 0:00:00.017500 | 0:00:00.125250 |\n", "| Std Dev. | 0.0 | 0.017929876189945168 | 0.0043884819718573165 | 0.10853757929509701 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:00.227999 | 0:00:00.011999 | 0:00:00.227999 |\n", "| 15 | 0.9259 | 0:00:00.257003 | 0:00:00.013998 | 0:00:00.257003 |\n", "| 30 | 0.9259 | 0:00:00.276006 | 0:00:00.033997 | 0:00:00.276006 |\n", "| 45 | 0.9259 | 0:00:00.294998 | 0:00:00.019000 | 0:00:00.294998 |\n", "| Average | 0.9259 | 0:00:00.264001 | 0:00:00.019748 | 0:00:00.141875 |\n", "| Std Dev. | 0.0 | 0.02474900535702992 | 0.008612472997481965 | 0.12352424080766952 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 5 | 0.463 | 0:00:00.227999 | 0:00:00.011999 | 0:00:00.227999 |\n", "| 15 | 0.463 | 0:00:00.257003 | 0:00:00.013998 | 0:00:00.257003 |\n", "| 30 | 0.463 | 0:00:00.276006 | 0:00:00.033997 | 0:00:00.276006 |\n", "| 45 | 0.463 | 0:00:00.294998 | 0:00:00.019000 | 0:00:00.294998 |\n", "| Average | 0.463 | 0:00:00.264001 | 0:00:00.019748 | 0:00:00.141875 |\n", "| Std Dev. | 0.0 | 0.02474900535702992 | 0.008612472997481965 | 0.12352424080766952 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:00.227999 | 0:00:00.011999 | 0:00:00.227999 |\n", "| 15 | 0.9259 | 0:00:00.257003 | 0:00:00.013998 | 0:00:00.257003 |\n", "| 30 | 0.9259 | 0:00:00.276006 | 0:00:00.033997 | 0:00:00.276006 |\n", "| 45 | 0.9259 | 0:00:00.294998 | 0:00:00.019000 | 0:00:00.294998 |\n", "| Average | 0.9259 | 0:00:00.264001 | 0:00:00.019748 | 0:00:00.141875 |\n", "| Std Dev. | 0.0 | 0.02474900535702992 | 0.008612472997481965 | 0.12352424080766952 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 5 | 0.5 | 0:00:00.227999 | 0:00:00.011999 | 0:00:00.227999 |\n", "| 15 | 0.5 | 0:00:00.257003 | 0:00:00.013998 | 0:00:00.257003 |\n", "| 30 | 0.5 | 0:00:00.276006 | 0:00:00.033997 | 0:00:00.276006 |\n", "| 45 | 0.5 | 0:00:00.294998 | 0:00:00.019000 | 0:00:00.294998 |\n", "| Average | 0.5 | 0:00:00.264001 | 0:00:00.019748 | 0:00:00.141875 |\n", "| Std Dev. | 0.0 | 0.02474900535702992 | 0.008612472997481965 | 0.12352424080766952 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:00.227999 | 0:00:00.011999 | 0:00:00.227999 |\n", "| 15 | 0.9259 | 0:00:00.257003 | 0:00:00.013998 | 0:00:00.257003 |\n", "| 30 | 0.9259 | 0:00:00.276006 | 0:00:00.033997 | 0:00:00.276006 |\n", "| 45 | 0.9259 | 0:00:00.294998 | 0:00:00.019000 | 0:00:00.294998 |\n", "| Average | 0.9259 | 0:00:00.264001 | 0:00:00.019748 | 0:00:00.141875 |\n", "| Std Dev. | 0.0 | 0.02474900535702992 | 0.008612472997481965 | 0.12352424080766952 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 5 | 0.4808 | 0:00:00.227999 | 0:00:00.011999 | 0:00:00.227999 |\n", "| 15 | 0.4808 | 0:00:00.257003 | 0:00:00.013998 | 0:00:00.257003 |\n", "| 30 | 0.4808 | 0:00:00.276006 | 0:00:00.033997 | 0:00:00.276006 |\n", "| 45 | 0.4808 | 0:00:00.294998 | 0:00:00.019000 | 0:00:00.294998 |\n", "| Average | 0.4808 | 0:00:00.264001 | 0:00:00.019748 | 0:00:00.141875 |\n", "| Std Dev. | 0.0 | 0.02474900535702992 | 0.008612472997481965 | 0.12352424080766952 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:00.227999 | 0:00:00.011999 | 0:00:00.227999 |\n", "| 15 | 0.9259 | 0:00:00.257003 | 0:00:00.013998 | 0:00:00.257003 |\n", "| 30 | 0.9259 | 0:00:00.276006 | 0:00:00.033997 | 0:00:00.276006 |\n", "| 45 | 0.9259 | 0:00:00.294998 | 0:00:00.019000 | 0:00:00.294998 |\n", "| Average | 0.9259 | 0:00:00.264001 | 0:00:00.019748 | 0:00:00.141875 |\n", "| Std Dev. | 0.0 | 0.02474900535702992 | 0.008612472997481965 | 0.12352424080766952 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+---------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+----------------------+---------------------+\n", "| 5 | 0.5 | 0:00:00.227999 | 0:00:00.011999 | 0:00:00.227999 |\n", "| 15 | 0.5 | 0:00:00.257003 | 0:00:00.013998 | 0:00:00.257003 |\n", "| 30 | 0.5 | 0:00:00.276006 | 0:00:00.033997 | 0:00:00.276006 |\n", "| 45 | 0.5 | 0:00:00.294998 | 0:00:00.019000 | 0:00:00.294998 |\n", "| Average | 0.5 | 0:00:00.264001 | 0:00:00.019748 | 0:00:00.141875 |\n", "| Std Dev. | 0.0 | 0.02474900535702992 | 0.008612472997481965 | 0.12352424080766952 |\n", "+----------+-----+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:00.227999 | 0:00:00.011999 | 0:00:00.227999 |\n", "| 15 | 0.9259 | 0:00:00.257003 | 0:00:00.013998 | 0:00:00.257003 |\n", "| 30 | 0.9259 | 0:00:00.276006 | 0:00:00.033997 | 0:00:00.276006 |\n", "| 45 | 0.9259 | 0:00:00.294998 | 0:00:00.019000 | 0:00:00.294998 |\n", "| Average | 0.9259 | 0:00:00.264001 | 0:00:00.019748 | 0:00:00.141875 |\n", "| Std Dev. | 0.0 | 0.02474900535702992 | 0.008612472997481965 | 0.12352424080766952 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 5 | 0.0741 | 0:00:00.227999 | 0:00:00.011999 | 0:00:00.227999 |\n", "| 15 | 0.0741 | 0:00:00.257003 | 0:00:00.013998 | 0:00:00.257003 |\n", "| 30 | 0.0741 | 0:00:00.276006 | 0:00:00.033997 | 0:00:00.276006 |\n", "| 45 | 0.0741 | 0:00:00.294998 | 0:00:00.019000 | 0:00:00.294998 |\n", "| Average | 0.0741 | 0:00:00.264001 | 0:00:00.019748 | 0:00:00.141875 |\n", "| Std Dev. | 0.0 | 0.02474900535702992 | 0.008612472997481965 | 0.12352424080766952 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9148 | 0.0091 | 0:00:00.259999 | 0:00:00.017100 | 0:00:00.277099 |\n", "| 15 | 0.9148 | 0.0091 | 0:00:00.257700 | 0:00:00.018400 | 0:00:00.276100 |\n", "| 30 | 0.9148 | 0.0091 | 0:00:00.264001 | 0:00:00.019999 | 0:00:00.284000 |\n", "| 45 | 0.9148 | 0.0091 | 0:00:00.261600 | 0:00:00.023200 | 0:00:00.284800 |\n", "| Average | 0.9148 | 0.0091 | 0:00:00.260825 | 0:00:00.019675 | 0:00:00.280500 |\n", "| Std Dev. | 0.0 | 0.0 | 0.0022985646 | 0.0022799244 | 0.0039266973 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.4574 | 0.0045 | 0:00:00.259999 | 0:00:00.017100 | 0:00:00.277099 |\n", "| 15 | 0.4574 | 0.0045 | 0:00:00.257700 | 0:00:00.018400 | 0:00:00.276100 |\n", "| 30 | 0.4574 | 0.0045 | 0:00:00.264001 | 0:00:00.019999 | 0:00:00.284000 |\n", "| 45 | 0.4574 | 0.0045 | 0:00:00.261600 | 0:00:00.023200 | 0:00:00.284800 |\n", "| Average | 0.4574 | 0.0045 | 0:00:00.260825 | 0:00:00.019675 | 0:00:00.280500 |\n", "| Std Dev. | 0.0 | 0.0 | 0.0022985646 | 0.0022799244 | 0.0039266973 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9148 | 0.0091 | 0:00:00.259999 | 0:00:00.017100 | 0:00:00.277099 |\n", "| 15 | 0.9148 | 0.0091 | 0:00:00.257700 | 0:00:00.018400 | 0:00:00.276100 |\n", "| 30 | 0.9148 | 0.0091 | 0:00:00.264001 | 0:00:00.019999 | 0:00:00.284000 |\n", "| 45 | 0.9148 | 0.0091 | 0:00:00.261600 | 0:00:00.023200 | 0:00:00.284800 |\n", "| Average | 0.9148 | 0.0091 | 0:00:00.260825 | 0:00:00.019675 | 0:00:00.280500 |\n", "| Std Dev. | 0.0 | 0.0 | 0.0022985646 | 0.0022799244 | 0.0039266973 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-----+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+-----+----------------+----------------+----------------+\n", "| 5 | 0.5 | 0.0 | 0:00:00.259999 | 0:00:00.017100 | 0:00:00.277099 |\n", "| 15 | 0.5 | 0.0 | 0:00:00.257700 | 0:00:00.018400 | 0:00:00.276100 |\n", "| 30 | 0.5 | 0.0 | 0:00:00.264001 | 0:00:00.019999 | 0:00:00.284000 |\n", "| 45 | 0.5 | 0.0 | 0:00:00.261600 | 0:00:00.023200 | 0:00:00.284800 |\n", "| Average | 0.5 | 0.0 | 0:00:00.260825 | 0:00:00.019675 | 0:00:00.280500 |\n", "| Std Dev. | 0.0 | 0.0 | 0.0022985646 | 0.0022799244 | 0.0039266973 |\n", "+----------+--------+-----+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9148 | 0.0091 | 0:00:00.259999 | 0:00:00.017100 | 0:00:00.277099 |\n", "| 15 | 0.9148 | 0.0091 | 0:00:00.257700 | 0:00:00.018400 | 0:00:00.276100 |\n", "| 30 | 0.9148 | 0.0091 | 0:00:00.264001 | 0:00:00.019999 | 0:00:00.284000 |\n", "| 45 | 0.9148 | 0.0091 | 0:00:00.261600 | 0:00:00.023200 | 0:00:00.284800 |\n", "| Average | 0.9148 | 0.0091 | 0:00:00.260825 | 0:00:00.019675 | 0:00:00.280500 |\n", "| Std Dev. | 0.0 | 0.0 | 0.0022985646 | 0.0022799244 | 0.0039266973 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.4777 | 0.0025 | 0:00:00.259999 | 0:00:00.017100 | 0:00:00.277099 |\n", "| 15 | 0.4777 | 0.0025 | 0:00:00.257700 | 0:00:00.018400 | 0:00:00.276100 |\n", "| 30 | 0.4777 | 0.0025 | 0:00:00.264001 | 0:00:00.019999 | 0:00:00.284000 |\n", "| 45 | 0.4777 | 0.0025 | 0:00:00.261600 | 0:00:00.023200 | 0:00:00.284800 |\n", "| Average | 0.4777 | 0.0025 | 0:00:00.260825 | 0:00:00.019675 | 0:00:00.280500 |\n", "| Std Dev. | 0.0 | 0.0 | 0.0022985646 | 0.0022799244 | 0.0039266973 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9148 | 0.0091 | 0:00:00.259999 | 0:00:00.017100 | 0:00:00.277099 |\n", "| 15 | 0.9148 | 0.0091 | 0:00:00.257700 | 0:00:00.018400 | 0:00:00.276100 |\n", "| 30 | 0.9148 | 0.0091 | 0:00:00.264001 | 0:00:00.019999 | 0:00:00.284000 |\n", "| 45 | 0.9148 | 0.0091 | 0:00:00.261600 | 0:00:00.023200 | 0:00:00.284800 |\n", "| Average | 0.9148 | 0.0091 | 0:00:00.260825 | 0:00:00.019675 | 0:00:00.280500 |\n", "| Std Dev. | 0.0 | 0.0 | 0.0022985646 | 0.0022799244 | 0.0039266973 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+-----+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+-----+-----+----------------+----------------+----------------+\n", "| 5 | 0.5 | 0.0 | 0:00:00.259999 | 0:00:00.017100 | 0:00:00.277099 |\n", "| 15 | 0.5 | 0.0 | 0:00:00.257700 | 0:00:00.018400 | 0:00:00.276100 |\n", "| 30 | 0.5 | 0.0 | 0:00:00.264001 | 0:00:00.019999 | 0:00:00.284000 |\n", "| 45 | 0.5 | 0.0 | 0:00:00.261600 | 0:00:00.023200 | 0:00:00.284800 |\n", "| Average | 0.5 | 0.0 | 0:00:00.260825 | 0:00:00.019675 | 0:00:00.280500 |\n", "| Std Dev. | 0.0 | 0.0 | 0.0022985646 | 0.0022799244 | 0.0039266973 |\n", "+----------+-----+-----+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9148 | 0.0091 | 0:00:00.259999 | 0:00:00.017100 | 0:00:00.277099 |\n", "| 15 | 0.9148 | 0.0091 | 0:00:00.257700 | 0:00:00.018400 | 0:00:00.276100 |\n", "| 30 | 0.9148 | 0.0091 | 0:00:00.264001 | 0:00:00.019999 | 0:00:00.284000 |\n", "| 45 | 0.9148 | 0.0091 | 0:00:00.261600 | 0:00:00.023200 | 0:00:00.284800 |\n", "| Average | 0.9148 | 0.0091 | 0:00:00.260825 | 0:00:00.019675 | 0:00:00.280500 |\n", "| Std Dev. | 0.0 | 0.0 | 0.0022985646 | 0.0022799244 | 0.0039266973 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.0852 | 0.0091 | 0:00:00.259999 | 0:00:00.017100 | 0:00:00.277099 |\n", "| 15 | 0.0852 | 0.0091 | 0:00:00.257700 | 0:00:00.018400 | 0:00:00.276100 |\n", "| 30 | 0.0852 | 0.0091 | 0:00:00.264001 | 0:00:00.019999 | 0:00:00.284000 |\n", "| 45 | 0.0852 | 0.0091 | 0:00:00.261600 | 0:00:00.023200 | 0:00:00.284800 |\n", "| Average | 0.0852 | 0.0091 | 0:00:00.260825 | 0:00:00.019675 | 0:00:00.280500 |\n", "| Std Dev. | 0.0 | 0.0 | 0.0022985646 | 0.0022799244 | 0.0039266973 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Latest Datasets\\\\CNAE-9'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 5\n", "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7, 8: 8}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+--------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+--------------------+--------------------+\n", "| 5 | 0.9444 | 0:00:01.282999 | 0:00:00.140999 | 0:00:01.282999 |\n", "| 15 | 0.9352 | 0:00:01.086002 | 0:00:00.230998 | 0:00:01.086002 |\n", "| 30 | 0.9259 | 0:00:01.804000 | 0:00:00.385003 | 0:00:01.804000 |\n", "| 45 | 0.9352 | 0:00:01.396999 | 0:00:00.417001 | 0:00:01.396999 |\n", "| Average | 0.9352 | 0:00:01.392500 | 0:00:00.293500 | 0:00:00.843000 |\n", "| Std Dev. | 0.0065 | 0.26233769603433316 | 0.1126815726237116 | 0.5854137348486742 |\n", "+----------+----------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+--------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+--------------------+--------------------+\n", "| 5 | 0.9463 | 0:00:01.282999 | 0:00:00.140999 | 0:00:01.282999 |\n", "| 15 | 0.9362 | 0:00:01.086002 | 0:00:00.230998 | 0:00:01.086002 |\n", "| 30 | 0.9269 | 0:00:01.804000 | 0:00:00.385003 | 0:00:01.804000 |\n", "| 45 | 0.9377 | 0:00:01.396999 | 0:00:00.417001 | 0:00:01.396999 |\n", "| Average | 0.9368 | 0:00:01.392500 | 0:00:00.293500 | 0:00:00.843000 |\n", "| Std Dev. | 0.0069 | 0.26233769603433316 | 0.1126815726237116 | 0.5854137348486742 |\n", "+----------+-----------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+--------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+--------------------+--------------------+\n", "| 5 | 0.9444 | 0:00:01.282999 | 0:00:00.140999 | 0:00:01.282999 |\n", "| 15 | 0.9352 | 0:00:01.086002 | 0:00:00.230998 | 0:00:01.086002 |\n", "| 30 | 0.9259 | 0:00:01.804000 | 0:00:00.385003 | 0:00:01.804000 |\n", "| 45 | 0.9352 | 0:00:01.396999 | 0:00:00.417001 | 0:00:01.396999 |\n", "| Average | 0.9352 | 0:00:01.392500 | 0:00:00.293500 | 0:00:00.843000 |\n", "| Std Dev. | 0.0065 | 0.26233769603433316 | 0.1126815726237116 | 0.5854137348486742 |\n", "+----------+-----------------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+--------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+--------------------+--------------------+\n", "| 5 | 0.9444 | 0:00:01.282999 | 0:00:00.140999 | 0:00:01.282999 |\n", "| 15 | 0.9352 | 0:00:01.086002 | 0:00:00.230998 | 0:00:01.086002 |\n", "| 30 | 0.9259 | 0:00:01.804000 | 0:00:00.385003 | 0:00:01.804000 |\n", "| 45 | 0.9352 | 0:00:01.396999 | 0:00:00.417001 | 0:00:01.396999 |\n", "| Average | 0.9352 | 0:00:01.392500 | 0:00:00.293500 | 0:00:00.843000 |\n", "| Std Dev. | 0.0065 | 0.26233769603433316 | 0.1126815726237116 | 0.5854137348486742 |\n", "+----------+--------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+--------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+--------------------+--------------------+\n", "| 5 | 0.9444 | 0:00:01.282999 | 0:00:00.140999 | 0:00:01.282999 |\n", "| 15 | 0.9352 | 0:00:01.086002 | 0:00:00.230998 | 0:00:01.086002 |\n", "| 30 | 0.9259 | 0:00:01.804000 | 0:00:00.385003 | 0:00:01.804000 |\n", "| 45 | 0.9352 | 0:00:01.396999 | 0:00:00.417001 | 0:00:01.396999 |\n", "| Average | 0.9352 | 0:00:01.392500 | 0:00:00.293500 | 0:00:00.843000 |\n", "| Std Dev. | 0.0065 | 0.26233769603433316 | 0.1126815726237116 | 0.5854137348486742 |\n", "+----------+--------------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+--------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+--------------------+--------------------+\n", "| 5 | 0.9433 | 0:00:01.282999 | 0:00:00.140999 | 0:00:01.282999 |\n", "| 15 | 0.9341 | 0:00:01.086002 | 0:00:00.230998 | 0:00:01.086002 |\n", "| 30 | 0.9248 | 0:00:01.804000 | 0:00:00.385003 | 0:00:01.804000 |\n", "| 45 | 0.934 | 0:00:01.396999 | 0:00:00.417001 | 0:00:01.396999 |\n", "| Average | 0.934 | 0:00:01.392500 | 0:00:00.293500 | 0:00:00.843000 |\n", "| Std Dev. | 0.0065 | 0.26233769603433316 | 0.1126815726237116 | 0.5854137348486742 |\n", "+----------+-----------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+--------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+--------------------+--------------------+\n", "| 5 | 0.9444 | 0:00:01.282999 | 0:00:00.140999 | 0:00:01.282999 |\n", "| 15 | 0.9352 | 0:00:01.086002 | 0:00:00.230998 | 0:00:01.086002 |\n", "| 30 | 0.9259 | 0:00:01.804000 | 0:00:00.385003 | 0:00:01.804000 |\n", "| 45 | 0.9352 | 0:00:01.396999 | 0:00:00.417001 | 0:00:01.396999 |\n", "| Average | 0.9352 | 0:00:01.392500 | 0:00:00.293500 | 0:00:00.843000 |\n", "| Std Dev. | 0.0065 | 0.26233769603433316 | 0.1126815726237116 | 0.5854137348486742 |\n", "+----------+-----------------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+--------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+--------------------+--------------------+\n", "| 5 | 0.9688 | 0:00:01.282999 | 0:00:00.140999 | 0:00:01.282999 |\n", "| 15 | 0.9635 | 0:00:01.086002 | 0:00:00.230998 | 0:00:01.086002 |\n", "| 30 | 0.9583 | 0:00:01.804000 | 0:00:00.385003 | 0:00:01.804000 |\n", "| 45 | 0.9635 | 0:00:01.396999 | 0:00:00.417001 | 0:00:01.396999 |\n", "| Average | 0.9635 | 0:00:01.392500 | 0:00:00.293500 | 0:00:00.843000 |\n", "| Std Dev. | 0.0037 | 0.26233769603433316 | 0.1126815726237116 | 0.5854137348486742 |\n", "+----------+--------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+--------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+--------------------+--------------------+\n", "| 5 | 0.8981 | 0:00:01.282999 | 0:00:00.140999 | 0:00:01.282999 |\n", "| 15 | 0.8818 | 0:00:01.086002 | 0:00:00.230998 | 0:00:01.086002 |\n", "| 30 | 0.8656 | 0:00:01.804000 | 0:00:00.385003 | 0:00:01.804000 |\n", "| 45 | 0.8818 | 0:00:01.396999 | 0:00:00.417001 | 0:00:01.396999 |\n", "| Average | 0.8818 | 0:00:01.392500 | 0:00:00.293500 | 0:00:00.843000 |\n", "| Std Dev. | 0.0115 | 0.26233769603433316 | 0.1126815726237116 | 0.5854137348486742 |\n", "+----------+-----------------------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+--------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+--------------------+--------------------+\n", "| 5 | 0.1852 | 0:00:01.282999 | 0:00:00.140999 | 0:00:01.282999 |\n", "| 15 | 0.1944 | 0:00:01.086002 | 0:00:00.230998 | 0:00:01.086002 |\n", "| 30 | 0.2407 | 0:00:01.804000 | 0:00:00.385003 | 0:00:01.804000 |\n", "| 45 | 0.2315 | 0:00:01.396999 | 0:00:00.417001 | 0:00:01.396999 |\n", "| Average | 0.213 | 0:00:01.392500 | 0:00:00.293500 | 0:00:00.843000 |\n", "| Std Dev. | 0.0236 | 0.26233769603433316 | 0.1126815726237116 | 0.5854137348486742 |\n", "+----------+--------+---------------------+--------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7, 8: 8}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+--------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+--------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:01.433001 | 0:00:00.130000 | 0:00:01.433001 |\n", "| 15 | 0.8981 | 0:00:01.085999 | 0:00:00.173002 | 0:00:01.085999 |\n", "| 30 | 0.9074 | 0:00:01.027999 | 0:00:00.236001 | 0:00:01.027999 |\n", "| 45 | 0.9074 | 0:00:01.164000 | 0:00:00.321999 | 0:00:01.164000 |\n", "| Average | 0.9051 | 0:00:01.177750 | 0:00:00.215250 | 0:00:00.696500 |\n", "| Std Dev. | 0.004 | 0.15506905024151435 | 0.0722469313385387 | 0.49621996151853204 |\n", "+----------+----------+---------------------+--------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+--------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+--------------------+---------------------+\n", "| 5 | 0.9128 | 0:00:01.433001 | 0:00:00.130000 | 0:00:01.433001 |\n", "| 15 | 0.9009 | 0:00:01.085999 | 0:00:00.173002 | 0:00:01.085999 |\n", "| 30 | 0.913 | 0:00:01.027999 | 0:00:00.236001 | 0:00:01.027999 |\n", "| 45 | 0.913 | 0:00:01.164000 | 0:00:00.321999 | 0:00:01.164000 |\n", "| Average | 0.91 | 0:00:01.177750 | 0:00:00.215250 | 0:00:00.696500 |\n", "| Std Dev. | 0.0052 | 0.15506905024151435 | 0.0722469313385387 | 0.49621996151853204 |\n", "+----------+-----------+---------------------+--------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+--------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+--------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:01.433001 | 0:00:00.130000 | 0:00:01.433001 |\n", "| 15 | 0.8981 | 0:00:01.085999 | 0:00:00.173002 | 0:00:01.085999 |\n", "| 30 | 0.9074 | 0:00:01.027999 | 0:00:00.236001 | 0:00:01.027999 |\n", "| 45 | 0.9074 | 0:00:01.164000 | 0:00:00.321999 | 0:00:01.164000 |\n", "| Average | 0.9051 | 0:00:01.177750 | 0:00:00.215250 | 0:00:00.696500 |\n", "| Std Dev. | 0.004 | 0.15506905024151435 | 0.0722469313385387 | 0.49621996151853204 |\n", "+----------+-----------------+---------------------+--------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+--------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+--------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:01.433001 | 0:00:00.130000 | 0:00:01.433001 |\n", "| 15 | 0.8981 | 0:00:01.085999 | 0:00:00.173002 | 0:00:01.085999 |\n", "| 30 | 0.9074 | 0:00:01.027999 | 0:00:00.236001 | 0:00:01.027999 |\n", "| 45 | 0.9074 | 0:00:01.164000 | 0:00:00.321999 | 0:00:01.164000 |\n", "| Average | 0.9051 | 0:00:01.177750 | 0:00:00.215250 | 0:00:00.696500 |\n", "| Std Dev. | 0.004 | 0.15506905024151435 | 0.0722469313385387 | 0.49621996151853204 |\n", "+----------+--------+---------------------+--------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+--------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+--------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:01.433001 | 0:00:00.130000 | 0:00:01.433001 |\n", "| 15 | 0.8981 | 0:00:01.085999 | 0:00:00.173002 | 0:00:01.085999 |\n", "| 30 | 0.9074 | 0:00:01.027999 | 0:00:00.236001 | 0:00:01.027999 |\n", "| 45 | 0.9074 | 0:00:01.164000 | 0:00:00.321999 | 0:00:01.164000 |\n", "| Average | 0.9051 | 0:00:01.177750 | 0:00:00.215250 | 0:00:00.696500 |\n", "| Std Dev. | 0.004 | 0.15506905024151435 | 0.0722469313385387 | 0.49621996151853204 |\n", "+----------+--------------+---------------------+--------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+--------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+--------------------+---------------------+\n", "| 5 | 0.9077 | 0:00:01.433001 | 0:00:00.130000 | 0:00:01.433001 |\n", "| 15 | 0.8975 | 0:00:01.085999 | 0:00:00.173002 | 0:00:01.085999 |\n", "| 30 | 0.9065 | 0:00:01.027999 | 0:00:00.236001 | 0:00:01.027999 |\n", "| 45 | 0.9065 | 0:00:01.164000 | 0:00:00.321999 | 0:00:01.164000 |\n", "| Average | 0.9046 | 0:00:01.177750 | 0:00:00.215250 | 0:00:00.696500 |\n", "| Std Dev. | 0.0041 | 0.15506905024151435 | 0.0722469313385387 | 0.49621996151853204 |\n", "+----------+-----------+---------------------+--------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+--------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+--------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:01.433001 | 0:00:00.130000 | 0:00:01.433001 |\n", "| 15 | 0.8981 | 0:00:01.085999 | 0:00:00.173002 | 0:00:01.085999 |\n", "| 30 | 0.9074 | 0:00:01.027999 | 0:00:00.236001 | 0:00:01.027999 |\n", "| 45 | 0.9074 | 0:00:01.164000 | 0:00:00.321999 | 0:00:01.164000 |\n", "| Average | 0.9051 | 0:00:01.177750 | 0:00:00.215250 | 0:00:00.696500 |\n", "| Std Dev. | 0.004 | 0.15506905024151435 | 0.0722469313385387 | 0.49621996151853204 |\n", "+----------+-----------------+---------------------+--------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+--------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+--------------------+---------------------+\n", "| 5 | 0.9479 | 0:00:01.433001 | 0:00:00.130000 | 0:00:01.433001 |\n", "| 15 | 0.9427 | 0:00:01.085999 | 0:00:00.173002 | 0:00:01.085999 |\n", "| 30 | 0.9479 | 0:00:01.027999 | 0:00:00.236001 | 0:00:01.027999 |\n", "| 45 | 0.9479 | 0:00:01.164000 | 0:00:00.321999 | 0:00:01.164000 |\n", "| Average | 0.9466 | 0:00:01.177750 | 0:00:00.215250 | 0:00:00.696500 |\n", "| Std Dev. | 0.0023 | 0.15506905024151435 | 0.0722469313385387 | 0.49621996151853204 |\n", "+----------+--------+---------------------+--------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+--------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+--------------------+---------------------+\n", "| 5 | 0.8337 | 0:00:01.433001 | 0:00:00.130000 | 0:00:01.433001 |\n", "| 15 | 0.818 | 0:00:01.085999 | 0:00:00.173002 | 0:00:01.085999 |\n", "| 30 | 0.8337 | 0:00:01.027999 | 0:00:00.236001 | 0:00:01.027999 |\n", "| 45 | 0.8337 | 0:00:01.164000 | 0:00:00.321999 | 0:00:01.164000 |\n", "| Average | 0.8298 | 0:00:01.177750 | 0:00:00.215250 | 0:00:00.696500 |\n", "| Std Dev. | 0.0068 | 0.15506905024151435 | 0.0722469313385387 | 0.49621996151853204 |\n", "+----------+-----------------------+---------------------+--------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+--------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+--------------------+---------------------+\n", "| 5 | 0.1852 | 0:00:01.433001 | 0:00:00.130000 | 0:00:01.433001 |\n", "| 15 | 0.1852 | 0:00:01.085999 | 0:00:00.173002 | 0:00:01.085999 |\n", "| 30 | 0.1296 | 0:00:01.027999 | 0:00:00.236001 | 0:00:01.027999 |\n", "| 45 | 0.1296 | 0:00:01.164000 | 0:00:00.321999 | 0:00:01.164000 |\n", "| Average | 0.1574 | 0:00:01.177750 | 0:00:00.215250 | 0:00:00.696500 |\n", "| Std Dev. | 0.0278 | 0.15506905024151435 | 0.0722469313385387 | 0.49621996151853204 |\n", "+----------+--------+---------------------+--------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7, 8: 8}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "| 5 | 0.8981 | 0:00:01.244999 | 0:00:00.162033 | 0:00:01.244999 |\n", "| 15 | 0.9444 | 0:00:01.171966 | 0:00:00.178001 | 0:00:01.171966 |\n", "| 30 | 0.9167 | 0:00:01.264999 | 0:00:00.260003 | 0:00:01.264999 |\n", "| 45 | 0.9167 | 0:00:01.179997 | 0:00:00.275002 | 0:00:01.179997 |\n", "| Average | 0.919 | 0:00:01.215490 | 0:00:00.218760 | 0:00:00.717125 |\n", "| Std Dev. | 0.0165 | 0.04023675965566994 | 0.04935430295420203 | 0.5003953695432362 |\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| 5 | 0.8996 | 0:00:01.244999 | 0:00:00.162033 | 0:00:01.244999 |\n", "| 15 | 0.9434 | 0:00:01.171966 | 0:00:00.178001 | 0:00:01.171966 |\n", "| 30 | 0.9146 | 0:00:01.264999 | 0:00:00.260003 | 0:00:01.264999 |\n", "| 45 | 0.9199 | 0:00:01.179997 | 0:00:00.275002 | 0:00:01.179997 |\n", "| Average | 0.9194 | 0:00:01.215490 | 0:00:00.218760 | 0:00:00.717125 |\n", "| Std Dev. | 0.0157 | 0.04023675965566994 | 0.04935430295420203 | 0.5003953695432362 |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| 5 | 0.8981 | 0:00:01.244999 | 0:00:00.162033 | 0:00:01.244999 |\n", "| 15 | 0.9444 | 0:00:01.171966 | 0:00:00.178001 | 0:00:01.171966 |\n", "| 30 | 0.9167 | 0:00:01.264999 | 0:00:00.260003 | 0:00:01.264999 |\n", "| 45 | 0.9167 | 0:00:01.179997 | 0:00:00.275002 | 0:00:01.179997 |\n", "| Average | 0.919 | 0:00:01.215490 | 0:00:00.218760 | 0:00:00.717125 |\n", "| Std Dev. | 0.0165 | 0.04023675965566994 | 0.04935430295420203 | 0.5003953695432362 |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 5 | 0.8981 | 0:00:01.244999 | 0:00:00.162033 | 0:00:01.244999 |\n", "| 15 | 0.9444 | 0:00:01.171966 | 0:00:00.178001 | 0:00:01.171966 |\n", "| 30 | 0.9167 | 0:00:01.264999 | 0:00:00.260003 | 0:00:01.264999 |\n", "| 45 | 0.9167 | 0:00:01.179997 | 0:00:00.275002 | 0:00:01.179997 |\n", "| Average | 0.919 | 0:00:01.215490 | 0:00:00.218760 | 0:00:00.717125 |\n", "| Std Dev. | 0.0165 | 0.04023675965566994 | 0.04935430295420203 | 0.5003953695432362 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "| 5 | 0.8981 | 0:00:01.244999 | 0:00:00.162033 | 0:00:01.244999 |\n", "| 15 | 0.9444 | 0:00:01.171966 | 0:00:00.178001 | 0:00:01.171966 |\n", "| 30 | 0.9167 | 0:00:01.264999 | 0:00:00.260003 | 0:00:01.264999 |\n", "| 45 | 0.9167 | 0:00:01.179997 | 0:00:00.275002 | 0:00:01.179997 |\n", "| Average | 0.919 | 0:00:01.215490 | 0:00:00.218760 | 0:00:00.717125 |\n", "| Std Dev. | 0.0165 | 0.04023675965566994 | 0.04935430295420203 | 0.5003953695432362 |\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| 5 | 0.8919 | 0:00:01.244999 | 0:00:00.162033 | 0:00:01.244999 |\n", "| 15 | 0.9413 | 0:00:01.171966 | 0:00:00.178001 | 0:00:01.171966 |\n", "| 30 | 0.9129 | 0:00:01.264999 | 0:00:00.260003 | 0:00:01.264999 |\n", "| 45 | 0.9155 | 0:00:01.179997 | 0:00:00.275002 | 0:00:01.179997 |\n", "| Average | 0.9154 | 0:00:01.215490 | 0:00:00.218760 | 0:00:00.717125 |\n", "| Std Dev. | 0.0175 | 0.04023675965566994 | 0.04935430295420203 | 0.5003953695432362 |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| 5 | 0.8981 | 0:00:01.244999 | 0:00:00.162033 | 0:00:01.244999 |\n", "| 15 | 0.9444 | 0:00:01.171966 | 0:00:00.178001 | 0:00:01.171966 |\n", "| 30 | 0.9167 | 0:00:01.264999 | 0:00:00.260003 | 0:00:01.264999 |\n", "| 45 | 0.9167 | 0:00:01.179997 | 0:00:00.275002 | 0:00:01.179997 |\n", "| Average | 0.919 | 0:00:01.215490 | 0:00:00.218760 | 0:00:00.717125 |\n", "| Std Dev. | 0.0165 | 0.04023675965566994 | 0.04935430295420203 | 0.5003953695432362 |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 5 | 0.9427 | 0:00:01.244999 | 0:00:00.162033 | 0:00:01.244999 |\n", "| 15 | 0.9688 | 0:00:01.171966 | 0:00:00.178001 | 0:00:01.171966 |\n", "| 30 | 0.9531 | 0:00:01.264999 | 0:00:00.260003 | 0:00:01.264999 |\n", "| 45 | 0.9531 | 0:00:01.179997 | 0:00:00.275002 | 0:00:01.179997 |\n", "| Average | 0.9544 | 0:00:01.215490 | 0:00:00.218760 | 0:00:00.717125 |\n", "| Std Dev. | 0.0093 | 0.04023675965566994 | 0.04935430295420203 | 0.5003953695432362 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "| 5 | 0.818 | 0:00:01.244999 | 0:00:00.162033 | 0:00:01.244999 |\n", "| 15 | 0.8981 | 0:00:01.171966 | 0:00:00.178001 | 0:00:01.171966 |\n", "| 30 | 0.8495 | 0:00:01.264999 | 0:00:00.260003 | 0:00:01.264999 |\n", "| 45 | 0.8495 | 0:00:01.179997 | 0:00:00.275002 | 0:00:01.179997 |\n", "| Average | 0.8538 | 0:00:01.215490 | 0:00:00.218760 | 0:00:00.717125 |\n", "| Std Dev. | 0.0287 | 0.04023675965566994 | 0.04935430295420203 | 0.5003953695432362 |\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 5 | 0.2315 | 0:00:01.244999 | 0:00:00.162033 | 0:00:01.244999 |\n", "| 15 | 0.1574 | 0:00:01.171966 | 0:00:00.178001 | 0:00:01.171966 |\n", "| 30 | 0.2315 | 0:00:01.264999 | 0:00:00.260003 | 0:00:01.264999 |\n", "| 45 | 0.25 | 0:00:01.179997 | 0:00:00.275002 | 0:00:01.179997 |\n", "| Average | 0.2176 | 0:00:01.215490 | 0:00:00.218760 | 0:00:00.717125 |\n", "| Std Dev. | 0.0356 | 0.04023675965566994 | 0.04935430295420203 | 0.5003953695432362 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7, 8: 8}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+--------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+--------------------+--------------------+\n", "| 5 | 0.9444 | 0:00:01.275998 | 0:00:00.149001 | 0:00:01.275998 |\n", "| 15 | 0.9259 | 0:00:01.202998 | 0:00:00.216000 | 0:00:01.202998 |\n", "| 30 | 0.9259 | 0:00:01.342001 | 0:00:00.257001 | 0:00:01.342001 |\n", "| 45 | 0.9259 | 0:00:01.271001 | 0:00:00.342999 | 0:00:01.271001 |\n", "| Average | 0.9306 | 0:00:01.272999 | 0:00:00.241250 | 0:00:00.757125 |\n", "| Std Dev. | 0.008 | 0.04917927757493928 | 0.0702644573516084 | 0.5194272127497431 |\n", "+----------+----------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+--------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+--------------------+--------------------+\n", "| 5 | 0.9457 | 0:00:01.275998 | 0:00:00.149001 | 0:00:01.275998 |\n", "| 15 | 0.9314 | 0:00:01.202998 | 0:00:00.216000 | 0:00:01.202998 |\n", "| 30 | 0.9306 | 0:00:01.342001 | 0:00:00.257001 | 0:00:01.342001 |\n", "| 45 | 0.9306 | 0:00:01.271001 | 0:00:00.342999 | 0:00:01.271001 |\n", "| Average | 0.9346 | 0:00:01.272999 | 0:00:00.241250 | 0:00:00.757125 |\n", "| Std Dev. | 0.0065 | 0.04917927757493928 | 0.0702644573516084 | 0.5194272127497431 |\n", "+----------+-----------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+--------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+--------------------+--------------------+\n", "| 5 | 0.9444 | 0:00:01.275998 | 0:00:00.149001 | 0:00:01.275998 |\n", "| 15 | 0.9259 | 0:00:01.202998 | 0:00:00.216000 | 0:00:01.202998 |\n", "| 30 | 0.9259 | 0:00:01.342001 | 0:00:00.257001 | 0:00:01.342001 |\n", "| 45 | 0.9259 | 0:00:01.271001 | 0:00:00.342999 | 0:00:01.271001 |\n", "| Average | 0.9306 | 0:00:01.272999 | 0:00:00.241250 | 0:00:00.757125 |\n", "| Std Dev. | 0.008 | 0.04917927757493928 | 0.0702644573516084 | 0.5194272127497431 |\n", "+----------+-----------------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+--------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+--------------------+--------------------+\n", "| 5 | 0.9444 | 0:00:01.275998 | 0:00:00.149001 | 0:00:01.275998 |\n", "| 15 | 0.9259 | 0:00:01.202998 | 0:00:00.216000 | 0:00:01.202998 |\n", "| 30 | 0.9259 | 0:00:01.342001 | 0:00:00.257001 | 0:00:01.342001 |\n", "| 45 | 0.9259 | 0:00:01.271001 | 0:00:00.342999 | 0:00:01.271001 |\n", "| Average | 0.9306 | 0:00:01.272999 | 0:00:00.241250 | 0:00:00.757125 |\n", "| Std Dev. | 0.008 | 0.04917927757493928 | 0.0702644573516084 | 0.5194272127497431 |\n", "+----------+--------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+--------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+--------------------+--------------------+\n", "| 5 | 0.9444 | 0:00:01.275998 | 0:00:00.149001 | 0:00:01.275998 |\n", "| 15 | 0.9259 | 0:00:01.202998 | 0:00:00.216000 | 0:00:01.202998 |\n", "| 30 | 0.9259 | 0:00:01.342001 | 0:00:00.257001 | 0:00:01.342001 |\n", "| 45 | 0.9259 | 0:00:01.271001 | 0:00:00.342999 | 0:00:01.271001 |\n", "| Average | 0.9306 | 0:00:01.272999 | 0:00:00.241250 | 0:00:00.757125 |\n", "| Std Dev. | 0.008 | 0.04917927757493928 | 0.0702644573516084 | 0.5194272127497431 |\n", "+----------+--------------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+--------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+--------------------+--------------------+\n", "| 5 | 0.944 | 0:00:01.275998 | 0:00:00.149001 | 0:00:01.275998 |\n", "| 15 | 0.9264 | 0:00:01.202998 | 0:00:00.216000 | 0:00:01.202998 |\n", "| 30 | 0.9265 | 0:00:01.342001 | 0:00:00.257001 | 0:00:01.342001 |\n", "| 45 | 0.9265 | 0:00:01.271001 | 0:00:00.342999 | 0:00:01.271001 |\n", "| Average | 0.9309 | 0:00:01.272999 | 0:00:00.241250 | 0:00:00.757125 |\n", "| Std Dev. | 0.0076 | 0.04917927757493928 | 0.0702644573516084 | 0.5194272127497431 |\n", "+----------+-----------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+--------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+--------------------+--------------------+\n", "| 5 | 0.9444 | 0:00:01.275998 | 0:00:00.149001 | 0:00:01.275998 |\n", "| 15 | 0.9259 | 0:00:01.202998 | 0:00:00.216000 | 0:00:01.202998 |\n", "| 30 | 0.9259 | 0:00:01.342001 | 0:00:00.257001 | 0:00:01.342001 |\n", "| 45 | 0.9259 | 0:00:01.271001 | 0:00:00.342999 | 0:00:01.271001 |\n", "| Average | 0.9306 | 0:00:01.272999 | 0:00:00.241250 | 0:00:00.757125 |\n", "| Std Dev. | 0.008 | 0.04917927757493928 | 0.0702644573516084 | 0.5194272127497431 |\n", "+----------+-----------------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+--------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+--------------------+--------------------+\n", "| 5 | 0.9688 | 0:00:01.275998 | 0:00:00.149001 | 0:00:01.275998 |\n", "| 15 | 0.9583 | 0:00:01.202998 | 0:00:00.216000 | 0:00:01.202998 |\n", "| 30 | 0.9583 | 0:00:01.342001 | 0:00:00.257001 | 0:00:01.342001 |\n", "| 45 | 0.9583 | 0:00:01.271001 | 0:00:00.342999 | 0:00:01.271001 |\n", "| Average | 0.9609 | 0:00:01.272999 | 0:00:00.241250 | 0:00:00.757125 |\n", "| Std Dev. | 0.0045 | 0.04917927757493928 | 0.0702644573516084 | 0.5194272127497431 |\n", "+----------+--------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+--------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+--------------------+--------------------+\n", "| 5 | 0.8981 | 0:00:01.275998 | 0:00:00.149001 | 0:00:01.275998 |\n", "| 15 | 0.8656 | 0:00:01.202998 | 0:00:00.216000 | 0:00:01.202998 |\n", "| 30 | 0.8656 | 0:00:01.342001 | 0:00:00.257001 | 0:00:01.342001 |\n", "| 45 | 0.8656 | 0:00:01.271001 | 0:00:00.342999 | 0:00:01.271001 |\n", "| Average | 0.8737 | 0:00:01.272999 | 0:00:00.241250 | 0:00:00.757125 |\n", "| Std Dev. | 0.0141 | 0.04917927757493928 | 0.0702644573516084 | 0.5194272127497431 |\n", "+----------+-----------------------+---------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+--------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+--------------------+--------------------+\n", "| 5 | 0.1759 | 0:00:01.275998 | 0:00:00.149001 | 0:00:01.275998 |\n", "| 15 | 0.2593 | 0:00:01.202998 | 0:00:00.216000 | 0:00:01.202998 |\n", "| 30 | 0.2315 | 0:00:01.342001 | 0:00:00.257001 | 0:00:01.342001 |\n", "| 45 | 0.2315 | 0:00:01.271001 | 0:00:00.342999 | 0:00:01.271001 |\n", "| Average | 0.2245 | 0:00:01.272999 | 0:00:00.241250 | 0:00:00.757125 |\n", "| Std Dev. | 0.0303 | 0.04917927757493928 | 0.0702644573516084 | 0.5194272127497431 |\n", "+----------+--------+---------------------+--------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7, 8: 8}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+---------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+---------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:01.114998 | 0:00:00.142004 | 0:00:01.114998 |\n", "| 15 | 0.8981 | 0:00:01.337996 | 0:00:00.186000 | 0:00:01.337996 |\n", "| 30 | 0.8889 | 0:00:01.130000 | 0:00:00.228002 | 0:00:01.130000 |\n", "| 45 | 0.8981 | 0:00:01.154998 | 0:00:00.274001 | 0:00:01.154998 |\n", "| Average | 0.8981 | 0:00:01.184498 | 0:00:00.207502 | 0:00:00.696000 |\n", "| Std Dev. | 0.0065 | 0.08976687291512879 | 0.04897643744087413 | 0.49382056247610184 |\n", "+----------+----------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+---------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+---------------------+\n", "| 5 | 0.9184 | 0:00:01.114998 | 0:00:00.142004 | 0:00:01.114998 |\n", "| 15 | 0.9026 | 0:00:01.337996 | 0:00:00.186000 | 0:00:01.337996 |\n", "| 30 | 0.8932 | 0:00:01.130000 | 0:00:00.228002 | 0:00:01.130000 |\n", "| 45 | 0.9049 | 0:00:01.154998 | 0:00:00.274001 | 0:00:01.154998 |\n", "| Average | 0.9048 | 0:00:01.184498 | 0:00:00.207502 | 0:00:00.696000 |\n", "| Std Dev. | 0.009 | 0.08976687291512879 | 0.04897643744087413 | 0.49382056247610184 |\n", "+----------+-----------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+---------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:01.114998 | 0:00:00.142004 | 0:00:01.114998 |\n", "| 15 | 0.8981 | 0:00:01.337996 | 0:00:00.186000 | 0:00:01.337996 |\n", "| 30 | 0.8889 | 0:00:01.130000 | 0:00:00.228002 | 0:00:01.130000 |\n", "| 45 | 0.8981 | 0:00:01.154998 | 0:00:00.274001 | 0:00:01.154998 |\n", "| Average | 0.8981 | 0:00:01.184498 | 0:00:00.207502 | 0:00:00.696000 |\n", "| Std Dev. | 0.0065 | 0.08976687291512879 | 0.04897643744087413 | 0.49382056247610184 |\n", "+----------+-----------------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:01.114998 | 0:00:00.142004 | 0:00:01.114998 |\n", "| 15 | 0.8981 | 0:00:01.337996 | 0:00:00.186000 | 0:00:01.337996 |\n", "| 30 | 0.8889 | 0:00:01.130000 | 0:00:00.228002 | 0:00:01.130000 |\n", "| 45 | 0.8981 | 0:00:01.154998 | 0:00:00.274001 | 0:00:01.154998 |\n", "| Average | 0.8981 | 0:00:01.184498 | 0:00:00.207502 | 0:00:00.696000 |\n", "| Std Dev. | 0.0065 | 0.08976687291512879 | 0.04897643744087413 | 0.49382056247610184 |\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+---------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+---------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:01.114998 | 0:00:00.142004 | 0:00:01.114998 |\n", "| 15 | 0.8981 | 0:00:01.337996 | 0:00:00.186000 | 0:00:01.337996 |\n", "| 30 | 0.8889 | 0:00:01.130000 | 0:00:00.228002 | 0:00:01.130000 |\n", "| 45 | 0.8981 | 0:00:01.154998 | 0:00:00.274001 | 0:00:01.154998 |\n", "| Average | 0.8981 | 0:00:01.184498 | 0:00:00.207502 | 0:00:00.696000 |\n", "| Std Dev. | 0.0065 | 0.08976687291512879 | 0.04897643744087413 | 0.49382056247610184 |\n", "+----------+--------------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+---------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+---------------------+\n", "| 5 | 0.9077 | 0:00:01.114998 | 0:00:00.142004 | 0:00:01.114998 |\n", "| 15 | 0.898 | 0:00:01.337996 | 0:00:00.186000 | 0:00:01.337996 |\n", "| 30 | 0.8884 | 0:00:01.130000 | 0:00:00.228002 | 0:00:01.130000 |\n", "| 45 | 0.8973 | 0:00:01.154998 | 0:00:00.274001 | 0:00:01.154998 |\n", "| Average | 0.8979 | 0:00:01.184498 | 0:00:00.207502 | 0:00:00.696000 |\n", "| Std Dev. | 0.0069 | 0.08976687291512879 | 0.04897643744087413 | 0.49382056247610184 |\n", "+----------+-----------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+---------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+---------------------+\n", "| 5 | 0.9074 | 0:00:01.114998 | 0:00:00.142004 | 0:00:01.114998 |\n", "| 15 | 0.8981 | 0:00:01.337996 | 0:00:00.186000 | 0:00:01.337996 |\n", "| 30 | 0.8889 | 0:00:01.130000 | 0:00:00.228002 | 0:00:01.130000 |\n", "| 45 | 0.8981 | 0:00:01.154998 | 0:00:00.274001 | 0:00:01.154998 |\n", "| Average | 0.8981 | 0:00:01.184498 | 0:00:00.207502 | 0:00:00.696000 |\n", "| Std Dev. | 0.0065 | 0.08976687291512879 | 0.04897643744087413 | 0.49382056247610184 |\n", "+----------+-----------------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "| 5 | 0.9479 | 0:00:01.114998 | 0:00:00.142004 | 0:00:01.114998 |\n", "| 15 | 0.9427 | 0:00:01.337996 | 0:00:00.186000 | 0:00:01.337996 |\n", "| 30 | 0.9375 | 0:00:01.130000 | 0:00:00.228002 | 0:00:01.130000 |\n", "| 45 | 0.9427 | 0:00:01.154998 | 0:00:00.274001 | 0:00:01.154998 |\n", "| Average | 0.9427 | 0:00:01.184498 | 0:00:00.207502 | 0:00:00.696000 |\n", "| Std Dev. | 0.0037 | 0.08976687291512879 | 0.04897643744087413 | 0.49382056247610184 |\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+---------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+---------------------+---------------------+\n", "| 5 | 0.8337 | 0:00:01.114998 | 0:00:00.142004 | 0:00:01.114998 |\n", "| 15 | 0.818 | 0:00:01.337996 | 0:00:00.186000 | 0:00:01.337996 |\n", "| 30 | 0.8025 | 0:00:01.130000 | 0:00:00.228002 | 0:00:01.130000 |\n", "| 45 | 0.818 | 0:00:01.154998 | 0:00:00.274001 | 0:00:01.154998 |\n", "| Average | 0.818 | 0:00:01.184498 | 0:00:00.207502 | 0:00:00.696000 |\n", "| Std Dev. | 0.011 | 0.08976687291512879 | 0.04897643744087413 | 0.49382056247610184 |\n", "+----------+-----------------------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "| 5 | 0.2593 | 0:00:01.114998 | 0:00:00.142004 | 0:00:01.114998 |\n", "| 15 | 0.2593 | 0:00:01.337996 | 0:00:00.186000 | 0:00:01.337996 |\n", "| 30 | 0.2963 | 0:00:01.130000 | 0:00:00.228002 | 0:00:01.130000 |\n", "| 45 | 0.287 | 0:00:01.154998 | 0:00:00.274001 | 0:00:01.154998 |\n", "| Average | 0.2755 | 0:00:01.184498 | 0:00:00.207502 | 0:00:00.696000 |\n", "| Std Dev. | 0.0165 | 0.08976687291512879 | 0.04897643744087413 | 0.49382056247610184 |\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7, 8: 8}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+---------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+---------------------+-------------------+\n", "| 5 | 0.8704 | 0:00:01.203998 | 0:00:00.146003 | 0:00:01.203998 |\n", "| 15 | 0.8796 | 0:00:01.103998 | 0:00:00.179001 | 0:00:01.103998 |\n", "| 30 | 0.8796 | 0:00:01.053998 | 0:00:00.230000 | 0:00:01.053998 |\n", "| 45 | 0.8704 | 0:00:01.026000 | 0:00:00.286002 | 0:00:01.026000 |\n", "| Average | 0.875 | 0:00:01.096999 | 0:00:00.210252 | 0:00:00.653625 |\n", "| Std Dev. | 0.0046 | 0.06780075976162524 | 0.05299217744943183 | 0.447529431631222 |\n", "+----------+----------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+---------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+-------------------+\n", "| 5 | 0.8762 | 0:00:01.203998 | 0:00:00.146003 | 0:00:01.203998 |\n", "| 15 | 0.8895 | 0:00:01.103998 | 0:00:00.179001 | 0:00:01.103998 |\n", "| 30 | 0.8857 | 0:00:01.053998 | 0:00:00.230000 | 0:00:01.053998 |\n", "| 45 | 0.8753 | 0:00:01.026000 | 0:00:00.286002 | 0:00:01.026000 |\n", "| Average | 0.8817 | 0:00:01.096999 | 0:00:00.210252 | 0:00:00.653625 |\n", "| Std Dev. | 0.0061 | 0.06780075976162524 | 0.05299217744943183 | 0.447529431631222 |\n", "+----------+-----------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+---------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+-------------------+\n", "| 5 | 0.8704 | 0:00:01.203998 | 0:00:00.146003 | 0:00:01.203998 |\n", "| 15 | 0.8796 | 0:00:01.103998 | 0:00:00.179001 | 0:00:01.103998 |\n", "| 30 | 0.8796 | 0:00:01.053998 | 0:00:00.230000 | 0:00:01.053998 |\n", "| 45 | 0.8704 | 0:00:01.026000 | 0:00:00.286002 | 0:00:01.026000 |\n", "| Average | 0.875 | 0:00:01.096999 | 0:00:00.210252 | 0:00:00.653625 |\n", "| Std Dev. | 0.0046 | 0.06780075976162524 | 0.05299217744943183 | 0.447529431631222 |\n", "+----------+-----------------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "| 5 | 0.8704 | 0:00:01.203998 | 0:00:00.146003 | 0:00:01.203998 |\n", "| 15 | 0.8796 | 0:00:01.103998 | 0:00:00.179001 | 0:00:01.103998 |\n", "| 30 | 0.8796 | 0:00:01.053998 | 0:00:00.230000 | 0:00:01.053998 |\n", "| 45 | 0.8704 | 0:00:01.026000 | 0:00:00.286002 | 0:00:01.026000 |\n", "| Average | 0.875 | 0:00:01.096999 | 0:00:00.210252 | 0:00:00.653625 |\n", "| Std Dev. | 0.0046 | 0.06780075976162524 | 0.05299217744943183 | 0.447529431631222 |\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+---------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+---------------------+-------------------+\n", "| 5 | 0.8704 | 0:00:01.203998 | 0:00:00.146003 | 0:00:01.203998 |\n", "| 15 | 0.8796 | 0:00:01.103998 | 0:00:00.179001 | 0:00:01.103998 |\n", "| 30 | 0.8796 | 0:00:01.053998 | 0:00:00.230000 | 0:00:01.053998 |\n", "| 45 | 0.8704 | 0:00:01.026000 | 0:00:00.286002 | 0:00:01.026000 |\n", "| Average | 0.875 | 0:00:01.096999 | 0:00:00.210252 | 0:00:00.653625 |\n", "| Std Dev. | 0.0046 | 0.06780075976162524 | 0.05299217744943183 | 0.447529431631222 |\n", "+----------+--------------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+---------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+-------------------+\n", "| 5 | 0.8626 | 0:00:01.203998 | 0:00:00.146003 | 0:00:01.203998 |\n", "| 15 | 0.8732 | 0:00:01.103998 | 0:00:00.179001 | 0:00:01.103998 |\n", "| 30 | 0.873 | 0:00:01.053998 | 0:00:00.230000 | 0:00:01.053998 |\n", "| 45 | 0.8628 | 0:00:01.026000 | 0:00:00.286002 | 0:00:01.026000 |\n", "| Average | 0.8679 | 0:00:01.096999 | 0:00:00.210252 | 0:00:00.653625 |\n", "| Std Dev. | 0.0052 | 0.06780075976162524 | 0.05299217744943183 | 0.447529431631222 |\n", "+----------+-----------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+---------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+-------------------+\n", "| 5 | 0.8704 | 0:00:01.203998 | 0:00:00.146003 | 0:00:01.203998 |\n", "| 15 | 0.8796 | 0:00:01.103998 | 0:00:00.179001 | 0:00:01.103998 |\n", "| 30 | 0.8796 | 0:00:01.053998 | 0:00:00.230000 | 0:00:01.053998 |\n", "| 45 | 0.8704 | 0:00:01.026000 | 0:00:00.286002 | 0:00:01.026000 |\n", "| Average | 0.875 | 0:00:01.096999 | 0:00:00.210252 | 0:00:00.653625 |\n", "| Std Dev. | 0.0046 | 0.06780075976162524 | 0.05299217744943183 | 0.447529431631222 |\n", "+----------+-----------------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "| 5 | 0.9271 | 0:00:01.203998 | 0:00:00.146003 | 0:00:01.203998 |\n", "| 15 | 0.9323 | 0:00:01.103998 | 0:00:00.179001 | 0:00:01.103998 |\n", "| 30 | 0.9323 | 0:00:01.053998 | 0:00:00.230000 | 0:00:01.053998 |\n", "| 45 | 0.9271 | 0:00:01.026000 | 0:00:00.286002 | 0:00:01.026000 |\n", "| Average | 0.9297 | 0:00:01.096999 | 0:00:00.210252 | 0:00:00.653625 |\n", "| Std Dev. | 0.0026 | 0.06780075976162524 | 0.05299217744943183 | 0.447529431631222 |\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+---------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+---------------------+-------------------+\n", "| 5 | 0.7719 | 0:00:01.203998 | 0:00:00.146003 | 0:00:01.203998 |\n", "| 15 | 0.7871 | 0:00:01.103998 | 0:00:00.179001 | 0:00:01.103998 |\n", "| 30 | 0.7871 | 0:00:01.053998 | 0:00:00.230000 | 0:00:01.053998 |\n", "| 45 | 0.7719 | 0:00:01.026000 | 0:00:00.286002 | 0:00:01.026000 |\n", "| Average | 0.7795 | 0:00:01.096999 | 0:00:00.210252 | 0:00:00.653625 |\n", "| Std Dev. | 0.0076 | 0.06780075976162524 | 0.05299217744943183 | 0.447529431631222 |\n", "+----------+-----------------------+---------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "| 5 | 0.4259 | 0:00:01.203998 | 0:00:00.146003 | 0:00:01.203998 |\n", "| 15 | 0.3519 | 0:00:01.103998 | 0:00:00.179001 | 0:00:01.103998 |\n", "| 30 | 0.3796 | 0:00:01.053998 | 0:00:00.230000 | 0:00:01.053998 |\n", "| 45 | 0.3889 | 0:00:01.026000 | 0:00:00.286002 | 0:00:01.026000 |\n", "| Average | 0.3866 | 0:00:01.096999 | 0:00:00.210252 | 0:00:00.653625 |\n", "| Std Dev. | 0.0265 | 0.06780075976162524 | 0.05299217744943183 | 0.447529431631222 |\n", "+----------+--------+---------------------+---------------------+-------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7, 8: 8}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "| 5 | 0.9074 | 0:00:01.156997 | 0:00:00.136000 | 0:00:01.156997 |\n", "| 15 | 0.8981 | 0:00:01.144003 | 0:00:00.188999 | 0:00:01.144003 |\n", "| 30 | 0.8889 | 0:00:01.318002 | 0:00:00.240000 | 0:00:01.318002 |\n", "| 45 | 0.8889 | 0:00:01.238003 | 0:00:00.277996 | 0:00:01.238003 |\n", "| Average | 0.8958 | 0:00:01.214251 | 0:00:00.210749 | 0:00:00.712500 |\n", "| Std Dev. | 0.0077 | 0.06989510634702709 | 0.05347506365724217 | 0.5055954855344752 |\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| 5 | 0.9119 | 0:00:01.156997 | 0:00:00.136000 | 0:00:01.156997 |\n", "| 15 | 0.8981 | 0:00:01.144003 | 0:00:00.188999 | 0:00:01.144003 |\n", "| 30 | 0.8864 | 0:00:01.318002 | 0:00:00.240000 | 0:00:01.318002 |\n", "| 45 | 0.8871 | 0:00:01.238003 | 0:00:00.277996 | 0:00:01.238003 |\n", "| Average | 0.8958 | 0:00:01.214251 | 0:00:00.210749 | 0:00:00.712500 |\n", "| Std Dev. | 0.0104 | 0.06989510634702709 | 0.05347506365724217 | 0.5055954855344752 |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| 5 | 0.9074 | 0:00:01.156997 | 0:00:00.136000 | 0:00:01.156997 |\n", "| 15 | 0.8981 | 0:00:01.144003 | 0:00:00.188999 | 0:00:01.144003 |\n", "| 30 | 0.8889 | 0:00:01.318002 | 0:00:00.240000 | 0:00:01.318002 |\n", "| 45 | 0.8889 | 0:00:01.238003 | 0:00:00.277996 | 0:00:01.238003 |\n", "| Average | 0.8958 | 0:00:01.214251 | 0:00:00.210749 | 0:00:00.712500 |\n", "| Std Dev. | 0.0077 | 0.06989510634702709 | 0.05347506365724217 | 0.5055954855344752 |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 5 | 0.9074 | 0:00:01.156997 | 0:00:00.136000 | 0:00:01.156997 |\n", "| 15 | 0.8981 | 0:00:01.144003 | 0:00:00.188999 | 0:00:01.144003 |\n", "| 30 | 0.8889 | 0:00:01.318002 | 0:00:00.240000 | 0:00:01.318002 |\n", "| 45 | 0.8889 | 0:00:01.238003 | 0:00:00.277996 | 0:00:01.238003 |\n", "| Average | 0.8958 | 0:00:01.214251 | 0:00:00.210749 | 0:00:00.712500 |\n", "| Std Dev. | 0.0077 | 0.06989510634702709 | 0.05347506365724217 | 0.5055954855344752 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "| 5 | 0.9074 | 0:00:01.156997 | 0:00:00.136000 | 0:00:01.156997 |\n", "| 15 | 0.8981 | 0:00:01.144003 | 0:00:00.188999 | 0:00:01.144003 |\n", "| 30 | 0.8889 | 0:00:01.318002 | 0:00:00.240000 | 0:00:01.318002 |\n", "| 45 | 0.8889 | 0:00:01.238003 | 0:00:00.277996 | 0:00:01.238003 |\n", "| Average | 0.8958 | 0:00:01.214251 | 0:00:00.210749 | 0:00:00.712500 |\n", "| Std Dev. | 0.0077 | 0.06989510634702709 | 0.05347506365724217 | 0.5055954855344752 |\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| 5 | 0.9059 | 0:00:01.156997 | 0:00:00.136000 | 0:00:01.156997 |\n", "| 15 | 0.8958 | 0:00:01.144003 | 0:00:00.188999 | 0:00:01.144003 |\n", "| 30 | 0.8863 | 0:00:01.318002 | 0:00:00.240000 | 0:00:01.318002 |\n", "| 45 | 0.8867 | 0:00:01.238003 | 0:00:00.277996 | 0:00:01.238003 |\n", "| Average | 0.8937 | 0:00:01.214251 | 0:00:00.210749 | 0:00:00.712500 |\n", "| Std Dev. | 0.008 | 0.06989510634702709 | 0.05347506365724217 | 0.5055954855344752 |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| 5 | 0.9074 | 0:00:01.156997 | 0:00:00.136000 | 0:00:01.156997 |\n", "| 15 | 0.8981 | 0:00:01.144003 | 0:00:00.188999 | 0:00:01.144003 |\n", "| 30 | 0.8889 | 0:00:01.318002 | 0:00:00.240000 | 0:00:01.318002 |\n", "| 45 | 0.8889 | 0:00:01.238003 | 0:00:00.277996 | 0:00:01.238003 |\n", "| Average | 0.8958 | 0:00:01.214251 | 0:00:00.210749 | 0:00:00.712500 |\n", "| Std Dev. | 0.0077 | 0.06989510634702709 | 0.05347506365724217 | 0.5055954855344752 |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 5 | 0.9479 | 0:00:01.156997 | 0:00:00.136000 | 0:00:01.156997 |\n", "| 15 | 0.9427 | 0:00:01.144003 | 0:00:00.188999 | 0:00:01.144003 |\n", "| 30 | 0.9375 | 0:00:01.318002 | 0:00:00.240000 | 0:00:01.318002 |\n", "| 45 | 0.9375 | 0:00:01.238003 | 0:00:00.277996 | 0:00:01.238003 |\n", "| Average | 0.9414 | 0:00:01.214251 | 0:00:00.210749 | 0:00:00.712500 |\n", "| Std Dev. | 0.0043 | 0.06989510634702709 | 0.05347506365724217 | 0.5055954855344752 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "| 5 | 0.8337 | 0:00:01.156997 | 0:00:00.136000 | 0:00:01.156997 |\n", "| 15 | 0.818 | 0:00:01.144003 | 0:00:00.188999 | 0:00:01.144003 |\n", "| 30 | 0.8025 | 0:00:01.318002 | 0:00:00.240000 | 0:00:01.318002 |\n", "| 45 | 0.8025 | 0:00:01.238003 | 0:00:00.277996 | 0:00:01.238003 |\n", "| Average | 0.8142 | 0:00:01.214251 | 0:00:00.210749 | 0:00:00.712500 |\n", "| Std Dev. | 0.0129 | 0.06989510634702709 | 0.05347506365724217 | 0.5055954855344752 |\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 5 | 0.25 | 0:00:01.156997 | 0:00:00.136000 | 0:00:01.156997 |\n", "| 15 | 0.3426 | 0:00:01.144003 | 0:00:00.188999 | 0:00:01.144003 |\n", "| 30 | 0.3704 | 0:00:01.318002 | 0:00:00.240000 | 0:00:01.318002 |\n", "| 45 | 0.4167 | 0:00:01.238003 | 0:00:00.277996 | 0:00:01.238003 |\n", "| Average | 0.3449 | 0:00:01.214251 | 0:00:00.210749 | 0:00:00.712500 |\n", "| Std Dev. | 0.0608 | 0.06989510634702709 | 0.05347506365724217 | 0.5055954855344752 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7, 8: 8}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+---------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+---------------------+--------------------+\n", "| 5 | 0.8611 | 0:00:01.036000 | 0:00:00.145002 | 0:00:01.036000 |\n", "| 15 | 0.8796 | 0:00:01.034998 | 0:00:00.172003 | 0:00:01.034998 |\n", "| 30 | 0.8611 | 0:00:01.058999 | 0:00:00.216999 | 0:00:01.058999 |\n", "| 45 | 0.8611 | 0:00:01.050000 | 0:00:00.285001 | 0:00:01.050000 |\n", "| Average | 0.8657 | 0:00:01.044999 | 0:00:00.204751 | 0:00:00.624875 |\n", "| Std Dev. | 0.008 | 0.010024842780948466 | 0.05299162856274524 | 0.4218513670472105 |\n", "+----------+----------+----------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+---------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+---------------------+--------------------+\n", "| 5 | 0.8684 | 0:00:01.036000 | 0:00:00.145002 | 0:00:01.036000 |\n", "| 15 | 0.8899 | 0:00:01.034998 | 0:00:00.172003 | 0:00:01.034998 |\n", "| 30 | 0.8807 | 0:00:01.058999 | 0:00:00.216999 | 0:00:01.058999 |\n", "| 45 | 0.8811 | 0:00:01.050000 | 0:00:00.285001 | 0:00:01.050000 |\n", "| Average | 0.88 | 0:00:01.044999 | 0:00:00.204751 | 0:00:00.624875 |\n", "| Std Dev. | 0.0076 | 0.010024842780948466 | 0.05299162856274524 | 0.4218513670472105 |\n", "+----------+-----------+----------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+---------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+---------------------+--------------------+\n", "| 5 | 0.8611 | 0:00:01.036000 | 0:00:00.145002 | 0:00:01.036000 |\n", "| 15 | 0.8796 | 0:00:01.034998 | 0:00:00.172003 | 0:00:01.034998 |\n", "| 30 | 0.8611 | 0:00:01.058999 | 0:00:00.216999 | 0:00:01.058999 |\n", "| 45 | 0.8611 | 0:00:01.050000 | 0:00:00.285001 | 0:00:01.050000 |\n", "| Average | 0.8657 | 0:00:01.044999 | 0:00:00.204751 | 0:00:00.624875 |\n", "| Std Dev. | 0.008 | 0.010024842780948466 | 0.05299162856274524 | 0.4218513670472105 |\n", "+----------+-----------------+----------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+---------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+--------------------+\n", "| 5 | 0.8611 | 0:00:01.036000 | 0:00:00.145002 | 0:00:01.036000 |\n", "| 15 | 0.8796 | 0:00:01.034998 | 0:00:00.172003 | 0:00:01.034998 |\n", "| 30 | 0.8611 | 0:00:01.058999 | 0:00:00.216999 | 0:00:01.058999 |\n", "| 45 | 0.8611 | 0:00:01.050000 | 0:00:00.285001 | 0:00:01.050000 |\n", "| Average | 0.8657 | 0:00:01.044999 | 0:00:00.204751 | 0:00:00.624875 |\n", "| Std Dev. | 0.008 | 0.010024842780948466 | 0.05299162856274524 | 0.4218513670472105 |\n", "+----------+--------+----------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+---------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+---------------------+--------------------+\n", "| 5 | 0.8611 | 0:00:01.036000 | 0:00:00.145002 | 0:00:01.036000 |\n", "| 15 | 0.8796 | 0:00:01.034998 | 0:00:00.172003 | 0:00:01.034998 |\n", "| 30 | 0.8611 | 0:00:01.058999 | 0:00:00.216999 | 0:00:01.058999 |\n", "| 45 | 0.8611 | 0:00:01.050000 | 0:00:00.285001 | 0:00:01.050000 |\n", "| Average | 0.8657 | 0:00:01.044999 | 0:00:00.204751 | 0:00:00.624875 |\n", "| Std Dev. | 0.008 | 0.010024842780948466 | 0.05299162856274524 | 0.4218513670472105 |\n", "+----------+--------------+----------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+---------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+---------------------+--------------------+\n", "| 5 | 0.862 | 0:00:01.036000 | 0:00:00.145002 | 0:00:01.036000 |\n", "| 15 | 0.8798 | 0:00:01.034998 | 0:00:00.172003 | 0:00:01.034998 |\n", "| 30 | 0.8644 | 0:00:01.058999 | 0:00:00.216999 | 0:00:01.058999 |\n", "| 45 | 0.8642 | 0:00:01.050000 | 0:00:00.285001 | 0:00:01.050000 |\n", "| Average | 0.8676 | 0:00:01.044999 | 0:00:00.204751 | 0:00:00.624875 |\n", "| Std Dev. | 0.0071 | 0.010024842780948466 | 0.05299162856274524 | 0.4218513670472105 |\n", "+----------+-----------+----------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+---------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+---------------------+--------------------+\n", "| 5 | 0.8611 | 0:00:01.036000 | 0:00:00.145002 | 0:00:01.036000 |\n", "| 15 | 0.8796 | 0:00:01.034998 | 0:00:00.172003 | 0:00:01.034998 |\n", "| 30 | 0.8611 | 0:00:01.058999 | 0:00:00.216999 | 0:00:01.058999 |\n", "| 45 | 0.8611 | 0:00:01.050000 | 0:00:00.285001 | 0:00:01.050000 |\n", "| Average | 0.8657 | 0:00:01.044999 | 0:00:00.204751 | 0:00:00.624875 |\n", "| Std Dev. | 0.008 | 0.010024842780948466 | 0.05299162856274524 | 0.4218513670472105 |\n", "+----------+-----------------+----------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+---------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+--------------------+\n", "| 5 | 0.9219 | 0:00:01.036000 | 0:00:00.145002 | 0:00:01.036000 |\n", "| 15 | 0.9323 | 0:00:01.034998 | 0:00:00.172003 | 0:00:01.034998 |\n", "| 30 | 0.9219 | 0:00:01.058999 | 0:00:00.216999 | 0:00:01.058999 |\n", "| 45 | 0.9219 | 0:00:01.050000 | 0:00:00.285001 | 0:00:01.050000 |\n", "| Average | 0.9245 | 0:00:01.044999 | 0:00:00.204751 | 0:00:00.624875 |\n", "| Std Dev. | 0.0045 | 0.010024842780948466 | 0.05299162856274524 | 0.4218513670472105 |\n", "+----------+--------+----------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+---------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+---------------------+--------------------+\n", "| 5 | 0.7569 | 0:00:01.036000 | 0:00:00.145002 | 0:00:01.036000 |\n", "| 15 | 0.7871 | 0:00:01.034998 | 0:00:00.172003 | 0:00:01.034998 |\n", "| 30 | 0.7569 | 0:00:01.058999 | 0:00:00.216999 | 0:00:01.058999 |\n", "| 45 | 0.7569 | 0:00:01.050000 | 0:00:00.285001 | 0:00:01.050000 |\n", "| Average | 0.7645 | 0:00:01.044999 | 0:00:00.204751 | 0:00:00.624875 |\n", "| Std Dev. | 0.0131 | 0.010024842780948466 | 0.05299162856274524 | 0.4218513670472105 |\n", "+----------+-----------------------+----------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+---------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+--------------------+\n", "| 5 | 0.4444 | 0:00:01.036000 | 0:00:00.145002 | 0:00:01.036000 |\n", "| 15 | 0.4074 | 0:00:01.034998 | 0:00:00.172003 | 0:00:01.034998 |\n", "| 30 | 0.3611 | 0:00:01.058999 | 0:00:00.216999 | 0:00:01.058999 |\n", "| 45 | 0.3611 | 0:00:01.050000 | 0:00:00.285001 | 0:00:01.050000 |\n", "| Average | 0.3935 | 0:00:01.044999 | 0:00:00.204751 | 0:00:00.624875 |\n", "| Std Dev. | 0.035 | 0.010024842780948466 | 0.05299162856274524 | 0.4218513670472105 |\n", "+----------+--------+----------------------+---------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7, 8: 8}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+---------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+---------------------+---------------------+\n", "| 5 | 0.8889 | 0:00:01.035000 | 0:00:00.128000 | 0:00:01.035000 |\n", "| 15 | 0.9074 | 0:00:01.037004 | 0:00:00.191997 | 0:00:01.037004 |\n", "| 30 | 0.9074 | 0:00:01.083999 | 0:00:00.219003 | 0:00:01.083999 |\n", "| 45 | 0.9074 | 0:00:01.162999 | 0:00:00.336002 | 0:00:01.162999 |\n", "| Average | 0.9028 | 0:00:01.079750 | 0:00:00.218750 | 0:00:00.649250 |\n", "| Std Dev. | 0.008 | 0.05190938775784648 | 0.07533160124412741 | 0.43533322785785294 |\n", "+----------+----------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+---------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+---------------------+\n", "| 5 | 0.8894 | 0:00:01.035000 | 0:00:00.128000 | 0:00:01.035000 |\n", "| 15 | 0.9116 | 0:00:01.037004 | 0:00:00.191997 | 0:00:01.037004 |\n", "| 30 | 0.9175 | 0:00:01.083999 | 0:00:00.219003 | 0:00:01.083999 |\n", "| 45 | 0.9163 | 0:00:01.162999 | 0:00:00.336002 | 0:00:01.162999 |\n", "| Average | 0.9087 | 0:00:01.079750 | 0:00:00.218750 | 0:00:00.649250 |\n", "| Std Dev. | 0.0114 | 0.05190938775784648 | 0.07533160124412741 | 0.43533322785785294 |\n", "+----------+-----------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+---------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+---------------------+\n", "| 5 | 0.8889 | 0:00:01.035000 | 0:00:00.128000 | 0:00:01.035000 |\n", "| 15 | 0.9074 | 0:00:01.037004 | 0:00:00.191997 | 0:00:01.037004 |\n", "| 30 | 0.9074 | 0:00:01.083999 | 0:00:00.219003 | 0:00:01.083999 |\n", "| 45 | 0.9074 | 0:00:01.162999 | 0:00:00.336002 | 0:00:01.162999 |\n", "| Average | 0.9028 | 0:00:01.079750 | 0:00:00.218750 | 0:00:00.649250 |\n", "| Std Dev. | 0.008 | 0.05190938775784648 | 0.07533160124412741 | 0.43533322785785294 |\n", "+----------+-----------------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "| 5 | 0.8889 | 0:00:01.035000 | 0:00:00.128000 | 0:00:01.035000 |\n", "| 15 | 0.9074 | 0:00:01.037004 | 0:00:00.191997 | 0:00:01.037004 |\n", "| 30 | 0.9074 | 0:00:01.083999 | 0:00:00.219003 | 0:00:01.083999 |\n", "| 45 | 0.9074 | 0:00:01.162999 | 0:00:00.336002 | 0:00:01.162999 |\n", "| Average | 0.9028 | 0:00:01.079750 | 0:00:00.218750 | 0:00:00.649250 |\n", "| Std Dev. | 0.008 | 0.05190938775784648 | 0.07533160124412741 | 0.43533322785785294 |\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+---------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+---------------------+---------------------+\n", "| 5 | 0.8889 | 0:00:01.035000 | 0:00:00.128000 | 0:00:01.035000 |\n", "| 15 | 0.9074 | 0:00:01.037004 | 0:00:00.191997 | 0:00:01.037004 |\n", "| 30 | 0.9074 | 0:00:01.083999 | 0:00:00.219003 | 0:00:01.083999 |\n", "| 45 | 0.9074 | 0:00:01.162999 | 0:00:00.336002 | 0:00:01.162999 |\n", "| Average | 0.9028 | 0:00:01.079750 | 0:00:00.218750 | 0:00:00.649250 |\n", "| Std Dev. | 0.008 | 0.05190938775784648 | 0.07533160124412741 | 0.43533322785785294 |\n", "+----------+--------------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+---------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+---------------------+\n", "| 5 | 0.8861 | 0:00:01.035000 | 0:00:00.128000 | 0:00:01.035000 |\n", "| 15 | 0.9053 | 0:00:01.037004 | 0:00:00.191997 | 0:00:01.037004 |\n", "| 30 | 0.907 | 0:00:01.083999 | 0:00:00.219003 | 0:00:01.083999 |\n", "| 45 | 0.9059 | 0:00:01.162999 | 0:00:00.336002 | 0:00:01.162999 |\n", "| Average | 0.9011 | 0:00:01.079750 | 0:00:00.218750 | 0:00:00.649250 |\n", "| Std Dev. | 0.0087 | 0.05190938775784648 | 0.07533160124412741 | 0.43533322785785294 |\n", "+----------+-----------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+---------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+---------------------+\n", "| 5 | 0.8889 | 0:00:01.035000 | 0:00:00.128000 | 0:00:01.035000 |\n", "| 15 | 0.9074 | 0:00:01.037004 | 0:00:00.191997 | 0:00:01.037004 |\n", "| 30 | 0.9074 | 0:00:01.083999 | 0:00:00.219003 | 0:00:01.083999 |\n", "| 45 | 0.9074 | 0:00:01.162999 | 0:00:00.336002 | 0:00:01.162999 |\n", "| Average | 0.9028 | 0:00:01.079750 | 0:00:00.218750 | 0:00:00.649250 |\n", "| Std Dev. | 0.008 | 0.05190938775784648 | 0.07533160124412741 | 0.43533322785785294 |\n", "+----------+-----------------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "| 5 | 0.9375 | 0:00:01.035000 | 0:00:00.128000 | 0:00:01.035000 |\n", "| 15 | 0.9479 | 0:00:01.037004 | 0:00:00.191997 | 0:00:01.037004 |\n", "| 30 | 0.9479 | 0:00:01.083999 | 0:00:00.219003 | 0:00:01.083999 |\n", "| 45 | 0.9479 | 0:00:01.162999 | 0:00:00.336002 | 0:00:01.162999 |\n", "| Average | 0.9453 | 0:00:01.079750 | 0:00:00.218750 | 0:00:00.649250 |\n", "| Std Dev. | 0.0045 | 0.05190938775784648 | 0.07533160124412741 | 0.43533322785785294 |\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+---------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+---------------------+---------------------+\n", "| 5 | 0.8025 | 0:00:01.035000 | 0:00:00.128000 | 0:00:01.035000 |\n", "| 15 | 0.8337 | 0:00:01.037004 | 0:00:00.191997 | 0:00:01.037004 |\n", "| 30 | 0.8337 | 0:00:01.083999 | 0:00:00.219003 | 0:00:01.083999 |\n", "| 45 | 0.8337 | 0:00:01.162999 | 0:00:00.336002 | 0:00:01.162999 |\n", "| Average | 0.8259 | 0:00:01.079750 | 0:00:00.218750 | 0:00:00.649250 |\n", "| Std Dev. | 0.0135 | 0.05190938775784648 | 0.07533160124412741 | 0.43533322785785294 |\n", "+----------+-----------------------+---------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "| 5 | 0.287 | 0:00:01.035000 | 0:00:00.128000 | 0:00:01.035000 |\n", "| 15 | 0.2685 | 0:00:01.037004 | 0:00:00.191997 | 0:00:01.037004 |\n", "| 30 | 0.2778 | 0:00:01.083999 | 0:00:00.219003 | 0:00:01.083999 |\n", "| 45 | 0.3148 | 0:00:01.162999 | 0:00:00.336002 | 0:00:01.162999 |\n", "| Average | 0.287 | 0:00:01.079750 | 0:00:00.218750 | 0:00:00.649250 |\n", "| Std Dev. | 0.0173 | 0.05190938775784648 | 0.07533160124412741 | 0.43533322785785294 |\n", "+----------+--------+---------------------+---------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7, 8: 8}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+---------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+---------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:01.051003 | 0:00:00.127998 | 0:00:01.051003 |\n", "| 15 | 0.9444 | 0:00:01.077000 | 0:00:00.175001 | 0:00:01.077000 |\n", "| 30 | 0.9352 | 0:00:01.082999 | 0:00:00.226002 | 0:00:01.082999 |\n", "| 45 | 0.9444 | 0:00:01.043997 | 0:00:00.302003 | 0:00:01.043997 |\n", "| Average | 0.9375 | 0:00:01.063750 | 0:00:00.207751 | 0:00:00.635750 |\n", "| Std Dev. | 0.0077 | 0.016573782691789177 | 0.06451678113758996 | 0.43058337763811716 |\n", "+----------+----------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "| 5 | 0.9298 | 0:00:01.051003 | 0:00:00.127998 | 0:00:01.051003 |\n", "| 15 | 0.9506 | 0:00:01.077000 | 0:00:00.175001 | 0:00:01.077000 |\n", "| 30 | 0.9415 | 0:00:01.082999 | 0:00:00.226002 | 0:00:01.082999 |\n", "| 45 | 0.9521 | 0:00:01.043997 | 0:00:00.302003 | 0:00:01.043997 |\n", "| Average | 0.9435 | 0:00:01.063750 | 0:00:00.207751 | 0:00:00.635750 |\n", "| Std Dev. | 0.0089 | 0.016573782691789177 | 0.06451678113758996 | 0.43058337763811716 |\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:01.051003 | 0:00:00.127998 | 0:00:01.051003 |\n", "| 15 | 0.9444 | 0:00:01.077000 | 0:00:00.175001 | 0:00:01.077000 |\n", "| 30 | 0.9352 | 0:00:01.082999 | 0:00:00.226002 | 0:00:01.082999 |\n", "| 45 | 0.9444 | 0:00:01.043997 | 0:00:00.302003 | 0:00:01.043997 |\n", "| Average | 0.9375 | 0:00:01.063750 | 0:00:00.207751 | 0:00:00.635750 |\n", "| Std Dev. | 0.0077 | 0.016573782691789177 | 0.06451678113758996 | 0.43058337763811716 |\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:01.051003 | 0:00:00.127998 | 0:00:01.051003 |\n", "| 15 | 0.9444 | 0:00:01.077000 | 0:00:00.175001 | 0:00:01.077000 |\n", "| 30 | 0.9352 | 0:00:01.082999 | 0:00:00.226002 | 0:00:01.082999 |\n", "| 45 | 0.9444 | 0:00:01.043997 | 0:00:00.302003 | 0:00:01.043997 |\n", "| Average | 0.9375 | 0:00:01.063750 | 0:00:00.207751 | 0:00:00.635750 |\n", "| Std Dev. | 0.0077 | 0.016573782691789177 | 0.06451678113758996 | 0.43058337763811716 |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+---------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+---------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:01.051003 | 0:00:00.127998 | 0:00:01.051003 |\n", "| 15 | 0.9444 | 0:00:01.077000 | 0:00:00.175001 | 0:00:01.077000 |\n", "| 30 | 0.9352 | 0:00:01.082999 | 0:00:00.226002 | 0:00:01.082999 |\n", "| 45 | 0.9444 | 0:00:01.043997 | 0:00:00.302003 | 0:00:01.043997 |\n", "| Average | 0.9375 | 0:00:01.063750 | 0:00:00.207751 | 0:00:00.635750 |\n", "| Std Dev. | 0.0077 | 0.016573782691789177 | 0.06451678113758996 | 0.43058337763811716 |\n", "+----------+--------------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "| 5 | 0.9245 | 0:00:01.051003 | 0:00:00.127998 | 0:00:01.051003 |\n", "| 15 | 0.9421 | 0:00:01.077000 | 0:00:00.175001 | 0:00:01.077000 |\n", "| 30 | 0.9332 | 0:00:01.082999 | 0:00:00.226002 | 0:00:01.082999 |\n", "| 45 | 0.9428 | 0:00:01.043997 | 0:00:00.302003 | 0:00:01.043997 |\n", "| Average | 0.9357 | 0:00:01.063750 | 0:00:00.207751 | 0:00:00.635750 |\n", "| Std Dev. | 0.0075 | 0.016573782691789177 | 0.06451678113758996 | 0.43058337763811716 |\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "| 5 | 0.9259 | 0:00:01.051003 | 0:00:00.127998 | 0:00:01.051003 |\n", "| 15 | 0.9444 | 0:00:01.077000 | 0:00:00.175001 | 0:00:01.077000 |\n", "| 30 | 0.9352 | 0:00:01.082999 | 0:00:00.226002 | 0:00:01.082999 |\n", "| 45 | 0.9444 | 0:00:01.043997 | 0:00:00.302003 | 0:00:01.043997 |\n", "| Average | 0.9375 | 0:00:01.063750 | 0:00:00.207751 | 0:00:00.635750 |\n", "| Std Dev. | 0.0077 | 0.016573782691789177 | 0.06451678113758996 | 0.43058337763811716 |\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| 5 | 0.9583 | 0:00:01.051003 | 0:00:00.127998 | 0:00:01.051003 |\n", "| 15 | 0.9688 | 0:00:01.077000 | 0:00:00.175001 | 0:00:01.077000 |\n", "| 30 | 0.9635 | 0:00:01.082999 | 0:00:00.226002 | 0:00:01.082999 |\n", "| 45 | 0.9688 | 0:00:01.043997 | 0:00:00.302003 | 0:00:01.043997 |\n", "| Average | 0.9648 | 0:00:01.063750 | 0:00:00.207751 | 0:00:00.635750 |\n", "| Std Dev. | 0.0043 | 0.016573782691789177 | 0.06451678113758996 | 0.43058337763811716 |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+---------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+---------------------+---------------------+\n", "| 5 | 0.8656 | 0:00:01.051003 | 0:00:00.127998 | 0:00:01.051003 |\n", "| 15 | 0.8981 | 0:00:01.077000 | 0:00:00.175001 | 0:00:01.077000 |\n", "| 30 | 0.8818 | 0:00:01.082999 | 0:00:00.226002 | 0:00:01.082999 |\n", "| 45 | 0.8981 | 0:00:01.043997 | 0:00:00.302003 | 0:00:01.043997 |\n", "| Average | 0.8859 | 0:00:01.063750 | 0:00:00.207751 | 0:00:00.635750 |\n", "| Std Dev. | 0.0135 | 0.016573782691789177 | 0.06451678113758996 | 0.43058337763811716 |\n", "+----------+-----------------------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| 5 | 0.25 | 0:00:01.051003 | 0:00:00.127998 | 0:00:01.051003 |\n", "| 15 | 0.1944 | 0:00:01.077000 | 0:00:00.175001 | 0:00:01.077000 |\n", "| 30 | 0.2037 | 0:00:01.082999 | 0:00:00.226002 | 0:00:01.082999 |\n", "| 45 | 0.1944 | 0:00:01.043997 | 0:00:00.302003 | 0:00:01.043997 |\n", "| Average | 0.2106 | 0:00:01.063750 | 0:00:00.207751 | 0:00:00.635750 |\n", "| Std Dev. | 0.023 | 0.016573782691789177 | 0.06451678113758996 | 0.43058337763811716 |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9056 | 0.0264 | 0:00:01.183499 | 0:00:00.140704 | 0:00:01.324203 |\n", "| 15 | 0.9111 | 0.0235 | 0:00:01.128196 | 0:00:00.189100 | 0:00:01.317296 |\n", "| 30 | 0.9037 | 0.0224 | 0:00:01.216700 | 0:00:00.249801 | 0:00:01.466501 |\n", "| 45 | 0.9056 | 0.0255 | 0:00:01.168799 | 0:00:00.311801 | 0:00:01.480600 |\n", "| Average | 0.9065 | 0.0244 | 0:00:01.174299 | 0:00:00.222851 | 0:00:01.397150 |\n", "| Std Dev. | 0.0028 | 0.0016 | 0.0317732851 | 0.0642760682 | 0.0766017497 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9098 | 0.0255 | 0:00:01.183499 | 0:00:00.140704 | 0:00:01.324203 |\n", "| 15 | 0.9154 | 0.0217 | 0:00:01.128196 | 0:00:00.189100 | 0:00:01.317296 |\n", "| 30 | 0.909 | 0.0202 | 0:00:01.216700 | 0:00:00.249801 | 0:00:01.466501 |\n", "| 45 | 0.9118 | 0.0238 | 0:00:01.168799 | 0:00:00.311801 | 0:00:01.480600 |\n", "| Average | 0.9115 | 0.0228 | 0:00:01.174299 | 0:00:00.222851 | 0:00:01.397150 |\n", "| Std Dev. | 0.0025 | 0.002 | 0.0317732851 | 0.0642760682 | 0.0766017497 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9056 | 0.0264 | 0:00:01.183499 | 0:00:00.140704 | 0:00:01.324203 |\n", "| 15 | 0.9111 | 0.0235 | 0:00:01.128196 | 0:00:00.189100 | 0:00:01.317296 |\n", "| 30 | 0.9037 | 0.0224 | 0:00:01.216700 | 0:00:00.249801 | 0:00:01.466501 |\n", "| 45 | 0.9056 | 0.0255 | 0:00:01.168799 | 0:00:00.311801 | 0:00:01.480600 |\n", "| Average | 0.9065 | 0.0244 | 0:00:01.174299 | 0:00:00.222851 | 0:00:01.397150 |\n", "| Std Dev. | 0.0028 | 0.0016 | 0.0317732851 | 0.0642760682 | 0.0766017497 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9056 | 0.0264 | 0:00:01.183499 | 0:00:00.140704 | 0:00:01.324203 |\n", "| 15 | 0.9111 | 0.0235 | 0:00:01.128196 | 0:00:00.189100 | 0:00:01.317296 |\n", "| 30 | 0.9037 | 0.0224 | 0:00:01.216700 | 0:00:00.249801 | 0:00:01.466501 |\n", "| 45 | 0.9056 | 0.0255 | 0:00:01.168799 | 0:00:00.311801 | 0:00:01.480600 |\n", "| Average | 0.9065 | 0.0244 | 0:00:01.174299 | 0:00:00.222851 | 0:00:01.397150 |\n", "| Std Dev. | 0.0028 | 0.0016 | 0.0317732851 | 0.0642760682 | 0.0766017497 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9056 | 0.0264 | 0:00:01.183499 | 0:00:00.140704 | 0:00:01.324203 |\n", "| 15 | 0.9111 | 0.0235 | 0:00:01.128196 | 0:00:00.189100 | 0:00:01.317296 |\n", "| 30 | 0.9037 | 0.0224 | 0:00:01.216700 | 0:00:00.249801 | 0:00:01.466501 |\n", "| 45 | 0.9056 | 0.0255 | 0:00:01.168799 | 0:00:00.311801 | 0:00:01.480600 |\n", "| Average | 0.9065 | 0.0244 | 0:00:01.174299 | 0:00:00.222851 | 0:00:01.397150 |\n", "| Std Dev. | 0.0028 | 0.0016 | 0.0317732851 | 0.0642760682 | 0.0766017497 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9036 | 0.0274 | 0:00:01.183499 | 0:00:00.140704 | 0:00:01.324203 |\n", "| 15 | 0.9093 | 0.0238 | 0:00:01.128196 | 0:00:00.189100 | 0:00:01.317296 |\n", "| 30 | 0.9023 | 0.0223 | 0:00:01.216700 | 0:00:00.249801 | 0:00:01.466501 |\n", "| 45 | 0.9042 | 0.0258 | 0:00:01.168799 | 0:00:00.311801 | 0:00:01.480600 |\n", "| Average | 0.9049 | 0.0248 | 0:00:01.174299 | 0:00:00.222851 | 0:00:01.397150 |\n", "| Std Dev. | 0.0027 | 0.002 | 0.0317732851 | 0.0642760682 | 0.0766017497 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9056 | 0.0264 | 0:00:01.183499 | 0:00:00.140704 | 0:00:01.324203 |\n", "| 15 | 0.9111 | 0.0235 | 0:00:01.128196 | 0:00:00.189100 | 0:00:01.317296 |\n", "| 30 | 0.9037 | 0.0224 | 0:00:01.216700 | 0:00:00.249801 | 0:00:01.466501 |\n", "| 45 | 0.9056 | 0.0255 | 0:00:01.168799 | 0:00:00.311801 | 0:00:01.480600 |\n", "| Average | 0.9065 | 0.0244 | 0:00:01.174299 | 0:00:00.222851 | 0:00:01.397150 |\n", "| Std Dev. | 0.0028 | 0.0016 | 0.0317732851 | 0.0642760682 | 0.0766017497 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9469 | 0.0149 | 0:00:01.183499 | 0:00:00.140704 | 0:00:01.324203 |\n", "| 15 | 0.95 | 0.0132 | 0:00:01.128196 | 0:00:00.189100 | 0:00:01.317296 |\n", "| 30 | 0.9458 | 0.0126 | 0:00:01.216700 | 0:00:00.249801 | 0:00:01.466501 |\n", "| 45 | 0.9469 | 0.0143 | 0:00:01.168799 | 0:00:00.311801 | 0:00:01.480600 |\n", "| Average | 0.9474 | 0.0138 | 0:00:01.174299 | 0:00:00.222851 | 0:00:01.397150 |\n", "| Std Dev. | 0.0016 | 0.0009 | 0.0317732851 | 0.0642760682 | 0.0766017497 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.8312 | 0.0449 | 0:00:01.183499 | 0:00:00.140704 | 0:00:01.324203 |\n", "| 15 | 0.8406 | 0.0403 | 0:00:01.128196 | 0:00:00.189100 | 0:00:01.317296 |\n", "| 30 | 0.8279 | 0.0378 | 0:00:01.216700 | 0:00:00.249801 | 0:00:01.466501 |\n", "| 45 | 0.8312 | 0.0431 | 0:00:01.168799 | 0:00:00.311801 | 0:00:01.480600 |\n", "| Average | 0.8327 | 0.0415 | 0:00:01.174299 | 0:00:00.222851 | 0:00:01.397150 |\n", "| Std Dev. | 0.0047 | 0.0027 | 0.0317732851 | 0.0642760682 | 0.0766017497 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.2694 | 0.0898 | 0:00:01.183499 | 0:00:00.140704 | 0:00:01.324203 |\n", "| 15 | 0.262 | 0.0786 | 0:00:01.128196 | 0:00:00.189100 | 0:00:01.317296 |\n", "| 30 | 0.2722 | 0.0768 | 0:00:01.216700 | 0:00:00.249801 | 0:00:01.466501 |\n", "| 45 | 0.2806 | 0.086 | 0:00:01.168799 | 0:00:00.311801 | 0:00:01.480600 |\n", "| Average | 0.2711 | 0.0828 | 0:00:01.174299 | 0:00:00.222851 | 0:00:01.397150 |\n", "| Std Dev. | 0.0066 | 0.0053 | 0.0317732851 | 0.0642760682 | 0.0766017497 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Latest Datasets\\\\ecoli'\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 5 | 0.7353 | 0:00:00.074999 | 0:00:00.051000 | 0:00:00.074999 |\n", "| 15 | 0.6765 | 0:00:00.067002 | 0:00:00.032998 | 0:00:00.067002 |\n", "| 30 | 0.6765 | 0:00:00.059002 | 0:00:00.033002 | 0:00:00.059002 |\n", "| 45 | 0.6765 | 0:00:00.081999 | 0:00:00.035998 | 0:00:00.081999 |\n", "| Average | 0.6912 | 0:00:00.070751 | 0:00:00.038249 | 0:00:00.054500 |\n", "| Std Dev. | 0.0255 | 0.008611685794219642 | 0.007462703778074857 | 0.018138601841022336 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 5 | 0.6979 | 0:00:00.074999 | 0:00:00.051000 | 0:00:00.074999 |\n", "| 15 | 0.6292 | 0:00:00.067002 | 0:00:00.032998 | 0:00:00.067002 |\n", "| 30 | 0.5 | 0:00:00.059002 | 0:00:00.033002 | 0:00:00.059002 |\n", "| 45 | 0.5 | 0:00:00.081999 | 0:00:00.035998 | 0:00:00.081999 |\n", "| Average | 0.5818 | 0:00:00.070751 | 0:00:00.038249 | 0:00:00.054500 |\n", "| Std Dev. | 0.0853 | 0.008611685794219642 | 0.007462703778074857 | 0.018138601841022336 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 5 | 0.7353 | 0:00:00.074999 | 0:00:00.051000 | 0:00:00.074999 |\n", "| 15 | 0.6765 | 0:00:00.067002 | 0:00:00.032998 | 0:00:00.067002 |\n", "| 30 | 0.6765 | 0:00:00.059002 | 0:00:00.033002 | 0:00:00.059002 |\n", "| 45 | 0.6765 | 0:00:00.081999 | 0:00:00.035998 | 0:00:00.081999 |\n", "| Average | 0.6912 | 0:00:00.070751 | 0:00:00.038249 | 0:00:00.054500 |\n", "| Std Dev. | 0.0255 | 0.008611685794219642 | 0.007462703778074857 | 0.018138601841022336 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 5 | 0.6006 | 0:00:00.074999 | 0:00:00.051000 | 0:00:00.074999 |\n", "| 15 | 0.5339 | 0:00:00.067002 | 0:00:00.032998 | 0:00:00.067002 |\n", "| 30 | 0.5714 | 0:00:00.059002 | 0:00:00.033002 | 0:00:00.059002 |\n", "| 45 | 0.5714 | 0:00:00.081999 | 0:00:00.035998 | 0:00:00.081999 |\n", "| Average | 0.5693 | 0:00:00.070751 | 0:00:00.038249 | 0:00:00.054500 |\n", "| Std Dev. | 0.0237 | 0.008611685794219642 | 0.007462703778074857 | 0.018138601841022336 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 5 | 0.7353 | 0:00:00.074999 | 0:00:00.051000 | 0:00:00.074999 |\n", "| 15 | 0.6765 | 0:00:00.067002 | 0:00:00.032998 | 0:00:00.067002 |\n", "| 30 | 0.6765 | 0:00:00.059002 | 0:00:00.033002 | 0:00:00.059002 |\n", "| 45 | 0.6765 | 0:00:00.081999 | 0:00:00.035998 | 0:00:00.081999 |\n", "| Average | 0.6912 | 0:00:00.070751 | 0:00:00.038249 | 0:00:00.054500 |\n", "| Std Dev. | 0.0255 | 0.008611685794219642 | 0.007462703778074857 | 0.018138601841022336 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 5 | 0.5843 | 0:00:00.074999 | 0:00:00.051000 | 0:00:00.074999 |\n", "| 15 | 0.4962 | 0:00:00.067002 | 0:00:00.032998 | 0:00:00.067002 |\n", "| 30 | 0.4903 | 0:00:00.059002 | 0:00:00.033002 | 0:00:00.059002 |\n", "| 45 | 0.4903 | 0:00:00.081999 | 0:00:00.035998 | 0:00:00.081999 |\n", "| Average | 0.5153 | 0:00:00.070751 | 0:00:00.038249 | 0:00:00.054500 |\n", "| Std Dev. | 0.0399 | 0.008611685794219642 | 0.007462703778074857 | 0.018138601841022336 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 5 | 0.7353 | 0:00:00.074999 | 0:00:00.051000 | 0:00:00.074999 |\n", "| 15 | 0.6765 | 0:00:00.067002 | 0:00:00.032998 | 0:00:00.067002 |\n", "| 30 | 0.6765 | 0:00:00.059002 | 0:00:00.033002 | 0:00:00.059002 |\n", "| 45 | 0.6765 | 0:00:00.081999 | 0:00:00.035998 | 0:00:00.081999 |\n", "| Average | 0.6912 | 0:00:00.070751 | 0:00:00.038249 | 0:00:00.054500 |\n", "| Std Dev. | 0.0255 | 0.008611685794219642 | 0.007462703778074857 | 0.018138601841022336 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 5 | 0.8487 | 0:00:00.074999 | 0:00:00.051000 | 0:00:00.074999 |\n", "| 15 | 0.8151 | 0:00:00.067002 | 0:00:00.032998 | 0:00:00.067002 |\n", "| 30 | 0.8151 | 0:00:00.059002 | 0:00:00.033002 | 0:00:00.059002 |\n", "| 45 | 0.8151 | 0:00:00.081999 | 0:00:00.035998 | 0:00:00.081999 |\n", "| Average | 0.8235 | 0:00:00.070751 | 0:00:00.038249 | 0:00:00.054500 |\n", "| Std Dev. | 0.0146 | 0.008611685794219642 | 0.007462703778074857 | 0.018138601841022336 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 5 | 0.5737 | 0:00:00.074999 | 0:00:00.051000 | 0:00:00.074999 |\n", "| 15 | 0.4981 | 0:00:00.067002 | 0:00:00.032998 | 0:00:00.067002 |\n", "| 30 | 0.4981 | 0:00:00.059002 | 0:00:00.033002 | 0:00:00.059002 |\n", "| 45 | 0.4981 | 0:00:00.081999 | 0:00:00.035998 | 0:00:00.081999 |\n", "| Average | 0.517 | 0:00:00.070751 | 0:00:00.038249 | 0:00:00.054500 |\n", "| Std Dev. | 0.0328 | 0.008611685794219642 | 0.007462703778074857 | 0.018138601841022336 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 5 | 0.2647 | 0:00:00.074999 | 0:00:00.051000 | 0:00:00.074999 |\n", "| 15 | 0.3235 | 0:00:00.067002 | 0:00:00.032998 | 0:00:00.067002 |\n", "| 30 | 0.3235 | 0:00:00.059002 | 0:00:00.033002 | 0:00:00.059002 |\n", "| 45 | 0.3235 | 0:00:00.081999 | 0:00:00.035998 | 0:00:00.081999 |\n", "| Average | 0.3088 | 0:00:00.070751 | 0:00:00.038249 | 0:00:00.054500 |\n", "| Std Dev. | 0.0255 | 0.008611685794219642 | 0.007462703778074857 | 0.018138601841022336 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "###############\n", "k 5\n", "k 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.077002 | 0:00:00.031000 | 0:00:00.077002 |\n", "| 15 | 0.9706 | 0:00:00.081000 | 0:00:00.038001 | 0:00:00.081000 |\n", "| 30 | 0.8235 | 0:00:00.075998 | 0:00:00.034999 | 0:00:00.075998 |\n", "| 45 | 0.7647 | 0:00:00.097001 | 0:00:00.042001 | 0:00:00.097001 |\n", "| Average | 0.8897 | 0:00:00.082750 | 0:00:00.036500 | 0:00:00.059625 |\n", "| Std Dev. | 0.0984 | 0.008437949870357458 | 0.004031546492541228 | 0.024051792449876798 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.077002 | 0:00:00.031000 | 0:00:00.077002 |\n", "| 15 | 0.875 | 0:00:00.081000 | 0:00:00.038001 | 0:00:00.081000 |\n", "| 30 | 0.6562 | 0:00:00.075998 | 0:00:00.034999 | 0:00:00.075998 |\n", "| 45 | 0.5208 | 0:00:00.097001 | 0:00:00.042001 | 0:00:00.097001 |\n", "| Average | 0.763 | 0:00:00.082750 | 0:00:00.036500 | 0:00:00.059625 |\n", "| Std Dev. | 0.1862 | 0.008437949870357458 | 0.004031546492541228 | 0.024051792449876798 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.077002 | 0:00:00.031000 | 0:00:00.077002 |\n", "| 15 | 0.9706 | 0:00:00.081000 | 0:00:00.038001 | 0:00:00.081000 |\n", "| 30 | 0.8235 | 0:00:00.075998 | 0:00:00.034999 | 0:00:00.075998 |\n", "| 45 | 0.7647 | 0:00:00.097001 | 0:00:00.042001 | 0:00:00.097001 |\n", "| Average | 0.8897 | 0:00:00.082750 | 0:00:00.036500 | 0:00:00.059625 |\n", "| Std Dev. | 0.0984 | 0.008437949870357458 | 0.004031546492541228 | 0.024051792449876798 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.077002 | 0:00:00.031000 | 0:00:00.077002 |\n", "| 15 | 0.8333 | 0:00:00.081000 | 0:00:00.038001 | 0:00:00.081000 |\n", "| 30 | 0.675 | 0:00:00.075998 | 0:00:00.034999 | 0:00:00.075998 |\n", "| 45 | 0.625 | 0:00:00.097001 | 0:00:00.042001 | 0:00:00.097001 |\n", "| Average | 0.7833 | 0:00:00.082750 | 0:00:00.036500 | 0:00:00.059625 |\n", "| Std Dev. | 0.1468 | 0.008437949870357458 | 0.004031546492541228 | 0.024051792449876798 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.077002 | 0:00:00.031000 | 0:00:00.077002 |\n", "| 15 | 0.9706 | 0:00:00.081000 | 0:00:00.038001 | 0:00:00.081000 |\n", "| 30 | 0.8235 | 0:00:00.075998 | 0:00:00.034999 | 0:00:00.075998 |\n", "| 45 | 0.7647 | 0:00:00.097001 | 0:00:00.042001 | 0:00:00.097001 |\n", "| Average | 0.8897 | 0:00:00.082750 | 0:00:00.036500 | 0:00:00.059625 |\n", "| Std Dev. | 0.0984 | 0.008437949870357458 | 0.004031546492541228 | 0.024051792449876798 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.077002 | 0:00:00.031000 | 0:00:00.077002 |\n", "| 15 | 0.85 | 0:00:00.081000 | 0:00:00.038001 | 0:00:00.081000 |\n", "| 30 | 0.6214 | 0:00:00.075998 | 0:00:00.034999 | 0:00:00.075998 |\n", "| 45 | 0.5357 | 0:00:00.097001 | 0:00:00.042001 | 0:00:00.097001 |\n", "| Average | 0.7518 | 0:00:00.082750 | 0:00:00.036500 | 0:00:00.059625 |\n", "| Std Dev. | 0.1837 | 0.008437949870357458 | 0.004031546492541228 | 0.024051792449876798 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.077002 | 0:00:00.031000 | 0:00:00.077002 |\n", "| 15 | 0.9706 | 0:00:00.081000 | 0:00:00.038001 | 0:00:00.081000 |\n", "| 30 | 0.8235 | 0:00:00.075998 | 0:00:00.034999 | 0:00:00.075998 |\n", "| 45 | 0.7647 | 0:00:00.097001 | 0:00:00.042001 | 0:00:00.097001 |\n", "| Average | 0.8897 | 0:00:00.082750 | 0:00:00.036500 | 0:00:00.059625 |\n", "| Std Dev. | 0.0984 | 0.008437949870357458 | 0.004031546492541228 | 0.024051792449876798 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.077002 | 0:00:00.031000 | 0:00:00.077002 |\n", "| 15 | 0.9832 | 0:00:00.081000 | 0:00:00.038001 | 0:00:00.081000 |\n", "| 30 | 0.8992 | 0:00:00.075998 | 0:00:00.034999 | 0:00:00.075998 |\n", "| 45 | 0.8655 | 0:00:00.097001 | 0:00:00.042001 | 0:00:00.097001 |\n", "| Average | 0.937 | 0:00:00.082750 | 0:00:00.036500 | 0:00:00.059625 |\n", "| Std Dev. | 0.0562 | 0.008437949870357458 | 0.004031546492541228 | 0.024051792449876798 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.077002 | 0:00:00.031000 | 0:00:00.077002 |\n", "| 15 | 0.9457 | 0:00:00.081000 | 0:00:00.038001 | 0:00:00.081000 |\n", "| 30 | 0.7003 | 0:00:00.075998 | 0:00:00.034999 | 0:00:00.075998 |\n", "| 45 | 0.6142 | 0:00:00.097001 | 0:00:00.042001 | 0:00:00.097001 |\n", "| Average | 0.815 | 0:00:00.082750 | 0:00:00.036500 | 0:00:00.059625 |\n", "| Std Dev. | 0.1619 | 0.008437949870357458 | 0.004031546492541228 | 0.024051792449876798 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 5 | 0.0 | 0:00:00.077002 | 0:00:00.031000 | 0:00:00.077002 |\n", "| 15 | 0.0294 | 0:00:00.081000 | 0:00:00.038001 | 0:00:00.081000 |\n", "| 30 | 0.1765 | 0:00:00.075998 | 0:00:00.034999 | 0:00:00.075998 |\n", "| 45 | 0.2353 | 0:00:00.097001 | 0:00:00.042001 | 0:00:00.097001 |\n", "| Average | 0.1103 | 0:00:00.082750 | 0:00:00.036500 | 0:00:00.059625 |\n", "| Std Dev. | 0.0984 | 0.008437949870357458 | 0.004031546492541228 | 0.024051792449876798 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "###############\n", "k 5\n", "k 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.082000 | 0:00:00.035002 | 0:00:00.082000 |\n", "| 15 | 1.0 | 0:00:00.079998 | 0:00:00.033000 | 0:00:00.079998 |\n", "| 30 | 0.9706 | 0:00:00.059001 | 0:00:00.033001 | 0:00:00.059001 |\n", "| 45 | 0.9412 | 0:00:00.077000 | 0:00:00.033998 | 0:00:00.077000 |\n", "| Average | 0.9779 | 0:00:00.074500 | 0:00:00.033750 | 0:00:00.054125 |\n", "| Std Dev. | 0.0244 | 0.009123182004971262 | 0.0008293666638111955 | 0.021379672322415437 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.082000 | 0:00:00.035002 | 0:00:00.082000 |\n", "| 15 | 1.0 | 0:00:00.079998 | 0:00:00.033000 | 0:00:00.079998 |\n", "| 30 | 0.9286 | 0:00:00.059001 | 0:00:00.033001 | 0:00:00.059001 |\n", "| 45 | 0.9048 | 0:00:00.077000 | 0:00:00.033998 | 0:00:00.077000 |\n", "| Average | 0.9583 | 0:00:00.074500 | 0:00:00.033750 | 0:00:00.054125 |\n", "| Std Dev. | 0.0425 | 0.009123182004971262 | 0.0008293666638111955 | 0.021379672322415437 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.082000 | 0:00:00.035002 | 0:00:00.082000 |\n", "| 15 | 1.0 | 0:00:00.079998 | 0:00:00.033000 | 0:00:00.079998 |\n", "| 30 | 0.9706 | 0:00:00.059001 | 0:00:00.033001 | 0:00:00.059001 |\n", "| 45 | 0.9412 | 0:00:00.077000 | 0:00:00.033998 | 0:00:00.077000 |\n", "| Average | 0.9779 | 0:00:00.074500 | 0:00:00.033750 | 0:00:00.054125 |\n", "| Std Dev. | 0.0244 | 0.009123182004971262 | 0.0008293666638111955 | 0.021379672322415437 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.082000 | 0:00:00.035002 | 0:00:00.082000 |\n", "| 15 | 1.0 | 0:00:00.079998 | 0:00:00.033000 | 0:00:00.079998 |\n", "| 30 | 0.9524 | 0:00:00.059001 | 0:00:00.033001 | 0:00:00.059001 |\n", "| 45 | 0.9048 | 0:00:00.077000 | 0:00:00.033998 | 0:00:00.077000 |\n", "| Average | 0.9643 | 0:00:00.074500 | 0:00:00.033750 | 0:00:00.054125 |\n", "| Std Dev. | 0.0395 | 0.009123182004971262 | 0.0008293666638111955 | 0.021379672322415437 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.082000 | 0:00:00.035002 | 0:00:00.082000 |\n", "| 15 | 1.0 | 0:00:00.079998 | 0:00:00.033000 | 0:00:00.079998 |\n", "| 30 | 0.9706 | 0:00:00.059001 | 0:00:00.033001 | 0:00:00.059001 |\n", "| 45 | 0.9412 | 0:00:00.077000 | 0:00:00.033998 | 0:00:00.077000 |\n", "| Average | 0.9779 | 0:00:00.074500 | 0:00:00.033750 | 0:00:00.054125 |\n", "| Std Dev. | 0.0244 | 0.009123182004971262 | 0.0008293666638111955 | 0.021379672322415437 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.082000 | 0:00:00.035002 | 0:00:00.082000 |\n", "| 15 | 1.0 | 0:00:00.079998 | 0:00:00.033000 | 0:00:00.079998 |\n", "| 30 | 0.9238 | 0:00:00.059001 | 0:00:00.033001 | 0:00:00.059001 |\n", "| 45 | 0.8571 | 0:00:00.077000 | 0:00:00.033998 | 0:00:00.077000 |\n", "| Average | 0.9452 | 0:00:00.074500 | 0:00:00.033750 | 0:00:00.054125 |\n", "| Std Dev. | 0.0596 | 0.009123182004971262 | 0.0008293666638111955 | 0.021379672322415437 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.082000 | 0:00:00.035002 | 0:00:00.082000 |\n", "| 15 | 1.0 | 0:00:00.079998 | 0:00:00.033000 | 0:00:00.079998 |\n", "| 30 | 0.9706 | 0:00:00.059001 | 0:00:00.033001 | 0:00:00.059001 |\n", "| 45 | 0.9412 | 0:00:00.077000 | 0:00:00.033998 | 0:00:00.077000 |\n", "| Average | 0.9779 | 0:00:00.074500 | 0:00:00.033750 | 0:00:00.054125 |\n", "| Std Dev. | 0.0244 | 0.009123182004971262 | 0.0008293666638111955 | 0.021379672322415437 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.082000 | 0:00:00.035002 | 0:00:00.082000 |\n", "| 15 | 1.0 | 0:00:00.079998 | 0:00:00.033000 | 0:00:00.079998 |\n", "| 30 | 0.9832 | 0:00:00.059001 | 0:00:00.033001 | 0:00:00.059001 |\n", "| 45 | 0.9664 | 0:00:00.077000 | 0:00:00.033998 | 0:00:00.077000 |\n", "| Average | 0.9874 | 0:00:00.074500 | 0:00:00.033750 | 0:00:00.054125 |\n", "| Std Dev. | 0.0139 | 0.009123182004971262 | 0.0008293666638111955 | 0.021379672322415437 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.082000 | 0:00:00.035002 | 0:00:00.082000 |\n", "| 15 | 1.0 | 0:00:00.079998 | 0:00:00.033000 | 0:00:00.079998 |\n", "| 30 | 0.9457 | 0:00:00.059001 | 0:00:00.033001 | 0:00:00.059001 |\n", "| 45 | 0.8932 | 0:00:00.077000 | 0:00:00.033998 | 0:00:00.077000 |\n", "| Average | 0.9597 | 0:00:00.074500 | 0:00:00.033750 | 0:00:00.054125 |\n", "| Std Dev. | 0.0444 | 0.009123182004971262 | 0.0008293666638111955 | 0.021379672322415437 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.0 | 0:00:00.082000 | 0:00:00.035002 | 0:00:00.082000 |\n", "| 15 | 0.0 | 0:00:00.079998 | 0:00:00.033000 | 0:00:00.079998 |\n", "| 30 | 0.0294 | 0:00:00.059001 | 0:00:00.033001 | 0:00:00.059001 |\n", "| 45 | 0.0588 | 0:00:00.077000 | 0:00:00.033998 | 0:00:00.077000 |\n", "| Average | 0.0221 | 0:00:00.074500 | 0:00:00.033750 | 0:00:00.054125 |\n", "| Std Dev. | 0.0244 | 0.009123182004971262 | 0.0008293666638111955 | 0.021379672322415437 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 5\n", "k 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.057005 | 0:00:00.029998 | 0:00:00.057005 |\n", "| 15 | 1.0 | 0:00:00.082999 | 0:00:00.041999 | 0:00:00.082999 |\n", "| 30 | 1.0 | 0:00:00.074998 | 0:00:00.050003 | 0:00:00.074998 |\n", "| 45 | 1.0 | 0:00:00.088999 | 0:00:00.035002 | 0:00:00.088999 |\n", "| Average | 1.0 | 0:00:00.076000 | 0:00:00.039250 | 0:00:00.057625 |\n", "| Std Dev. | 0.0 | 0.012039231994929265 | 0.007530389364763839 | 0.020939472803546327 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.057005 | 0:00:00.029998 | 0:00:00.057005 |\n", "| 15 | 1.0 | 0:00:00.082999 | 0:00:00.041999 | 0:00:00.082999 |\n", "| 30 | 1.0 | 0:00:00.074998 | 0:00:00.050003 | 0:00:00.074998 |\n", "| 45 | 1.0 | 0:00:00.088999 | 0:00:00.035002 | 0:00:00.088999 |\n", "| Average | 1.0 | 0:00:00.076000 | 0:00:00.039250 | 0:00:00.057625 |\n", "| Std Dev. | 0.0 | 0.012039231994929265 | 0.007530389364763839 | 0.020939472803546327 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.057005 | 0:00:00.029998 | 0:00:00.057005 |\n", "| 15 | 1.0 | 0:00:00.082999 | 0:00:00.041999 | 0:00:00.082999 |\n", "| 30 | 1.0 | 0:00:00.074998 | 0:00:00.050003 | 0:00:00.074998 |\n", "| 45 | 1.0 | 0:00:00.088999 | 0:00:00.035002 | 0:00:00.088999 |\n", "| Average | 1.0 | 0:00:00.076000 | 0:00:00.039250 | 0:00:00.057625 |\n", "| Std Dev. | 0.0 | 0.012039231994929265 | 0.007530389364763839 | 0.020939472803546327 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.057005 | 0:00:00.029998 | 0:00:00.057005 |\n", "| 15 | 1.0 | 0:00:00.082999 | 0:00:00.041999 | 0:00:00.082999 |\n", "| 30 | 1.0 | 0:00:00.074998 | 0:00:00.050003 | 0:00:00.074998 |\n", "| 45 | 1.0 | 0:00:00.088999 | 0:00:00.035002 | 0:00:00.088999 |\n", "| Average | 1.0 | 0:00:00.076000 | 0:00:00.039250 | 0:00:00.057625 |\n", "| Std Dev. | 0.0 | 0.012039231994929265 | 0.007530389364763839 | 0.020939472803546327 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.057005 | 0:00:00.029998 | 0:00:00.057005 |\n", "| 15 | 1.0 | 0:00:00.082999 | 0:00:00.041999 | 0:00:00.082999 |\n", "| 30 | 1.0 | 0:00:00.074998 | 0:00:00.050003 | 0:00:00.074998 |\n", "| 45 | 1.0 | 0:00:00.088999 | 0:00:00.035002 | 0:00:00.088999 |\n", "| Average | 1.0 | 0:00:00.076000 | 0:00:00.039250 | 0:00:00.057625 |\n", "| Std Dev. | 0.0 | 0.012039231994929265 | 0.007530389364763839 | 0.020939472803546327 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.057005 | 0:00:00.029998 | 0:00:00.057005 |\n", "| 15 | 1.0 | 0:00:00.082999 | 0:00:00.041999 | 0:00:00.082999 |\n", "| 30 | 1.0 | 0:00:00.074998 | 0:00:00.050003 | 0:00:00.074998 |\n", "| 45 | 1.0 | 0:00:00.088999 | 0:00:00.035002 | 0:00:00.088999 |\n", "| Average | 1.0 | 0:00:00.076000 | 0:00:00.039250 | 0:00:00.057625 |\n", "| Std Dev. | 0.0 | 0.012039231994929265 | 0.007530389364763839 | 0.020939472803546327 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.057005 | 0:00:00.029998 | 0:00:00.057005 |\n", "| 15 | 1.0 | 0:00:00.082999 | 0:00:00.041999 | 0:00:00.082999 |\n", "| 30 | 1.0 | 0:00:00.074998 | 0:00:00.050003 | 0:00:00.074998 |\n", "| 45 | 1.0 | 0:00:00.088999 | 0:00:00.035002 | 0:00:00.088999 |\n", "| Average | 1.0 | 0:00:00.076000 | 0:00:00.039250 | 0:00:00.057625 |\n", "| Std Dev. | 0.0 | 0.012039231994929265 | 0.007530389364763839 | 0.020939472803546327 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.057005 | 0:00:00.029998 | 0:00:00.057005 |\n", "| 15 | 1.0 | 0:00:00.082999 | 0:00:00.041999 | 0:00:00.082999 |\n", "| 30 | 1.0 | 0:00:00.074998 | 0:00:00.050003 | 0:00:00.074998 |\n", "| 45 | 1.0 | 0:00:00.088999 | 0:00:00.035002 | 0:00:00.088999 |\n", "| Average | 1.0 | 0:00:00.076000 | 0:00:00.039250 | 0:00:00.057625 |\n", "| Std Dev. | 0.0 | 0.012039231994929265 | 0.007530389364763839 | 0.020939472803546327 |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.057005 | 0:00:00.029998 | 0:00:00.057005 |\n", "| 15 | 1.0 | 0:00:00.082999 | 0:00:00.041999 | 0:00:00.082999 |\n", "| 30 | 1.0 | 0:00:00.074998 | 0:00:00.050003 | 0:00:00.074998 |\n", "| 45 | 1.0 | 0:00:00.088999 | 0:00:00.035002 | 0:00:00.088999 |\n", "| Average | 1.0 | 0:00:00.076000 | 0:00:00.039250 | 0:00:00.057625 |\n", "| Std Dev. | 0.0 | 0.012039231994929265 | 0.007530389364763839 | 0.020939472803546327 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| 5 | 0.0 | 0:00:00.057005 | 0:00:00.029998 | 0:00:00.057005 |\n", "| 15 | 0.0 | 0:00:00.082999 | 0:00:00.041999 | 0:00:00.082999 |\n", "| 30 | 0.0 | 0:00:00.074998 | 0:00:00.050003 | 0:00:00.074998 |\n", "| 45 | 0.0 | 0:00:00.088999 | 0:00:00.035002 | 0:00:00.088999 |\n", "| Average | 0.0 | 0:00:00.076000 | 0:00:00.039250 | 0:00:00.057625 |\n", "| Std Dev. | 0.0 | 0.012039231994929265 | 0.007530389364763839 | 0.020939472803546327 |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "###############\n", "k 5\n", "k 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.071000 | 0:00:00.029001 | 0:00:00.071000 |\n", "| 15 | 1.0 | 0:00:00.076002 | 0:00:00.038999 | 0:00:00.076002 |\n", "| 30 | 1.0 | 0:00:00.061999 | 0:00:00.033001 | 0:00:00.061999 |\n", "| 45 | 1.0 | 0:00:00.079999 | 0:00:00.035999 | 0:00:00.079999 |\n", "| Average | 1.0 | 0:00:00.072250 | 0:00:00.034250 | 0:00:00.053250 |\n", "| Std Dev. | 0.0 | 0.006722690772672977 | 0.003698709295239714 | 0.01975945704702755 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.071000 | 0:00:00.029001 | 0:00:00.071000 |\n", "| 15 | 1.0 | 0:00:00.076002 | 0:00:00.038999 | 0:00:00.076002 |\n", "| 30 | 1.0 | 0:00:00.061999 | 0:00:00.033001 | 0:00:00.061999 |\n", "| 45 | 1.0 | 0:00:00.079999 | 0:00:00.035999 | 0:00:00.079999 |\n", "| Average | 1.0 | 0:00:00.072250 | 0:00:00.034250 | 0:00:00.053250 |\n", "| Std Dev. | 0.0 | 0.006722690772672977 | 0.003698709295239714 | 0.01975945704702755 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.071000 | 0:00:00.029001 | 0:00:00.071000 |\n", "| 15 | 1.0 | 0:00:00.076002 | 0:00:00.038999 | 0:00:00.076002 |\n", "| 30 | 1.0 | 0:00:00.061999 | 0:00:00.033001 | 0:00:00.061999 |\n", "| 45 | 1.0 | 0:00:00.079999 | 0:00:00.035999 | 0:00:00.079999 |\n", "| Average | 1.0 | 0:00:00.072250 | 0:00:00.034250 | 0:00:00.053250 |\n", "| Std Dev. | 0.0 | 0.006722690772672977 | 0.003698709295239714 | 0.01975945704702755 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.071000 | 0:00:00.029001 | 0:00:00.071000 |\n", "| 15 | 1.0 | 0:00:00.076002 | 0:00:00.038999 | 0:00:00.076002 |\n", "| 30 | 1.0 | 0:00:00.061999 | 0:00:00.033001 | 0:00:00.061999 |\n", "| 45 | 1.0 | 0:00:00.079999 | 0:00:00.035999 | 0:00:00.079999 |\n", "| Average | 1.0 | 0:00:00.072250 | 0:00:00.034250 | 0:00:00.053250 |\n", "| Std Dev. | 0.0 | 0.006722690772672977 | 0.003698709295239714 | 0.01975945704702755 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.071000 | 0:00:00.029001 | 0:00:00.071000 |\n", "| 15 | 1.0 | 0:00:00.076002 | 0:00:00.038999 | 0:00:00.076002 |\n", "| 30 | 1.0 | 0:00:00.061999 | 0:00:00.033001 | 0:00:00.061999 |\n", "| 45 | 1.0 | 0:00:00.079999 | 0:00:00.035999 | 0:00:00.079999 |\n", "| Average | 1.0 | 0:00:00.072250 | 0:00:00.034250 | 0:00:00.053250 |\n", "| Std Dev. | 0.0 | 0.006722690772672977 | 0.003698709295239714 | 0.01975945704702755 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.071000 | 0:00:00.029001 | 0:00:00.071000 |\n", "| 15 | 1.0 | 0:00:00.076002 | 0:00:00.038999 | 0:00:00.076002 |\n", "| 30 | 1.0 | 0:00:00.061999 | 0:00:00.033001 | 0:00:00.061999 |\n", "| 45 | 1.0 | 0:00:00.079999 | 0:00:00.035999 | 0:00:00.079999 |\n", "| Average | 1.0 | 0:00:00.072250 | 0:00:00.034250 | 0:00:00.053250 |\n", "| Std Dev. | 0.0 | 0.006722690772672977 | 0.003698709295239714 | 0.01975945704702755 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.071000 | 0:00:00.029001 | 0:00:00.071000 |\n", "| 15 | 1.0 | 0:00:00.076002 | 0:00:00.038999 | 0:00:00.076002 |\n", "| 30 | 1.0 | 0:00:00.061999 | 0:00:00.033001 | 0:00:00.061999 |\n", "| 45 | 1.0 | 0:00:00.079999 | 0:00:00.035999 | 0:00:00.079999 |\n", "| Average | 1.0 | 0:00:00.072250 | 0:00:00.034250 | 0:00:00.053250 |\n", "| Std Dev. | 0.0 | 0.006722690772672977 | 0.003698709295239714 | 0.01975945704702755 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.071000 | 0:00:00.029001 | 0:00:00.071000 |\n", "| 15 | 1.0 | 0:00:00.076002 | 0:00:00.038999 | 0:00:00.076002 |\n", "| 30 | 1.0 | 0:00:00.061999 | 0:00:00.033001 | 0:00:00.061999 |\n", "| 45 | 1.0 | 0:00:00.079999 | 0:00:00.035999 | 0:00:00.079999 |\n", "| Average | 1.0 | 0:00:00.072250 | 0:00:00.034250 | 0:00:00.053250 |\n", "| Std Dev. | 0.0 | 0.006722690772672977 | 0.003698709295239714 | 0.01975945704702755 |\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.071000 | 0:00:00.029001 | 0:00:00.071000 |\n", "| 15 | 1.0 | 0:00:00.076002 | 0:00:00.038999 | 0:00:00.076002 |\n", "| 30 | 1.0 | 0:00:00.061999 | 0:00:00.033001 | 0:00:00.061999 |\n", "| 45 | 1.0 | 0:00:00.079999 | 0:00:00.035999 | 0:00:00.079999 |\n", "| Average | 1.0 | 0:00:00.072250 | 0:00:00.034250 | 0:00:00.053250 |\n", "| Std Dev. | 0.0 | 0.006722690772672977 | 0.003698709295239714 | 0.01975945704702755 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "| 5 | 0.0 | 0:00:00.071000 | 0:00:00.029001 | 0:00:00.071000 |\n", "| 15 | 0.0 | 0:00:00.076002 | 0:00:00.038999 | 0:00:00.076002 |\n", "| 30 | 0.0 | 0:00:00.061999 | 0:00:00.033001 | 0:00:00.061999 |\n", "| 45 | 0.0 | 0:00:00.079999 | 0:00:00.035999 | 0:00:00.079999 |\n", "| Average | 0.0 | 0:00:00.072250 | 0:00:00.034250 | 0:00:00.053250 |\n", "| Std Dev. | 0.0 | 0.006722690772672977 | 0.003698709295239714 | 0.01975945704702755 |\n", "+----------+-----+----------------------+----------------------+---------------------+\n", "###############\n", "k 5\n", "k 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.064000 | 0:00:00.035002 | 0:00:00.064000 |\n", "| 15 | 1.0 | 0:00:00.059000 | 0:00:00.034999 | 0:00:00.059000 |\n", "| 30 | 1.0 | 0:00:00.068002 | 0:00:00.033997 | 0:00:00.068002 |\n", "| 45 | 1.0 | 0:00:00.076004 | 0:00:00.042997 | 0:00:00.076004 |\n", "| Average | 1.0 | 0:00:00.066752 | 0:00:00.036749 | 0:00:00.051750 |\n", "| Std Dev. | 0.0 | 0.006221252077044403 | 0.003630774372959466 | 0.015842642292361393 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.064000 | 0:00:00.035002 | 0:00:00.064000 |\n", "| 15 | 1.0 | 0:00:00.059000 | 0:00:00.034999 | 0:00:00.059000 |\n", "| 30 | 1.0 | 0:00:00.068002 | 0:00:00.033997 | 0:00:00.068002 |\n", "| 45 | 1.0 | 0:00:00.076004 | 0:00:00.042997 | 0:00:00.076004 |\n", "| Average | 1.0 | 0:00:00.066752 | 0:00:00.036749 | 0:00:00.051750 |\n", "| Std Dev. | 0.0 | 0.006221252077044403 | 0.003630774372959466 | 0.015842642292361393 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.064000 | 0:00:00.035002 | 0:00:00.064000 |\n", "| 15 | 1.0 | 0:00:00.059000 | 0:00:00.034999 | 0:00:00.059000 |\n", "| 30 | 1.0 | 0:00:00.068002 | 0:00:00.033997 | 0:00:00.068002 |\n", "| 45 | 1.0 | 0:00:00.076004 | 0:00:00.042997 | 0:00:00.076004 |\n", "| Average | 1.0 | 0:00:00.066752 | 0:00:00.036749 | 0:00:00.051750 |\n", "| Std Dev. | 0.0 | 0.006221252077044403 | 0.003630774372959466 | 0.015842642292361393 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.064000 | 0:00:00.035002 | 0:00:00.064000 |\n", "| 15 | 1.0 | 0:00:00.059000 | 0:00:00.034999 | 0:00:00.059000 |\n", "| 30 | 1.0 | 0:00:00.068002 | 0:00:00.033997 | 0:00:00.068002 |\n", "| 45 | 1.0 | 0:00:00.076004 | 0:00:00.042997 | 0:00:00.076004 |\n", "| Average | 1.0 | 0:00:00.066752 | 0:00:00.036749 | 0:00:00.051750 |\n", "| Std Dev. | 0.0 | 0.006221252077044403 | 0.003630774372959466 | 0.015842642292361393 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.064000 | 0:00:00.035002 | 0:00:00.064000 |\n", "| 15 | 1.0 | 0:00:00.059000 | 0:00:00.034999 | 0:00:00.059000 |\n", "| 30 | 1.0 | 0:00:00.068002 | 0:00:00.033997 | 0:00:00.068002 |\n", "| 45 | 1.0 | 0:00:00.076004 | 0:00:00.042997 | 0:00:00.076004 |\n", "| Average | 1.0 | 0:00:00.066752 | 0:00:00.036749 | 0:00:00.051750 |\n", "| Std Dev. | 0.0 | 0.006221252077044403 | 0.003630774372959466 | 0.015842642292361393 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.064000 | 0:00:00.035002 | 0:00:00.064000 |\n", "| 15 | 1.0 | 0:00:00.059000 | 0:00:00.034999 | 0:00:00.059000 |\n", "| 30 | 1.0 | 0:00:00.068002 | 0:00:00.033997 | 0:00:00.068002 |\n", "| 45 | 1.0 | 0:00:00.076004 | 0:00:00.042997 | 0:00:00.076004 |\n", "| Average | 1.0 | 0:00:00.066752 | 0:00:00.036749 | 0:00:00.051750 |\n", "| Std Dev. | 0.0 | 0.006221252077044403 | 0.003630774372959466 | 0.015842642292361393 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.064000 | 0:00:00.035002 | 0:00:00.064000 |\n", "| 15 | 1.0 | 0:00:00.059000 | 0:00:00.034999 | 0:00:00.059000 |\n", "| 30 | 1.0 | 0:00:00.068002 | 0:00:00.033997 | 0:00:00.068002 |\n", "| 45 | 1.0 | 0:00:00.076004 | 0:00:00.042997 | 0:00:00.076004 |\n", "| Average | 1.0 | 0:00:00.066752 | 0:00:00.036749 | 0:00:00.051750 |\n", "| Std Dev. | 0.0 | 0.006221252077044403 | 0.003630774372959466 | 0.015842642292361393 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.064000 | 0:00:00.035002 | 0:00:00.064000 |\n", "| 15 | 1.0 | 0:00:00.059000 | 0:00:00.034999 | 0:00:00.059000 |\n", "| 30 | 1.0 | 0:00:00.068002 | 0:00:00.033997 | 0:00:00.068002 |\n", "| 45 | 1.0 | 0:00:00.076004 | 0:00:00.042997 | 0:00:00.076004 |\n", "| Average | 1.0 | 0:00:00.066752 | 0:00:00.036749 | 0:00:00.051750 |\n", "| Std Dev. | 0.0 | 0.006221252077044403 | 0.003630774372959466 | 0.015842642292361393 |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.064000 | 0:00:00.035002 | 0:00:00.064000 |\n", "| 15 | 1.0 | 0:00:00.059000 | 0:00:00.034999 | 0:00:00.059000 |\n", "| 30 | 1.0 | 0:00:00.068002 | 0:00:00.033997 | 0:00:00.068002 |\n", "| 45 | 1.0 | 0:00:00.076004 | 0:00:00.042997 | 0:00:00.076004 |\n", "| Average | 1.0 | 0:00:00.066752 | 0:00:00.036749 | 0:00:00.051750 |\n", "| Std Dev. | 0.0 | 0.006221252077044403 | 0.003630774372959466 | 0.015842642292361393 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| 5 | 0.0 | 0:00:00.064000 | 0:00:00.035002 | 0:00:00.064000 |\n", "| 15 | 0.0 | 0:00:00.059000 | 0:00:00.034999 | 0:00:00.059000 |\n", "| 30 | 0.0 | 0:00:00.068002 | 0:00:00.033997 | 0:00:00.068002 |\n", "| 45 | 0.0 | 0:00:00.076004 | 0:00:00.042997 | 0:00:00.076004 |\n", "| Average | 0.0 | 0:00:00.066752 | 0:00:00.036749 | 0:00:00.051750 |\n", "| Std Dev. | 0.0 | 0.006221252077044403 | 0.003630774372959466 | 0.015842642292361393 |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "###############\n", "k 5\n", "k 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.056000 | 0:00:00.027998 | 0:00:00.056000 |\n", "| 15 | 1.0 | 0:00:00.057999 | 0:00:00.033003 | 0:00:00.057999 |\n", "| 30 | 1.0 | 0:00:00.059997 | 0:00:00.033000 | 0:00:00.059997 |\n", "| 45 | 1.0 | 0:00:00.069001 | 0:00:00.032999 | 0:00:00.069001 |\n", "| Average | 1.0 | 0:00:00.060750 | 0:00:00.031750 | 0:00:00.046250 |\n", "| Std Dev. | 0.0 | 0.004969125510791928 | 0.0021662835261819563 | 0.01499793141903876 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.056000 | 0:00:00.027998 | 0:00:00.056000 |\n", "| 15 | 1.0 | 0:00:00.057999 | 0:00:00.033003 | 0:00:00.057999 |\n", "| 30 | 1.0 | 0:00:00.059997 | 0:00:00.033000 | 0:00:00.059997 |\n", "| 45 | 1.0 | 0:00:00.069001 | 0:00:00.032999 | 0:00:00.069001 |\n", "| Average | 1.0 | 0:00:00.060750 | 0:00:00.031750 | 0:00:00.046250 |\n", "| Std Dev. | 0.0 | 0.004969125510791928 | 0.0021662835261819563 | 0.01499793141903876 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.056000 | 0:00:00.027998 | 0:00:00.056000 |\n", "| 15 | 1.0 | 0:00:00.057999 | 0:00:00.033003 | 0:00:00.057999 |\n", "| 30 | 1.0 | 0:00:00.059997 | 0:00:00.033000 | 0:00:00.059997 |\n", "| 45 | 1.0 | 0:00:00.069001 | 0:00:00.032999 | 0:00:00.069001 |\n", "| Average | 1.0 | 0:00:00.060750 | 0:00:00.031750 | 0:00:00.046250 |\n", "| Std Dev. | 0.0 | 0.004969125510791928 | 0.0021662835261819563 | 0.01499793141903876 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.056000 | 0:00:00.027998 | 0:00:00.056000 |\n", "| 15 | 1.0 | 0:00:00.057999 | 0:00:00.033003 | 0:00:00.057999 |\n", "| 30 | 1.0 | 0:00:00.059997 | 0:00:00.033000 | 0:00:00.059997 |\n", "| 45 | 1.0 | 0:00:00.069001 | 0:00:00.032999 | 0:00:00.069001 |\n", "| Average | 1.0 | 0:00:00.060750 | 0:00:00.031750 | 0:00:00.046250 |\n", "| Std Dev. | 0.0 | 0.004969125510791928 | 0.0021662835261819563 | 0.01499793141903876 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.056000 | 0:00:00.027998 | 0:00:00.056000 |\n", "| 15 | 1.0 | 0:00:00.057999 | 0:00:00.033003 | 0:00:00.057999 |\n", "| 30 | 1.0 | 0:00:00.059997 | 0:00:00.033000 | 0:00:00.059997 |\n", "| 45 | 1.0 | 0:00:00.069001 | 0:00:00.032999 | 0:00:00.069001 |\n", "| Average | 1.0 | 0:00:00.060750 | 0:00:00.031750 | 0:00:00.046250 |\n", "| Std Dev. | 0.0 | 0.004969125510791928 | 0.0021662835261819563 | 0.01499793141903876 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.056000 | 0:00:00.027998 | 0:00:00.056000 |\n", "| 15 | 1.0 | 0:00:00.057999 | 0:00:00.033003 | 0:00:00.057999 |\n", "| 30 | 1.0 | 0:00:00.059997 | 0:00:00.033000 | 0:00:00.059997 |\n", "| 45 | 1.0 | 0:00:00.069001 | 0:00:00.032999 | 0:00:00.069001 |\n", "| Average | 1.0 | 0:00:00.060750 | 0:00:00.031750 | 0:00:00.046250 |\n", "| Std Dev. | 0.0 | 0.004969125510791928 | 0.0021662835261819563 | 0.01499793141903876 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.056000 | 0:00:00.027998 | 0:00:00.056000 |\n", "| 15 | 1.0 | 0:00:00.057999 | 0:00:00.033003 | 0:00:00.057999 |\n", "| 30 | 1.0 | 0:00:00.059997 | 0:00:00.033000 | 0:00:00.059997 |\n", "| 45 | 1.0 | 0:00:00.069001 | 0:00:00.032999 | 0:00:00.069001 |\n", "| Average | 1.0 | 0:00:00.060750 | 0:00:00.031750 | 0:00:00.046250 |\n", "| Std Dev. | 0.0 | 0.004969125510791928 | 0.0021662835261819563 | 0.01499793141903876 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.056000 | 0:00:00.027998 | 0:00:00.056000 |\n", "| 15 | 1.0 | 0:00:00.057999 | 0:00:00.033003 | 0:00:00.057999 |\n", "| 30 | 1.0 | 0:00:00.059997 | 0:00:00.033000 | 0:00:00.059997 |\n", "| 45 | 1.0 | 0:00:00.069001 | 0:00:00.032999 | 0:00:00.069001 |\n", "| Average | 1.0 | 0:00:00.060750 | 0:00:00.031750 | 0:00:00.046250 |\n", "| Std Dev. | 0.0 | 0.004969125510791928 | 0.0021662835261819563 | 0.01499793141903876 |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.056000 | 0:00:00.027998 | 0:00:00.056000 |\n", "| 15 | 1.0 | 0:00:00.057999 | 0:00:00.033003 | 0:00:00.057999 |\n", "| 30 | 1.0 | 0:00:00.059997 | 0:00:00.033000 | 0:00:00.059997 |\n", "| 45 | 1.0 | 0:00:00.069001 | 0:00:00.032999 | 0:00:00.069001 |\n", "| Average | 1.0 | 0:00:00.060750 | 0:00:00.031750 | 0:00:00.046250 |\n", "| Std Dev. | 0.0 | 0.004969125510791928 | 0.0021662835261819563 | 0.01499793141903876 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| 5 | 0.0 | 0:00:00.056000 | 0:00:00.027998 | 0:00:00.056000 |\n", "| 15 | 0.0 | 0:00:00.057999 | 0:00:00.033003 | 0:00:00.057999 |\n", "| 30 | 0.0 | 0:00:00.059997 | 0:00:00.033000 | 0:00:00.059997 |\n", "| 45 | 0.0 | 0:00:00.069001 | 0:00:00.032999 | 0:00:00.069001 |\n", "| Average | 0.0 | 0:00:00.060750 | 0:00:00.031750 | 0:00:00.046250 |\n", "| Std Dev. | 0.0 | 0.004969125510791928 | 0.0021662835261819563 | 0.01499793141903876 |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "###############\n", "k 5\n", "k 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+-----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.062000 | 0:00:00.039002 | 0:00:00.062000 |\n", "| 15 | 1.0 | 0:00:00.064033 | 0:00:00.036965 | 0:00:00.064033 |\n", "| 30 | 1.0 | 0:00:00.063001 | 0:00:00.031002 | 0:00:00.063001 |\n", "| 45 | 1.0 | 0:00:00.069000 | 0:00:00.038999 | 0:00:00.069000 |\n", "| Average | 1.0 | 0:00:00.064509 | 0:00:00.036492 | 0:00:00.050500 |\n", "| Std Dev. | 0.0 | 0.0026907529774802667 | 0.003276909258632596 | 0.014325658540823712 |\n", "+----------+----------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.062000 | 0:00:00.039002 | 0:00:00.062000 |\n", "| 15 | 1.0 | 0:00:00.064033 | 0:00:00.036965 | 0:00:00.064033 |\n", "| 30 | 1.0 | 0:00:00.063001 | 0:00:00.031002 | 0:00:00.063001 |\n", "| 45 | 1.0 | 0:00:00.069000 | 0:00:00.038999 | 0:00:00.069000 |\n", "| Average | 1.0 | 0:00:00.064509 | 0:00:00.036492 | 0:00:00.050500 |\n", "| Std Dev. | 0.0 | 0.0026907529774802667 | 0.003276909258632596 | 0.014325658540823712 |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.062000 | 0:00:00.039002 | 0:00:00.062000 |\n", "| 15 | 1.0 | 0:00:00.064033 | 0:00:00.036965 | 0:00:00.064033 |\n", "| 30 | 1.0 | 0:00:00.063001 | 0:00:00.031002 | 0:00:00.063001 |\n", "| 45 | 1.0 | 0:00:00.069000 | 0:00:00.038999 | 0:00:00.069000 |\n", "| Average | 1.0 | 0:00:00.064509 | 0:00:00.036492 | 0:00:00.050500 |\n", "| Std Dev. | 0.0 | 0.0026907529774802667 | 0.003276909258632596 | 0.014325658540823712 |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.062000 | 0:00:00.039002 | 0:00:00.062000 |\n", "| 15 | 1.0 | 0:00:00.064033 | 0:00:00.036965 | 0:00:00.064033 |\n", "| 30 | 1.0 | 0:00:00.063001 | 0:00:00.031002 | 0:00:00.063001 |\n", "| 45 | 1.0 | 0:00:00.069000 | 0:00:00.038999 | 0:00:00.069000 |\n", "| Average | 1.0 | 0:00:00.064509 | 0:00:00.036492 | 0:00:00.050500 |\n", "| Std Dev. | 0.0 | 0.0026907529774802667 | 0.003276909258632596 | 0.014325658540823712 |\n", "+----------+--------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+-----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.062000 | 0:00:00.039002 | 0:00:00.062000 |\n", "| 15 | 1.0 | 0:00:00.064033 | 0:00:00.036965 | 0:00:00.064033 |\n", "| 30 | 1.0 | 0:00:00.063001 | 0:00:00.031002 | 0:00:00.063001 |\n", "| 45 | 1.0 | 0:00:00.069000 | 0:00:00.038999 | 0:00:00.069000 |\n", "| Average | 1.0 | 0:00:00.064509 | 0:00:00.036492 | 0:00:00.050500 |\n", "| Std Dev. | 0.0 | 0.0026907529774802667 | 0.003276909258632596 | 0.014325658540823712 |\n", "+----------+--------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.062000 | 0:00:00.039002 | 0:00:00.062000 |\n", "| 15 | 1.0 | 0:00:00.064033 | 0:00:00.036965 | 0:00:00.064033 |\n", "| 30 | 1.0 | 0:00:00.063001 | 0:00:00.031002 | 0:00:00.063001 |\n", "| 45 | 1.0 | 0:00:00.069000 | 0:00:00.038999 | 0:00:00.069000 |\n", "| Average | 1.0 | 0:00:00.064509 | 0:00:00.036492 | 0:00:00.050500 |\n", "| Std Dev. | 0.0 | 0.0026907529774802667 | 0.003276909258632596 | 0.014325658540823712 |\n", "+----------+-----------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.062000 | 0:00:00.039002 | 0:00:00.062000 |\n", "| 15 | 1.0 | 0:00:00.064033 | 0:00:00.036965 | 0:00:00.064033 |\n", "| 30 | 1.0 | 0:00:00.063001 | 0:00:00.031002 | 0:00:00.063001 |\n", "| 45 | 1.0 | 0:00:00.069000 | 0:00:00.038999 | 0:00:00.069000 |\n", "| Average | 1.0 | 0:00:00.064509 | 0:00:00.036492 | 0:00:00.050500 |\n", "| Std Dev. | 0.0 | 0.0026907529774802667 | 0.003276909258632596 | 0.014325658540823712 |\n", "+----------+-----------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+-----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+-----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.062000 | 0:00:00.039002 | 0:00:00.062000 |\n", "| 15 | 1.0 | 0:00:00.064033 | 0:00:00.036965 | 0:00:00.064033 |\n", "| 30 | 1.0 | 0:00:00.063001 | 0:00:00.031002 | 0:00:00.063001 |\n", "| 45 | 1.0 | 0:00:00.069000 | 0:00:00.038999 | 0:00:00.069000 |\n", "| Average | 1.0 | 0:00:00.064509 | 0:00:00.036492 | 0:00:00.050500 |\n", "| Std Dev. | 0.0 | 0.0026907529774802667 | 0.003276909258632596 | 0.014325658540823712 |\n", "+----------+-----+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+-----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.062000 | 0:00:00.039002 | 0:00:00.062000 |\n", "| 15 | 1.0 | 0:00:00.064033 | 0:00:00.036965 | 0:00:00.064033 |\n", "| 30 | 1.0 | 0:00:00.063001 | 0:00:00.031002 | 0:00:00.063001 |\n", "| 45 | 1.0 | 0:00:00.069000 | 0:00:00.038999 | 0:00:00.069000 |\n", "| Average | 1.0 | 0:00:00.064509 | 0:00:00.036492 | 0:00:00.050500 |\n", "| Std Dev. | 0.0 | 0.0026907529774802667 | 0.003276909258632596 | 0.014325658540823712 |\n", "+----------+-----------------------+-----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+-----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+-----------------------+----------------------+----------------------+\n", "| 5 | 0.0 | 0:00:00.062000 | 0:00:00.039002 | 0:00:00.062000 |\n", "| 15 | 0.0 | 0:00:00.064033 | 0:00:00.036965 | 0:00:00.064033 |\n", "| 30 | 0.0 | 0:00:00.063001 | 0:00:00.031002 | 0:00:00.063001 |\n", "| 45 | 0.0 | 0:00:00.069000 | 0:00:00.038999 | 0:00:00.069000 |\n", "| Average | 0.0 | 0:00:00.064509 | 0:00:00.036492 | 0:00:00.050500 |\n", "| Std Dev. | 0.0 | 0.0026907529774802667 | 0.003276909258632596 | 0.014325658540823712 |\n", "+----------+-----+-----------------------+----------------------+----------------------+\n", "###############\n", "k 5\n", "k 15\n", "k 30\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.055000 | 0:00:00.028000 | 0:00:00.055000 |\n", "| 15 | 0.9697 | 0:00:00.054000 | 0:00:00.035002 | 0:00:00.054000 |\n", "| 30 | 0.8788 | 0:00:00.067998 | 0:00:00.033000 | 0:00:00.067998 |\n", "| 45 | 0.7576 | 0:00:00.081000 | 0:00:00.033000 | 0:00:00.081000 |\n", "| Average | 0.9015 | 0:00:00.064499 | 0:00:00.032250 | 0:00:00.048375 |\n", "| Std Dev. | 0.0943 | 0.011011222796576497 | 0.002586374399962244 | 0.01799911719053291 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.055000 | 0:00:00.028000 | 0:00:00.055000 |\n", "| 15 | 0.8333 | 0:00:00.054000 | 0:00:00.035002 | 0:00:00.054000 |\n", "| 30 | 0.5714 | 0:00:00.067998 | 0:00:00.033000 | 0:00:00.067998 |\n", "| 45 | 0.5714 | 0:00:00.081000 | 0:00:00.033000 | 0:00:00.081000 |\n", "| Average | 0.744 | 0:00:00.064499 | 0:00:00.032250 | 0:00:00.048375 |\n", "| Std Dev. | 0.1824 | 0.011011222796576497 | 0.002586374399962244 | 0.01799911719053291 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.055000 | 0:00:00.028000 | 0:00:00.055000 |\n", "| 15 | 0.9697 | 0:00:00.054000 | 0:00:00.035002 | 0:00:00.054000 |\n", "| 30 | 0.8788 | 0:00:00.067998 | 0:00:00.033000 | 0:00:00.067998 |\n", "| 45 | 0.7576 | 0:00:00.081000 | 0:00:00.033000 | 0:00:00.081000 |\n", "| Average | 0.9015 | 0:00:00.064499 | 0:00:00.032250 | 0:00:00.048375 |\n", "| Std Dev. | 0.0943 | 0.011011222796576497 | 0.002586374399962244 | 0.01799911719053291 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.055000 | 0:00:00.028000 | 0:00:00.055000 |\n", "| 15 | 0.75 | 0:00:00.054000 | 0:00:00.035002 | 0:00:00.054000 |\n", "| 30 | 0.5179 | 0:00:00.067998 | 0:00:00.033000 | 0:00:00.067998 |\n", "| 45 | 0.4464 | 0:00:00.081000 | 0:00:00.033000 | 0:00:00.081000 |\n", "| Average | 0.6786 | 0:00:00.064499 | 0:00:00.032250 | 0:00:00.048375 |\n", "| Std Dev. | 0.2169 | 0.011011222796576497 | 0.002586374399962244 | 0.01799911719053291 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.055000 | 0:00:00.028000 | 0:00:00.055000 |\n", "| 15 | 0.9697 | 0:00:00.054000 | 0:00:00.035002 | 0:00:00.054000 |\n", "| 30 | 0.8788 | 0:00:00.067998 | 0:00:00.033000 | 0:00:00.067998 |\n", "| 45 | 0.7576 | 0:00:00.081000 | 0:00:00.033000 | 0:00:00.081000 |\n", "| Average | 0.9015 | 0:00:00.064499 | 0:00:00.032250 | 0:00:00.048375 |\n", "| Std Dev. | 0.0943 | 0.011011222796576497 | 0.002586374399962244 | 0.01799911719053291 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.055000 | 0:00:00.028000 | 0:00:00.055000 |\n", "| 15 | 0.7778 | 0:00:00.054000 | 0:00:00.035002 | 0:00:00.054000 |\n", "| 30 | 0.5415 | 0:00:00.067998 | 0:00:00.033000 | 0:00:00.067998 |\n", "| 45 | 0.4861 | 0:00:00.081000 | 0:00:00.033000 | 0:00:00.081000 |\n", "| Average | 0.7013 | 0:00:00.064499 | 0:00:00.032250 | 0:00:00.048375 |\n", "| Std Dev. | 0.2043 | 0.011011222796576497 | 0.002586374399962244 | 0.01799911719053291 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.055000 | 0:00:00.028000 | 0:00:00.055000 |\n", "| 15 | 0.9697 | 0:00:00.054000 | 0:00:00.035002 | 0:00:00.054000 |\n", "| 30 | 0.8788 | 0:00:00.067998 | 0:00:00.033000 | 0:00:00.067998 |\n", "| 45 | 0.7576 | 0:00:00.081000 | 0:00:00.033000 | 0:00:00.081000 |\n", "| Average | 0.9015 | 0:00:00.064499 | 0:00:00.032250 | 0:00:00.048375 |\n", "| Std Dev. | 0.0943 | 0.011011222796576497 | 0.002586374399962244 | 0.01799911719053291 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.055000 | 0:00:00.028000 | 0:00:00.055000 |\n", "| 15 | 0.9827 | 0:00:00.054000 | 0:00:00.035002 | 0:00:00.054000 |\n", "| 30 | 0.9307 | 0:00:00.067998 | 0:00:00.033000 | 0:00:00.067998 |\n", "| 45 | 0.8615 | 0:00:00.081000 | 0:00:00.033000 | 0:00:00.081000 |\n", "| Average | 0.9437 | 0:00:00.064499 | 0:00:00.032250 | 0:00:00.048375 |\n", "| Std Dev. | 0.0539 | 0.011011222796576497 | 0.002586374399962244 | 0.01799911719053291 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.055000 | 0:00:00.028000 | 0:00:00.055000 |\n", "| 15 | 0.9441 | 0:00:00.054000 | 0:00:00.035002 | 0:00:00.054000 |\n", "| 30 | 0.7874 | 0:00:00.067998 | 0:00:00.033000 | 0:00:00.067998 |\n", "| 45 | 0.6042 | 0:00:00.081000 | 0:00:00.033000 | 0:00:00.081000 |\n", "| Average | 0.8339 | 0:00:00.064499 | 0:00:00.032250 | 0:00:00.048375 |\n", "| Std Dev. | 0.1538 | 0.011011222796576497 | 0.002586374399962244 | 0.01799911719053291 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 5 | 0.0 | 0:00:00.055000 | 0:00:00.028000 | 0:00:00.055000 |\n", "| 15 | 0.0303 | 0:00:00.054000 | 0:00:00.035002 | 0:00:00.054000 |\n", "| 30 | 0.1212 | 0:00:00.067998 | 0:00:00.033000 | 0:00:00.067998 |\n", "| 45 | 0.2424 | 0:00:00.081000 | 0:00:00.033000 | 0:00:00.081000 |\n", "| Average | 0.0985 | 0:00:00.064499 | 0:00:00.032250 | 0:00:00.048375 |\n", "| Std Dev. | 0.0943 | 0.011011222796576497 | 0.002586374399962244 | 0.01799911719053291 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6, 7: 7}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.6061 | 0:00:00.068002 | 0:00:00.029002 | 0:00:00.068002 |\n", "| 15 | 0.5152 | 0:00:00.055000 | 0:00:00.037998 | 0:00:00.055000 |\n", "| 30 | 0.3939 | 0:00:00.053999 | 0:00:00.032001 | 0:00:00.053999 |\n", "| 45 | 0.3939 | 0:00:00.068002 | 0:00:00.037999 | 0:00:00.068002 |\n", "| Average | 0.4773 | 0:00:00.061251 | 0:00:00.034250 | 0:00:00.047750 |\n", "| Std Dev. | 0.0893 | 0.006760511235945152 | 0.0038956045102347464 | 0.014584152377086537 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.6234 | 0:00:00.068002 | 0:00:00.029002 | 0:00:00.068002 |\n", "| 15 | 0.5079 | 0:00:00.055000 | 0:00:00.037998 | 0:00:00.055000 |\n", "| 30 | 0.3333 | 0:00:00.053999 | 0:00:00.032001 | 0:00:00.053999 |\n", "| 45 | 0.3333 | 0:00:00.068002 | 0:00:00.037999 | 0:00:00.068002 |\n", "| Average | 0.4495 | 0:00:00.061251 | 0:00:00.034250 | 0:00:00.047750 |\n", "| Std Dev. | 0.1231 | 0.006760511235945152 | 0.0038956045102347464 | 0.014584152377086537 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.6061 | 0:00:00.068002 | 0:00:00.029002 | 0:00:00.068002 |\n", "| 15 | 0.5152 | 0:00:00.055000 | 0:00:00.037998 | 0:00:00.055000 |\n", "| 30 | 0.3939 | 0:00:00.053999 | 0:00:00.032001 | 0:00:00.053999 |\n", "| 45 | 0.3939 | 0:00:00.068002 | 0:00:00.037999 | 0:00:00.068002 |\n", "| Average | 0.4773 | 0:00:00.061251 | 0:00:00.034250 | 0:00:00.047750 |\n", "| Std Dev. | 0.0893 | 0.006760511235945152 | 0.0038956045102347464 | 0.014584152377086537 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.5952 | 0:00:00.068002 | 0:00:00.029002 | 0:00:00.068002 |\n", "| 15 | 0.4881 | 0:00:00.055000 | 0:00:00.037998 | 0:00:00.055000 |\n", "| 30 | 0.3571 | 0:00:00.053999 | 0:00:00.032001 | 0:00:00.053999 |\n", "| 45 | 0.3571 | 0:00:00.068002 | 0:00:00.037999 | 0:00:00.068002 |\n", "| Average | 0.4494 | 0:00:00.061251 | 0:00:00.034250 | 0:00:00.047750 |\n", "| Std Dev. | 0.0997 | 0.006760511235945152 | 0.0038956045102347464 | 0.014584152377086537 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.6061 | 0:00:00.068002 | 0:00:00.029002 | 0:00:00.068002 |\n", "| 15 | 0.5152 | 0:00:00.055000 | 0:00:00.037998 | 0:00:00.055000 |\n", "| 30 | 0.3939 | 0:00:00.053999 | 0:00:00.032001 | 0:00:00.053999 |\n", "| 45 | 0.3939 | 0:00:00.068002 | 0:00:00.037999 | 0:00:00.068002 |\n", "| Average | 0.4773 | 0:00:00.061251 | 0:00:00.034250 | 0:00:00.047750 |\n", "| Std Dev. | 0.0893 | 0.006760511235945152 | 0.0038956045102347464 | 0.014584152377086537 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.5792 | 0:00:00.068002 | 0:00:00.029002 | 0:00:00.068002 |\n", "| 15 | 0.4574 | 0:00:00.055000 | 0:00:00.037998 | 0:00:00.055000 |\n", "| 30 | 0.3095 | 0:00:00.053999 | 0:00:00.032001 | 0:00:00.053999 |\n", "| 45 | 0.3095 | 0:00:00.068002 | 0:00:00.037999 | 0:00:00.068002 |\n", "| Average | 0.4139 | 0:00:00.061251 | 0:00:00.034250 | 0:00:00.047750 |\n", "| Std Dev. | 0.1129 | 0.006760511235945152 | 0.0038956045102347464 | 0.014584152377086537 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.6061 | 0:00:00.068002 | 0:00:00.029002 | 0:00:00.068002 |\n", "| 15 | 0.5152 | 0:00:00.055000 | 0:00:00.037998 | 0:00:00.055000 |\n", "| 30 | 0.3939 | 0:00:00.053999 | 0:00:00.032001 | 0:00:00.053999 |\n", "| 45 | 0.3939 | 0:00:00.068002 | 0:00:00.037999 | 0:00:00.068002 |\n", "| Average | 0.4773 | 0:00:00.061251 | 0:00:00.034250 | 0:00:00.047750 |\n", "| Std Dev. | 0.0893 | 0.006760511235945152 | 0.0038956045102347464 | 0.014584152377086537 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.7749 | 0:00:00.068002 | 0:00:00.029002 | 0:00:00.068002 |\n", "| 15 | 0.7229 | 0:00:00.055000 | 0:00:00.037998 | 0:00:00.055000 |\n", "| 30 | 0.6537 | 0:00:00.053999 | 0:00:00.032001 | 0:00:00.053999 |\n", "| 45 | 0.6537 | 0:00:00.068002 | 0:00:00.037999 | 0:00:00.068002 |\n", "| Average | 0.7013 | 0:00:00.061251 | 0:00:00.034250 | 0:00:00.047750 |\n", "| Std Dev. | 0.051 | 0.006760511235945152 | 0.0038956045102347464 | 0.014584152377086537 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.4166 | 0:00:00.068002 | 0:00:00.029002 | 0:00:00.068002 |\n", "| 15 | 0.326 | 0:00:00.055000 | 0:00:00.037998 | 0:00:00.055000 |\n", "| 30 | 0.2309 | 0:00:00.053999 | 0:00:00.032001 | 0:00:00.053999 |\n", "| 45 | 0.2309 | 0:00:00.068002 | 0:00:00.037999 | 0:00:00.068002 |\n", "| Average | 0.3011 | 0:00:00.061251 | 0:00:00.034250 | 0:00:00.047750 |\n", "| Std Dev. | 0.0771 | 0.006760511235945152 | 0.0038956045102347464 | 0.014584152377086537 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.3939 | 0:00:00.068002 | 0:00:00.029002 | 0:00:00.068002 |\n", "| 15 | 0.4848 | 0:00:00.055000 | 0:00:00.037998 | 0:00:00.055000 |\n", "| 30 | 0.6061 | 0:00:00.053999 | 0:00:00.032001 | 0:00:00.053999 |\n", "| 45 | 0.6061 | 0:00:00.068002 | 0:00:00.037999 | 0:00:00.068002 |\n", "| Average | 0.5227 | 0:00:00.061251 | 0:00:00.034250 | 0:00:00.047750 |\n", "| Std Dev. | 0.0893 | 0.006760511235945152 | 0.0038956045102347464 | 0.014584152377086537 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9341 | 0.1349 | 0:00:00.066701 | 0:00:00.033500 | 0:00:00.100201 |\n", "| 15 | 0.9132 | 0.1631 | 0:00:00.067703 | 0:00:00.036296 | 0:00:00.104000 |\n", "| 30 | 0.8743 | 0.1899 | 0:00:00.064400 | 0:00:00.034701 | 0:00:00.099100 |\n", "| 45 | 0.8534 | 0.1936 | 0:00:00.078800 | 0:00:00.036899 | 0:00:00.115700 |\n", "| Average | 0.8938 | 0.1704 | 0:00:00.069401 | 0:00:00.035349 | 0:00:00.104750 |\n", "| Std Dev. | 0.0317 | 0.0236 | 0.0055573167 | 0.0013358641 | 0.0065777543 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9321 | 0.1368 | 0:00:00.066701 | 0:00:00.033500 | 0:00:00.100201 |\n", "| 15 | 0.8845 | 0.1702 | 0:00:00.067703 | 0:00:00.036296 | 0:00:00.104000 |\n", "| 30 | 0.799 | 0.2444 | 0:00:00.064400 | 0:00:00.034701 | 0:00:00.099100 |\n", "| 45 | 0.783 | 0.2542 | 0:00:00.078800 | 0:00:00.036899 | 0:00:00.115700 |\n", "| Average | 0.8497 | 0.2014 | 0:00:00.069401 | 0:00:00.035349 | 0:00:00.104750 |\n", "| Std Dev. | 0.0613 | 0.0495 | 0.0055573167 | 0.0013358641 | 0.0065777543 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9341 | 0.1349 | 0:00:00.066701 | 0:00:00.033500 | 0:00:00.100201 |\n", "| 15 | 0.9132 | 0.1631 | 0:00:00.067703 | 0:00:00.036296 | 0:00:00.104000 |\n", "| 30 | 0.8743 | 0.1899 | 0:00:00.064400 | 0:00:00.034701 | 0:00:00.099100 |\n", "| 45 | 0.8534 | 0.1936 | 0:00:00.078800 | 0:00:00.036899 | 0:00:00.115700 |\n", "| Average | 0.8938 | 0.1704 | 0:00:00.069401 | 0:00:00.035349 | 0:00:00.104750 |\n", "| Std Dev. | 0.0317 | 0.0236 | 0.0055573167 | 0.0013358641 | 0.0065777543 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9196 | 0.1608 | 0:00:00.066701 | 0:00:00.033500 | 0:00:00.100201 |\n", "| 15 | 0.8605 | 0.1937 | 0:00:00.067703 | 0:00:00.036296 | 0:00:00.104000 |\n", "| 30 | 0.8074 | 0.238 | 0:00:00.064400 | 0:00:00.034701 | 0:00:00.099100 |\n", "| 45 | 0.7905 | 0.2478 | 0:00:00.078800 | 0:00:00.036899 | 0:00:00.115700 |\n", "| Average | 0.8445 | 0.2101 | 0:00:00.069401 | 0:00:00.035349 | 0:00:00.104750 |\n", "| Std Dev. | 0.0505 | 0.035 | 0.0055573167 | 0.0013358641 | 0.0065777543 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9341 | 0.1349 | 0:00:00.066701 | 0:00:00.033500 | 0:00:00.100201 |\n", "| 15 | 0.9132 | 0.1631 | 0:00:00.067703 | 0:00:00.036296 | 0:00:00.104000 |\n", "| 30 | 0.8743 | 0.1899 | 0:00:00.064400 | 0:00:00.034701 | 0:00:00.099100 |\n", "| 45 | 0.8534 | 0.1936 | 0:00:00.078800 | 0:00:00.036899 | 0:00:00.115700 |\n", "| Average | 0.8938 | 0.1704 | 0:00:00.069401 | 0:00:00.035349 | 0:00:00.104750 |\n", "| Std Dev. | 0.0317 | 0.0236 | 0.0055573167 | 0.0013358641 | 0.0065777543 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9164 | 0.1673 | 0:00:00.066701 | 0:00:00.033500 | 0:00:00.100201 |\n", "| 15 | 0.8581 | 0.2047 | 0:00:00.067703 | 0:00:00.036296 | 0:00:00.104000 |\n", "| 30 | 0.7887 | 0.2548 | 0:00:00.064400 | 0:00:00.034701 | 0:00:00.099100 |\n", "| 45 | 0.7679 | 0.2642 | 0:00:00.078800 | 0:00:00.036899 | 0:00:00.115700 |\n", "| Average | 0.8328 | 0.2227 | 0:00:00.069401 | 0:00:00.035349 | 0:00:00.104750 |\n", "| Std Dev. | 0.0587 | 0.0392 | 0.0055573167 | 0.0013358641 | 0.0065777543 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9341 | 0.1349 | 0:00:00.066701 | 0:00:00.033500 | 0:00:00.100201 |\n", "| 15 | 0.9132 | 0.1631 | 0:00:00.067703 | 0:00:00.036296 | 0:00:00.104000 |\n", "| 30 | 0.8743 | 0.1899 | 0:00:00.064400 | 0:00:00.034701 | 0:00:00.099100 |\n", "| 45 | 0.8534 | 0.1936 | 0:00:00.078800 | 0:00:00.036899 | 0:00:00.115700 |\n", "| Average | 0.8938 | 0.1704 | 0:00:00.069401 | 0:00:00.035349 | 0:00:00.104750 |\n", "| Std Dev. | 0.0317 | 0.0236 | 0.0055573167 | 0.0013358641 | 0.0065777543 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9624 | 0.0771 | 0:00:00.066701 | 0:00:00.033500 | 0:00:00.100201 |\n", "| 15 | 0.9504 | 0.0932 | 0:00:00.067703 | 0:00:00.036296 | 0:00:00.104000 |\n", "| 30 | 0.9282 | 0.1085 | 0:00:00.064400 | 0:00:00.034701 | 0:00:00.099100 |\n", "| 45 | 0.9162 | 0.1106 | 0:00:00.078800 | 0:00:00.036899 | 0:00:00.115700 |\n", "| Average | 0.9393 | 0.0974 | 0:00:00.069401 | 0:00:00.035349 | 0:00:00.104750 |\n", "| Std Dev. | 0.0181 | 0.0135 | 0.0055573167 | 0.0013358641 | 0.0065777543 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.899 | 0.205 | 0:00:00.066701 | 0:00:00.033500 | 0:00:00.100201 |\n", "| 15 | 0.8714 | 0.2339 | 0:00:00.067703 | 0:00:00.036296 | 0:00:00.104000 |\n", "| 30 | 0.8162 | 0.2537 | 0:00:00.064400 | 0:00:00.034701 | 0:00:00.099100 |\n", "| 45 | 0.7841 | 0.2634 | 0:00:00.078800 | 0:00:00.036899 | 0:00:00.115700 |\n", "| Average | 0.8427 | 0.239 | 0:00:00.069401 | 0:00:00.035349 | 0:00:00.104750 |\n", "| Std Dev. | 0.0451 | 0.0223 | 0.0055573167 | 0.0013358641 | 0.0065777543 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.0659 | 0.1349 | 0:00:00.066701 | 0:00:00.033500 | 0:00:00.100201 |\n", "| 15 | 0.0868 | 0.1631 | 0:00:00.067703 | 0:00:00.036296 | 0:00:00.104000 |\n", "| 30 | 0.1257 | 0.1899 | 0:00:00.064400 | 0:00:00.034701 | 0:00:00.099100 |\n", "| 45 | 0.1466 | 0.1936 | 0:00:00.078800 | 0:00:00.036899 | 0:00:00.115700 |\n", "| Average | 0.1062 | 0.1704 | 0:00:00.069401 | 0:00:00.035349 | 0:00:00.104750 |\n", "| Std Dev. | 0.0317 | 0.0236 | 0.0055573167 | 0.0013358641 | 0.0065777543 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Latest Datasets\\\\glass'\n", "###############\n", "k 5\n", "k 15\n", "k 30\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.6364 | 0:00:00.032997 | 0:00:00.016000 | 0:00:00.032997 |\n", "| 15 | 0.5455 | 0:00:00.028004 | 0:00:00.015996 | 0:00:00.028004 |\n", "| 30 | 0.5909 | 0:00:00.029002 | 0:00:00.017000 | 0:00:00.029002 |\n", "| 45 | 0.5909 | 0:00:00.034998 | 0:00:00.022000 | 0:00:00.034998 |\n", "| Average | 0.5909 | 0:00:00.031250 | 0:00:00.017749 | 0:00:00.024500 |\n", "| Std Dev. | 0.0321 | 0.002858825024981493 | 0.0024879596959106447 | 0.007263125958582218 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.4779 | 0:00:00.032997 | 0:00:00.016000 | 0:00:00.032997 |\n", "| 15 | 0.2994 | 0:00:00.028004 | 0:00:00.015996 | 0:00:00.028004 |\n", "| 30 | 0.3517 | 0:00:00.029002 | 0:00:00.017000 | 0:00:00.029002 |\n", "| 45 | 0.3517 | 0:00:00.034998 | 0:00:00.022000 | 0:00:00.034998 |\n", "| Average | 0.3702 | 0:00:00.031250 | 0:00:00.017749 | 0:00:00.024500 |\n", "| Std Dev. | 0.0658 | 0.002858825024981493 | 0.0024879596959106447 | 0.007263125958582218 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.6364 | 0:00:00.032997 | 0:00:00.016000 | 0:00:00.032997 |\n", "| 15 | 0.5455 | 0:00:00.028004 | 0:00:00.015996 | 0:00:00.028004 |\n", "| 30 | 0.5909 | 0:00:00.029002 | 0:00:00.017000 | 0:00:00.029002 |\n", "| 45 | 0.5909 | 0:00:00.034998 | 0:00:00.022000 | 0:00:00.034998 |\n", "| Average | 0.5909 | 0:00:00.031250 | 0:00:00.017749 | 0:00:00.024500 |\n", "| Std Dev. | 0.0321 | 0.002858825024981493 | 0.0024879596959106447 | 0.007263125958582218 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.5238 | 0:00:00.032997 | 0:00:00.016000 | 0:00:00.032997 |\n", "| 15 | 0.4286 | 0:00:00.028004 | 0:00:00.015996 | 0:00:00.028004 |\n", "| 30 | 0.5 | 0:00:00.029002 | 0:00:00.017000 | 0:00:00.029002 |\n", "| 45 | 0.5 | 0:00:00.034998 | 0:00:00.022000 | 0:00:00.034998 |\n", "| Average | 0.4881 | 0:00:00.031250 | 0:00:00.017749 | 0:00:00.024500 |\n", "| Std Dev. | 0.0357 | 0.002858825024981493 | 0.0024879596959106447 | 0.007263125958582218 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.6364 | 0:00:00.032997 | 0:00:00.016000 | 0:00:00.032997 |\n", "| 15 | 0.5455 | 0:00:00.028004 | 0:00:00.015996 | 0:00:00.028004 |\n", "| 30 | 0.5909 | 0:00:00.029002 | 0:00:00.017000 | 0:00:00.029002 |\n", "| 45 | 0.5909 | 0:00:00.034998 | 0:00:00.022000 | 0:00:00.034998 |\n", "| Average | 0.5909 | 0:00:00.031250 | 0:00:00.017749 | 0:00:00.024500 |\n", "| Std Dev. | 0.0321 | 0.002858825024981493 | 0.0024879596959106447 | 0.007263125958582218 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.4697 | 0:00:00.032997 | 0:00:00.016000 | 0:00:00.032997 |\n", "| 15 | 0.3173 | 0:00:00.028004 | 0:00:00.015996 | 0:00:00.028004 |\n", "| 30 | 0.3675 | 0:00:00.029002 | 0:00:00.017000 | 0:00:00.029002 |\n", "| 45 | 0.3675 | 0:00:00.034998 | 0:00:00.022000 | 0:00:00.034998 |\n", "| Average | 0.3805 | 0:00:00.031250 | 0:00:00.017749 | 0:00:00.024500 |\n", "| Std Dev. | 0.0554 | 0.002858825024981493 | 0.0024879596959106447 | 0.007263125958582218 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.6364 | 0:00:00.032997 | 0:00:00.016000 | 0:00:00.032997 |\n", "| 15 | 0.5455 | 0:00:00.028004 | 0:00:00.015996 | 0:00:00.028004 |\n", "| 30 | 0.5909 | 0:00:00.029002 | 0:00:00.017000 | 0:00:00.029002 |\n", "| 45 | 0.5909 | 0:00:00.034998 | 0:00:00.022000 | 0:00:00.034998 |\n", "| Average | 0.5909 | 0:00:00.031250 | 0:00:00.017749 | 0:00:00.024500 |\n", "| Std Dev. | 0.0321 | 0.002858825024981493 | 0.0024879596959106447 | 0.007263125958582218 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.7879 | 0:00:00.032997 | 0:00:00.016000 | 0:00:00.032997 |\n", "| 15 | 0.7348 | 0:00:00.028004 | 0:00:00.015996 | 0:00:00.028004 |\n", "| 30 | 0.7614 | 0:00:00.029002 | 0:00:00.017000 | 0:00:00.029002 |\n", "| 45 | 0.7614 | 0:00:00.034998 | 0:00:00.022000 | 0:00:00.034998 |\n", "| Average | 0.7614 | 0:00:00.031250 | 0:00:00.017749 | 0:00:00.024500 |\n", "| Std Dev. | 0.0187 | 0.002858825024981493 | 0.0024879596959106447 | 0.007263125958582218 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.4569 | 0:00:00.032997 | 0:00:00.016000 | 0:00:00.032997 |\n", "| 15 | 0.3625 | 0:00:00.028004 | 0:00:00.015996 | 0:00:00.028004 |\n", "| 30 | 0.4076 | 0:00:00.029002 | 0:00:00.017000 | 0:00:00.029002 |\n", "| 45 | 0.4076 | 0:00:00.034998 | 0:00:00.022000 | 0:00:00.034998 |\n", "| Average | 0.4086 | 0:00:00.031250 | 0:00:00.017749 | 0:00:00.024500 |\n", "| Std Dev. | 0.0334 | 0.002858825024981493 | 0.0024879596959106447 | 0.007263125958582218 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.5455 | 0:00:00.032997 | 0:00:00.016000 | 0:00:00.032997 |\n", "| 15 | 0.6364 | 0:00:00.028004 | 0:00:00.015996 | 0:00:00.028004 |\n", "| 30 | 0.5909 | 0:00:00.029002 | 0:00:00.017000 | 0:00:00.029002 |\n", "| 45 | 0.5909 | 0:00:00.034998 | 0:00:00.022000 | 0:00:00.034998 |\n", "| Average | 0.5909 | 0:00:00.031250 | 0:00:00.017749 | 0:00:00.024500 |\n", "| Std Dev. | 0.0321 | 0.002858825024981493 | 0.0024879596959106447 | 0.007263125958582218 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 5\n", "k 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.029997 | 0:00:00.016000 | 0:00:00.029997 |\n", "| 15 | 1.0 | 0:00:00.028000 | 0:00:00.019000 | 0:00:00.028000 |\n", "| 30 | 0.7727 | 0:00:00.046000 | 0:00:00.019000 | 0:00:00.046000 |\n", "| 45 | 0.6364 | 0:00:00.035000 | 0:00:00.019000 | 0:00:00.035000 |\n", "| Average | 0.8523 | 0:00:00.034749 | 0:00:00.018250 | 0:00:00.026500 |\n", "| Std Dev. | 0.1554 | 0.006978224216292915 | 0.0012989095432607363 | 0.009656447275016291 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.029997 | 0:00:00.016000 | 0:00:00.029997 |\n", "| 15 | 1.0 | 0:00:00.028000 | 0:00:00.019000 | 0:00:00.028000 |\n", "| 30 | 0.7619 | 0:00:00.046000 | 0:00:00.019000 | 0:00:00.046000 |\n", "| 45 | 0.7619 | 0:00:00.035000 | 0:00:00.019000 | 0:00:00.035000 |\n", "| Average | 0.881 | 0:00:00.034749 | 0:00:00.018250 | 0:00:00.026500 |\n", "| Std Dev. | 0.119 | 0.006978224216292915 | 0.0012989095432607363 | 0.009656447275016291 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.029997 | 0:00:00.016000 | 0:00:00.029997 |\n", "| 15 | 1.0 | 0:00:00.028000 | 0:00:00.019000 | 0:00:00.028000 |\n", "| 30 | 0.7727 | 0:00:00.046000 | 0:00:00.019000 | 0:00:00.046000 |\n", "| 45 | 0.6364 | 0:00:00.035000 | 0:00:00.019000 | 0:00:00.035000 |\n", "| Average | 0.8523 | 0:00:00.034749 | 0:00:00.018250 | 0:00:00.026500 |\n", "| Std Dev. | 0.1554 | 0.006978224216292915 | 0.0012989095432607363 | 0.009656447275016291 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.029997 | 0:00:00.016000 | 0:00:00.029997 |\n", "| 15 | 1.0 | 0:00:00.028000 | 0:00:00.019000 | 0:00:00.028000 |\n", "| 30 | 0.7007 | 0:00:00.046000 | 0:00:00.019000 | 0:00:00.046000 |\n", "| 45 | 0.6395 | 0:00:00.035000 | 0:00:00.019000 | 0:00:00.035000 |\n", "| Average | 0.835 | 0:00:00.034749 | 0:00:00.018250 | 0:00:00.026500 |\n", "| Std Dev. | 0.1664 | 0.006978224216292915 | 0.0012989095432607363 | 0.009656447275016291 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.029997 | 0:00:00.016000 | 0:00:00.029997 |\n", "| 15 | 1.0 | 0:00:00.028000 | 0:00:00.019000 | 0:00:00.028000 |\n", "| 30 | 0.7727 | 0:00:00.046000 | 0:00:00.019000 | 0:00:00.046000 |\n", "| 45 | 0.6364 | 0:00:00.035000 | 0:00:00.019000 | 0:00:00.035000 |\n", "| Average | 0.8523 | 0:00:00.034749 | 0:00:00.018250 | 0:00:00.026500 |\n", "| Std Dev. | 0.1554 | 0.006978224216292915 | 0.0012989095432607363 | 0.009656447275016291 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.029997 | 0:00:00.016000 | 0:00:00.029997 |\n", "| 15 | 1.0 | 0:00:00.028000 | 0:00:00.019000 | 0:00:00.028000 |\n", "| 30 | 0.6753 | 0:00:00.046000 | 0:00:00.019000 | 0:00:00.046000 |\n", "| 45 | 0.6071 | 0:00:00.035000 | 0:00:00.019000 | 0:00:00.035000 |\n", "| Average | 0.8206 | 0:00:00.034749 | 0:00:00.018250 | 0:00:00.026500 |\n", "| Std Dev. | 0.181 | 0.006978224216292915 | 0.0012989095432607363 | 0.009656447275016291 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.029997 | 0:00:00.016000 | 0:00:00.029997 |\n", "| 15 | 1.0 | 0:00:00.028000 | 0:00:00.019000 | 0:00:00.028000 |\n", "| 30 | 0.7727 | 0:00:00.046000 | 0:00:00.019000 | 0:00:00.046000 |\n", "| 45 | 0.6364 | 0:00:00.035000 | 0:00:00.019000 | 0:00:00.035000 |\n", "| Average | 0.8523 | 0:00:00.034749 | 0:00:00.018250 | 0:00:00.026500 |\n", "| Std Dev. | 0.1554 | 0.006978224216292915 | 0.0012989095432607363 | 0.009656447275016291 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.029997 | 0:00:00.016000 | 0:00:00.029997 |\n", "| 15 | 1.0 | 0:00:00.028000 | 0:00:00.019000 | 0:00:00.028000 |\n", "| 30 | 0.8674 | 0:00:00.046000 | 0:00:00.019000 | 0:00:00.046000 |\n", "| 45 | 0.7879 | 0:00:00.035000 | 0:00:00.019000 | 0:00:00.035000 |\n", "| Average | 0.9138 | 0:00:00.034749 | 0:00:00.018250 | 0:00:00.026500 |\n", "| Std Dev. | 0.0906 | 0.006978224216292915 | 0.0012989095432607363 | 0.009656447275016291 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.029997 | 0:00:00.016000 | 0:00:00.029997 |\n", "| 15 | 1.0 | 0:00:00.028000 | 0:00:00.019000 | 0:00:00.028000 |\n", "| 30 | 0.6296 | 0:00:00.046000 | 0:00:00.019000 | 0:00:00.046000 |\n", "| 45 | 0.4569 | 0:00:00.035000 | 0:00:00.019000 | 0:00:00.035000 |\n", "| Average | 0.7716 | 0:00:00.034749 | 0:00:00.018250 | 0:00:00.026500 |\n", "| Std Dev. | 0.2364 | 0.006978224216292915 | 0.0012989095432607363 | 0.009656447275016291 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.0 | 0:00:00.029997 | 0:00:00.016000 | 0:00:00.029997 |\n", "| 15 | 0.0 | 0:00:00.028000 | 0:00:00.019000 | 0:00:00.028000 |\n", "| 30 | 0.2273 | 0:00:00.046000 | 0:00:00.019000 | 0:00:00.046000 |\n", "| 45 | 0.3636 | 0:00:00.035000 | 0:00:00.019000 | 0:00:00.035000 |\n", "| Average | 0.1477 | 0:00:00.034749 | 0:00:00.018250 | 0:00:00.026500 |\n", "| Std Dev. | 0.1554 | 0.006978224216292915 | 0.0012989095432607363 | 0.009656447275016291 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.031002 | 0:00:00.018001 | 0:00:00.031002 |\n", "| 15 | 1.0 | 0:00:00.035000 | 0:00:00.018000 | 0:00:00.035000 |\n", "| 30 | 1.0 | 0:00:00.029000 | 0:00:00.020000 | 0:00:00.029000 |\n", "| 45 | 1.0 | 0:00:00.039998 | 0:00:00.019000 | 0:00:00.039998 |\n", "| Average | 1.0 | 0:00:00.033750 | 0:00:00.018750 | 0:00:00.026250 |\n", "| Std Dev. | 0.0 | 0.004204556119673163 | 0.0008287367135289406 | 0.008088783457718688 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.031002 | 0:00:00.018001 | 0:00:00.031002 |\n", "| 15 | 1.0 | 0:00:00.035000 | 0:00:00.018000 | 0:00:00.035000 |\n", "| 30 | 1.0 | 0:00:00.029000 | 0:00:00.020000 | 0:00:00.029000 |\n", "| 45 | 1.0 | 0:00:00.039998 | 0:00:00.019000 | 0:00:00.039998 |\n", "| Average | 1.0 | 0:00:00.033750 | 0:00:00.018750 | 0:00:00.026250 |\n", "| Std Dev. | 0.0 | 0.004204556119673163 | 0.0008287367135289406 | 0.008088783457718688 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.031002 | 0:00:00.018001 | 0:00:00.031002 |\n", "| 15 | 1.0 | 0:00:00.035000 | 0:00:00.018000 | 0:00:00.035000 |\n", "| 30 | 1.0 | 0:00:00.029000 | 0:00:00.020000 | 0:00:00.029000 |\n", "| 45 | 1.0 | 0:00:00.039998 | 0:00:00.019000 | 0:00:00.039998 |\n", "| Average | 1.0 | 0:00:00.033750 | 0:00:00.018750 | 0:00:00.026250 |\n", "| Std Dev. | 0.0 | 0.004204556119673163 | 0.0008287367135289406 | 0.008088783457718688 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.031002 | 0:00:00.018001 | 0:00:00.031002 |\n", "| 15 | 1.0 | 0:00:00.035000 | 0:00:00.018000 | 0:00:00.035000 |\n", "| 30 | 1.0 | 0:00:00.029000 | 0:00:00.020000 | 0:00:00.029000 |\n", "| 45 | 1.0 | 0:00:00.039998 | 0:00:00.019000 | 0:00:00.039998 |\n", "| Average | 1.0 | 0:00:00.033750 | 0:00:00.018750 | 0:00:00.026250 |\n", "| Std Dev. | 0.0 | 0.004204556119673163 | 0.0008287367135289406 | 0.008088783457718688 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.031002 | 0:00:00.018001 | 0:00:00.031002 |\n", "| 15 | 1.0 | 0:00:00.035000 | 0:00:00.018000 | 0:00:00.035000 |\n", "| 30 | 1.0 | 0:00:00.029000 | 0:00:00.020000 | 0:00:00.029000 |\n", "| 45 | 1.0 | 0:00:00.039998 | 0:00:00.019000 | 0:00:00.039998 |\n", "| Average | 1.0 | 0:00:00.033750 | 0:00:00.018750 | 0:00:00.026250 |\n", "| Std Dev. | 0.0 | 0.004204556119673163 | 0.0008287367135289406 | 0.008088783457718688 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.031002 | 0:00:00.018001 | 0:00:00.031002 |\n", "| 15 | 1.0 | 0:00:00.035000 | 0:00:00.018000 | 0:00:00.035000 |\n", "| 30 | 1.0 | 0:00:00.029000 | 0:00:00.020000 | 0:00:00.029000 |\n", "| 45 | 1.0 | 0:00:00.039998 | 0:00:00.019000 | 0:00:00.039998 |\n", "| Average | 1.0 | 0:00:00.033750 | 0:00:00.018750 | 0:00:00.026250 |\n", "| Std Dev. | 0.0 | 0.004204556119673163 | 0.0008287367135289406 | 0.008088783457718688 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.031002 | 0:00:00.018001 | 0:00:00.031002 |\n", "| 15 | 1.0 | 0:00:00.035000 | 0:00:00.018000 | 0:00:00.035000 |\n", "| 30 | 1.0 | 0:00:00.029000 | 0:00:00.020000 | 0:00:00.029000 |\n", "| 45 | 1.0 | 0:00:00.039998 | 0:00:00.019000 | 0:00:00.039998 |\n", "| Average | 1.0 | 0:00:00.033750 | 0:00:00.018750 | 0:00:00.026250 |\n", "| Std Dev. | 0.0 | 0.004204556119673163 | 0.0008287367135289406 | 0.008088783457718688 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.031002 | 0:00:00.018001 | 0:00:00.031002 |\n", "| 15 | 1.0 | 0:00:00.035000 | 0:00:00.018000 | 0:00:00.035000 |\n", "| 30 | 1.0 | 0:00:00.029000 | 0:00:00.020000 | 0:00:00.029000 |\n", "| 45 | 1.0 | 0:00:00.039998 | 0:00:00.019000 | 0:00:00.039998 |\n", "| Average | 1.0 | 0:00:00.033750 | 0:00:00.018750 | 0:00:00.026250 |\n", "| Std Dev. | 0.0 | 0.004204556119673163 | 0.0008287367135289406 | 0.008088783457718688 |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.031002 | 0:00:00.018001 | 0:00:00.031002 |\n", "| 15 | 1.0 | 0:00:00.035000 | 0:00:00.018000 | 0:00:00.035000 |\n", "| 30 | 1.0 | 0:00:00.029000 | 0:00:00.020000 | 0:00:00.029000 |\n", "| 45 | 1.0 | 0:00:00.039998 | 0:00:00.019000 | 0:00:00.039998 |\n", "| Average | 1.0 | 0:00:00.033750 | 0:00:00.018750 | 0:00:00.026250 |\n", "| Std Dev. | 0.0 | 0.004204556119673163 | 0.0008287367135289406 | 0.008088783457718688 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| 5 | 0.0 | 0:00:00.031002 | 0:00:00.018001 | 0:00:00.031002 |\n", "| 15 | 0.0 | 0:00:00.035000 | 0:00:00.018000 | 0:00:00.035000 |\n", "| 30 | 0.0 | 0:00:00.029000 | 0:00:00.020000 | 0:00:00.029000 |\n", "| 45 | 0.0 | 0:00:00.039998 | 0:00:00.019000 | 0:00:00.039998 |\n", "| Average | 0.0 | 0:00:00.033750 | 0:00:00.018750 | 0:00:00.026250 |\n", "| Std Dev. | 0.0 | 0.004204556119673163 | 0.0008287367135289406 | 0.008088783457718688 |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.036001 | 0:00:00.019001 | 0:00:00.036001 |\n", "| 15 | 1.0 | 0:00:00.044002 | 0:00:00.025999 | 0:00:00.044002 |\n", "| 30 | 1.0 | 0:00:00.038999 | 0:00:00.027999 | 0:00:00.038999 |\n", "| 45 | 1.0 | 0:00:00.069001 | 0:00:00.018999 | 0:00:00.069001 |\n", "| Average | 1.0 | 0:00:00.047001 | 0:00:00.022999 | 0:00:00.035000 |\n", "| Std Dev. | 0.0 | 0.013019641871851681 | 0.004061710188269054 | 0.015395496649890747 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.036001 | 0:00:00.019001 | 0:00:00.036001 |\n", "| 15 | 1.0 | 0:00:00.044002 | 0:00:00.025999 | 0:00:00.044002 |\n", "| 30 | 1.0 | 0:00:00.038999 | 0:00:00.027999 | 0:00:00.038999 |\n", "| 45 | 1.0 | 0:00:00.069001 | 0:00:00.018999 | 0:00:00.069001 |\n", "| Average | 1.0 | 0:00:00.047001 | 0:00:00.022999 | 0:00:00.035000 |\n", "| Std Dev. | 0.0 | 0.013019641871851681 | 0.004061710188269054 | 0.015395496649890747 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.036001 | 0:00:00.019001 | 0:00:00.036001 |\n", "| 15 | 1.0 | 0:00:00.044002 | 0:00:00.025999 | 0:00:00.044002 |\n", "| 30 | 1.0 | 0:00:00.038999 | 0:00:00.027999 | 0:00:00.038999 |\n", "| 45 | 1.0 | 0:00:00.069001 | 0:00:00.018999 | 0:00:00.069001 |\n", "| Average | 1.0 | 0:00:00.047001 | 0:00:00.022999 | 0:00:00.035000 |\n", "| Std Dev. | 0.0 | 0.013019641871851681 | 0.004061710188269054 | 0.015395496649890747 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.036001 | 0:00:00.019001 | 0:00:00.036001 |\n", "| 15 | 1.0 | 0:00:00.044002 | 0:00:00.025999 | 0:00:00.044002 |\n", "| 30 | 1.0 | 0:00:00.038999 | 0:00:00.027999 | 0:00:00.038999 |\n", "| 45 | 1.0 | 0:00:00.069001 | 0:00:00.018999 | 0:00:00.069001 |\n", "| Average | 1.0 | 0:00:00.047001 | 0:00:00.022999 | 0:00:00.035000 |\n", "| Std Dev. | 0.0 | 0.013019641871851681 | 0.004061710188269054 | 0.015395496649890747 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.036001 | 0:00:00.019001 | 0:00:00.036001 |\n", "| 15 | 1.0 | 0:00:00.044002 | 0:00:00.025999 | 0:00:00.044002 |\n", "| 30 | 1.0 | 0:00:00.038999 | 0:00:00.027999 | 0:00:00.038999 |\n", "| 45 | 1.0 | 0:00:00.069001 | 0:00:00.018999 | 0:00:00.069001 |\n", "| Average | 1.0 | 0:00:00.047001 | 0:00:00.022999 | 0:00:00.035000 |\n", "| Std Dev. | 0.0 | 0.013019641871851681 | 0.004061710188269054 | 0.015395496649890747 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.036001 | 0:00:00.019001 | 0:00:00.036001 |\n", "| 15 | 1.0 | 0:00:00.044002 | 0:00:00.025999 | 0:00:00.044002 |\n", "| 30 | 1.0 | 0:00:00.038999 | 0:00:00.027999 | 0:00:00.038999 |\n", "| 45 | 1.0 | 0:00:00.069001 | 0:00:00.018999 | 0:00:00.069001 |\n", "| Average | 1.0 | 0:00:00.047001 | 0:00:00.022999 | 0:00:00.035000 |\n", "| Std Dev. | 0.0 | 0.013019641871851681 | 0.004061710188269054 | 0.015395496649890747 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.036001 | 0:00:00.019001 | 0:00:00.036001 |\n", "| 15 | 1.0 | 0:00:00.044002 | 0:00:00.025999 | 0:00:00.044002 |\n", "| 30 | 1.0 | 0:00:00.038999 | 0:00:00.027999 | 0:00:00.038999 |\n", "| 45 | 1.0 | 0:00:00.069001 | 0:00:00.018999 | 0:00:00.069001 |\n", "| Average | 1.0 | 0:00:00.047001 | 0:00:00.022999 | 0:00:00.035000 |\n", "| Std Dev. | 0.0 | 0.013019641871851681 | 0.004061710188269054 | 0.015395496649890747 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.036001 | 0:00:00.019001 | 0:00:00.036001 |\n", "| 15 | 1.0 | 0:00:00.044002 | 0:00:00.025999 | 0:00:00.044002 |\n", "| 30 | 1.0 | 0:00:00.038999 | 0:00:00.027999 | 0:00:00.038999 |\n", "| 45 | 1.0 | 0:00:00.069001 | 0:00:00.018999 | 0:00:00.069001 |\n", "| Average | 1.0 | 0:00:00.047001 | 0:00:00.022999 | 0:00:00.035000 |\n", "| Std Dev. | 0.0 | 0.013019641871851681 | 0.004061710188269054 | 0.015395496649890747 |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.036001 | 0:00:00.019001 | 0:00:00.036001 |\n", "| 15 | 1.0 | 0:00:00.044002 | 0:00:00.025999 | 0:00:00.044002 |\n", "| 30 | 1.0 | 0:00:00.038999 | 0:00:00.027999 | 0:00:00.038999 |\n", "| 45 | 1.0 | 0:00:00.069001 | 0:00:00.018999 | 0:00:00.069001 |\n", "| Average | 1.0 | 0:00:00.047001 | 0:00:00.022999 | 0:00:00.035000 |\n", "| Std Dev. | 0.0 | 0.013019641871851681 | 0.004061710188269054 | 0.015395496649890747 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "| 5 | 0.0 | 0:00:00.036001 | 0:00:00.019001 | 0:00:00.036001 |\n", "| 15 | 0.0 | 0:00:00.044002 | 0:00:00.025999 | 0:00:00.044002 |\n", "| 30 | 0.0 | 0:00:00.038999 | 0:00:00.027999 | 0:00:00.038999 |\n", "| 45 | 0.0 | 0:00:00.069001 | 0:00:00.018999 | 0:00:00.069001 |\n", "| Average | 0.0 | 0:00:00.047001 | 0:00:00.022999 | 0:00:00.035000 |\n", "| Std Dev. | 0.0 | 0.013019641871851681 | 0.004061710188269054 | 0.015395496649890747 |\n", "+----------+-----+----------------------+----------------------+----------------------+\n", "###############\n", "k 5\n", "k 15\n", "k 30\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.038000 | 0:00:00.020002 | 0:00:00.038000 |\n", "| 15 | 1.0 | 0:00:00.032999 | 0:00:00.021997 | 0:00:00.032999 |\n", "| 30 | 1.0 | 0:00:00.030000 | 0:00:00.019000 | 0:00:00.030000 |\n", "| 45 | 1.0 | 0:00:00.035000 | 0:00:00.018000 | 0:00:00.035000 |\n", "| Average | 1.0 | 0:00:00.034000 | 0:00:00.019750 | 0:00:00.026875 |\n", "| Std Dev. | 0.0 | 0.0029154691459374166 | 0.0014781475492075809 | 0.007490579105228574 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.038000 | 0:00:00.020002 | 0:00:00.038000 |\n", "| 15 | 1.0 | 0:00:00.032999 | 0:00:00.021997 | 0:00:00.032999 |\n", "| 30 | 1.0 | 0:00:00.030000 | 0:00:00.019000 | 0:00:00.030000 |\n", "| 45 | 1.0 | 0:00:00.035000 | 0:00:00.018000 | 0:00:00.035000 |\n", "| Average | 1.0 | 0:00:00.034000 | 0:00:00.019750 | 0:00:00.026875 |\n", "| Std Dev. | 0.0 | 0.0029154691459374166 | 0.0014781475492075809 | 0.007490579105228574 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.038000 | 0:00:00.020002 | 0:00:00.038000 |\n", "| 15 | 1.0 | 0:00:00.032999 | 0:00:00.021997 | 0:00:00.032999 |\n", "| 30 | 1.0 | 0:00:00.030000 | 0:00:00.019000 | 0:00:00.030000 |\n", "| 45 | 1.0 | 0:00:00.035000 | 0:00:00.018000 | 0:00:00.035000 |\n", "| Average | 1.0 | 0:00:00.034000 | 0:00:00.019750 | 0:00:00.026875 |\n", "| Std Dev. | 0.0 | 0.0029154691459374166 | 0.0014781475492075809 | 0.007490579105228574 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.038000 | 0:00:00.020002 | 0:00:00.038000 |\n", "| 15 | 1.0 | 0:00:00.032999 | 0:00:00.021997 | 0:00:00.032999 |\n", "| 30 | 1.0 | 0:00:00.030000 | 0:00:00.019000 | 0:00:00.030000 |\n", "| 45 | 1.0 | 0:00:00.035000 | 0:00:00.018000 | 0:00:00.035000 |\n", "| Average | 1.0 | 0:00:00.034000 | 0:00:00.019750 | 0:00:00.026875 |\n", "| Std Dev. | 0.0 | 0.0029154691459374166 | 0.0014781475492075809 | 0.007490579105228574 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.038000 | 0:00:00.020002 | 0:00:00.038000 |\n", "| 15 | 1.0 | 0:00:00.032999 | 0:00:00.021997 | 0:00:00.032999 |\n", "| 30 | 1.0 | 0:00:00.030000 | 0:00:00.019000 | 0:00:00.030000 |\n", "| 45 | 1.0 | 0:00:00.035000 | 0:00:00.018000 | 0:00:00.035000 |\n", "| Average | 1.0 | 0:00:00.034000 | 0:00:00.019750 | 0:00:00.026875 |\n", "| Std Dev. | 0.0 | 0.0029154691459374166 | 0.0014781475492075809 | 0.007490579105228574 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.038000 | 0:00:00.020002 | 0:00:00.038000 |\n", "| 15 | 1.0 | 0:00:00.032999 | 0:00:00.021997 | 0:00:00.032999 |\n", "| 30 | 1.0 | 0:00:00.030000 | 0:00:00.019000 | 0:00:00.030000 |\n", "| 45 | 1.0 | 0:00:00.035000 | 0:00:00.018000 | 0:00:00.035000 |\n", "| Average | 1.0 | 0:00:00.034000 | 0:00:00.019750 | 0:00:00.026875 |\n", "| Std Dev. | 0.0 | 0.0029154691459374166 | 0.0014781475492075809 | 0.007490579105228574 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.038000 | 0:00:00.020002 | 0:00:00.038000 |\n", "| 15 | 1.0 | 0:00:00.032999 | 0:00:00.021997 | 0:00:00.032999 |\n", "| 30 | 1.0 | 0:00:00.030000 | 0:00:00.019000 | 0:00:00.030000 |\n", "| 45 | 1.0 | 0:00:00.035000 | 0:00:00.018000 | 0:00:00.035000 |\n", "| Average | 1.0 | 0:00:00.034000 | 0:00:00.019750 | 0:00:00.026875 |\n", "| Std Dev. | 0.0 | 0.0029154691459374166 | 0.0014781475492075809 | 0.007490579105228574 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.038000 | 0:00:00.020002 | 0:00:00.038000 |\n", "| 15 | 1.0 | 0:00:00.032999 | 0:00:00.021997 | 0:00:00.032999 |\n", "| 30 | 1.0 | 0:00:00.030000 | 0:00:00.019000 | 0:00:00.030000 |\n", "| 45 | 1.0 | 0:00:00.035000 | 0:00:00.018000 | 0:00:00.035000 |\n", "| Average | 1.0 | 0:00:00.034000 | 0:00:00.019750 | 0:00:00.026875 |\n", "| Std Dev. | 0.0 | 0.0029154691459374166 | 0.0014781475492075809 | 0.007490579105228574 |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.038000 | 0:00:00.020002 | 0:00:00.038000 |\n", "| 15 | 1.0 | 0:00:00.032999 | 0:00:00.021997 | 0:00:00.032999 |\n", "| 30 | 1.0 | 0:00:00.030000 | 0:00:00.019000 | 0:00:00.030000 |\n", "| 45 | 1.0 | 0:00:00.035000 | 0:00:00.018000 | 0:00:00.035000 |\n", "| Average | 1.0 | 0:00:00.034000 | 0:00:00.019750 | 0:00:00.026875 |\n", "| Std Dev. | 0.0 | 0.0029154691459374166 | 0.0014781475492075809 | 0.007490579105228574 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| 5 | 0.0 | 0:00:00.038000 | 0:00:00.020002 | 0:00:00.038000 |\n", "| 15 | 0.0 | 0:00:00.032999 | 0:00:00.021997 | 0:00:00.032999 |\n", "| 30 | 0.0 | 0:00:00.030000 | 0:00:00.019000 | 0:00:00.030000 |\n", "| 45 | 0.0 | 0:00:00.035000 | 0:00:00.018000 | 0:00:00.035000 |\n", "| Average | 0.0 | 0:00:00.034000 | 0:00:00.019750 | 0:00:00.026875 |\n", "| Std Dev. | 0.0 | 0.0029154691459374166 | 0.0014781475492075809 | 0.007490579105228574 |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "###############\n", "k 5\n", "k 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.030000 | 0:00:00.016001 | 0:00:00.030000 |\n", "| 15 | 1.0 | 0:00:00.032001 | 0:00:00.023999 | 0:00:00.032001 |\n", "| 30 | 1.0 | 0:00:00.044003 | 0:00:00.021999 | 0:00:00.044003 |\n", "| 45 | 1.0 | 0:00:00.062000 | 0:00:00.018000 | 0:00:00.062000 |\n", "| Average | 1.0 | 0:00:00.042001 | 0:00:00.020000 | 0:00:00.031000 |\n", "| Std Dev. | 0.0 | 0.01272781445400555 | 0.0031617091865363163 | 0.01438784587300575 |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.030000 | 0:00:00.016001 | 0:00:00.030000 |\n", "| 15 | 1.0 | 0:00:00.032001 | 0:00:00.023999 | 0:00:00.032001 |\n", "| 30 | 1.0 | 0:00:00.044003 | 0:00:00.021999 | 0:00:00.044003 |\n", "| 45 | 1.0 | 0:00:00.062000 | 0:00:00.018000 | 0:00:00.062000 |\n", "| Average | 1.0 | 0:00:00.042001 | 0:00:00.020000 | 0:00:00.031000 |\n", "| Std Dev. | 0.0 | 0.01272781445400555 | 0.0031617091865363163 | 0.01438784587300575 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.030000 | 0:00:00.016001 | 0:00:00.030000 |\n", "| 15 | 1.0 | 0:00:00.032001 | 0:00:00.023999 | 0:00:00.032001 |\n", "| 30 | 1.0 | 0:00:00.044003 | 0:00:00.021999 | 0:00:00.044003 |\n", "| 45 | 1.0 | 0:00:00.062000 | 0:00:00.018000 | 0:00:00.062000 |\n", "| Average | 1.0 | 0:00:00.042001 | 0:00:00.020000 | 0:00:00.031000 |\n", "| Std Dev. | 0.0 | 0.01272781445400555 | 0.0031617091865363163 | 0.01438784587300575 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.030000 | 0:00:00.016001 | 0:00:00.030000 |\n", "| 15 | 1.0 | 0:00:00.032001 | 0:00:00.023999 | 0:00:00.032001 |\n", "| 30 | 1.0 | 0:00:00.044003 | 0:00:00.021999 | 0:00:00.044003 |\n", "| 45 | 1.0 | 0:00:00.062000 | 0:00:00.018000 | 0:00:00.062000 |\n", "| Average | 1.0 | 0:00:00.042001 | 0:00:00.020000 | 0:00:00.031000 |\n", "| Std Dev. | 0.0 | 0.01272781445400555 | 0.0031617091865363163 | 0.01438784587300575 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.030000 | 0:00:00.016001 | 0:00:00.030000 |\n", "| 15 | 1.0 | 0:00:00.032001 | 0:00:00.023999 | 0:00:00.032001 |\n", "| 30 | 1.0 | 0:00:00.044003 | 0:00:00.021999 | 0:00:00.044003 |\n", "| 45 | 1.0 | 0:00:00.062000 | 0:00:00.018000 | 0:00:00.062000 |\n", "| Average | 1.0 | 0:00:00.042001 | 0:00:00.020000 | 0:00:00.031000 |\n", "| Std Dev. | 0.0 | 0.01272781445400555 | 0.0031617091865363163 | 0.01438784587300575 |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.030000 | 0:00:00.016001 | 0:00:00.030000 |\n", "| 15 | 1.0 | 0:00:00.032001 | 0:00:00.023999 | 0:00:00.032001 |\n", "| 30 | 1.0 | 0:00:00.044003 | 0:00:00.021999 | 0:00:00.044003 |\n", "| 45 | 1.0 | 0:00:00.062000 | 0:00:00.018000 | 0:00:00.062000 |\n", "| Average | 1.0 | 0:00:00.042001 | 0:00:00.020000 | 0:00:00.031000 |\n", "| Std Dev. | 0.0 | 0.01272781445400555 | 0.0031617091865363163 | 0.01438784587300575 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.030000 | 0:00:00.016001 | 0:00:00.030000 |\n", "| 15 | 1.0 | 0:00:00.032001 | 0:00:00.023999 | 0:00:00.032001 |\n", "| 30 | 1.0 | 0:00:00.044003 | 0:00:00.021999 | 0:00:00.044003 |\n", "| 45 | 1.0 | 0:00:00.062000 | 0:00:00.018000 | 0:00:00.062000 |\n", "| Average | 1.0 | 0:00:00.042001 | 0:00:00.020000 | 0:00:00.031000 |\n", "| Std Dev. | 0.0 | 0.01272781445400555 | 0.0031617091865363163 | 0.01438784587300575 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+---------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.030000 | 0:00:00.016001 | 0:00:00.030000 |\n", "| 15 | 1.0 | 0:00:00.032001 | 0:00:00.023999 | 0:00:00.032001 |\n", "| 30 | 1.0 | 0:00:00.044003 | 0:00:00.021999 | 0:00:00.044003 |\n", "| 45 | 1.0 | 0:00:00.062000 | 0:00:00.018000 | 0:00:00.062000 |\n", "| Average | 1.0 | 0:00:00.042001 | 0:00:00.020000 | 0:00:00.031000 |\n", "| Std Dev. | 0.0 | 0.01272781445400555 | 0.0031617091865363163 | 0.01438784587300575 |\n", "+----------+-----+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.030000 | 0:00:00.016001 | 0:00:00.030000 |\n", "| 15 | 1.0 | 0:00:00.032001 | 0:00:00.023999 | 0:00:00.032001 |\n", "| 30 | 1.0 | 0:00:00.044003 | 0:00:00.021999 | 0:00:00.044003 |\n", "| 45 | 1.0 | 0:00:00.062000 | 0:00:00.018000 | 0:00:00.062000 |\n", "| Average | 1.0 | 0:00:00.042001 | 0:00:00.020000 | 0:00:00.031000 |\n", "| Std Dev. | 0.0 | 0.01272781445400555 | 0.0031617091865363163 | 0.01438784587300575 |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+---------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+---------------------+-----------------------+---------------------+\n", "| 5 | 0.0 | 0:00:00.030000 | 0:00:00.016001 | 0:00:00.030000 |\n", "| 15 | 0.0 | 0:00:00.032001 | 0:00:00.023999 | 0:00:00.032001 |\n", "| 30 | 0.0 | 0:00:00.044003 | 0:00:00.021999 | 0:00:00.044003 |\n", "| 45 | 0.0 | 0:00:00.062000 | 0:00:00.018000 | 0:00:00.062000 |\n", "| Average | 0.0 | 0:00:00.042001 | 0:00:00.020000 | 0:00:00.031000 |\n", "| Std Dev. | 0.0 | 0.01272781445400555 | 0.0031617091865363163 | 0.01438784587300575 |\n", "+----------+-----+---------------------+-----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.036000 | 0:00:00.017999 | 0:00:00.036000 |\n", "| 15 | 1.0 | 0:00:00.029001 | 0:00:00.024003 | 0:00:00.029001 |\n", "| 30 | 1.0 | 0:00:00.029998 | 0:00:00.018001 | 0:00:00.029998 |\n", "| 45 | 1.0 | 0:00:00.034000 | 0:00:00.018002 | 0:00:00.034000 |\n", "| Average | 1.0 | 0:00:00.032250 | 0:00:00.019501 | 0:00:00.025875 |\n", "| Std Dev. | 0.0 | 0.002861605775472253 | 0.0025989204023019923 | 0.006935625562902581 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.036000 | 0:00:00.017999 | 0:00:00.036000 |\n", "| 15 | 1.0 | 0:00:00.029001 | 0:00:00.024003 | 0:00:00.029001 |\n", "| 30 | 1.0 | 0:00:00.029998 | 0:00:00.018001 | 0:00:00.029998 |\n", "| 45 | 1.0 | 0:00:00.034000 | 0:00:00.018002 | 0:00:00.034000 |\n", "| Average | 1.0 | 0:00:00.032250 | 0:00:00.019501 | 0:00:00.025875 |\n", "| Std Dev. | 0.0 | 0.002861605775472253 | 0.0025989204023019923 | 0.006935625562902581 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.036000 | 0:00:00.017999 | 0:00:00.036000 |\n", "| 15 | 1.0 | 0:00:00.029001 | 0:00:00.024003 | 0:00:00.029001 |\n", "| 30 | 1.0 | 0:00:00.029998 | 0:00:00.018001 | 0:00:00.029998 |\n", "| 45 | 1.0 | 0:00:00.034000 | 0:00:00.018002 | 0:00:00.034000 |\n", "| Average | 1.0 | 0:00:00.032250 | 0:00:00.019501 | 0:00:00.025875 |\n", "| Std Dev. | 0.0 | 0.002861605775472253 | 0.0025989204023019923 | 0.006935625562902581 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.036000 | 0:00:00.017999 | 0:00:00.036000 |\n", "| 15 | 1.0 | 0:00:00.029001 | 0:00:00.024003 | 0:00:00.029001 |\n", "| 30 | 1.0 | 0:00:00.029998 | 0:00:00.018001 | 0:00:00.029998 |\n", "| 45 | 1.0 | 0:00:00.034000 | 0:00:00.018002 | 0:00:00.034000 |\n", "| Average | 1.0 | 0:00:00.032250 | 0:00:00.019501 | 0:00:00.025875 |\n", "| Std Dev. | 0.0 | 0.002861605775472253 | 0.0025989204023019923 | 0.006935625562902581 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.036000 | 0:00:00.017999 | 0:00:00.036000 |\n", "| 15 | 1.0 | 0:00:00.029001 | 0:00:00.024003 | 0:00:00.029001 |\n", "| 30 | 1.0 | 0:00:00.029998 | 0:00:00.018001 | 0:00:00.029998 |\n", "| 45 | 1.0 | 0:00:00.034000 | 0:00:00.018002 | 0:00:00.034000 |\n", "| Average | 1.0 | 0:00:00.032250 | 0:00:00.019501 | 0:00:00.025875 |\n", "| Std Dev. | 0.0 | 0.002861605775472253 | 0.0025989204023019923 | 0.006935625562902581 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.036000 | 0:00:00.017999 | 0:00:00.036000 |\n", "| 15 | 1.0 | 0:00:00.029001 | 0:00:00.024003 | 0:00:00.029001 |\n", "| 30 | 1.0 | 0:00:00.029998 | 0:00:00.018001 | 0:00:00.029998 |\n", "| 45 | 1.0 | 0:00:00.034000 | 0:00:00.018002 | 0:00:00.034000 |\n", "| Average | 1.0 | 0:00:00.032250 | 0:00:00.019501 | 0:00:00.025875 |\n", "| Std Dev. | 0.0 | 0.002861605775472253 | 0.0025989204023019923 | 0.006935625562902581 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.036000 | 0:00:00.017999 | 0:00:00.036000 |\n", "| 15 | 1.0 | 0:00:00.029001 | 0:00:00.024003 | 0:00:00.029001 |\n", "| 30 | 1.0 | 0:00:00.029998 | 0:00:00.018001 | 0:00:00.029998 |\n", "| 45 | 1.0 | 0:00:00.034000 | 0:00:00.018002 | 0:00:00.034000 |\n", "| Average | 1.0 | 0:00:00.032250 | 0:00:00.019501 | 0:00:00.025875 |\n", "| Std Dev. | 0.0 | 0.002861605775472253 | 0.0025989204023019923 | 0.006935625562902581 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.036000 | 0:00:00.017999 | 0:00:00.036000 |\n", "| 15 | 1.0 | 0:00:00.029001 | 0:00:00.024003 | 0:00:00.029001 |\n", "| 30 | 1.0 | 0:00:00.029998 | 0:00:00.018001 | 0:00:00.029998 |\n", "| 45 | 1.0 | 0:00:00.034000 | 0:00:00.018002 | 0:00:00.034000 |\n", "| Average | 1.0 | 0:00:00.032250 | 0:00:00.019501 | 0:00:00.025875 |\n", "| Std Dev. | 0.0 | 0.002861605775472253 | 0.0025989204023019923 | 0.006935625562902581 |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.036000 | 0:00:00.017999 | 0:00:00.036000 |\n", "| 15 | 1.0 | 0:00:00.029001 | 0:00:00.024003 | 0:00:00.029001 |\n", "| 30 | 1.0 | 0:00:00.029998 | 0:00:00.018001 | 0:00:00.029998 |\n", "| 45 | 1.0 | 0:00:00.034000 | 0:00:00.018002 | 0:00:00.034000 |\n", "| Average | 1.0 | 0:00:00.032250 | 0:00:00.019501 | 0:00:00.025875 |\n", "| Std Dev. | 0.0 | 0.002861605775472253 | 0.0025989204023019923 | 0.006935625562902581 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n", "| 5 | 0.0 | 0:00:00.036000 | 0:00:00.017999 | 0:00:00.036000 |\n", "| 15 | 0.0 | 0:00:00.029001 | 0:00:00.024003 | 0:00:00.029001 |\n", "| 30 | 0.0 | 0:00:00.029998 | 0:00:00.018001 | 0:00:00.029998 |\n", "| 45 | 0.0 | 0:00:00.034000 | 0:00:00.018002 | 0:00:00.034000 |\n", "| Average | 0.0 | 0:00:00.032250 | 0:00:00.019501 | 0:00:00.025875 |\n", "| Std Dev. | 0.0 | 0.002861605775472253 | 0.0025989204023019923 | 0.006935625562902581 |\n", "+----------+-----+----------------------+-----------------------+----------------------+\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 5\n", "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.035997 | 0:00:00.015002 | 0:00:00.035997 |\n", "| 15 | 1.0 | 0:00:00.039998 | 0:00:00.017000 | 0:00:00.039998 |\n", "| 30 | 1.0 | 0:00:00.032001 | 0:00:00.017999 | 0:00:00.032001 |\n", "| 45 | 1.0 | 0:00:00.046000 | 0:00:00.020000 | 0:00:00.046000 |\n", "| Average | 1.0 | 0:00:00.038499 | 0:00:00.017500 | 0:00:00.028000 |\n", "| Std Dev. | 0.0 | 0.005172068934887081 | 0.0018019176683419444 | 0.01119079410456201 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.035997 | 0:00:00.015002 | 0:00:00.035997 |\n", "| 15 | 1.0 | 0:00:00.039998 | 0:00:00.017000 | 0:00:00.039998 |\n", "| 30 | 1.0 | 0:00:00.032001 | 0:00:00.017999 | 0:00:00.032001 |\n", "| 45 | 1.0 | 0:00:00.046000 | 0:00:00.020000 | 0:00:00.046000 |\n", "| Average | 1.0 | 0:00:00.038499 | 0:00:00.017500 | 0:00:00.028000 |\n", "| Std Dev. | 0.0 | 0.005172068934887081 | 0.0018019176683419444 | 0.01119079410456201 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.035997 | 0:00:00.015002 | 0:00:00.035997 |\n", "| 15 | 1.0 | 0:00:00.039998 | 0:00:00.017000 | 0:00:00.039998 |\n", "| 30 | 1.0 | 0:00:00.032001 | 0:00:00.017999 | 0:00:00.032001 |\n", "| 45 | 1.0 | 0:00:00.046000 | 0:00:00.020000 | 0:00:00.046000 |\n", "| Average | 1.0 | 0:00:00.038499 | 0:00:00.017500 | 0:00:00.028000 |\n", "| Std Dev. | 0.0 | 0.005172068934887081 | 0.0018019176683419444 | 0.01119079410456201 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.035997 | 0:00:00.015002 | 0:00:00.035997 |\n", "| 15 | 1.0 | 0:00:00.039998 | 0:00:00.017000 | 0:00:00.039998 |\n", "| 30 | 1.0 | 0:00:00.032001 | 0:00:00.017999 | 0:00:00.032001 |\n", "| 45 | 1.0 | 0:00:00.046000 | 0:00:00.020000 | 0:00:00.046000 |\n", "| Average | 1.0 | 0:00:00.038499 | 0:00:00.017500 | 0:00:00.028000 |\n", "| Std Dev. | 0.0 | 0.005172068934887081 | 0.0018019176683419444 | 0.01119079410456201 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.035997 | 0:00:00.015002 | 0:00:00.035997 |\n", "| 15 | 1.0 | 0:00:00.039998 | 0:00:00.017000 | 0:00:00.039998 |\n", "| 30 | 1.0 | 0:00:00.032001 | 0:00:00.017999 | 0:00:00.032001 |\n", "| 45 | 1.0 | 0:00:00.046000 | 0:00:00.020000 | 0:00:00.046000 |\n", "| Average | 1.0 | 0:00:00.038499 | 0:00:00.017500 | 0:00:00.028000 |\n", "| Std Dev. | 0.0 | 0.005172068934887081 | 0.0018019176683419444 | 0.01119079410456201 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.035997 | 0:00:00.015002 | 0:00:00.035997 |\n", "| 15 | 1.0 | 0:00:00.039998 | 0:00:00.017000 | 0:00:00.039998 |\n", "| 30 | 1.0 | 0:00:00.032001 | 0:00:00.017999 | 0:00:00.032001 |\n", "| 45 | 1.0 | 0:00:00.046000 | 0:00:00.020000 | 0:00:00.046000 |\n", "| Average | 1.0 | 0:00:00.038499 | 0:00:00.017500 | 0:00:00.028000 |\n", "| Std Dev. | 0.0 | 0.005172068934887081 | 0.0018019176683419444 | 0.01119079410456201 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.035997 | 0:00:00.015002 | 0:00:00.035997 |\n", "| 15 | 1.0 | 0:00:00.039998 | 0:00:00.017000 | 0:00:00.039998 |\n", "| 30 | 1.0 | 0:00:00.032001 | 0:00:00.017999 | 0:00:00.032001 |\n", "| 45 | 1.0 | 0:00:00.046000 | 0:00:00.020000 | 0:00:00.046000 |\n", "| Average | 1.0 | 0:00:00.038499 | 0:00:00.017500 | 0:00:00.028000 |\n", "| Std Dev. | 0.0 | 0.005172068934887081 | 0.0018019176683419444 | 0.01119079410456201 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.035997 | 0:00:00.015002 | 0:00:00.035997 |\n", "| 15 | 1.0 | 0:00:00.039998 | 0:00:00.017000 | 0:00:00.039998 |\n", "| 30 | 1.0 | 0:00:00.032001 | 0:00:00.017999 | 0:00:00.032001 |\n", "| 45 | 1.0 | 0:00:00.046000 | 0:00:00.020000 | 0:00:00.046000 |\n", "| Average | 1.0 | 0:00:00.038499 | 0:00:00.017500 | 0:00:00.028000 |\n", "| Std Dev. | 0.0 | 0.005172068934887081 | 0.0018019176683419444 | 0.01119079410456201 |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 5 | 1.0 | 0:00:00.035997 | 0:00:00.015002 | 0:00:00.035997 |\n", "| 15 | 1.0 | 0:00:00.039998 | 0:00:00.017000 | 0:00:00.039998 |\n", "| 30 | 1.0 | 0:00:00.032001 | 0:00:00.017999 | 0:00:00.032001 |\n", "| 45 | 1.0 | 0:00:00.046000 | 0:00:00.020000 | 0:00:00.046000 |\n", "| Average | 1.0 | 0:00:00.038499 | 0:00:00.017500 | 0:00:00.028000 |\n", "| Std Dev. | 0.0 | 0.005172068934887081 | 0.0018019176683419444 | 0.01119079410456201 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "| 5 | 0.0 | 0:00:00.035997 | 0:00:00.015002 | 0:00:00.035997 |\n", "| 15 | 0.0 | 0:00:00.039998 | 0:00:00.017000 | 0:00:00.039998 |\n", "| 30 | 0.0 | 0:00:00.032001 | 0:00:00.017999 | 0:00:00.032001 |\n", "| 45 | 0.0 | 0:00:00.046000 | 0:00:00.020000 | 0:00:00.046000 |\n", "| Average | 0.0 | 0:00:00.038499 | 0:00:00.017500 | 0:00:00.028000 |\n", "| Std Dev. | 0.0 | 0.005172068934887081 | 0.0018019176683419444 | 0.01119079410456201 |\n", "+----------+-----+----------------------+-----------------------+---------------------+\n", "###############\n", "k 5\n", "k 15\n", "k 30\n", "k 45\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.028996 | 0:00:00.016000 | 0:00:00.028996 |\n", "| 15 | 0.9524 | 0:00:00.041001 | 0:00:00.015999 | 0:00:00.041001 |\n", "| 30 | 0.9524 | 0:00:00.027002 | 0:00:00.025000 | 0:00:00.027002 |\n", "| 45 | 0.8571 | 0:00:00.036998 | 0:00:00.018003 | 0:00:00.036998 |\n", "| Average | 0.9405 | 0:00:00.033499 | 0:00:00.018751 | 0:00:00.026125 |\n", "| Std Dev. | 0.0519 | 0.005723013887882525 | 0.003699672192829768 | 0.008809030375164149 |\n", "+----------+----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.028996 | 0:00:00.016000 | 0:00:00.028996 |\n", "| 15 | 0.75 | 0:00:00.041001 | 0:00:00.015999 | 0:00:00.041001 |\n", "| 30 | 0.75 | 0:00:00.027002 | 0:00:00.025000 | 0:00:00.027002 |\n", "| 45 | 0.6667 | 0:00:00.036998 | 0:00:00.018003 | 0:00:00.036998 |\n", "| Average | 0.7917 | 0:00:00.033499 | 0:00:00.018751 | 0:00:00.026125 |\n", "| Std Dev. | 0.125 | 0.005723013887882525 | 0.003699672192829768 | 0.008809030375164149 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.028996 | 0:00:00.016000 | 0:00:00.028996 |\n", "| 15 | 0.9524 | 0:00:00.041001 | 0:00:00.015999 | 0:00:00.041001 |\n", "| 30 | 0.9524 | 0:00:00.027002 | 0:00:00.025000 | 0:00:00.027002 |\n", "| 45 | 0.8571 | 0:00:00.036998 | 0:00:00.018003 | 0:00:00.036998 |\n", "| Average | 0.9405 | 0:00:00.033499 | 0:00:00.018751 | 0:00:00.026125 |\n", "| Std Dev. | 0.0519 | 0.005723013887882525 | 0.003699672192829768 | 0.008809030375164149 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.028996 | 0:00:00.016000 | 0:00:00.028996 |\n", "| 15 | 0.8333 | 0:00:00.041001 | 0:00:00.015999 | 0:00:00.041001 |\n", "| 30 | 0.8333 | 0:00:00.027002 | 0:00:00.025000 | 0:00:00.027002 |\n", "| 45 | 0.7857 | 0:00:00.036998 | 0:00:00.018003 | 0:00:00.036998 |\n", "| Average | 0.8631 | 0:00:00.033499 | 0:00:00.018751 | 0:00:00.026125 |\n", "| Std Dev. | 0.0814 | 0.005723013887882525 | 0.003699672192829768 | 0.008809030375164149 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.028996 | 0:00:00.016000 | 0:00:00.028996 |\n", "| 15 | 0.9524 | 0:00:00.041001 | 0:00:00.015999 | 0:00:00.041001 |\n", "| 30 | 0.9524 | 0:00:00.027002 | 0:00:00.025000 | 0:00:00.027002 |\n", "| 45 | 0.8571 | 0:00:00.036998 | 0:00:00.018003 | 0:00:00.036998 |\n", "| Average | 0.9405 | 0:00:00.033499 | 0:00:00.018751 | 0:00:00.026125 |\n", "| Std Dev. | 0.0519 | 0.005723013887882525 | 0.003699672192829768 | 0.008809030375164149 |\n", "+----------+--------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.028996 | 0:00:00.016000 | 0:00:00.028996 |\n", "| 15 | 0.7778 | 0:00:00.041001 | 0:00:00.015999 | 0:00:00.041001 |\n", "| 30 | 0.7778 | 0:00:00.027002 | 0:00:00.025000 | 0:00:00.027002 |\n", "| 45 | 0.6944 | 0:00:00.036998 | 0:00:00.018003 | 0:00:00.036998 |\n", "| Average | 0.8125 | 0:00:00.033499 | 0:00:00.018751 | 0:00:00.026125 |\n", "| Std Dev. | 0.1135 | 0.005723013887882525 | 0.003699672192829768 | 0.008809030375164149 |\n", "+----------+-----------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.028996 | 0:00:00.016000 | 0:00:00.028996 |\n", "| 15 | 0.9524 | 0:00:00.041001 | 0:00:00.015999 | 0:00:00.041001 |\n", "| 30 | 0.9524 | 0:00:00.027002 | 0:00:00.025000 | 0:00:00.027002 |\n", "| 45 | 0.8571 | 0:00:00.036998 | 0:00:00.018003 | 0:00:00.036998 |\n", "| Average | 0.9405 | 0:00:00.033499 | 0:00:00.018751 | 0:00:00.026125 |\n", "| Std Dev. | 0.0519 | 0.005723013887882525 | 0.003699672192829768 | 0.008809030375164149 |\n", "+----------+-----------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.028996 | 0:00:00.016000 | 0:00:00.028996 |\n", "| 15 | 0.9722 | 0:00:00.041001 | 0:00:00.015999 | 0:00:00.041001 |\n", "| 30 | 0.9722 | 0:00:00.027002 | 0:00:00.025000 | 0:00:00.027002 |\n", "| 45 | 0.9167 | 0:00:00.036998 | 0:00:00.018003 | 0:00:00.036998 |\n", "| Average | 0.9653 | 0:00:00.033499 | 0:00:00.018751 | 0:00:00.026125 |\n", "| Std Dev. | 0.0303 | 0.005723013887882525 | 0.003699672192829768 | 0.008809030375164149 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "| 5 | 1.0 | 0:00:00.028996 | 0:00:00.016000 | 0:00:00.028996 |\n", "| 15 | 0.9138 | 0:00:00.041001 | 0:00:00.015999 | 0:00:00.041001 |\n", "| 30 | 0.9138 | 0:00:00.027002 | 0:00:00.025000 | 0:00:00.027002 |\n", "| 45 | 0.7551 | 0:00:00.036998 | 0:00:00.018003 | 0:00:00.036998 |\n", "| Average | 0.8957 | 0:00:00.033499 | 0:00:00.018751 | 0:00:00.026125 |\n", "| Std Dev. | 0.0885 | 0.005723013887882525 | 0.003699672192829768 | 0.008809030375164149 |\n", "+----------+-----------------------+----------------------+----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "| 5 | 0.0 | 0:00:00.028996 | 0:00:00.016000 | 0:00:00.028996 |\n", "| 15 | 0.0476 | 0:00:00.041001 | 0:00:00.015999 | 0:00:00.041001 |\n", "| 30 | 0.0476 | 0:00:00.027002 | 0:00:00.025000 | 0:00:00.027002 |\n", "| 45 | 0.1429 | 0:00:00.036998 | 0:00:00.018003 | 0:00:00.036998 |\n", "| Average | 0.0595 | 0:00:00.033499 | 0:00:00.018751 | 0:00:00.026125 |\n", "| Std Dev. | 0.0519 | 0.005723013887882525 | 0.003699672192829768 | 0.008809030375164149 |\n", "+----------+--------+----------------------+----------------------+----------------------+\n", "###############\n", "k 5\n", "k 15\n", "k 30\n", "k 45\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5, 6: 6}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.7143 | 0:00:00.030003 | 0:00:00.019998 | 0:00:00.030003 |\n", "| 15 | 0.5714 | 0:00:00.032002 | 0:00:00.016997 | 0:00:00.032002 |\n", "| 30 | 0.4762 | 0:00:00.035000 | 0:00:00.020003 | 0:00:00.035000 |\n", "| 45 | 0.4286 | 0:00:00.034999 | 0:00:00.019001 | 0:00:00.034999 |\n", "| Average | 0.5476 | 0:00:00.033001 | 0:00:00.019000 | 0:00:00.026000 |\n", "| Std Dev. | 0.1091 | 0.002119874113454347 | 0.0012260687252701032 | 0.007211551366522141 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.8286 | 0:00:00.030003 | 0:00:00.019998 | 0:00:00.030003 |\n", "| 15 | 0.5333 | 0:00:00.032002 | 0:00:00.016997 | 0:00:00.032002 |\n", "| 30 | 0.4821 | 0:00:00.035000 | 0:00:00.020003 | 0:00:00.035000 |\n", "| 45 | 0.4375 | 0:00:00.034999 | 0:00:00.019001 | 0:00:00.034999 |\n", "| Average | 0.5704 | 0:00:00.033001 | 0:00:00.019000 | 0:00:00.026000 |\n", "| Std Dev. | 0.1529 | 0.002119874113454347 | 0.0012260687252701032 | 0.007211551366522141 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.7143 | 0:00:00.030003 | 0:00:00.019998 | 0:00:00.030003 |\n", "| 15 | 0.5714 | 0:00:00.032002 | 0:00:00.016997 | 0:00:00.032002 |\n", "| 30 | 0.4762 | 0:00:00.035000 | 0:00:00.020003 | 0:00:00.035000 |\n", "| 45 | 0.4286 | 0:00:00.034999 | 0:00:00.019001 | 0:00:00.034999 |\n", "| Average | 0.5476 | 0:00:00.033001 | 0:00:00.019000 | 0:00:00.026000 |\n", "| Std Dev. | 0.1091 | 0.002119874113454347 | 0.0012260687252701032 | 0.007211551366522141 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.8571 | 0:00:00.030003 | 0:00:00.019998 | 0:00:00.030003 |\n", "| 15 | 0.5833 | 0:00:00.032002 | 0:00:00.016997 | 0:00:00.032002 |\n", "| 30 | 0.5357 | 0:00:00.035000 | 0:00:00.020003 | 0:00:00.035000 |\n", "| 45 | 0.5119 | 0:00:00.034999 | 0:00:00.019001 | 0:00:00.034999 |\n", "| Average | 0.622 | 0:00:00.033001 | 0:00:00.019000 | 0:00:00.026000 |\n", "| Std Dev. | 0.1382 | 0.002119874113454347 | 0.0012260687252701032 | 0.007211551366522141 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.7143 | 0:00:00.030003 | 0:00:00.019998 | 0:00:00.030003 |\n", "| 15 | 0.5714 | 0:00:00.032002 | 0:00:00.016997 | 0:00:00.032002 |\n", "| 30 | 0.4762 | 0:00:00.035000 | 0:00:00.020003 | 0:00:00.035000 |\n", "| 45 | 0.4286 | 0:00:00.034999 | 0:00:00.019001 | 0:00:00.034999 |\n", "| Average | 0.5476 | 0:00:00.033001 | 0:00:00.019000 | 0:00:00.026000 |\n", "| Std Dev. | 0.1091 | 0.002119874113454347 | 0.0012260687252701032 | 0.007211551366522141 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.8117 | 0:00:00.030003 | 0:00:00.019998 | 0:00:00.030003 |\n", "| 15 | 0.5235 | 0:00:00.032002 | 0:00:00.016997 | 0:00:00.032002 |\n", "| 30 | 0.4663 | 0:00:00.035000 | 0:00:00.020003 | 0:00:00.035000 |\n", "| 45 | 0.4323 | 0:00:00.034999 | 0:00:00.019001 | 0:00:00.034999 |\n", "| Average | 0.5585 | 0:00:00.033001 | 0:00:00.019000 | 0:00:00.026000 |\n", "| Std Dev. | 0.1498 | 0.002119874113454347 | 0.0012260687252701032 | 0.007211551366522141 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.7143 | 0:00:00.030003 | 0:00:00.019998 | 0:00:00.030003 |\n", "| 15 | 0.5714 | 0:00:00.032002 | 0:00:00.016997 | 0:00:00.032002 |\n", "| 30 | 0.4762 | 0:00:00.035000 | 0:00:00.020003 | 0:00:00.035000 |\n", "| 45 | 0.4286 | 0:00:00.034999 | 0:00:00.019001 | 0:00:00.034999 |\n", "| Average | 0.5476 | 0:00:00.033001 | 0:00:00.019000 | 0:00:00.026000 |\n", "| Std Dev. | 0.1091 | 0.002119874113454347 | 0.0012260687252701032 | 0.007211551366522141 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.8333 | 0:00:00.030003 | 0:00:00.019998 | 0:00:00.030003 |\n", "| 15 | 0.75 | 0:00:00.032002 | 0:00:00.016997 | 0:00:00.032002 |\n", "| 30 | 0.6944 | 0:00:00.035000 | 0:00:00.020003 | 0:00:00.035000 |\n", "| 45 | 0.6667 | 0:00:00.034999 | 0:00:00.019001 | 0:00:00.034999 |\n", "| Average | 0.7361 | 0:00:00.033001 | 0:00:00.019000 | 0:00:00.026000 |\n", "| Std Dev. | 0.0636 | 0.002119874113454347 | 0.0012260687252701032 | 0.007211551366522141 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.551 | 0:00:00.030003 | 0:00:00.019998 | 0:00:00.030003 |\n", "| 15 | 0.3878 | 0:00:00.032002 | 0:00:00.016997 | 0:00:00.032002 |\n", "| 30 | 0.3016 | 0:00:00.035000 | 0:00:00.020003 | 0:00:00.035000 |\n", "| 45 | 0.2653 | 0:00:00.034999 | 0:00:00.019001 | 0:00:00.034999 |\n", "| Average | 0.3764 | 0:00:00.033001 | 0:00:00.019000 | 0:00:00.026000 |\n", "| Std Dev. | 0.1102 | 0.002119874113454347 | 0.0012260687252701032 | 0.007211551366522141 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.4286 | 0:00:00.030003 | 0:00:00.019998 | 0:00:00.030003 |\n", "| 15 | 0.5714 | 0:00:00.032002 | 0:00:00.016997 | 0:00:00.032002 |\n", "| 30 | 0.6667 | 0:00:00.035000 | 0:00:00.020003 | 0:00:00.035000 |\n", "| 45 | 0.7143 | 0:00:00.034999 | 0:00:00.019001 | 0:00:00.034999 |\n", "| Average | 0.5952 | 0:00:00.033001 | 0:00:00.019000 | 0:00:00.026000 |\n", "| Std Dev. | 0.1091 | 0.002119874113454347 | 0.0012260687252701032 | 0.007211551366522141 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9351 | 0.131 | 0:00:00.032899 | 0:00:00.017400 | 0:00:00.050300 |\n", "| 15 | 0.9069 | 0.1749 | 0:00:00.034201 | 0:00:00.019899 | 0:00:00.054100 |\n", "| 30 | 0.8792 | 0.187 | 0:00:00.034101 | 0:00:00.020600 | 0:00:00.054701 |\n", "| 45 | 0.8513 | 0.2063 | 0:00:00.042799 | 0:00:00.019000 | 0:00:00.061800 |\n", "| Average | 0.8931 | 0.1748 | 0:00:00.036000 | 0:00:00.019225 | 0:00:00.055225 |\n", "| Std Dev. | 0.0312 | 0.0276 | 0.0039589757 | 0.0011963422 | 0.0041541854 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9306 | 0.1593 | 0:00:00.032899 | 0:00:00.017400 | 0:00:00.050300 |\n", "| 15 | 0.8583 | 0.2388 | 0:00:00.034201 | 0:00:00.019899 | 0:00:00.054100 |\n", "| 30 | 0.8346 | 0.2311 | 0:00:00.034101 | 0:00:00.020600 | 0:00:00.054701 |\n", "| 45 | 0.8218 | 0.2422 | 0:00:00.042799 | 0:00:00.019000 | 0:00:00.061800 |\n", "| Average | 0.8613 | 0.2179 | 0:00:00.036000 | 0:00:00.019225 | 0:00:00.055225 |\n", "| Std Dev. | 0.0421 | 0.034 | 0.0039589757 | 0.0011963422 | 0.0041541854 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9351 | 0.131 | 0:00:00.032899 | 0:00:00.017400 | 0:00:00.050300 |\n", "| 15 | 0.9069 | 0.1749 | 0:00:00.034201 | 0:00:00.019899 | 0:00:00.054100 |\n", "| 30 | 0.8792 | 0.187 | 0:00:00.034101 | 0:00:00.020600 | 0:00:00.054701 |\n", "| 45 | 0.8513 | 0.2063 | 0:00:00.042799 | 0:00:00.019000 | 0:00:00.061800 |\n", "| Average | 0.8931 | 0.1748 | 0:00:00.036000 | 0:00:00.019225 | 0:00:00.055225 |\n", "| Std Dev. | 0.0312 | 0.0276 | 0.0039589757 | 0.0011963422 | 0.0041541854 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9381 | 0.1445 | 0:00:00.032899 | 0:00:00.017400 | 0:00:00.050300 |\n", "| 15 | 0.8845 | 0.1986 | 0:00:00.034201 | 0:00:00.019899 | 0:00:00.054100 |\n", "| 30 | 0.857 | 0.1945 | 0:00:00.034101 | 0:00:00.020600 | 0:00:00.054701 |\n", "| 45 | 0.8437 | 0.2049 | 0:00:00.042799 | 0:00:00.019000 | 0:00:00.061800 |\n", "| Average | 0.8808 | 0.1856 | 0:00:00.036000 | 0:00:00.019225 | 0:00:00.055225 |\n", "| Std Dev. | 0.0362 | 0.024 | 0.0039589757 | 0.0011963422 | 0.0041541854 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9351 | 0.131 | 0:00:00.032899 | 0:00:00.017400 | 0:00:00.050300 |\n", "| 15 | 0.9069 | 0.1749 | 0:00:00.034201 | 0:00:00.019899 | 0:00:00.054100 |\n", "| 30 | 0.8792 | 0.187 | 0:00:00.034101 | 0:00:00.020600 | 0:00:00.054701 |\n", "| 45 | 0.8513 | 0.2063 | 0:00:00.042799 | 0:00:00.019000 | 0:00:00.061800 |\n", "| Average | 0.8931 | 0.1748 | 0:00:00.036000 | 0:00:00.019225 | 0:00:00.055225 |\n", "| Std Dev. | 0.0312 | 0.0276 | 0.0039589757 | 0.0011963422 | 0.0041541854 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9281 | 0.1628 | 0:00:00.032899 | 0:00:00.017400 | 0:00:00.050300 |\n", "| 15 | 0.8619 | 0.2349 | 0:00:00.034201 | 0:00:00.019899 | 0:00:00.054100 |\n", "| 30 | 0.8287 | 0.2337 | 0:00:00.034101 | 0:00:00.020600 | 0:00:00.054701 |\n", "| 45 | 0.8101 | 0.2469 | 0:00:00.042799 | 0:00:00.019000 | 0:00:00.061800 |\n", "| Average | 0.8572 | 0.2196 | 0:00:00.036000 | 0:00:00.019225 | 0:00:00.055225 |\n", "| Std Dev. | 0.0449 | 0.0332 | 0.0039589757 | 0.0011963422 | 0.0041541854 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9351 | 0.131 | 0:00:00.032899 | 0:00:00.017400 | 0:00:00.050300 |\n", "| 15 | 0.9069 | 0.1749 | 0:00:00.034201 | 0:00:00.019899 | 0:00:00.054100 |\n", "| 30 | 0.8792 | 0.187 | 0:00:00.034101 | 0:00:00.020600 | 0:00:00.054701 |\n", "| 45 | 0.8513 | 0.2063 | 0:00:00.042799 | 0:00:00.019000 | 0:00:00.061800 |\n", "| Average | 0.8931 | 0.1748 | 0:00:00.036000 | 0:00:00.019225 | 0:00:00.055225 |\n", "| Std Dev. | 0.0312 | 0.0276 | 0.0039589757 | 0.0011963422 | 0.0041541854 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9621 | 0.0764 | 0:00:00.032899 | 0:00:00.017400 | 0:00:00.050300 |\n", "| 15 | 0.9457 | 0.102 | 0:00:00.034201 | 0:00:00.019899 | 0:00:00.054100 |\n", "| 30 | 0.9295 | 0.1091 | 0:00:00.034101 | 0:00:00.020600 | 0:00:00.054701 |\n", "| 45 | 0.9133 | 0.1203 | 0:00:00.042799 | 0:00:00.019000 | 0:00:00.061800 |\n", "| Average | 0.9377 | 0.102 | 0:00:00.036000 | 0:00:00.019225 | 0:00:00.055225 |\n", "| Std Dev. | 0.0182 | 0.0161 | 0.0039589757 | 0.0011963422 | 0.0041541854 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9008 | 0.1995 | 0:00:00.032899 | 0:00:00.017400 | 0:00:00.050300 |\n", "| 15 | 0.8664 | 0.247 | 0:00:00.034201 | 0:00:00.019899 | 0:00:00.054100 |\n", "| 30 | 0.8253 | 0.2604 | 0:00:00.034101 | 0:00:00.020600 | 0:00:00.054701 |\n", "| 45 | 0.7885 | 0.2825 | 0:00:00.042799 | 0:00:00.019000 | 0:00:00.061800 |\n", "| Average | 0.8452 | 0.2474 | 0:00:00.036000 | 0:00:00.019225 | 0:00:00.055225 |\n", "| Std Dev. | 0.0423 | 0.0304 | 0.0039589757 | 0.0011963422 | 0.0041541854 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.0974 | 0.1966 | 0:00:00.032899 | 0:00:00.017400 | 0:00:00.050300 |\n", "| 15 | 0.1255 | 0.24 | 0:00:00.034201 | 0:00:00.019899 | 0:00:00.054100 |\n", "| 30 | 0.1532 | 0.2475 | 0:00:00.034101 | 0:00:00.020600 | 0:00:00.054701 |\n", "| 45 | 0.1812 | 0.2615 | 0:00:00.042799 | 0:00:00.019000 | 0:00:00.061800 |\n", "| Average | 0.1393 | 0.2364 | 0:00:00.036000 | 0:00:00.019225 | 0:00:00.055225 |\n", "| Std Dev. | 0.0312 | 0.0243 | 0.0039589757 | 0.0011963422 | 0.0041541854 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Latest Datasets\\\\haberman'\n", "###############\n", "k 5\n", "k 15\n", "k 30\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 5 | 0.7419 | 0:00:00.036999 | 0:00:00.007001 | 0:00:00.036999 |\n", "| 15 | 0.7419 | 0:00:00.050999 | 0:00:00.013001 | 0:00:00.050999 |\n", "| 30 | 0.7419 | 0:00:00.057001 | 0:00:00.008001 | 0:00:00.057001 |\n", "| 45 | 0.7419 | 0:00:00.045998 | 0:00:00.009001 | 0:00:00.045998 |\n", "| Average | 0.7419 | 0:00:00.047749 | 0:00:00.009251 | 0:00:00.028500 |\n", "| Std Dev. | 0.0 | 0.0073278463452745995 | 0.0022775610860320183 | 0.019999264949171508 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 5 | 0.371 | 0:00:00.036999 | 0:00:00.007001 | 0:00:00.036999 |\n", "| 15 | 0.371 | 0:00:00.050999 | 0:00:00.013001 | 0:00:00.050999 |\n", "| 30 | 0.371 | 0:00:00.057001 | 0:00:00.008001 | 0:00:00.057001 |\n", "| 45 | 0.371 | 0:00:00.045998 | 0:00:00.009001 | 0:00:00.045998 |\n", "| Average | 0.371 | 0:00:00.047749 | 0:00:00.009251 | 0:00:00.028500 |\n", "| Std Dev. | 0.0 | 0.0073278463452745995 | 0.0022775610860320183 | 0.019999264949171508 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 5 | 0.7419 | 0:00:00.036999 | 0:00:00.007001 | 0:00:00.036999 |\n", "| 15 | 0.7419 | 0:00:00.050999 | 0:00:00.013001 | 0:00:00.050999 |\n", "| 30 | 0.7419 | 0:00:00.057001 | 0:00:00.008001 | 0:00:00.057001 |\n", "| 45 | 0.7419 | 0:00:00.045998 | 0:00:00.009001 | 0:00:00.045998 |\n", "| Average | 0.7419 | 0:00:00.047749 | 0:00:00.009251 | 0:00:00.028500 |\n", "| Std Dev. | 0.0 | 0.0073278463452745995 | 0.0022775610860320183 | 0.019999264949171508 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 5 | 0.5 | 0:00:00.036999 | 0:00:00.007001 | 0:00:00.036999 |\n", "| 15 | 0.5 | 0:00:00.050999 | 0:00:00.013001 | 0:00:00.050999 |\n", "| 30 | 0.5 | 0:00:00.057001 | 0:00:00.008001 | 0:00:00.057001 |\n", "| 45 | 0.5 | 0:00:00.045998 | 0:00:00.009001 | 0:00:00.045998 |\n", "| Average | 0.5 | 0:00:00.047749 | 0:00:00.009251 | 0:00:00.028500 |\n", "| Std Dev. | 0.0 | 0.0073278463452745995 | 0.0022775610860320183 | 0.019999264949171508 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 5 | 0.7419 | 0:00:00.036999 | 0:00:00.007001 | 0:00:00.036999 |\n", "| 15 | 0.7419 | 0:00:00.050999 | 0:00:00.013001 | 0:00:00.050999 |\n", "| 30 | 0.7419 | 0:00:00.057001 | 0:00:00.008001 | 0:00:00.057001 |\n", "| 45 | 0.7419 | 0:00:00.045998 | 0:00:00.009001 | 0:00:00.045998 |\n", "| Average | 0.7419 | 0:00:00.047749 | 0:00:00.009251 | 0:00:00.028500 |\n", "| Std Dev. | 0.0 | 0.0073278463452745995 | 0.0022775610860320183 | 0.019999264949171508 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 5 | 0.4259 | 0:00:00.036999 | 0:00:00.007001 | 0:00:00.036999 |\n", "| 15 | 0.4259 | 0:00:00.050999 | 0:00:00.013001 | 0:00:00.050999 |\n", "| 30 | 0.4259 | 0:00:00.057001 | 0:00:00.008001 | 0:00:00.057001 |\n", "| 45 | 0.4259 | 0:00:00.045998 | 0:00:00.009001 | 0:00:00.045998 |\n", "| Average | 0.4259 | 0:00:00.047749 | 0:00:00.009251 | 0:00:00.028500 |\n", "| Std Dev. | 0.0 | 0.0073278463452745995 | 0.0022775610860320183 | 0.019999264949171508 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 5 | 0.7419 | 0:00:00.036999 | 0:00:00.007001 | 0:00:00.036999 |\n", "| 15 | 0.7419 | 0:00:00.050999 | 0:00:00.013001 | 0:00:00.050999 |\n", "| 30 | 0.7419 | 0:00:00.057001 | 0:00:00.008001 | 0:00:00.057001 |\n", "| 45 | 0.7419 | 0:00:00.045998 | 0:00:00.009001 | 0:00:00.045998 |\n", "| Average | 0.7419 | 0:00:00.047749 | 0:00:00.009251 | 0:00:00.028500 |\n", "| Std Dev. | 0.0 | 0.0073278463452745995 | 0.0022775610860320183 | 0.019999264949171508 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "| 5 | 0.5 | 0:00:00.036999 | 0:00:00.007001 | 0:00:00.036999 |\n", "| 15 | 0.5 | 0:00:00.050999 | 0:00:00.013001 | 0:00:00.050999 |\n", "| 30 | 0.5 | 0:00:00.057001 | 0:00:00.008001 | 0:00:00.057001 |\n", "| 45 | 0.5 | 0:00:00.045998 | 0:00:00.009001 | 0:00:00.045998 |\n", "| Average | 0.5 | 0:00:00.047749 | 0:00:00.009251 | 0:00:00.028500 |\n", "| Std Dev. | 0.0 | 0.0073278463452745995 | 0.0022775610860320183 | 0.019999264949171508 |\n", "+----------+-----+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 5 | 0.2581 | 0:00:00.036999 | 0:00:00.007001 | 0:00:00.036999 |\n", "| 15 | 0.2581 | 0:00:00.050999 | 0:00:00.013001 | 0:00:00.050999 |\n", "| 30 | 0.2581 | 0:00:00.057001 | 0:00:00.008001 | 0:00:00.057001 |\n", "| 45 | 0.2581 | 0:00:00.045998 | 0:00:00.009001 | 0:00:00.045998 |\n", "| Average | 0.2581 | 0:00:00.047749 | 0:00:00.009251 | 0:00:00.028500 |\n", "| Std Dev. | 0.0 | 0.0073278463452745995 | 0.0022775610860320183 | 0.019999264949171508 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 5 | 0.2581 | 0:00:00.036999 | 0:00:00.007001 | 0:00:00.036999 |\n", "| 15 | 0.2581 | 0:00:00.050999 | 0:00:00.013001 | 0:00:00.050999 |\n", "| 30 | 0.2581 | 0:00:00.057001 | 0:00:00.008001 | 0:00:00.057001 |\n", "| 45 | 0.2581 | 0:00:00.045998 | 0:00:00.009001 | 0:00:00.045998 |\n", "| Average | 0.2581 | 0:00:00.047749 | 0:00:00.009251 | 0:00:00.028500 |\n", "| Std Dev. | 0.0 | 0.0073278463452745995 | 0.0022775610860320183 | 0.019999264949171508 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "###############\n", "k 5\n", "k 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.5161 | 0:00:00.040004 | 0:00:00.006999 | 0:00:00.040004 |\n", "| 15 | 0.6774 | 0:00:00.055998 | 0:00:00.009002 | 0:00:00.055998 |\n", "| 30 | 0.7419 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 45 | 0.7419 | 0:00:00.060000 | 0:00:00.009003 | 0:00:00.060000 |\n", "| Average | 0.6694 | 0:00:00.053750 | 0:00:00.008751 | 0:00:00.031251 |\n", "| Std Dev. | 0.0923 | 0.008072174089690434 | 0.0010906998215546569 | 0.023225124553613304 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.3333 | 0:00:00.040004 | 0:00:00.006999 | 0:00:00.040004 |\n", "| 15 | 0.3621 | 0:00:00.055998 | 0:00:00.009002 | 0:00:00.055998 |\n", "| 30 | 0.371 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 45 | 0.371 | 0:00:00.060000 | 0:00:00.009003 | 0:00:00.060000 |\n", "| Average | 0.3593 | 0:00:00.053750 | 0:00:00.008751 | 0:00:00.031251 |\n", "| Std Dev. | 0.0154 | 0.008072174089690434 | 0.0010906998215546569 | 0.023225124553613304 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.5161 | 0:00:00.040004 | 0:00:00.006999 | 0:00:00.040004 |\n", "| 15 | 0.6774 | 0:00:00.055998 | 0:00:00.009002 | 0:00:00.055998 |\n", "| 30 | 0.7419 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 45 | 0.7419 | 0:00:00.060000 | 0:00:00.009003 | 0:00:00.060000 |\n", "| Average | 0.6694 | 0:00:00.053750 | 0:00:00.008751 | 0:00:00.031251 |\n", "| Std Dev. | 0.0923 | 0.008072174089690434 | 0.0010906998215546569 | 0.023225124553613304 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.3478 | 0:00:00.040004 | 0:00:00.006999 | 0:00:00.040004 |\n", "| 15 | 0.4565 | 0:00:00.055998 | 0:00:00.009002 | 0:00:00.055998 |\n", "| 30 | 0.5 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 45 | 0.5 | 0:00:00.060000 | 0:00:00.009003 | 0:00:00.060000 |\n", "| Average | 0.4511 | 0:00:00.053750 | 0:00:00.008751 | 0:00:00.031251 |\n", "| Std Dev. | 0.0622 | 0.008072174089690434 | 0.0010906998215546569 | 0.023225124553613304 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.5161 | 0:00:00.040004 | 0:00:00.006999 | 0:00:00.040004 |\n", "| 15 | 0.6774 | 0:00:00.055998 | 0:00:00.009002 | 0:00:00.055998 |\n", "| 30 | 0.7419 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 45 | 0.7419 | 0:00:00.060000 | 0:00:00.009003 | 0:00:00.060000 |\n", "| Average | 0.6694 | 0:00:00.053750 | 0:00:00.008751 | 0:00:00.031251 |\n", "| Std Dev. | 0.0923 | 0.008072174089690434 | 0.0010906998215546569 | 0.023225124553613304 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.3404 | 0:00:00.040004 | 0:00:00.006999 | 0:00:00.040004 |\n", "| 15 | 0.4038 | 0:00:00.055998 | 0:00:00.009002 | 0:00:00.055998 |\n", "| 30 | 0.4259 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 45 | 0.4259 | 0:00:00.060000 | 0:00:00.009003 | 0:00:00.060000 |\n", "| Average | 0.399 | 0:00:00.053750 | 0:00:00.008751 | 0:00:00.031251 |\n", "| Std Dev. | 0.035 | 0.008072174089690434 | 0.0010906998215546569 | 0.023225124553613304 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.5161 | 0:00:00.040004 | 0:00:00.006999 | 0:00:00.040004 |\n", "| 15 | 0.6774 | 0:00:00.055998 | 0:00:00.009002 | 0:00:00.055998 |\n", "| 30 | 0.7419 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 45 | 0.7419 | 0:00:00.060000 | 0:00:00.009003 | 0:00:00.060000 |\n", "| Average | 0.6694 | 0:00:00.053750 | 0:00:00.008751 | 0:00:00.031251 |\n", "| Std Dev. | 0.0923 | 0.008072174089690434 | 0.0010906998215546569 | 0.023225124553613304 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.3478 | 0:00:00.040004 | 0:00:00.006999 | 0:00:00.040004 |\n", "| 15 | 0.4565 | 0:00:00.055998 | 0:00:00.009002 | 0:00:00.055998 |\n", "| 30 | 0.5 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 45 | 0.5 | 0:00:00.060000 | 0:00:00.009003 | 0:00:00.060000 |\n", "| Average | 0.4511 | 0:00:00.053750 | 0:00:00.008751 | 0:00:00.031251 |\n", "| Std Dev. | 0.0622 | 0.008072174089690434 | 0.0010906998215546569 | 0.023225124553613304 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.2581 | 0:00:00.040004 | 0:00:00.006999 | 0:00:00.040004 |\n", "| 15 | 0.2581 | 0:00:00.055998 | 0:00:00.009002 | 0:00:00.055998 |\n", "| 30 | 0.2581 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 45 | 0.2581 | 0:00:00.060000 | 0:00:00.009003 | 0:00:00.060000 |\n", "| Average | 0.2581 | 0:00:00.053750 | 0:00:00.008751 | 0:00:00.031251 |\n", "| Std Dev. | 0.0 | 0.008072174089690434 | 0.0010906998215546569 | 0.023225124553613304 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.4839 | 0:00:00.040004 | 0:00:00.006999 | 0:00:00.040004 |\n", "| 15 | 0.3226 | 0:00:00.055998 | 0:00:00.009002 | 0:00:00.055998 |\n", "| 30 | 0.2581 | 0:00:00.059000 | 0:00:00.010000 | 0:00:00.059000 |\n", "| 45 | 0.2581 | 0:00:00.060000 | 0:00:00.009003 | 0:00:00.060000 |\n", "| Average | 0.3306 | 0:00:00.053750 | 0:00:00.008751 | 0:00:00.031251 |\n", "| Std Dev. | 0.0923 | 0.008072174089690434 | 0.0010906998215546569 | 0.023225124553613304 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "| 5 | 0.1613 | 0:00:00.060999 | 0:00:00.007000 | 0:00:00.060999 |\n", "| 15 | 0.4194 | 0:00:00.051003 | 0:00:00.008000 | 0:00:00.051003 |\n", "| 30 | 0.7097 | 0:00:00.051999 | 0:00:00.007998 | 0:00:00.051999 |\n", "| 45 | 0.7419 | 0:00:00.054000 | 0:00:00.012000 | 0:00:00.054000 |\n", "| Average | 0.5081 | 0:00:00.054500 | 0:00:00.008750 | 0:00:00.031625 |\n", "| Std Dev. | 0.2364 | 0.0039042085690970843 | 0.0019204345447179569 | 0.023080978823433778 |\n", "+----------+----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 5 | 0.2068 | 0:00:00.060999 | 0:00:00.007000 | 0:00:00.060999 |\n", "| 15 | 0.395 | 0:00:00.051003 | 0:00:00.008000 | 0:00:00.051003 |\n", "| 30 | 0.3667 | 0:00:00.051999 | 0:00:00.007998 | 0:00:00.051999 |\n", "| 45 | 0.371 | 0:00:00.054000 | 0:00:00.012000 | 0:00:00.054000 |\n", "| Average | 0.3349 | 0:00:00.054500 | 0:00:00.008750 | 0:00:00.031625 |\n", "| Std Dev. | 0.0747 | 0.0039042085690970843 | 0.0019204345447179569 | 0.023080978823433778 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 5 | 0.1613 | 0:00:00.060999 | 0:00:00.007000 | 0:00:00.060999 |\n", "| 15 | 0.4194 | 0:00:00.051003 | 0:00:00.008000 | 0:00:00.051003 |\n", "| 30 | 0.7097 | 0:00:00.051999 | 0:00:00.007998 | 0:00:00.051999 |\n", "| 45 | 0.7419 | 0:00:00.054000 | 0:00:00.012000 | 0:00:00.054000 |\n", "| Average | 0.5081 | 0:00:00.054500 | 0:00:00.008750 | 0:00:00.031625 |\n", "| Std Dev. | 0.2364 | 0.0039042085690970843 | 0.0019204345447179569 | 0.023080978823433778 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 5 | 0.1495 | 0:00:00.060999 | 0:00:00.007000 | 0:00:00.060999 |\n", "| 15 | 0.3641 | 0:00:00.051003 | 0:00:00.008000 | 0:00:00.051003 |\n", "| 30 | 0.4783 | 0:00:00.051999 | 0:00:00.007998 | 0:00:00.051999 |\n", "| 45 | 0.5 | 0:00:00.054000 | 0:00:00.012000 | 0:00:00.054000 |\n", "| Average | 0.373 | 0:00:00.054500 | 0:00:00.008750 | 0:00:00.031625 |\n", "| Std Dev. | 0.139 | 0.0039042085690970843 | 0.0019204345447179569 | 0.023080978823433778 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "| 5 | 0.1613 | 0:00:00.060999 | 0:00:00.007000 | 0:00:00.060999 |\n", "| 15 | 0.4194 | 0:00:00.051003 | 0:00:00.008000 | 0:00:00.051003 |\n", "| 30 | 0.7097 | 0:00:00.051999 | 0:00:00.007998 | 0:00:00.051999 |\n", "| 45 | 0.7419 | 0:00:00.054000 | 0:00:00.012000 | 0:00:00.054000 |\n", "| Average | 0.5081 | 0:00:00.054500 | 0:00:00.008750 | 0:00:00.031625 |\n", "| Std Dev. | 0.2364 | 0.0039042085690970843 | 0.0019204345447179569 | 0.023080978823433778 |\n", "+----------+--------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "| 5 | 0.1534 | 0:00:00.060999 | 0:00:00.007000 | 0:00:00.060999 |\n", "| 15 | 0.3659 | 0:00:00.051003 | 0:00:00.008000 | 0:00:00.051003 |\n", "| 30 | 0.4151 | 0:00:00.051999 | 0:00:00.007998 | 0:00:00.051999 |\n", "| 45 | 0.4259 | 0:00:00.054000 | 0:00:00.012000 | 0:00:00.054000 |\n", "| Average | 0.3401 | 0:00:00.054500 | 0:00:00.008750 | 0:00:00.031625 |\n", "| Std Dev. | 0.1101 | 0.0039042085690970843 | 0.0019204345447179569 | 0.023080978823433778 |\n", "+----------+-----------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "| 5 | 0.1613 | 0:00:00.060999 | 0:00:00.007000 | 0:00:00.060999 |\n", "| 15 | 0.4194 | 0:00:00.051003 | 0:00:00.008000 | 0:00:00.051003 |\n", "| 30 | 0.7097 | 0:00:00.051999 | 0:00:00.007998 | 0:00:00.051999 |\n", "| 45 | 0.7419 | 0:00:00.054000 | 0:00:00.012000 | 0:00:00.054000 |\n", "| Average | 0.5081 | 0:00:00.054500 | 0:00:00.008750 | 0:00:00.031625 |\n", "| Std Dev. | 0.2364 | 0.0039042085690970843 | 0.0019204345447179569 | 0.023080978823433778 |\n", "+----------+-----------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 5 | 0.1495 | 0:00:00.060999 | 0:00:00.007000 | 0:00:00.060999 |\n", "| 15 | 0.3641 | 0:00:00.051003 | 0:00:00.008000 | 0:00:00.051003 |\n", "| 30 | 0.4783 | 0:00:00.051999 | 0:00:00.007998 | 0:00:00.051999 |\n", "| 45 | 0.5 | 0:00:00.054000 | 0:00:00.012000 | 0:00:00.054000 |\n", "| Average | 0.373 | 0:00:00.054500 | 0:00:00.008750 | 0:00:00.031625 |\n", "| Std Dev. | 0.139 | 0.0039042085690970843 | 0.0019204345447179569 | 0.023080978823433778 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "| 5 | 0.2321 | 0:00:00.060999 | 0:00:00.007000 | 0:00:00.060999 |\n", "| 15 | 0.2293 | 0:00:00.051003 | 0:00:00.008000 | 0:00:00.051003 |\n", "| 30 | 0.2581 | 0:00:00.051999 | 0:00:00.007998 | 0:00:00.051999 |\n", "| 45 | 0.2581 | 0:00:00.054000 | 0:00:00.012000 | 0:00:00.054000 |\n", "| Average | 0.2444 | 0:00:00.054500 | 0:00:00.008750 | 0:00:00.031625 |\n", "| Std Dev. | 0.0137 | 0.0039042085690970843 | 0.0019204345447179569 | 0.023080978823433778 |\n", "+----------+-----------------------+-----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "| 5 | 0.8387 | 0:00:00.060999 | 0:00:00.007000 | 0:00:00.060999 |\n", "| 15 | 0.5806 | 0:00:00.051003 | 0:00:00.008000 | 0:00:00.051003 |\n", "| 30 | 0.2903 | 0:00:00.051999 | 0:00:00.007998 | 0:00:00.051999 |\n", "| 45 | 0.2581 | 0:00:00.054000 | 0:00:00.012000 | 0:00:00.054000 |\n", "| Average | 0.4919 | 0:00:00.054500 | 0:00:00.008750 | 0:00:00.031625 |\n", "| Std Dev. | 0.2364 | 0.0039042085690970843 | 0.0019204345447179569 | 0.023080978823433778 |\n", "+----------+--------+-----------------------+-----------------------+----------------------+\n", "###############\n", "k 5\n", "k 15\n", "k 30\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+---------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+---------------------+----------------------+\n", "| 5 | 0.4516 | 0:00:00.057000 | 0:00:00.013002 | 0:00:00.057000 |\n", "| 15 | 0.5484 | 0:00:00.056996 | 0:00:00.007001 | 0:00:00.056996 |\n", "| 30 | 0.6774 | 0:00:00.062001 | 0:00:00.010000 | 0:00:00.062001 |\n", "| 45 | 0.7419 | 0:00:00.057998 | 0:00:00.010001 | 0:00:00.057998 |\n", "| Average | 0.6048 | 0:00:00.058499 | 0:00:00.010001 | 0:00:00.034250 |\n", "| Std Dev. | 0.1126 | 0.002062618173524207 | 0.00212192529038097 | 0.024338893865518442 |\n", "+----------+----------+----------------------+---------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+---------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+---------------------+----------------------+\n", "| 5 | 0.4103 | 0:00:00.057000 | 0:00:00.013002 | 0:00:00.057000 |\n", "| 15 | 0.4571 | 0:00:00.056996 | 0:00:00.007001 | 0:00:00.056996 |\n", "| 30 | 0.4954 | 0:00:00.062001 | 0:00:00.010000 | 0:00:00.062001 |\n", "| 45 | 0.371 | 0:00:00.057998 | 0:00:00.010001 | 0:00:00.057998 |\n", "| Average | 0.4334 | 0:00:00.058499 | 0:00:00.010001 | 0:00:00.034250 |\n", "| Std Dev. | 0.047 | 0.002062618173524207 | 0.00212192529038097 | 0.024338893865518442 |\n", "+----------+-----------+----------------------+---------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+---------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+---------------------+----------------------+\n", "| 5 | 0.4516 | 0:00:00.057000 | 0:00:00.013002 | 0:00:00.057000 |\n", "| 15 | 0.5484 | 0:00:00.056996 | 0:00:00.007001 | 0:00:00.056996 |\n", "| 30 | 0.6774 | 0:00:00.062001 | 0:00:00.010000 | 0:00:00.062001 |\n", "| 45 | 0.7419 | 0:00:00.057998 | 0:00:00.010001 | 0:00:00.057998 |\n", "| Average | 0.6048 | 0:00:00.058499 | 0:00:00.010001 | 0:00:00.034250 |\n", "| Std Dev. | 0.1126 | 0.002062618173524207 | 0.00212192529038097 | 0.024338893865518442 |\n", "+----------+-----------------+----------------------+---------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+---------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+----------------------+\n", "| 5 | 0.3859 | 0:00:00.057000 | 0:00:00.013002 | 0:00:00.057000 |\n", "| 15 | 0.4511 | 0:00:00.056996 | 0:00:00.007001 | 0:00:00.056996 |\n", "| 30 | 0.4973 | 0:00:00.062001 | 0:00:00.010000 | 0:00:00.062001 |\n", "| 45 | 0.5 | 0:00:00.057998 | 0:00:00.010001 | 0:00:00.057998 |\n", "| Average | 0.4586 | 0:00:00.058499 | 0:00:00.010001 | 0:00:00.034250 |\n", "| Std Dev. | 0.0463 | 0.002062618173524207 | 0.00212192529038097 | 0.024338893865518442 |\n", "+----------+--------+----------------------+---------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+---------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+---------------------+----------------------+\n", "| 5 | 0.4516 | 0:00:00.057000 | 0:00:00.013002 | 0:00:00.057000 |\n", "| 15 | 0.5484 | 0:00:00.056996 | 0:00:00.007001 | 0:00:00.056996 |\n", "| 30 | 0.6774 | 0:00:00.062001 | 0:00:00.010000 | 0:00:00.062001 |\n", "| 45 | 0.7419 | 0:00:00.057998 | 0:00:00.010001 | 0:00:00.057998 |\n", "| Average | 0.6048 | 0:00:00.058499 | 0:00:00.010001 | 0:00:00.034250 |\n", "| Std Dev. | 0.1126 | 0.002062618173524207 | 0.00212192529038097 | 0.024338893865518442 |\n", "+----------+--------------+----------------------+---------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+---------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+---------------------+----------------------+\n", "| 5 | 0.3879 | 0:00:00.057000 | 0:00:00.013002 | 0:00:00.057000 |\n", "| 15 | 0.452 | 0:00:00.056996 | 0:00:00.007001 | 0:00:00.056996 |\n", "| 30 | 0.4833 | 0:00:00.062001 | 0:00:00.010000 | 0:00:00.062001 |\n", "| 45 | 0.4259 | 0:00:00.057998 | 0:00:00.010001 | 0:00:00.057998 |\n", "| Average | 0.4373 | 0:00:00.058499 | 0:00:00.010001 | 0:00:00.034250 |\n", "| Std Dev. | 0.035 | 0.002062618173524207 | 0.00212192529038097 | 0.024338893865518442 |\n", "+----------+-----------+----------------------+---------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+---------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+---------------------+----------------------+\n", "| 5 | 0.4516 | 0:00:00.057000 | 0:00:00.013002 | 0:00:00.057000 |\n", "| 15 | 0.5484 | 0:00:00.056996 | 0:00:00.007001 | 0:00:00.056996 |\n", "| 30 | 0.6774 | 0:00:00.062001 | 0:00:00.010000 | 0:00:00.062001 |\n", "| 45 | 0.7419 | 0:00:00.057998 | 0:00:00.010001 | 0:00:00.057998 |\n", "| Average | 0.6048 | 0:00:00.058499 | 0:00:00.010001 | 0:00:00.034250 |\n", "| Std Dev. | 0.1126 | 0.002062618173524207 | 0.00212192529038097 | 0.024338893865518442 |\n", "+----------+-----------------+----------------------+---------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+---------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+----------------------+\n", "| 5 | 0.3859 | 0:00:00.057000 | 0:00:00.013002 | 0:00:00.057000 |\n", "| 15 | 0.4511 | 0:00:00.056996 | 0:00:00.007001 | 0:00:00.056996 |\n", "| 30 | 0.4973 | 0:00:00.062001 | 0:00:00.010000 | 0:00:00.062001 |\n", "| 45 | 0.5 | 0:00:00.057998 | 0:00:00.010001 | 0:00:00.057998 |\n", "| Average | 0.4586 | 0:00:00.058499 | 0:00:00.010001 | 0:00:00.034250 |\n", "| Std Dev. | 0.0463 | 0.002062618173524207 | 0.00212192529038097 | 0.024338893865518442 |\n", "+----------+--------+----------------------+---------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+---------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+---------------------+----------------------+\n", "| 5 | 0.232 | 0:00:00.057000 | 0:00:00.013002 | 0:00:00.057000 |\n", "| 15 | 0.2435 | 0:00:00.056996 | 0:00:00.007001 | 0:00:00.056996 |\n", "| 30 | 0.2571 | 0:00:00.062001 | 0:00:00.010000 | 0:00:00.062001 |\n", "| 45 | 0.2581 | 0:00:00.057998 | 0:00:00.010001 | 0:00:00.057998 |\n", "| Average | 0.2477 | 0:00:00.058499 | 0:00:00.010001 | 0:00:00.034250 |\n", "| Std Dev. | 0.0107 | 0.002062618173524207 | 0.00212192529038097 | 0.024338893865518442 |\n", "+----------+-----------------------+----------------------+---------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+---------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+----------------------+\n", "| 5 | 0.5484 | 0:00:00.057000 | 0:00:00.013002 | 0:00:00.057000 |\n", "| 15 | 0.4516 | 0:00:00.056996 | 0:00:00.007001 | 0:00:00.056996 |\n", "| 30 | 0.3226 | 0:00:00.062001 | 0:00:00.010000 | 0:00:00.062001 |\n", "| 45 | 0.2581 | 0:00:00.057998 | 0:00:00.010001 | 0:00:00.057998 |\n", "| Average | 0.3952 | 0:00:00.058499 | 0:00:00.010001 | 0:00:00.034250 |\n", "| Std Dev. | 0.1126 | 0.002062618173524207 | 0.00212192529038097 | 0.024338893865518442 |\n", "+----------+--------+----------------------+---------------------+----------------------+\n", "###############\n", "k 5\n", "k 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.6452 | 0:00:00.049995 | 0:00:00.007002 | 0:00:00.049995 |\n", "| 15 | 0.6774 | 0:00:00.057000 | 0:00:00.008999 | 0:00:00.057000 |\n", "| 30 | 0.7419 | 0:00:00.065000 | 0:00:00.009000 | 0:00:00.065000 |\n", "| 45 | 0.7419 | 0:00:00.078004 | 0:00:00.009000 | 0:00:00.078004 |\n", "| Average | 0.7016 | 0:00:00.062499 | 0:00:00.008500 | 0:00:00.035500 |\n", "| Std Dev. | 0.0419 | 0.010407378794433231 | 0.0008651711798132728 | 0.027991288934592934 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.609 | 0:00:00.049995 | 0:00:00.007002 | 0:00:00.049995 |\n", "| 15 | 0.4954 | 0:00:00.057000 | 0:00:00.008999 | 0:00:00.057000 |\n", "| 30 | 0.6293 | 0:00:00.065000 | 0:00:00.009000 | 0:00:00.065000 |\n", "| 45 | 0.371 | 0:00:00.078004 | 0:00:00.009000 | 0:00:00.078004 |\n", "| Average | 0.5262 | 0:00:00.062499 | 0:00:00.008500 | 0:00:00.035500 |\n", "| Std Dev. | 0.1031 | 0.010407378794433231 | 0.0008651711798132728 | 0.027991288934592934 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.6452 | 0:00:00.049995 | 0:00:00.007002 | 0:00:00.049995 |\n", "| 15 | 0.6774 | 0:00:00.057000 | 0:00:00.008999 | 0:00:00.057000 |\n", "| 30 | 0.7419 | 0:00:00.065000 | 0:00:00.009000 | 0:00:00.065000 |\n", "| 45 | 0.7419 | 0:00:00.078004 | 0:00:00.009000 | 0:00:00.078004 |\n", "| Average | 0.7016 | 0:00:00.062499 | 0:00:00.008500 | 0:00:00.035500 |\n", "| Std Dev. | 0.0419 | 0.010407378794433231 | 0.0008651711798132728 | 0.027991288934592934 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.6386 | 0:00:00.049995 | 0:00:00.007002 | 0:00:00.049995 |\n", "| 15 | 0.4973 | 0:00:00.057000 | 0:00:00.008999 | 0:00:00.057000 |\n", "| 30 | 0.5408 | 0:00:00.065000 | 0:00:00.009000 | 0:00:00.065000 |\n", "| 45 | 0.5 | 0:00:00.078004 | 0:00:00.009000 | 0:00:00.078004 |\n", "| Average | 0.5442 | 0:00:00.062499 | 0:00:00.008500 | 0:00:00.035500 |\n", "| Std Dev. | 0.0572 | 0.010407378794433231 | 0.0008651711798132728 | 0.027991288934592934 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.6452 | 0:00:00.049995 | 0:00:00.007002 | 0:00:00.049995 |\n", "| 15 | 0.6774 | 0:00:00.057000 | 0:00:00.008999 | 0:00:00.057000 |\n", "| 30 | 0.7419 | 0:00:00.065000 | 0:00:00.009000 | 0:00:00.065000 |\n", "| 45 | 0.7419 | 0:00:00.078004 | 0:00:00.009000 | 0:00:00.078004 |\n", "| Average | 0.7016 | 0:00:00.062499 | 0:00:00.008500 | 0:00:00.035500 |\n", "| Std Dev. | 0.0419 | 0.010407378794433231 | 0.0008651711798132728 | 0.027991288934592934 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.6039 | 0:00:00.049995 | 0:00:00.007002 | 0:00:00.049995 |\n", "| 15 | 0.4833 | 0:00:00.057000 | 0:00:00.008999 | 0:00:00.057000 |\n", "| 30 | 0.5231 | 0:00:00.065000 | 0:00:00.009000 | 0:00:00.065000 |\n", "| 45 | 0.4259 | 0:00:00.078004 | 0:00:00.009000 | 0:00:00.078004 |\n", "| Average | 0.5091 | 0:00:00.062499 | 0:00:00.008500 | 0:00:00.035500 |\n", "| Std Dev. | 0.0648 | 0.010407378794433231 | 0.0008651711798132728 | 0.027991288934592934 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.6452 | 0:00:00.049995 | 0:00:00.007002 | 0:00:00.049995 |\n", "| 15 | 0.6774 | 0:00:00.057000 | 0:00:00.008999 | 0:00:00.057000 |\n", "| 30 | 0.7419 | 0:00:00.065000 | 0:00:00.009000 | 0:00:00.065000 |\n", "| 45 | 0.7419 | 0:00:00.078004 | 0:00:00.009000 | 0:00:00.078004 |\n", "| Average | 0.7016 | 0:00:00.062499 | 0:00:00.008500 | 0:00:00.035500 |\n", "| Std Dev. | 0.0419 | 0.010407378794433231 | 0.0008651711798132728 | 0.027991288934592934 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.6386 | 0:00:00.049995 | 0:00:00.007002 | 0:00:00.049995 |\n", "| 15 | 0.4973 | 0:00:00.057000 | 0:00:00.008999 | 0:00:00.057000 |\n", "| 30 | 0.5408 | 0:00:00.065000 | 0:00:00.009000 | 0:00:00.065000 |\n", "| 45 | 0.5 | 0:00:00.078004 | 0:00:00.009000 | 0:00:00.078004 |\n", "| Average | 0.5442 | 0:00:00.062499 | 0:00:00.008500 | 0:00:00.035500 |\n", "| Std Dev. | 0.0572 | 0.010407378794433231 | 0.0008651711798132728 | 0.027991288934592934 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.3372 | 0:00:00.049995 | 0:00:00.007002 | 0:00:00.049995 |\n", "| 15 | 0.2571 | 0:00:00.057000 | 0:00:00.008999 | 0:00:00.057000 |\n", "| 30 | 0.2883 | 0:00:00.065000 | 0:00:00.009000 | 0:00:00.065000 |\n", "| 45 | 0.2581 | 0:00:00.078004 | 0:00:00.009000 | 0:00:00.078004 |\n", "| Average | 0.2851 | 0:00:00.062499 | 0:00:00.008500 | 0:00:00.035500 |\n", "| Std Dev. | 0.0325 | 0.010407378794433231 | 0.0008651711798132728 | 0.027991288934592934 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.3548 | 0:00:00.049995 | 0:00:00.007002 | 0:00:00.049995 |\n", "| 15 | 0.3226 | 0:00:00.057000 | 0:00:00.008999 | 0:00:00.057000 |\n", "| 30 | 0.2581 | 0:00:00.065000 | 0:00:00.009000 | 0:00:00.065000 |\n", "| 45 | 0.2581 | 0:00:00.078004 | 0:00:00.009000 | 0:00:00.078004 |\n", "| Average | 0.2984 | 0:00:00.062499 | 0:00:00.008500 | 0:00:00.035500 |\n", "| Std Dev. | 0.0419 | 0.010407378794433231 | 0.0008651711798132728 | 0.027991288934592934 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 5\n", "k 15\n", "k 30\n", "k 45\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.5806 | 0:00:00.050997 | 0:00:00.007000 | 0:00:00.050997 |\n", "| 15 | 0.6452 | 0:00:00.058000 | 0:00:00.007001 | 0:00:00.058000 |\n", "| 30 | 0.7097 | 0:00:00.068000 | 0:00:00.008002 | 0:00:00.068000 |\n", "| 45 | 0.7097 | 0:00:00.068003 | 0:00:00.008995 | 0:00:00.068003 |\n", "| Average | 0.6613 | 0:00:00.061250 | 0:00:00.007749 | 0:00:00.034500 |\n", "| Std Dev. | 0.0535 | 0.007191160880852758 | 0.0008271398105627362 | 0.027235521726277558 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.5071 | 0:00:00.050997 | 0:00:00.007000 | 0:00:00.050997 |\n", "| 15 | 0.4769 | 0:00:00.058000 | 0:00:00.007001 | 0:00:00.058000 |\n", "| 30 | 0.3548 | 0:00:00.068000 | 0:00:00.008002 | 0:00:00.068000 |\n", "| 45 | 0.3548 | 0:00:00.068003 | 0:00:00.008995 | 0:00:00.068003 |\n", "| Average | 0.4234 | 0:00:00.061250 | 0:00:00.007749 | 0:00:00.034500 |\n", "| Std Dev. | 0.0694 | 0.007191160880852758 | 0.0008271398105627362 | 0.027235521726277558 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.5806 | 0:00:00.050997 | 0:00:00.007000 | 0:00:00.050997 |\n", "| 15 | 0.6452 | 0:00:00.058000 | 0:00:00.007001 | 0:00:00.058000 |\n", "| 30 | 0.7097 | 0:00:00.068000 | 0:00:00.008002 | 0:00:00.068000 |\n", "| 45 | 0.7097 | 0:00:00.068003 | 0:00:00.008995 | 0:00:00.068003 |\n", "| Average | 0.6613 | 0:00:00.061250 | 0:00:00.007749 | 0:00:00.034500 |\n", "| Std Dev. | 0.0535 | 0.007191160880852758 | 0.0008271398105627362 | 0.027235521726277558 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.5076 | 0:00:00.050997 | 0:00:00.007000 | 0:00:00.050997 |\n", "| 15 | 0.4874 | 0:00:00.058000 | 0:00:00.007001 | 0:00:00.058000 |\n", "| 30 | 0.5 | 0:00:00.068000 | 0:00:00.008002 | 0:00:00.068000 |\n", "| 45 | 0.5 | 0:00:00.068003 | 0:00:00.008995 | 0:00:00.068003 |\n", "| Average | 0.4987 | 0:00:00.061250 | 0:00:00.007749 | 0:00:00.034500 |\n", "| Std Dev. | 0.0073 | 0.007191160880852758 | 0.0008271398105627362 | 0.027235521726277558 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.5806 | 0:00:00.050997 | 0:00:00.007000 | 0:00:00.050997 |\n", "| 15 | 0.6452 | 0:00:00.058000 | 0:00:00.007001 | 0:00:00.058000 |\n", "| 30 | 0.7097 | 0:00:00.068000 | 0:00:00.008002 | 0:00:00.068000 |\n", "| 45 | 0.7097 | 0:00:00.068003 | 0:00:00.008995 | 0:00:00.068003 |\n", "| Average | 0.6613 | 0:00:00.061250 | 0:00:00.007749 | 0:00:00.034500 |\n", "| Std Dev. | 0.0535 | 0.007191160880852758 | 0.0008271398105627362 | 0.027235521726277558 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.5067 | 0:00:00.050997 | 0:00:00.007000 | 0:00:00.050997 |\n", "| 15 | 0.4647 | 0:00:00.058000 | 0:00:00.007001 | 0:00:00.058000 |\n", "| 30 | 0.4151 | 0:00:00.068000 | 0:00:00.008002 | 0:00:00.068000 |\n", "| 45 | 0.4151 | 0:00:00.068003 | 0:00:00.008995 | 0:00:00.068003 |\n", "| Average | 0.4504 | 0:00:00.061250 | 0:00:00.007749 | 0:00:00.034500 |\n", "| Std Dev. | 0.0383 | 0.007191160880852758 | 0.0008271398105627362 | 0.027235521726277558 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.5806 | 0:00:00.050997 | 0:00:00.007000 | 0:00:00.050997 |\n", "| 15 | 0.6452 | 0:00:00.058000 | 0:00:00.007001 | 0:00:00.058000 |\n", "| 30 | 0.7097 | 0:00:00.068000 | 0:00:00.008002 | 0:00:00.068000 |\n", "| 45 | 0.7097 | 0:00:00.068003 | 0:00:00.008995 | 0:00:00.068003 |\n", "| Average | 0.6613 | 0:00:00.061250 | 0:00:00.007749 | 0:00:00.034500 |\n", "| Std Dev. | 0.0535 | 0.007191160880852758 | 0.0008271398105627362 | 0.027235521726277558 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.5076 | 0:00:00.050997 | 0:00:00.007000 | 0:00:00.050997 |\n", "| 15 | 0.4874 | 0:00:00.058000 | 0:00:00.007001 | 0:00:00.058000 |\n", "| 30 | 0.5 | 0:00:00.068000 | 0:00:00.008002 | 0:00:00.068000 |\n", "| 45 | 0.5 | 0:00:00.068003 | 0:00:00.008995 | 0:00:00.068003 |\n", "| Average | 0.4987 | 0:00:00.061250 | 0:00:00.007749 | 0:00:00.034500 |\n", "| Std Dev. | 0.0073 | 0.007191160880852758 | 0.0008271398105627362 | 0.027235521726277558 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.2935 | 0:00:00.050997 | 0:00:00.007000 | 0:00:00.050997 |\n", "| 15 | 0.2858 | 0:00:00.058000 | 0:00:00.007001 | 0:00:00.058000 |\n", "| 30 | 0.2903 | 0:00:00.068000 | 0:00:00.008002 | 0:00:00.068000 |\n", "| 45 | 0.2903 | 0:00:00.068003 | 0:00:00.008995 | 0:00:00.068003 |\n", "| Average | 0.29 | 0:00:00.061250 | 0:00:00.007749 | 0:00:00.034500 |\n", "| Std Dev. | 0.0027 | 0.007191160880852758 | 0.0008271398105627362 | 0.027235521726277558 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.4194 | 0:00:00.050997 | 0:00:00.007000 | 0:00:00.050997 |\n", "| 15 | 0.3548 | 0:00:00.058000 | 0:00:00.007001 | 0:00:00.058000 |\n", "| 30 | 0.2903 | 0:00:00.068000 | 0:00:00.008002 | 0:00:00.068000 |\n", "| 45 | 0.2903 | 0:00:00.068003 | 0:00:00.008995 | 0:00:00.068003 |\n", "| Average | 0.3387 | 0:00:00.061250 | 0:00:00.007749 | 0:00:00.034500 |\n", "| Std Dev. | 0.0535 | 0.007191160880852758 | 0.0008271398105627362 | 0.027235521726277558 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 5\n", "k 15\n", "k 30\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+---------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+---------------------+---------------------+\n", "| 5 | 0.7333 | 0:00:00.048998 | 0:00:00.012001 | 0:00:00.048998 |\n", "| 15 | 0.7333 | 0:00:00.064001 | 0:00:00.006999 | 0:00:00.064001 |\n", "| 30 | 0.7333 | 0:00:00.090001 | 0:00:00.014000 | 0:00:00.090001 |\n", "| 45 | 0.7333 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| Average | 0.7333 | 0:00:00.065749 | 0:00:00.010500 | 0:00:00.038125 |\n", "| Std Dev. | 0.0 | 0.015040596195792115 | 0.00269317310553903 | 0.02966252102701123 |\n", "+----------+----------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "| 5 | 0.3667 | 0:00:00.048998 | 0:00:00.012001 | 0:00:00.048998 |\n", "| 15 | 0.3667 | 0:00:00.064001 | 0:00:00.006999 | 0:00:00.064001 |\n", "| 30 | 0.3667 | 0:00:00.090001 | 0:00:00.014000 | 0:00:00.090001 |\n", "| 45 | 0.3667 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| Average | 0.3667 | 0:00:00.065749 | 0:00:00.010500 | 0:00:00.038125 |\n", "| Std Dev. | 0.0 | 0.015040596195792115 | 0.00269317310553903 | 0.02966252102701123 |\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "| 5 | 0.7333 | 0:00:00.048998 | 0:00:00.012001 | 0:00:00.048998 |\n", "| 15 | 0.7333 | 0:00:00.064001 | 0:00:00.006999 | 0:00:00.064001 |\n", "| 30 | 0.7333 | 0:00:00.090001 | 0:00:00.014000 | 0:00:00.090001 |\n", "| 45 | 0.7333 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| Average | 0.7333 | 0:00:00.065749 | 0:00:00.010500 | 0:00:00.038125 |\n", "| Std Dev. | 0.0 | 0.015040596195792115 | 0.00269317310553903 | 0.02966252102701123 |\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| 5 | 0.5 | 0:00:00.048998 | 0:00:00.012001 | 0:00:00.048998 |\n", "| 15 | 0.5 | 0:00:00.064001 | 0:00:00.006999 | 0:00:00.064001 |\n", "| 30 | 0.5 | 0:00:00.090001 | 0:00:00.014000 | 0:00:00.090001 |\n", "| 45 | 0.5 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| Average | 0.5 | 0:00:00.065749 | 0:00:00.010500 | 0:00:00.038125 |\n", "| Std Dev. | 0.0 | 0.015040596195792115 | 0.00269317310553903 | 0.02966252102701123 |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+---------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+---------------------+---------------------+\n", "| 5 | 0.7333 | 0:00:00.048998 | 0:00:00.012001 | 0:00:00.048998 |\n", "| 15 | 0.7333 | 0:00:00.064001 | 0:00:00.006999 | 0:00:00.064001 |\n", "| 30 | 0.7333 | 0:00:00.090001 | 0:00:00.014000 | 0:00:00.090001 |\n", "| 45 | 0.7333 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| Average | 0.7333 | 0:00:00.065749 | 0:00:00.010500 | 0:00:00.038125 |\n", "| Std Dev. | 0.0 | 0.015040596195792115 | 0.00269317310553903 | 0.02966252102701123 |\n", "+----------+--------------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "| 5 | 0.4231 | 0:00:00.048998 | 0:00:00.012001 | 0:00:00.048998 |\n", "| 15 | 0.4231 | 0:00:00.064001 | 0:00:00.006999 | 0:00:00.064001 |\n", "| 30 | 0.4231 | 0:00:00.090001 | 0:00:00.014000 | 0:00:00.090001 |\n", "| 45 | 0.4231 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| Average | 0.4231 | 0:00:00.065749 | 0:00:00.010500 | 0:00:00.038125 |\n", "| Std Dev. | 0.0 | 0.015040596195792115 | 0.00269317310553903 | 0.02966252102701123 |\n", "+----------+-----------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "| 5 | 0.7333 | 0:00:00.048998 | 0:00:00.012001 | 0:00:00.048998 |\n", "| 15 | 0.7333 | 0:00:00.064001 | 0:00:00.006999 | 0:00:00.064001 |\n", "| 30 | 0.7333 | 0:00:00.090001 | 0:00:00.014000 | 0:00:00.090001 |\n", "| 45 | 0.7333 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| Average | 0.7333 | 0:00:00.065749 | 0:00:00.010500 | 0:00:00.038125 |\n", "| Std Dev. | 0.0 | 0.015040596195792115 | 0.00269317310553903 | 0.02966252102701123 |\n", "+----------+-----------------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----+----------------------+---------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+-----+----------------------+---------------------+---------------------+\n", "| 5 | 0.5 | 0:00:00.048998 | 0:00:00.012001 | 0:00:00.048998 |\n", "| 15 | 0.5 | 0:00:00.064001 | 0:00:00.006999 | 0:00:00.064001 |\n", "| 30 | 0.5 | 0:00:00.090001 | 0:00:00.014000 | 0:00:00.090001 |\n", "| 45 | 0.5 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| Average | 0.5 | 0:00:00.065749 | 0:00:00.010500 | 0:00:00.038125 |\n", "| Std Dev. | 0.0 | 0.015040596195792115 | 0.00269317310553903 | 0.02966252102701123 |\n", "+----------+-----+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+---------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+---------------------+---------------------+\n", "| 5 | 0.2667 | 0:00:00.048998 | 0:00:00.012001 | 0:00:00.048998 |\n", "| 15 | 0.2667 | 0:00:00.064001 | 0:00:00.006999 | 0:00:00.064001 |\n", "| 30 | 0.2667 | 0:00:00.090001 | 0:00:00.014000 | 0:00:00.090001 |\n", "| 45 | 0.2667 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| Average | 0.2667 | 0:00:00.065749 | 0:00:00.010500 | 0:00:00.038125 |\n", "| Std Dev. | 0.0 | 0.015040596195792115 | 0.00269317310553903 | 0.02966252102701123 |\n", "+----------+-----------------------+----------------------+---------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "| 5 | 0.2667 | 0:00:00.048998 | 0:00:00.012001 | 0:00:00.048998 |\n", "| 15 | 0.2667 | 0:00:00.064001 | 0:00:00.006999 | 0:00:00.064001 |\n", "| 30 | 0.2667 | 0:00:00.090001 | 0:00:00.014000 | 0:00:00.090001 |\n", "| 45 | 0.2667 | 0:00:00.059999 | 0:00:00.009000 | 0:00:00.059999 |\n", "| Average | 0.2667 | 0:00:00.065749 | 0:00:00.010500 | 0:00:00.038125 |\n", "| Std Dev. | 0.0 | 0.015040596195792115 | 0.00269317310553903 | 0.02966252102701123 |\n", "+----------+--------+----------------------+---------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+-----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+----------------------+---------------------+\n", "| 5 | 0.7333 | 0:00:00.062999 | 0:00:00.007000 | 0:00:00.062999 |\n", "| 15 | 0.7333 | 0:00:00.058001 | 0:00:00.008000 | 0:00:00.058001 |\n", "| 30 | 0.7333 | 0:00:00.048001 | 0:00:00.009001 | 0:00:00.048001 |\n", "| 45 | 0.7333 | 0:00:00.049997 | 0:00:00.009000 | 0:00:00.049997 |\n", "| Average | 0.7333 | 0:00:00.054749 | 0:00:00.008250 | 0:00:00.031500 |\n", "| Std Dev. | 0.0 | 0.0060569090907730055 | 0.000829671314348536 | 0.02364800647680595 |\n", "+----------+----------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "| 5 | 0.625 | 0:00:00.062999 | 0:00:00.007000 | 0:00:00.062999 |\n", "| 15 | 0.3667 | 0:00:00.058001 | 0:00:00.008000 | 0:00:00.058001 |\n", "| 30 | 0.3667 | 0:00:00.048001 | 0:00:00.009001 | 0:00:00.048001 |\n", "| 45 | 0.3667 | 0:00:00.049997 | 0:00:00.009000 | 0:00:00.049997 |\n", "| Average | 0.4312 | 0:00:00.054749 | 0:00:00.008250 | 0:00:00.031500 |\n", "| Std Dev. | 0.1119 | 0.0060569090907730055 | 0.000829671314348536 | 0.02364800647680595 |\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "| 5 | 0.7333 | 0:00:00.062999 | 0:00:00.007000 | 0:00:00.062999 |\n", "| 15 | 0.7333 | 0:00:00.058001 | 0:00:00.008000 | 0:00:00.058001 |\n", "| 30 | 0.7333 | 0:00:00.048001 | 0:00:00.009001 | 0:00:00.048001 |\n", "| 45 | 0.7333 | 0:00:00.049997 | 0:00:00.009000 | 0:00:00.049997 |\n", "| Average | 0.7333 | 0:00:00.054749 | 0:00:00.008250 | 0:00:00.031500 |\n", "| Std Dev. | 0.0 | 0.0060569090907730055 | 0.000829671314348536 | 0.02364800647680595 |\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| 5 | 0.5398 | 0:00:00.062999 | 0:00:00.007000 | 0:00:00.062999 |\n", "| 15 | 0.5 | 0:00:00.058001 | 0:00:00.008000 | 0:00:00.058001 |\n", "| 30 | 0.5 | 0:00:00.048001 | 0:00:00.009001 | 0:00:00.048001 |\n", "| 45 | 0.5 | 0:00:00.049997 | 0:00:00.009000 | 0:00:00.049997 |\n", "| Average | 0.5099 | 0:00:00.054749 | 0:00:00.008250 | 0:00:00.031500 |\n", "| Std Dev. | 0.0172 | 0.0060569090907730055 | 0.000829671314348536 | 0.02364800647680595 |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+-----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+----------------------+---------------------+\n", "| 5 | 0.7333 | 0:00:00.062999 | 0:00:00.007000 | 0:00:00.062999 |\n", "| 15 | 0.7333 | 0:00:00.058001 | 0:00:00.008000 | 0:00:00.058001 |\n", "| 30 | 0.7333 | 0:00:00.048001 | 0:00:00.009001 | 0:00:00.048001 |\n", "| 45 | 0.7333 | 0:00:00.049997 | 0:00:00.009000 | 0:00:00.049997 |\n", "| Average | 0.7333 | 0:00:00.054749 | 0:00:00.008250 | 0:00:00.031500 |\n", "| Std Dev. | 0.0 | 0.0060569090907730055 | 0.000829671314348536 | 0.02364800647680595 |\n", "+----------+--------------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "| 5 | 0.52 | 0:00:00.062999 | 0:00:00.007000 | 0:00:00.062999 |\n", "| 15 | 0.4231 | 0:00:00.058001 | 0:00:00.008000 | 0:00:00.058001 |\n", "| 30 | 0.4231 | 0:00:00.048001 | 0:00:00.009001 | 0:00:00.048001 |\n", "| 45 | 0.4231 | 0:00:00.049997 | 0:00:00.009000 | 0:00:00.049997 |\n", "| Average | 0.4473 | 0:00:00.054749 | 0:00:00.008250 | 0:00:00.031500 |\n", "| Std Dev. | 0.042 | 0.0060569090907730055 | 0.000829671314348536 | 0.02364800647680595 |\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "| 5 | 0.7333 | 0:00:00.062999 | 0:00:00.007000 | 0:00:00.062999 |\n", "| 15 | 0.7333 | 0:00:00.058001 | 0:00:00.008000 | 0:00:00.058001 |\n", "| 30 | 0.7333 | 0:00:00.048001 | 0:00:00.009001 | 0:00:00.048001 |\n", "| 45 | 0.7333 | 0:00:00.049997 | 0:00:00.009000 | 0:00:00.049997 |\n", "| Average | 0.7333 | 0:00:00.054749 | 0:00:00.008250 | 0:00:00.031500 |\n", "| Std Dev. | 0.0 | 0.0060569090907730055 | 0.000829671314348536 | 0.02364800647680595 |\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| 5 | 0.5398 | 0:00:00.062999 | 0:00:00.007000 | 0:00:00.062999 |\n", "| 15 | 0.5 | 0:00:00.058001 | 0:00:00.008000 | 0:00:00.058001 |\n", "| 30 | 0.5 | 0:00:00.048001 | 0:00:00.009001 | 0:00:00.048001 |\n", "| 45 | 0.5 | 0:00:00.049997 | 0:00:00.009000 | 0:00:00.049997 |\n", "| Average | 0.5099 | 0:00:00.054749 | 0:00:00.008250 | 0:00:00.031500 |\n", "| Std Dev. | 0.0172 | 0.0060569090907730055 | 0.000829671314348536 | 0.02364800647680595 |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+-----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+----------------------+---------------------+\n", "| 5 | 0.2958 | 0:00:00.062999 | 0:00:00.007000 | 0:00:00.062999 |\n", "| 15 | 0.2667 | 0:00:00.058001 | 0:00:00.008000 | 0:00:00.058001 |\n", "| 30 | 0.2667 | 0:00:00.048001 | 0:00:00.009001 | 0:00:00.048001 |\n", "| 45 | 0.2667 | 0:00:00.049997 | 0:00:00.009000 | 0:00:00.049997 |\n", "| Average | 0.274 | 0:00:00.054749 | 0:00:00.008250 | 0:00:00.031500 |\n", "| Std Dev. | 0.0126 | 0.0060569090907730055 | 0.000829671314348536 | 0.02364800647680595 |\n", "+----------+-----------------------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| 5 | 0.2667 | 0:00:00.062999 | 0:00:00.007000 | 0:00:00.062999 |\n", "| 15 | 0.2667 | 0:00:00.058001 | 0:00:00.008000 | 0:00:00.058001 |\n", "| 30 | 0.2667 | 0:00:00.048001 | 0:00:00.009001 | 0:00:00.048001 |\n", "| 45 | 0.2667 | 0:00:00.049997 | 0:00:00.009000 | 0:00:00.049997 |\n", "| Average | 0.2667 | 0:00:00.054749 | 0:00:00.008250 | 0:00:00.031500 |\n", "| Std Dev. | 0.0 | 0.0060569090907730055 | 0.000829671314348536 | 0.02364800647680595 |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "###############\n", "k 5\n", "k 15\n", "k 30\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.6667 | 0:00:00.046000 | 0:00:00.008000 | 0:00:00.046000 |\n", "| 15 | 0.7333 | 0:00:00.052001 | 0:00:00.008001 | 0:00:00.052001 |\n", "| 30 | 0.7333 | 0:00:00.081000 | 0:00:00.014002 | 0:00:00.081000 |\n", "| 45 | 0.7333 | 0:00:00.049998 | 0:00:00.008998 | 0:00:00.049998 |\n", "| Average | 0.7167 | 0:00:00.057249 | 0:00:00.009750 | 0:00:00.033500 |\n", "| Std Dev. | 0.0289 | 0.013881447603349797 | 0.0024884506752916634 | 0.025758204381307777 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.4904 | 0:00:00.046000 | 0:00:00.008000 | 0:00:00.046000 |\n", "| 15 | 0.3667 | 0:00:00.052001 | 0:00:00.008001 | 0:00:00.052001 |\n", "| 30 | 0.3667 | 0:00:00.081000 | 0:00:00.014002 | 0:00:00.081000 |\n", "| 45 | 0.3667 | 0:00:00.049998 | 0:00:00.008998 | 0:00:00.049998 |\n", "| Average | 0.3976 | 0:00:00.057249 | 0:00:00.009750 | 0:00:00.033500 |\n", "| Std Dev. | 0.0536 | 0.013881447603349797 | 0.0024884506752916634 | 0.025758204381307777 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.6667 | 0:00:00.046000 | 0:00:00.008000 | 0:00:00.046000 |\n", "| 15 | 0.7333 | 0:00:00.052001 | 0:00:00.008001 | 0:00:00.052001 |\n", "| 30 | 0.7333 | 0:00:00.081000 | 0:00:00.014002 | 0:00:00.081000 |\n", "| 45 | 0.7333 | 0:00:00.049998 | 0:00:00.008998 | 0:00:00.049998 |\n", "| Average | 0.7167 | 0:00:00.057249 | 0:00:00.009750 | 0:00:00.033500 |\n", "| Std Dev. | 0.0289 | 0.013881447603349797 | 0.0024884506752916634 | 0.025758204381307777 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.4943 | 0:00:00.046000 | 0:00:00.008000 | 0:00:00.046000 |\n", "| 15 | 0.5 | 0:00:00.052001 | 0:00:00.008001 | 0:00:00.052001 |\n", "| 30 | 0.5 | 0:00:00.081000 | 0:00:00.014002 | 0:00:00.081000 |\n", "| 45 | 0.5 | 0:00:00.049998 | 0:00:00.008998 | 0:00:00.049998 |\n", "| Average | 0.4986 | 0:00:00.057249 | 0:00:00.009750 | 0:00:00.033500 |\n", "| Std Dev. | 0.0025 | 0.013881447603349797 | 0.0024884506752916634 | 0.025758204381307777 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.6667 | 0:00:00.046000 | 0:00:00.008000 | 0:00:00.046000 |\n", "| 15 | 0.7333 | 0:00:00.052001 | 0:00:00.008001 | 0:00:00.052001 |\n", "| 30 | 0.7333 | 0:00:00.081000 | 0:00:00.014002 | 0:00:00.081000 |\n", "| 45 | 0.7333 | 0:00:00.049998 | 0:00:00.008998 | 0:00:00.049998 |\n", "| Average | 0.7167 | 0:00:00.057249 | 0:00:00.009750 | 0:00:00.033500 |\n", "| Std Dev. | 0.0289 | 0.013881447603349797 | 0.0024884506752916634 | 0.025758204381307777 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.4792 | 0:00:00.046000 | 0:00:00.008000 | 0:00:00.046000 |\n", "| 15 | 0.4231 | 0:00:00.052001 | 0:00:00.008001 | 0:00:00.052001 |\n", "| 30 | 0.4231 | 0:00:00.081000 | 0:00:00.014002 | 0:00:00.081000 |\n", "| 45 | 0.4231 | 0:00:00.049998 | 0:00:00.008998 | 0:00:00.049998 |\n", "| Average | 0.4371 | 0:00:00.057249 | 0:00:00.009750 | 0:00:00.033500 |\n", "| Std Dev. | 0.0243 | 0.013881447603349797 | 0.0024884506752916634 | 0.025758204381307777 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.6667 | 0:00:00.046000 | 0:00:00.008000 | 0:00:00.046000 |\n", "| 15 | 0.7333 | 0:00:00.052001 | 0:00:00.008001 | 0:00:00.052001 |\n", "| 30 | 0.7333 | 0:00:00.081000 | 0:00:00.014002 | 0:00:00.081000 |\n", "| 45 | 0.7333 | 0:00:00.049998 | 0:00:00.008998 | 0:00:00.049998 |\n", "| Average | 0.7167 | 0:00:00.057249 | 0:00:00.009750 | 0:00:00.033500 |\n", "| Std Dev. | 0.0289 | 0.013881447603349797 | 0.0024884506752916634 | 0.025758204381307777 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.4943 | 0:00:00.046000 | 0:00:00.008000 | 0:00:00.046000 |\n", "| 15 | 0.5 | 0:00:00.052001 | 0:00:00.008001 | 0:00:00.052001 |\n", "| 30 | 0.5 | 0:00:00.081000 | 0:00:00.014002 | 0:00:00.081000 |\n", "| 45 | 0.5 | 0:00:00.049998 | 0:00:00.008998 | 0:00:00.049998 |\n", "| Average | 0.4986 | 0:00:00.057249 | 0:00:00.009750 | 0:00:00.033500 |\n", "| Std Dev. | 0.0025 | 0.013881447603349797 | 0.0024884506752916634 | 0.025758204381307777 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.2646 | 0:00:00.046000 | 0:00:00.008000 | 0:00:00.046000 |\n", "| 15 | 0.2667 | 0:00:00.052001 | 0:00:00.008001 | 0:00:00.052001 |\n", "| 30 | 0.2667 | 0:00:00.081000 | 0:00:00.014002 | 0:00:00.081000 |\n", "| 45 | 0.2667 | 0:00:00.049998 | 0:00:00.008998 | 0:00:00.049998 |\n", "| Average | 0.2661 | 0:00:00.057249 | 0:00:00.009750 | 0:00:00.033500 |\n", "| Std Dev. | 0.0009 | 0.013881447603349797 | 0.0024884506752916634 | 0.025758204381307777 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.3333 | 0:00:00.046000 | 0:00:00.008000 | 0:00:00.046000 |\n", "| 15 | 0.2667 | 0:00:00.052001 | 0:00:00.008001 | 0:00:00.052001 |\n", "| 30 | 0.2667 | 0:00:00.081000 | 0:00:00.014002 | 0:00:00.081000 |\n", "| 45 | 0.2667 | 0:00:00.049998 | 0:00:00.008998 | 0:00:00.049998 |\n", "| Average | 0.2833 | 0:00:00.057249 | 0:00:00.009750 | 0:00:00.033500 |\n", "| Std Dev. | 0.0289 | 0.013881447603349797 | 0.0024884506752916634 | 0.025758204381307777 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 5\n", "k 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5667 | 0:00:00.028000 | 0:00:00.009003 | 0:00:00.028000 |\n", "| 15 | 0.7 | 0:00:00.053996 | 0:00:00.007000 | 0:00:00.053996 |\n", "| 30 | 0.7333 | 0:00:00.046000 | 0:00:00.009000 | 0:00:00.046000 |\n", "| 45 | 0.7333 | 0:00:00.070000 | 0:00:00.012001 | 0:00:00.070000 |\n", "| Average | 0.6833 | 0:00:00.049499 | 0:00:00.009251 | 0:00:00.029375 |\n", "| Std Dev. | 0.0687 | 0.015124252395896168 | 0.0017855454784616528 | 0.02282417357287502 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.4683 | 0:00:00.028000 | 0:00:00.009003 | 0:00:00.028000 |\n", "| 15 | 0.3621 | 0:00:00.053996 | 0:00:00.007000 | 0:00:00.053996 |\n", "| 30 | 0.3667 | 0:00:00.046000 | 0:00:00.009000 | 0:00:00.046000 |\n", "| 45 | 0.3667 | 0:00:00.070000 | 0:00:00.012001 | 0:00:00.070000 |\n", "| Average | 0.3909 | 0:00:00.049499 | 0:00:00.009251 | 0:00:00.029375 |\n", "| Std Dev. | 0.0447 | 0.015124252395896168 | 0.0017855454784616528 | 0.02282417357287502 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5667 | 0:00:00.028000 | 0:00:00.009003 | 0:00:00.028000 |\n", "| 15 | 0.7 | 0:00:00.053996 | 0:00:00.007000 | 0:00:00.053996 |\n", "| 30 | 0.7333 | 0:00:00.046000 | 0:00:00.009000 | 0:00:00.046000 |\n", "| 45 | 0.7333 | 0:00:00.070000 | 0:00:00.012001 | 0:00:00.070000 |\n", "| Average | 0.6833 | 0:00:00.049499 | 0:00:00.009251 | 0:00:00.029375 |\n", "| Std Dev. | 0.0687 | 0.015124252395896168 | 0.0017855454784616528 | 0.02282417357287502 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.4659 | 0:00:00.028000 | 0:00:00.009003 | 0:00:00.028000 |\n", "| 15 | 0.4773 | 0:00:00.053996 | 0:00:00.007000 | 0:00:00.053996 |\n", "| 30 | 0.5 | 0:00:00.046000 | 0:00:00.009000 | 0:00:00.046000 |\n", "| 45 | 0.5 | 0:00:00.070000 | 0:00:00.012001 | 0:00:00.070000 |\n", "| Average | 0.4858 | 0:00:00.049499 | 0:00:00.009251 | 0:00:00.029375 |\n", "| Std Dev. | 0.0148 | 0.015124252395896168 | 0.0017855454784616528 | 0.02282417357287502 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5667 | 0:00:00.028000 | 0:00:00.009003 | 0:00:00.028000 |\n", "| 15 | 0.7 | 0:00:00.053996 | 0:00:00.007000 | 0:00:00.053996 |\n", "| 30 | 0.7333 | 0:00:00.046000 | 0:00:00.009000 | 0:00:00.046000 |\n", "| 45 | 0.7333 | 0:00:00.070000 | 0:00:00.012001 | 0:00:00.070000 |\n", "| Average | 0.6833 | 0:00:00.049499 | 0:00:00.009251 | 0:00:00.029375 |\n", "| Std Dev. | 0.0687 | 0.015124252395896168 | 0.0017855454784616528 | 0.02282417357287502 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.4665 | 0:00:00.028000 | 0:00:00.009003 | 0:00:00.028000 |\n", "| 15 | 0.4118 | 0:00:00.053996 | 0:00:00.007000 | 0:00:00.053996 |\n", "| 30 | 0.4231 | 0:00:00.046000 | 0:00:00.009000 | 0:00:00.046000 |\n", "| 45 | 0.4231 | 0:00:00.070000 | 0:00:00.012001 | 0:00:00.070000 |\n", "| Average | 0.4311 | 0:00:00.049499 | 0:00:00.009251 | 0:00:00.029375 |\n", "| Std Dev. | 0.0209 | 0.015124252395896168 | 0.0017855454784616528 | 0.02282417357287502 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5667 | 0:00:00.028000 | 0:00:00.009003 | 0:00:00.028000 |\n", "| 15 | 0.7 | 0:00:00.053996 | 0:00:00.007000 | 0:00:00.053996 |\n", "| 30 | 0.7333 | 0:00:00.046000 | 0:00:00.009000 | 0:00:00.046000 |\n", "| 45 | 0.7333 | 0:00:00.070000 | 0:00:00.012001 | 0:00:00.070000 |\n", "| Average | 0.6833 | 0:00:00.049499 | 0:00:00.009251 | 0:00:00.029375 |\n", "| Std Dev. | 0.0687 | 0.015124252395896168 | 0.0017855454784616528 | 0.02282417357287502 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.4659 | 0:00:00.028000 | 0:00:00.009003 | 0:00:00.028000 |\n", "| 15 | 0.4773 | 0:00:00.053996 | 0:00:00.007000 | 0:00:00.053996 |\n", "| 30 | 0.5 | 0:00:00.046000 | 0:00:00.009000 | 0:00:00.046000 |\n", "| 45 | 0.5 | 0:00:00.070000 | 0:00:00.012001 | 0:00:00.070000 |\n", "| Average | 0.4858 | 0:00:00.049499 | 0:00:00.009251 | 0:00:00.029375 |\n", "| Std Dev. | 0.0148 | 0.015124252395896168 | 0.0017855454784616528 | 0.02282417357287502 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.2556 | 0:00:00.028000 | 0:00:00.009003 | 0:00:00.028000 |\n", "| 15 | 0.2667 | 0:00:00.053996 | 0:00:00.007000 | 0:00:00.053996 |\n", "| 30 | 0.2667 | 0:00:00.046000 | 0:00:00.009000 | 0:00:00.046000 |\n", "| 45 | 0.2667 | 0:00:00.070000 | 0:00:00.012001 | 0:00:00.070000 |\n", "| Average | 0.2639 | 0:00:00.049499 | 0:00:00.009251 | 0:00:00.029375 |\n", "| Std Dev. | 0.0048 | 0.015124252395896168 | 0.0017855454784616528 | 0.02282417357287502 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.4333 | 0:00:00.028000 | 0:00:00.009003 | 0:00:00.028000 |\n", "| 15 | 0.3 | 0:00:00.053996 | 0:00:00.007000 | 0:00:00.053996 |\n", "| 30 | 0.2667 | 0:00:00.046000 | 0:00:00.009000 | 0:00:00.046000 |\n", "| 45 | 0.2667 | 0:00:00.070000 | 0:00:00.012001 | 0:00:00.070000 |\n", "| Average | 0.3167 | 0:00:00.049499 | 0:00:00.009251 | 0:00:00.029375 |\n", "| Std Dev. | 0.0687 | 0.015124252395896168 | 0.0017855454784616528 | 0.02282417357287502 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.5797 | 0.1676 | 0:00:00.048199 | 0:00:00.008401 | 0:00:00.056600 |\n", "| 15 | 0.661 | 0.0978 | 0:00:00.055799 | 0:00:00.008300 | 0:00:00.064100 |\n", "| 30 | 0.7256 | 0.0197 | 0:00:00.062800 | 0:00:00.009901 | 0:00:00.072701 |\n", "| 45 | 0.7353 | 0.0094 | 0:00:00.059400 | 0:00:00.009700 | 0:00:00.069099 |\n", "| Average | 0.6754 | 0.0736 | 0:00:00.056549 | 0:00:00.009075 | 0:00:00.065625 |\n", "| Std Dev. | 0.0622 | 0.0641 | 0.0054196243 | 0.0007291878 | 0.006039929 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.4388 | 0.1214 | 0:00:00.048199 | 0:00:00.008401 | 0:00:00.056600 |\n", "| 15 | 0.4019 | 0.0503 | 0:00:00.055799 | 0:00:00.008300 | 0:00:00.064100 |\n", "| 30 | 0.4055 | 0.0841 | 0:00:00.062800 | 0:00:00.009901 | 0:00:00.072701 |\n", "| 45 | 0.3676 | 0.0047 | 0:00:00.059400 | 0:00:00.009700 | 0:00:00.069099 |\n", "| Average | 0.4035 | 0.0651 | 0:00:00.056549 | 0:00:00.009075 | 0:00:00.065625 |\n", "| Std Dev. | 0.0252 | 0.043 | 0.0054196243 | 0.0007291878 | 0.006039929 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.5797 | 0.1676 | 0:00:00.048199 | 0:00:00.008401 | 0:00:00.056600 |\n", "| 15 | 0.661 | 0.0978 | 0:00:00.055799 | 0:00:00.008300 | 0:00:00.064100 |\n", "| 30 | 0.7256 | 0.0197 | 0:00:00.062800 | 0:00:00.009901 | 0:00:00.072701 |\n", "| 45 | 0.7353 | 0.0094 | 0:00:00.059400 | 0:00:00.009700 | 0:00:00.069099 |\n", "| Average | 0.6754 | 0.0736 | 0:00:00.056549 | 0:00:00.009075 | 0:00:00.065625 |\n", "| Std Dev. | 0.0622 | 0.0641 | 0.0054196243 | 0.0007291878 | 0.006039929 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.4529 | 0.1261 | 0:00:00.048199 | 0:00:00.008401 | 0:00:00.056600 |\n", "| 15 | 0.4734 | 0.0404 | 0:00:00.055799 | 0:00:00.008300 | 0:00:00.064100 |\n", "| 30 | 0.5016 | 0.0145 | 0:00:00.062800 | 0:00:00.009901 | 0:00:00.072701 |\n", "| 45 | 0.5 | 0.0 | 0:00:00.059400 | 0:00:00.009700 | 0:00:00.069099 |\n", "| Average | 0.482 | 0.0453 | 0:00:00.056549 | 0:00:00.009075 | 0:00:00.065625 |\n", "| Std Dev. | 0.0202 | 0.0489 | 0.0054196243 | 0.0007291878 | 0.006039929 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.5797 | 0.1676 | 0:00:00.048199 | 0:00:00.008401 | 0:00:00.056600 |\n", "| 15 | 0.661 | 0.0978 | 0:00:00.055799 | 0:00:00.008300 | 0:00:00.064100 |\n", "| 30 | 0.7256 | 0.0197 | 0:00:00.062800 | 0:00:00.009901 | 0:00:00.072701 |\n", "| 45 | 0.7353 | 0.0094 | 0:00:00.059400 | 0:00:00.009700 | 0:00:00.069099 |\n", "| Average | 0.6754 | 0.0736 | 0:00:00.056549 | 0:00:00.009075 | 0:00:00.065625 |\n", "| Std Dev. | 0.0622 | 0.0641 | 0.0054196243 | 0.0007291878 | 0.006039929 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.4307 | 0.1159 | 0:00:00.048199 | 0:00:00.008401 | 0:00:00.056600 |\n", "| 15 | 0.4277 | 0.0312 | 0:00:00.055799 | 0:00:00.008300 | 0:00:00.064100 |\n", "| 30 | 0.4381 | 0.0339 | 0:00:00.062800 | 0:00:00.009901 | 0:00:00.072701 |\n", "| 45 | 0.4237 | 0.0032 | 0:00:00.059400 | 0:00:00.009700 | 0:00:00.069099 |\n", "| Average | 0.43 | 0.0461 | 0:00:00.056549 | 0:00:00.009075 | 0:00:00.065625 |\n", "| Std Dev. | 0.0053 | 0.0421 | 0.0054196243 | 0.0007291878 | 0.006039929 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.5797 | 0.1676 | 0:00:00.048199 | 0:00:00.008401 | 0:00:00.056600 |\n", "| 15 | 0.661 | 0.0978 | 0:00:00.055799 | 0:00:00.008300 | 0:00:00.064100 |\n", "| 30 | 0.7256 | 0.0197 | 0:00:00.062800 | 0:00:00.009901 | 0:00:00.072701 |\n", "| 45 | 0.7353 | 0.0094 | 0:00:00.059400 | 0:00:00.009700 | 0:00:00.069099 |\n", "| Average | 0.6754 | 0.0736 | 0:00:00.056549 | 0:00:00.009075 | 0:00:00.065625 |\n", "| Std Dev. | 0.0622 | 0.0641 | 0.0054196243 | 0.0007291878 | 0.006039929 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.4529 | 0.1261 | 0:00:00.048199 | 0:00:00.008401 | 0:00:00.056600 |\n", "| 15 | 0.4734 | 0.0404 | 0:00:00.055799 | 0:00:00.008300 | 0:00:00.064100 |\n", "| 30 | 0.5016 | 0.0145 | 0:00:00.062800 | 0:00:00.009901 | 0:00:00.072701 |\n", "| 45 | 0.5 | 0.0 | 0:00:00.059400 | 0:00:00.009700 | 0:00:00.069099 |\n", "| Average | 0.482 | 0.0453 | 0:00:00.056549 | 0:00:00.009075 | 0:00:00.065625 |\n", "| Std Dev. | 0.0202 | 0.0489 | 0.0054196243 | 0.0007291878 | 0.006039929 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.2694 | 0.0302 | 0:00:00.048199 | 0:00:00.008401 | 0:00:00.056600 |\n", "| 15 | 0.2599 | 0.0144 | 0:00:00.055799 | 0:00:00.008300 | 0:00:00.064100 |\n", "| 30 | 0.2677 | 0.0115 | 0:00:00.062800 | 0:00:00.009901 | 0:00:00.072701 |\n", "| 45 | 0.2647 | 0.0094 | 0:00:00.059400 | 0:00:00.009700 | 0:00:00.069099 |\n", "| Average | 0.2654 | 0.0164 | 0:00:00.056549 | 0:00:00.009075 | 0:00:00.065625 |\n", "| Std Dev. | 0.0036 | 0.0082 | 0.0054196243 | 0.0007291878 | 0.006039929 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.4203 | 0.1676 | 0:00:00.048199 | 0:00:00.008401 | 0:00:00.056600 |\n", "| 15 | 0.339 | 0.0978 | 0:00:00.055799 | 0:00:00.008300 | 0:00:00.064100 |\n", "| 30 | 0.2744 | 0.0197 | 0:00:00.062800 | 0:00:00.009901 | 0:00:00.072701 |\n", "| 45 | 0.2647 | 0.0094 | 0:00:00.059400 | 0:00:00.009700 | 0:00:00.069099 |\n", "| Average | 0.3246 | 0.0736 | 0:00:00.056549 | 0:00:00.009075 | 0:00:00.065625 |\n", "| Std Dev. | 0.0622 | 0.0641 | 0.0054196243 | 0.0007291878 | 0.006039929 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Latest Datasets\\\\Hill_Valley'\n", "###############\n", "k 5\n", "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5902 | 0:00:00.287000 | 0:00:00.014999 | 0:00:00.287000 |\n", "| 15 | 0.6066 | 0:00:00.258105 | 0:00:00.016895 | 0:00:00.258105 |\n", "| 30 | 0.541 | 0:00:00.249002 | 0:00:00.019001 | 0:00:00.249002 |\n", "| 45 | 0.541 | 0:00:00.253000 | 0:00:00.021997 | 0:00:00.253000 |\n", "| Average | 0.5697 | 0:00:00.261777 | 0:00:00.018223 | 0:00:00.140000 |\n", "| Std Dev. | 0.0293 | 0.014916038167206953 | 0.0025984455109973057 | 0.12224655830275045 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5915 | 0:00:00.287000 | 0:00:00.014999 | 0:00:00.287000 |\n", "| 15 | 0.6072 | 0:00:00.258105 | 0:00:00.016895 | 0:00:00.258105 |\n", "| 30 | 0.5425 | 0:00:00.249002 | 0:00:00.019001 | 0:00:00.249002 |\n", "| 45 | 0.5406 | 0:00:00.253000 | 0:00:00.021997 | 0:00:00.253000 |\n", "| Average | 0.5704 | 0:00:00.261777 | 0:00:00.018223 | 0:00:00.140000 |\n", "| Std Dev. | 0.0294 | 0.014916038167206953 | 0.0025984455109973057 | 0.12224655830275045 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5902 | 0:00:00.287000 | 0:00:00.014999 | 0:00:00.287000 |\n", "| 15 | 0.6066 | 0:00:00.258105 | 0:00:00.016895 | 0:00:00.258105 |\n", "| 30 | 0.541 | 0:00:00.249002 | 0:00:00.019001 | 0:00:00.249002 |\n", "| 45 | 0.541 | 0:00:00.253000 | 0:00:00.021997 | 0:00:00.253000 |\n", "| Average | 0.5697 | 0:00:00.261777 | 0:00:00.018223 | 0:00:00.140000 |\n", "| Std Dev. | 0.0293 | 0.014916038167206953 | 0.0025984455109973057 | 0.12224655830275045 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5909 | 0:00:00.287000 | 0:00:00.014999 | 0:00:00.287000 |\n", "| 15 | 0.607 | 0:00:00.258105 | 0:00:00.016895 | 0:00:00.258105 |\n", "| 30 | 0.5419 | 0:00:00.249002 | 0:00:00.019001 | 0:00:00.249002 |\n", "| 45 | 0.5403 | 0:00:00.253000 | 0:00:00.021997 | 0:00:00.253000 |\n", "| Average | 0.57 | 0:00:00.261777 | 0:00:00.018223 | 0:00:00.140000 |\n", "| Std Dev. | 0.0295 | 0.014916038167206953 | 0.0025984455109973057 | 0.12224655830275045 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5902 | 0:00:00.287000 | 0:00:00.014999 | 0:00:00.287000 |\n", "| 15 | 0.6066 | 0:00:00.258105 | 0:00:00.016895 | 0:00:00.258105 |\n", "| 30 | 0.541 | 0:00:00.249002 | 0:00:00.019001 | 0:00:00.249002 |\n", "| 45 | 0.541 | 0:00:00.253000 | 0:00:00.021997 | 0:00:00.253000 |\n", "| Average | 0.5697 | 0:00:00.261777 | 0:00:00.018223 | 0:00:00.140000 |\n", "| Std Dev. | 0.0293 | 0.014916038167206953 | 0.0025984455109973057 | 0.12224655830275045 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5897 | 0:00:00.287000 | 0:00:00.014999 | 0:00:00.287000 |\n", "| 15 | 0.6065 | 0:00:00.258105 | 0:00:00.016895 | 0:00:00.258105 |\n", "| 30 | 0.5399 | 0:00:00.249002 | 0:00:00.019001 | 0:00:00.249002 |\n", "| 45 | 0.5399 | 0:00:00.253000 | 0:00:00.021997 | 0:00:00.253000 |\n", "| Average | 0.569 | 0:00:00.261777 | 0:00:00.018223 | 0:00:00.140000 |\n", "| Std Dev. | 0.0297 | 0.014916038167206953 | 0.0025984455109973057 | 0.12224655830275045 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5902 | 0:00:00.287000 | 0:00:00.014999 | 0:00:00.287000 |\n", "| 15 | 0.6066 | 0:00:00.258105 | 0:00:00.016895 | 0:00:00.258105 |\n", "| 30 | 0.541 | 0:00:00.249002 | 0:00:00.019001 | 0:00:00.249002 |\n", "| 45 | 0.541 | 0:00:00.253000 | 0:00:00.021997 | 0:00:00.253000 |\n", "| Average | 0.5697 | 0:00:00.261777 | 0:00:00.018223 | 0:00:00.140000 |\n", "| Std Dev. | 0.0293 | 0.014916038167206953 | 0.0025984455109973057 | 0.12224655830275045 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5909 | 0:00:00.287000 | 0:00:00.014999 | 0:00:00.287000 |\n", "| 15 | 0.607 | 0:00:00.258105 | 0:00:00.016895 | 0:00:00.258105 |\n", "| 30 | 0.5419 | 0:00:00.249002 | 0:00:00.019001 | 0:00:00.249002 |\n", "| 45 | 0.5403 | 0:00:00.253000 | 0:00:00.021997 | 0:00:00.253000 |\n", "| Average | 0.57 | 0:00:00.261777 | 0:00:00.018223 | 0:00:00.140000 |\n", "| Std Dev. | 0.0295 | 0.014916038167206953 | 0.0025984455109973057 | 0.12224655830275045 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5625 | 0:00:00.287000 | 0:00:00.014999 | 0:00:00.287000 |\n", "| 15 | 0.5735 | 0:00:00.258105 | 0:00:00.016895 | 0:00:00.258105 |\n", "| 30 | 0.5311 | 0:00:00.249002 | 0:00:00.019001 | 0:00:00.249002 |\n", "| 45 | 0.5298 | 0:00:00.253000 | 0:00:00.021997 | 0:00:00.253000 |\n", "| Average | 0.5492 | 0:00:00.261777 | 0:00:00.018223 | 0:00:00.140000 |\n", "| Std Dev. | 0.0192 | 0.014916038167206953 | 0.0025984455109973057 | 0.12224655830275045 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.4098 | 0:00:00.287000 | 0:00:00.014999 | 0:00:00.287000 |\n", "| 15 | 0.3934 | 0:00:00.258105 | 0:00:00.016895 | 0:00:00.258105 |\n", "| 30 | 0.459 | 0:00:00.249002 | 0:00:00.019001 | 0:00:00.249002 |\n", "| 45 | 0.459 | 0:00:00.253000 | 0:00:00.021997 | 0:00:00.253000 |\n", "| Average | 0.4303 | 0:00:00.261777 | 0:00:00.018223 | 0:00:00.140000 |\n", "| Std Dev. | 0.0293 | 0.014916038167206953 | 0.0025984455109973057 | 0.12224655830275045 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+-----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-----------------------+----------------------+---------------------+\n", "| 5 | 0.5738 | 0:00:00.260999 | 0:00:00.015001 | 0:00:00.260999 |\n", "| 15 | 0.623 | 0:00:00.266035 | 0:00:00.015966 | 0:00:00.266035 |\n", "| 30 | 0.5902 | 0:00:00.256001 | 0:00:00.018998 | 0:00:00.256001 |\n", "| 45 | 0.6066 | 0:00:00.274999 | 0:00:00.029001 | 0:00:00.274999 |\n", "| Average | 0.5984 | 0:00:00.264509 | 0:00:00.019742 | 0:00:00.142125 |\n", "| Std Dev. | 0.0183 | 0.0070192318472845116 | 0.005545683895318044 | 0.12254686627906855 |\n", "+----------+----------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "| 5 | 0.5737 | 0:00:00.260999 | 0:00:00.015001 | 0:00:00.260999 |\n", "| 15 | 0.6231 | 0:00:00.266035 | 0:00:00.015966 | 0:00:00.266035 |\n", "| 30 | 0.5904 | 0:00:00.256001 | 0:00:00.018998 | 0:00:00.256001 |\n", "| 45 | 0.6098 | 0:00:00.274999 | 0:00:00.029001 | 0:00:00.274999 |\n", "| Average | 0.5992 | 0:00:00.264509 | 0:00:00.019742 | 0:00:00.142125 |\n", "| Std Dev. | 0.0188 | 0.0070192318472845116 | 0.005545683895318044 | 0.12254686627906855 |\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "| 5 | 0.5738 | 0:00:00.260999 | 0:00:00.015001 | 0:00:00.260999 |\n", "| 15 | 0.623 | 0:00:00.266035 | 0:00:00.015966 | 0:00:00.266035 |\n", "| 30 | 0.5902 | 0:00:00.256001 | 0:00:00.018998 | 0:00:00.256001 |\n", "| 45 | 0.6066 | 0:00:00.274999 | 0:00:00.029001 | 0:00:00.274999 |\n", "| Average | 0.5984 | 0:00:00.264509 | 0:00:00.019742 | 0:00:00.142125 |\n", "| Std Dev. | 0.0183 | 0.0070192318472845116 | 0.005545683895318044 | 0.12254686627906855 |\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| 5 | 0.5737 | 0:00:00.260999 | 0:00:00.015001 | 0:00:00.260999 |\n", "| 15 | 0.6231 | 0:00:00.266035 | 0:00:00.015966 | 0:00:00.266035 |\n", "| 30 | 0.5892 | 0:00:00.256001 | 0:00:00.018998 | 0:00:00.256001 |\n", "| 45 | 0.6048 | 0:00:00.274999 | 0:00:00.029001 | 0:00:00.274999 |\n", "| Average | 0.5977 | 0:00:00.264509 | 0:00:00.019742 | 0:00:00.142125 |\n", "| Std Dev. | 0.0183 | 0.0070192318472845116 | 0.005545683895318044 | 0.12254686627906855 |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+-----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-----------------------+----------------------+---------------------+\n", "| 5 | 0.5738 | 0:00:00.260999 | 0:00:00.015001 | 0:00:00.260999 |\n", "| 15 | 0.623 | 0:00:00.266035 | 0:00:00.015966 | 0:00:00.266035 |\n", "| 30 | 0.5902 | 0:00:00.256001 | 0:00:00.018998 | 0:00:00.256001 |\n", "| 45 | 0.6066 | 0:00:00.274999 | 0:00:00.029001 | 0:00:00.274999 |\n", "| Average | 0.5984 | 0:00:00.264509 | 0:00:00.019742 | 0:00:00.142125 |\n", "| Std Dev. | 0.0183 | 0.0070192318472845116 | 0.005545683895318044 | 0.12254686627906855 |\n", "+----------+--------------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "| 5 | 0.5737 | 0:00:00.260999 | 0:00:00.015001 | 0:00:00.260999 |\n", "| 15 | 0.623 | 0:00:00.266035 | 0:00:00.015966 | 0:00:00.266035 |\n", "| 30 | 0.5884 | 0:00:00.256001 | 0:00:00.018998 | 0:00:00.256001 |\n", "| 45 | 0.6013 | 0:00:00.274999 | 0:00:00.029001 | 0:00:00.274999 |\n", "| Average | 0.5966 | 0:00:00.264509 | 0:00:00.019742 | 0:00:00.142125 |\n", "| Std Dev. | 0.0181 | 0.0070192318472845116 | 0.005545683895318044 | 0.12254686627906855 |\n", "+----------+-----------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "| 5 | 0.5738 | 0:00:00.260999 | 0:00:00.015001 | 0:00:00.260999 |\n", "| 15 | 0.623 | 0:00:00.266035 | 0:00:00.015966 | 0:00:00.266035 |\n", "| 30 | 0.5902 | 0:00:00.256001 | 0:00:00.018998 | 0:00:00.256001 |\n", "| 45 | 0.6066 | 0:00:00.274999 | 0:00:00.029001 | 0:00:00.274999 |\n", "| Average | 0.5984 | 0:00:00.264509 | 0:00:00.019742 | 0:00:00.142125 |\n", "| Std Dev. | 0.0183 | 0.0070192318472845116 | 0.005545683895318044 | 0.12254686627906855 |\n", "+----------+-----------------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| 5 | 0.5737 | 0:00:00.260999 | 0:00:00.015001 | 0:00:00.260999 |\n", "| 15 | 0.6231 | 0:00:00.266035 | 0:00:00.015966 | 0:00:00.266035 |\n", "| 30 | 0.5892 | 0:00:00.256001 | 0:00:00.018998 | 0:00:00.256001 |\n", "| 45 | 0.6048 | 0:00:00.274999 | 0:00:00.029001 | 0:00:00.274999 |\n", "| Average | 0.5977 | 0:00:00.264509 | 0:00:00.019742 | 0:00:00.142125 |\n", "| Std Dev. | 0.0183 | 0.0070192318472845116 | 0.005545683895318044 | 0.12254686627906855 |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+-----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-----------------------+----------------------+---------------------+\n", "| 5 | 0.5503 | 0:00:00.260999 | 0:00:00.015001 | 0:00:00.260999 |\n", "| 15 | 0.5849 | 0:00:00.266035 | 0:00:00.015966 | 0:00:00.266035 |\n", "| 30 | 0.5598 | 0:00:00.256001 | 0:00:00.018998 | 0:00:00.256001 |\n", "| 45 | 0.5695 | 0:00:00.274999 | 0:00:00.029001 | 0:00:00.274999 |\n", "| Average | 0.5661 | 0:00:00.264509 | 0:00:00.019742 | 0:00:00.142125 |\n", "| Std Dev. | 0.0128 | 0.0070192318472845116 | 0.005545683895318044 | 0.12254686627906855 |\n", "+----------+-----------------------+-----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "| 5 | 0.4262 | 0:00:00.260999 | 0:00:00.015001 | 0:00:00.260999 |\n", "| 15 | 0.377 | 0:00:00.266035 | 0:00:00.015966 | 0:00:00.266035 |\n", "| 30 | 0.4098 | 0:00:00.256001 | 0:00:00.018998 | 0:00:00.256001 |\n", "| 45 | 0.3934 | 0:00:00.274999 | 0:00:00.029001 | 0:00:00.274999 |\n", "| Average | 0.4016 | 0:00:00.264509 | 0:00:00.019742 | 0:00:00.142125 |\n", "| Std Dev. | 0.0183 | 0.0070192318472845116 | 0.005545683895318044 | 0.12254686627906855 |\n", "+----------+--------+-----------------------+----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.623 | 0:00:00.253999 | 0:00:00.016000 | 0:00:00.253999 |\n", "| 15 | 0.5902 | 0:00:00.273000 | 0:00:00.017001 | 0:00:00.273000 |\n", "| 30 | 0.5246 | 0:00:00.251999 | 0:00:00.019000 | 0:00:00.251999 |\n", "| 45 | 0.541 | 0:00:00.267003 | 0:00:00.021001 | 0:00:00.267003 |\n", "| Average | 0.5697 | 0:00:00.261500 | 0:00:00.018251 | 0:00:00.139875 |\n", "| Std Dev. | 0.0391 | 0.00879017500516208 | 0.0019204964801462143 | 0.12179102852791944 |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.6236 | 0:00:00.253999 | 0:00:00.016000 | 0:00:00.253999 |\n", "| 15 | 0.59 | 0:00:00.273000 | 0:00:00.017001 | 0:00:00.273000 |\n", "| 30 | 0.5239 | 0:00:00.251999 | 0:00:00.019000 | 0:00:00.251999 |\n", "| 45 | 0.5411 | 0:00:00.267003 | 0:00:00.021001 | 0:00:00.267003 |\n", "| Average | 0.5697 | 0:00:00.261500 | 0:00:00.018251 | 0:00:00.139875 |\n", "| Std Dev. | 0.0395 | 0.00879017500516208 | 0.0019204964801462143 | 0.12179102852791944 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.623 | 0:00:00.253999 | 0:00:00.016000 | 0:00:00.253999 |\n", "| 15 | 0.5902 | 0:00:00.273000 | 0:00:00.017001 | 0:00:00.273000 |\n", "| 30 | 0.5246 | 0:00:00.251999 | 0:00:00.019000 | 0:00:00.251999 |\n", "| 45 | 0.541 | 0:00:00.267003 | 0:00:00.021001 | 0:00:00.267003 |\n", "| Average | 0.5697 | 0:00:00.261500 | 0:00:00.018251 | 0:00:00.139875 |\n", "| Std Dev. | 0.0391 | 0.00879017500516208 | 0.0019204964801462143 | 0.12179102852791944 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.622 | 0:00:00.253999 | 0:00:00.016000 | 0:00:00.253999 |\n", "| 15 | 0.5898 | 0:00:00.273000 | 0:00:00.017001 | 0:00:00.273000 |\n", "| 30 | 0.5231 | 0:00:00.251999 | 0:00:00.019000 | 0:00:00.251999 |\n", "| 45 | 0.5392 | 0:00:00.267003 | 0:00:00.021001 | 0:00:00.267003 |\n", "| Average | 0.5685 | 0:00:00.261500 | 0:00:00.018251 | 0:00:00.139875 |\n", "| Std Dev. | 0.0395 | 0.00879017500516208 | 0.0019204964801462143 | 0.12179102852791944 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.623 | 0:00:00.253999 | 0:00:00.016000 | 0:00:00.253999 |\n", "| 15 | 0.5902 | 0:00:00.273000 | 0:00:00.017001 | 0:00:00.273000 |\n", "| 30 | 0.5246 | 0:00:00.251999 | 0:00:00.019000 | 0:00:00.251999 |\n", "| 45 | 0.541 | 0:00:00.267003 | 0:00:00.021001 | 0:00:00.267003 |\n", "| Average | 0.5697 | 0:00:00.261500 | 0:00:00.018251 | 0:00:00.139875 |\n", "| Std Dev. | 0.0391 | 0.00879017500516208 | 0.0019204964801462143 | 0.12179102852791944 |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.6213 | 0:00:00.253999 | 0:00:00.016000 | 0:00:00.253999 |\n", "| 15 | 0.5897 | 0:00:00.273000 | 0:00:00.017001 | 0:00:00.273000 |\n", "| 30 | 0.5199 | 0:00:00.251999 | 0:00:00.019000 | 0:00:00.251999 |\n", "| 45 | 0.5349 | 0:00:00.267003 | 0:00:00.021001 | 0:00:00.267003 |\n", "| Average | 0.5665 | 0:00:00.261500 | 0:00:00.018251 | 0:00:00.139875 |\n", "| Std Dev. | 0.041 | 0.00879017500516208 | 0.0019204964801462143 | 0.12179102852791944 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.623 | 0:00:00.253999 | 0:00:00.016000 | 0:00:00.253999 |\n", "| 15 | 0.5902 | 0:00:00.273000 | 0:00:00.017001 | 0:00:00.273000 |\n", "| 30 | 0.5246 | 0:00:00.251999 | 0:00:00.019000 | 0:00:00.251999 |\n", "| 45 | 0.541 | 0:00:00.267003 | 0:00:00.021001 | 0:00:00.267003 |\n", "| Average | 0.5697 | 0:00:00.261500 | 0:00:00.018251 | 0:00:00.139875 |\n", "| Std Dev. | 0.0391 | 0.00879017500516208 | 0.0019204964801462143 | 0.12179102852791944 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.622 | 0:00:00.253999 | 0:00:00.016000 | 0:00:00.253999 |\n", "| 15 | 0.5898 | 0:00:00.273000 | 0:00:00.017001 | 0:00:00.273000 |\n", "| 30 | 0.5231 | 0:00:00.251999 | 0:00:00.019000 | 0:00:00.251999 |\n", "| 45 | 0.5392 | 0:00:00.267003 | 0:00:00.021001 | 0:00:00.267003 |\n", "| Average | 0.5685 | 0:00:00.261500 | 0:00:00.018251 | 0:00:00.139875 |\n", "| Std Dev. | 0.0395 | 0.00879017500516208 | 0.0019204964801462143 | 0.12179102852791944 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.5823 | 0:00:00.253999 | 0:00:00.016000 | 0:00:00.253999 |\n", "| 15 | 0.5606 | 0:00:00.273000 | 0:00:00.017001 | 0:00:00.273000 |\n", "| 30 | 0.5202 | 0:00:00.251999 | 0:00:00.019000 | 0:00:00.251999 |\n", "| 45 | 0.5291 | 0:00:00.267003 | 0:00:00.021001 | 0:00:00.267003 |\n", "| Average | 0.5481 | 0:00:00.261500 | 0:00:00.018251 | 0:00:00.139875 |\n", "| Std Dev. | 0.0249 | 0.00879017500516208 | 0.0019204964801462143 | 0.12179102852791944 |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.377 | 0:00:00.253999 | 0:00:00.016000 | 0:00:00.253999 |\n", "| 15 | 0.4098 | 0:00:00.273000 | 0:00:00.017001 | 0:00:00.273000 |\n", "| 30 | 0.4754 | 0:00:00.251999 | 0:00:00.019000 | 0:00:00.251999 |\n", "| 45 | 0.459 | 0:00:00.267003 | 0:00:00.021001 | 0:00:00.267003 |\n", "| Average | 0.4303 | 0:00:00.261500 | 0:00:00.018251 | 0:00:00.139875 |\n", "| Std Dev. | 0.0391 | 0.00879017500516208 | 0.0019204964801462143 | 0.12179102852791944 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5246 | 0:00:00.253017 | 0:00:00.014983 | 0:00:00.253017 |\n", "| 15 | 0.5246 | 0:00:00.274001 | 0:00:00.015998 | 0:00:00.274001 |\n", "| 30 | 0.5902 | 0:00:00.272999 | 0:00:00.019002 | 0:00:00.272999 |\n", "| 45 | 0.6393 | 0:00:00.252000 | 0:00:00.020999 | 0:00:00.252000 |\n", "| Average | 0.5697 | 0:00:00.263004 | 0:00:00.017745 | 0:00:00.140375 |\n", "| Std Dev. | 0.0483 | 0.010507923038088481 | 0.0023899917005573597 | 0.12286592284080522 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5239 | 0:00:00.253017 | 0:00:00.014983 | 0:00:00.253017 |\n", "| 15 | 0.524 | 0:00:00.274001 | 0:00:00.015998 | 0:00:00.274001 |\n", "| 30 | 0.5904 | 0:00:00.272999 | 0:00:00.019002 | 0:00:00.272999 |\n", "| 45 | 0.6486 | 0:00:00.252000 | 0:00:00.020999 | 0:00:00.252000 |\n", "| Average | 0.5717 | 0:00:00.263004 | 0:00:00.017745 | 0:00:00.140375 |\n", "| Std Dev. | 0.052 | 0.010507923038088481 | 0.0023899917005573597 | 0.12286592284080522 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5246 | 0:00:00.253017 | 0:00:00.014983 | 0:00:00.253017 |\n", "| 15 | 0.5246 | 0:00:00.274001 | 0:00:00.015998 | 0:00:00.274001 |\n", "| 30 | 0.5902 | 0:00:00.272999 | 0:00:00.019002 | 0:00:00.272999 |\n", "| 45 | 0.6393 | 0:00:00.252000 | 0:00:00.020999 | 0:00:00.252000 |\n", "| Average | 0.5697 | 0:00:00.263004 | 0:00:00.017745 | 0:00:00.140375 |\n", "| Std Dev. | 0.0483 | 0.010507923038088481 | 0.0023899917005573597 | 0.12286592284080522 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5231 | 0:00:00.253017 | 0:00:00.014983 | 0:00:00.253017 |\n", "| 15 | 0.5237 | 0:00:00.274001 | 0:00:00.015998 | 0:00:00.274001 |\n", "| 30 | 0.5892 | 0:00:00.272999 | 0:00:00.019002 | 0:00:00.272999 |\n", "| 45 | 0.6371 | 0:00:00.252000 | 0:00:00.020999 | 0:00:00.252000 |\n", "| Average | 0.5683 | 0:00:00.263004 | 0:00:00.017745 | 0:00:00.140375 |\n", "| Std Dev. | 0.048 | 0.010507923038088481 | 0.0023899917005573597 | 0.12286592284080522 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5246 | 0:00:00.253017 | 0:00:00.014983 | 0:00:00.253017 |\n", "| 15 | 0.5246 | 0:00:00.274001 | 0:00:00.015998 | 0:00:00.274001 |\n", "| 30 | 0.5902 | 0:00:00.272999 | 0:00:00.019002 | 0:00:00.272999 |\n", "| 45 | 0.6393 | 0:00:00.252000 | 0:00:00.020999 | 0:00:00.252000 |\n", "| Average | 0.5697 | 0:00:00.263004 | 0:00:00.017745 | 0:00:00.140375 |\n", "| Std Dev. | 0.0483 | 0.010507923038088481 | 0.0023899917005573597 | 0.12286592284080522 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5199 | 0:00:00.253017 | 0:00:00.014983 | 0:00:00.253017 |\n", "| 15 | 0.5225 | 0:00:00.274001 | 0:00:00.015998 | 0:00:00.274001 |\n", "| 30 | 0.5884 | 0:00:00.272999 | 0:00:00.019002 | 0:00:00.272999 |\n", "| 45 | 0.6313 | 0:00:00.252000 | 0:00:00.020999 | 0:00:00.252000 |\n", "| Average | 0.5655 | 0:00:00.263004 | 0:00:00.017745 | 0:00:00.140375 |\n", "| Std Dev. | 0.0468 | 0.010507923038088481 | 0.0023899917005573597 | 0.12286592284080522 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5246 | 0:00:00.253017 | 0:00:00.014983 | 0:00:00.253017 |\n", "| 15 | 0.5246 | 0:00:00.274001 | 0:00:00.015998 | 0:00:00.274001 |\n", "| 30 | 0.5902 | 0:00:00.272999 | 0:00:00.019002 | 0:00:00.272999 |\n", "| 45 | 0.6393 | 0:00:00.252000 | 0:00:00.020999 | 0:00:00.252000 |\n", "| Average | 0.5697 | 0:00:00.263004 | 0:00:00.017745 | 0:00:00.140375 |\n", "| Std Dev. | 0.0483 | 0.010507923038088481 | 0.0023899917005573597 | 0.12286592284080522 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5231 | 0:00:00.253017 | 0:00:00.014983 | 0:00:00.253017 |\n", "| 15 | 0.5237 | 0:00:00.274001 | 0:00:00.015998 | 0:00:00.274001 |\n", "| 30 | 0.5892 | 0:00:00.272999 | 0:00:00.019002 | 0:00:00.272999 |\n", "| 45 | 0.6371 | 0:00:00.252000 | 0:00:00.020999 | 0:00:00.252000 |\n", "| Average | 0.5683 | 0:00:00.263004 | 0:00:00.017745 | 0:00:00.140375 |\n", "| Std Dev. | 0.048 | 0.010507923038088481 | 0.0023899917005573597 | 0.12286592284080522 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5202 | 0:00:00.253017 | 0:00:00.014983 | 0:00:00.253017 |\n", "| 15 | 0.5205 | 0:00:00.274001 | 0:00:00.015998 | 0:00:00.274001 |\n", "| 30 | 0.5598 | 0:00:00.272999 | 0:00:00.019002 | 0:00:00.272999 |\n", "| 45 | 0.5912 | 0:00:00.252000 | 0:00:00.020999 | 0:00:00.252000 |\n", "| Average | 0.5479 | 0:00:00.263004 | 0:00:00.017745 | 0:00:00.140375 |\n", "| Std Dev. | 0.0297 | 0.010507923038088481 | 0.0023899917005573597 | 0.12286592284080522 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.4754 | 0:00:00.253017 | 0:00:00.014983 | 0:00:00.253017 |\n", "| 15 | 0.4754 | 0:00:00.274001 | 0:00:00.015998 | 0:00:00.274001 |\n", "| 30 | 0.4098 | 0:00:00.272999 | 0:00:00.019002 | 0:00:00.272999 |\n", "| 45 | 0.3607 | 0:00:00.252000 | 0:00:00.020999 | 0:00:00.252000 |\n", "| Average | 0.4303 | 0:00:00.263004 | 0:00:00.017745 | 0:00:00.140375 |\n", "| Std Dev. | 0.0483 | 0.010507923038088481 | 0.0023899917005573597 | 0.12286592284080522 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.6393 | 0:00:00.253003 | 0:00:00.019001 | 0:00:00.253003 |\n", "| 15 | 0.6721 | 0:00:00.247997 | 0:00:00.017001 | 0:00:00.247997 |\n", "| 30 | 0.5738 | 0:00:00.253999 | 0:00:00.019000 | 0:00:00.253999 |\n", "| 45 | 0.4426 | 0:00:00.244000 | 0:00:00.022000 | 0:00:00.244000 |\n", "| Average | 0.582 | 0:00:00.249750 | 0:00:00.019250 | 0:00:00.134500 |\n", "| Std Dev. | 0.0879 | 0.00402392637521302 | 0.0017848939252871918 | 0.11529169038931739 |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.6598 | 0:00:00.253003 | 0:00:00.019001 | 0:00:00.253003 |\n", "| 15 | 0.6768 | 0:00:00.247997 | 0:00:00.017001 | 0:00:00.247997 |\n", "| 30 | 0.5732 | 0:00:00.253999 | 0:00:00.019000 | 0:00:00.253999 |\n", "| 45 | 0.443 | 0:00:00.244000 | 0:00:00.022000 | 0:00:00.244000 |\n", "| Average | 0.5882 | 0:00:00.249750 | 0:00:00.019250 | 0:00:00.134500 |\n", "| Std Dev. | 0.0926 | 0.00402392637521302 | 0.0017848939252871918 | 0.11529169038931739 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.6393 | 0:00:00.253003 | 0:00:00.019001 | 0:00:00.253003 |\n", "| 15 | 0.6721 | 0:00:00.247997 | 0:00:00.017001 | 0:00:00.247997 |\n", "| 30 | 0.5738 | 0:00:00.253999 | 0:00:00.019000 | 0:00:00.253999 |\n", "| 45 | 0.4426 | 0:00:00.244000 | 0:00:00.022000 | 0:00:00.244000 |\n", "| Average | 0.582 | 0:00:00.249750 | 0:00:00.019250 | 0:00:00.134500 |\n", "| Std Dev. | 0.0879 | 0.00402392637521302 | 0.0017848939252871918 | 0.11529169038931739 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.6288 | 0:00:00.253003 | 0:00:00.019001 | 0:00:00.253003 |\n", "| 15 | 0.6665 | 0:00:00.247997 | 0:00:00.017001 | 0:00:00.247997 |\n", "| 30 | 0.5663 | 0:00:00.253999 | 0:00:00.019000 | 0:00:00.253999 |\n", "| 45 | 0.4429 | 0:00:00.244000 | 0:00:00.022000 | 0:00:00.244000 |\n", "| Average | 0.5761 | 0:00:00.249750 | 0:00:00.019250 | 0:00:00.134500 |\n", "| Std Dev. | 0.0848 | 0.00402392637521302 | 0.0017848939252871918 | 0.11529169038931739 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.6393 | 0:00:00.253003 | 0:00:00.019001 | 0:00:00.253003 |\n", "| 15 | 0.6721 | 0:00:00.247997 | 0:00:00.017001 | 0:00:00.247997 |\n", "| 30 | 0.5738 | 0:00:00.253999 | 0:00:00.019000 | 0:00:00.253999 |\n", "| 45 | 0.4426 | 0:00:00.244000 | 0:00:00.022000 | 0:00:00.244000 |\n", "| Average | 0.582 | 0:00:00.249750 | 0:00:00.019250 | 0:00:00.134500 |\n", "| Std Dev. | 0.0879 | 0.00402392637521302 | 0.0017848939252871918 | 0.11529169038931739 |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.6161 | 0:00:00.253003 | 0:00:00.019001 | 0:00:00.253003 |\n", "| 15 | 0.6648 | 0:00:00.247997 | 0:00:00.017001 | 0:00:00.247997 |\n", "| 30 | 0.5594 | 0:00:00.253999 | 0:00:00.019000 | 0:00:00.253999 |\n", "| 45 | 0.4425 | 0:00:00.244000 | 0:00:00.022000 | 0:00:00.244000 |\n", "| Average | 0.5707 | 0:00:00.249750 | 0:00:00.019250 | 0:00:00.134500 |\n", "| Std Dev. | 0.0829 | 0.00402392637521302 | 0.0017848939252871918 | 0.11529169038931739 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.6393 | 0:00:00.253003 | 0:00:00.019001 | 0:00:00.253003 |\n", "| 15 | 0.6721 | 0:00:00.247997 | 0:00:00.017001 | 0:00:00.247997 |\n", "| 30 | 0.5738 | 0:00:00.253999 | 0:00:00.019000 | 0:00:00.253999 |\n", "| 45 | 0.4426 | 0:00:00.244000 | 0:00:00.022000 | 0:00:00.244000 |\n", "| Average | 0.582 | 0:00:00.249750 | 0:00:00.019250 | 0:00:00.134500 |\n", "| Std Dev. | 0.0879 | 0.00402392637521302 | 0.0017848939252871918 | 0.11529169038931739 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.6288 | 0:00:00.253003 | 0:00:00.019001 | 0:00:00.253003 |\n", "| 15 | 0.6665 | 0:00:00.247997 | 0:00:00.017001 | 0:00:00.247997 |\n", "| 30 | 0.5663 | 0:00:00.253999 | 0:00:00.019000 | 0:00:00.253999 |\n", "| 45 | 0.4429 | 0:00:00.244000 | 0:00:00.022000 | 0:00:00.244000 |\n", "| Average | 0.5761 | 0:00:00.249750 | 0:00:00.019250 | 0:00:00.134500 |\n", "| Std Dev. | 0.0848 | 0.00402392637521302 | 0.0017848939252871918 | 0.11529169038931739 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.5997 | 0:00:00.253003 | 0:00:00.019001 | 0:00:00.253003 |\n", "| 15 | 0.6287 | 0:00:00.247997 | 0:00:00.017001 | 0:00:00.247997 |\n", "| 30 | 0.5608 | 0:00:00.253999 | 0:00:00.019000 | 0:00:00.253999 |\n", "| 45 | 0.4992 | 0:00:00.244000 | 0:00:00.022000 | 0:00:00.244000 |\n", "| Average | 0.5721 | 0:00:00.249750 | 0:00:00.019250 | 0:00:00.134500 |\n", "| Std Dev. | 0.0485 | 0.00402392637521302 | 0.0017848939252871918 | 0.11529169038931739 |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.3607 | 0:00:00.253003 | 0:00:00.019001 | 0:00:00.253003 |\n", "| 15 | 0.3279 | 0:00:00.247997 | 0:00:00.017001 | 0:00:00.247997 |\n", "| 30 | 0.4262 | 0:00:00.253999 | 0:00:00.019000 | 0:00:00.253999 |\n", "| 45 | 0.5574 | 0:00:00.244000 | 0:00:00.022000 | 0:00:00.244000 |\n", "| Average | 0.418 | 0:00:00.249750 | 0:00:00.019250 | 0:00:00.134500 |\n", "| Std Dev. | 0.0879 | 0.00402392637521302 | 0.0017848939252871918 | 0.11529169038931739 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5333 | 0:00:00.253003 | 0:00:00.013999 | 0:00:00.253003 |\n", "| 15 | 0.4667 | 0:00:00.263000 | 0:00:00.015998 | 0:00:00.263000 |\n", "| 30 | 0.5833 | 0:00:00.249001 | 0:00:00.020999 | 0:00:00.249001 |\n", "| 45 | 0.5833 | 0:00:00.247999 | 0:00:00.020000 | 0:00:00.247999 |\n", "| Average | 0.5417 | 0:00:00.253251 | 0:00:00.017749 | 0:00:00.135500 |\n", "| Std Dev. | 0.0479 | 0.005932028115936929 | 0.0028616005046344793 | 0.11784288392563931 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5328 | 0:00:00.253003 | 0:00:00.013999 | 0:00:00.253003 |\n", "| 15 | 0.4629 | 0:00:00.263000 | 0:00:00.015998 | 0:00:00.263000 |\n", "| 30 | 0.5848 | 0:00:00.249001 | 0:00:00.020999 | 0:00:00.249001 |\n", "| 45 | 0.5826 | 0:00:00.247999 | 0:00:00.020000 | 0:00:00.247999 |\n", "| Average | 0.5408 | 0:00:00.253251 | 0:00:00.017749 | 0:00:00.135500 |\n", "| Std Dev. | 0.0496 | 0.005932028115936929 | 0.0028616005046344793 | 0.11784288392563931 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5333 | 0:00:00.253003 | 0:00:00.013999 | 0:00:00.253003 |\n", "| 15 | 0.4667 | 0:00:00.263000 | 0:00:00.015998 | 0:00:00.263000 |\n", "| 30 | 0.5833 | 0:00:00.249001 | 0:00:00.020999 | 0:00:00.249001 |\n", "| 45 | 0.5833 | 0:00:00.247999 | 0:00:00.020000 | 0:00:00.247999 |\n", "| Average | 0.5417 | 0:00:00.253251 | 0:00:00.017749 | 0:00:00.135500 |\n", "| Std Dev. | 0.0479 | 0.005932028115936929 | 0.0028616005046344793 | 0.11784288392563931 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5328 | 0:00:00.253003 | 0:00:00.013999 | 0:00:00.253003 |\n", "| 15 | 0.4638 | 0:00:00.263000 | 0:00:00.015998 | 0:00:00.263000 |\n", "| 30 | 0.5845 | 0:00:00.249001 | 0:00:00.020999 | 0:00:00.249001 |\n", "| 45 | 0.5823 | 0:00:00.247999 | 0:00:00.020000 | 0:00:00.247999 |\n", "| Average | 0.5409 | 0:00:00.253251 | 0:00:00.017749 | 0:00:00.135500 |\n", "| Std Dev. | 0.049 | 0.005932028115936929 | 0.0028616005046344793 | 0.11784288392563931 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5333 | 0:00:00.253003 | 0:00:00.013999 | 0:00:00.253003 |\n", "| 15 | 0.4667 | 0:00:00.263000 | 0:00:00.015998 | 0:00:00.263000 |\n", "| 30 | 0.5833 | 0:00:00.249001 | 0:00:00.020999 | 0:00:00.249001 |\n", "| 45 | 0.5833 | 0:00:00.247999 | 0:00:00.020000 | 0:00:00.247999 |\n", "| Average | 0.5417 | 0:00:00.253251 | 0:00:00.017749 | 0:00:00.135500 |\n", "| Std Dev. | 0.0479 | 0.005932028115936929 | 0.0028616005046344793 | 0.11784288392563931 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5328 | 0:00:00.253003 | 0:00:00.013999 | 0:00:00.253003 |\n", "| 15 | 0.4613 | 0:00:00.263000 | 0:00:00.015998 | 0:00:00.263000 |\n", "| 30 | 0.5832 | 0:00:00.249001 | 0:00:00.020999 | 0:00:00.249001 |\n", "| 45 | 0.5823 | 0:00:00.247999 | 0:00:00.020000 | 0:00:00.247999 |\n", "| Average | 0.5399 | 0:00:00.253251 | 0:00:00.017749 | 0:00:00.135500 |\n", "| Std Dev. | 0.0498 | 0.005932028115936929 | 0.0028616005046344793 | 0.11784288392563931 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5333 | 0:00:00.253003 | 0:00:00.013999 | 0:00:00.253003 |\n", "| 15 | 0.4667 | 0:00:00.263000 | 0:00:00.015998 | 0:00:00.263000 |\n", "| 30 | 0.5833 | 0:00:00.249001 | 0:00:00.020999 | 0:00:00.249001 |\n", "| 45 | 0.5833 | 0:00:00.247999 | 0:00:00.020000 | 0:00:00.247999 |\n", "| Average | 0.5417 | 0:00:00.253251 | 0:00:00.017749 | 0:00:00.135500 |\n", "| Std Dev. | 0.0479 | 0.005932028115936929 | 0.0028616005046344793 | 0.11784288392563931 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5328 | 0:00:00.253003 | 0:00:00.013999 | 0:00:00.253003 |\n", "| 15 | 0.4638 | 0:00:00.263000 | 0:00:00.015998 | 0:00:00.263000 |\n", "| 30 | 0.5845 | 0:00:00.249001 | 0:00:00.020999 | 0:00:00.249001 |\n", "| 45 | 0.5823 | 0:00:00.247999 | 0:00:00.020000 | 0:00:00.247999 |\n", "| Average | 0.5409 | 0:00:00.253251 | 0:00:00.017749 | 0:00:00.135500 |\n", "| Std Dev. | 0.049 | 0.005932028115936929 | 0.0028616005046344793 | 0.11784288392563931 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.5341 | 0:00:00.253003 | 0:00:00.013999 | 0:00:00.253003 |\n", "| 15 | 0.4997 | 0:00:00.263000 | 0:00:00.015998 | 0:00:00.263000 |\n", "| 30 | 0.5663 | 0:00:00.249001 | 0:00:00.020999 | 0:00:00.249001 |\n", "| 45 | 0.5639 | 0:00:00.247999 | 0:00:00.020000 | 0:00:00.247999 |\n", "| Average | 0.541 | 0:00:00.253251 | 0:00:00.017749 | 0:00:00.135500 |\n", "| Std Dev. | 0.027 | 0.005932028115936929 | 0.0028616005046344793 | 0.11784288392563931 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.4667 | 0:00:00.253003 | 0:00:00.013999 | 0:00:00.253003 |\n", "| 15 | 0.5333 | 0:00:00.263000 | 0:00:00.015998 | 0:00:00.263000 |\n", "| 30 | 0.4167 | 0:00:00.249001 | 0:00:00.020999 | 0:00:00.249001 |\n", "| 45 | 0.4167 | 0:00:00.247999 | 0:00:00.020000 | 0:00:00.247999 |\n", "| Average | 0.4583 | 0:00:00.253251 | 0:00:00.017749 | 0:00:00.135500 |\n", "| Std Dev. | 0.0479 | 0.005932028115936929 | 0.0028616005046344793 | 0.11784288392563931 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 5 | 0.6833 | 0:00:00.248001 | 0:00:00.017001 | 0:00:00.248001 |\n", "| 15 | 0.7167 | 0:00:00.243000 | 0:00:00.016001 | 0:00:00.243000 |\n", "| 30 | 0.7 | 0:00:00.251001 | 0:00:00.018999 | 0:00:00.251001 |\n", "| 45 | 0.6167 | 0:00:00.261999 | 0:00:00.020002 | 0:00:00.261999 |\n", "| Average | 0.6792 | 0:00:00.251000 | 0:00:00.018001 | 0:00:00.134500 |\n", "| Std Dev. | 0.038 | 0.006963629505435928 | 0.001581326376362148 | 0.11660906760440917 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 5 | 0.683 | 0:00:00.248001 | 0:00:00.017001 | 0:00:00.248001 |\n", "| 15 | 0.7167 | 0:00:00.243000 | 0:00:00.016001 | 0:00:00.243000 |\n", "| 30 | 0.7008 | 0:00:00.251001 | 0:00:00.018999 | 0:00:00.251001 |\n", "| 45 | 0.6167 | 0:00:00.261999 | 0:00:00.020002 | 0:00:00.261999 |\n", "| Average | 0.6793 | 0:00:00.251000 | 0:00:00.018001 | 0:00:00.134500 |\n", "| Std Dev. | 0.0381 | 0.006963629505435928 | 0.001581326376362148 | 0.11660906760440917 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 5 | 0.6833 | 0:00:00.248001 | 0:00:00.017001 | 0:00:00.248001 |\n", "| 15 | 0.7167 | 0:00:00.243000 | 0:00:00.016001 | 0:00:00.243000 |\n", "| 30 | 0.7 | 0:00:00.251001 | 0:00:00.018999 | 0:00:00.251001 |\n", "| 45 | 0.6167 | 0:00:00.261999 | 0:00:00.020002 | 0:00:00.261999 |\n", "| Average | 0.6792 | 0:00:00.251000 | 0:00:00.018001 | 0:00:00.134500 |\n", "| Std Dev. | 0.038 | 0.006963629505435928 | 0.001581326376362148 | 0.11660906760440917 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 5 | 0.6824 | 0:00:00.248001 | 0:00:00.017001 | 0:00:00.248001 |\n", "| 15 | 0.7169 | 0:00:00.243000 | 0:00:00.016001 | 0:00:00.243000 |\n", "| 30 | 0.7008 | 0:00:00.251001 | 0:00:00.018999 | 0:00:00.251001 |\n", "| 45 | 0.6168 | 0:00:00.261999 | 0:00:00.020002 | 0:00:00.261999 |\n", "| Average | 0.6792 | 0:00:00.251000 | 0:00:00.018001 | 0:00:00.134500 |\n", "| Std Dev. | 0.0381 | 0.006963629505435928 | 0.001581326376362148 | 0.11660906760440917 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 5 | 0.6833 | 0:00:00.248001 | 0:00:00.017001 | 0:00:00.248001 |\n", "| 15 | 0.7167 | 0:00:00.243000 | 0:00:00.016001 | 0:00:00.243000 |\n", "| 30 | 0.7 | 0:00:00.251001 | 0:00:00.018999 | 0:00:00.251001 |\n", "| 45 | 0.6167 | 0:00:00.261999 | 0:00:00.020002 | 0:00:00.261999 |\n", "| Average | 0.6792 | 0:00:00.251000 | 0:00:00.018001 | 0:00:00.134500 |\n", "| Std Dev. | 0.038 | 0.006963629505435928 | 0.001581326376362148 | 0.11660906760440917 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 5 | 0.6825 | 0:00:00.248001 | 0:00:00.017001 | 0:00:00.248001 |\n", "| 15 | 0.7166 | 0:00:00.243000 | 0:00:00.016001 | 0:00:00.243000 |\n", "| 30 | 0.7 | 0:00:00.251001 | 0:00:00.018999 | 0:00:00.251001 |\n", "| 45 | 0.6166 | 0:00:00.261999 | 0:00:00.020002 | 0:00:00.261999 |\n", "| Average | 0.6789 | 0:00:00.251000 | 0:00:00.018001 | 0:00:00.134500 |\n", "| Std Dev. | 0.038 | 0.006963629505435928 | 0.001581326376362148 | 0.11660906760440917 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 5 | 0.6833 | 0:00:00.248001 | 0:00:00.017001 | 0:00:00.248001 |\n", "| 15 | 0.7167 | 0:00:00.243000 | 0:00:00.016001 | 0:00:00.243000 |\n", "| 30 | 0.7 | 0:00:00.251001 | 0:00:00.018999 | 0:00:00.251001 |\n", "| 45 | 0.6167 | 0:00:00.261999 | 0:00:00.020002 | 0:00:00.261999 |\n", "| Average | 0.6792 | 0:00:00.251000 | 0:00:00.018001 | 0:00:00.134500 |\n", "| Std Dev. | 0.038 | 0.006963629505435928 | 0.001581326376362148 | 0.11660906760440917 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 5 | 0.6824 | 0:00:00.248001 | 0:00:00.017001 | 0:00:00.248001 |\n", "| 15 | 0.7169 | 0:00:00.243000 | 0:00:00.016001 | 0:00:00.243000 |\n", "| 30 | 0.7008 | 0:00:00.251001 | 0:00:00.018999 | 0:00:00.251001 |\n", "| 45 | 0.6168 | 0:00:00.261999 | 0:00:00.020002 | 0:00:00.261999 |\n", "| Average | 0.6792 | 0:00:00.251000 | 0:00:00.018001 | 0:00:00.134500 |\n", "| Std Dev. | 0.0381 | 0.006963629505435928 | 0.001581326376362148 | 0.11660906760440917 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 5 | 0.6379 | 0:00:00.248001 | 0:00:00.017001 | 0:00:00.248001 |\n", "| 15 | 0.6704 | 0:00:00.243000 | 0:00:00.016001 | 0:00:00.243000 |\n", "| 30 | 0.6572 | 0:00:00.251001 | 0:00:00.018999 | 0:00:00.251001 |\n", "| 45 | 0.5882 | 0:00:00.261999 | 0:00:00.020002 | 0:00:00.261999 |\n", "| Average | 0.6384 | 0:00:00.251000 | 0:00:00.018001 | 0:00:00.134500 |\n", "| Std Dev. | 0.0312 | 0.006963629505435928 | 0.001581326376362148 | 0.11660906760440917 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 5 | 0.3167 | 0:00:00.248001 | 0:00:00.017001 | 0:00:00.248001 |\n", "| 15 | 0.2833 | 0:00:00.243000 | 0:00:00.016001 | 0:00:00.243000 |\n", "| 30 | 0.3 | 0:00:00.251001 | 0:00:00.018999 | 0:00:00.251001 |\n", "| 45 | 0.3833 | 0:00:00.261999 | 0:00:00.020002 | 0:00:00.261999 |\n", "| Average | 0.3208 | 0:00:00.251000 | 0:00:00.018001 | 0:00:00.134500 |\n", "| Std Dev. | 0.038 | 0.006963629505435928 | 0.001581326376362148 | 0.11660906760440917 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "| 5 | 0.6167 | 0:00:00.273999 | 0:00:00.014000 | 0:00:00.273999 |\n", "| 15 | 0.55 | 0:00:00.241001 | 0:00:00.017000 | 0:00:00.241001 |\n", "| 30 | 0.5667 | 0:00:00.272998 | 0:00:00.017999 | 0:00:00.272998 |\n", "| 45 | 0.6 | 0:00:00.248001 | 0:00:00.035000 | 0:00:00.248001 |\n", "| Average | 0.5833 | 0:00:00.259000 | 0:00:00.021000 | 0:00:00.140000 |\n", "| Std Dev. | 0.0264 | 0.014712880619984246 | 0.008215837790705307 | 0.11959507318215905 |\n", "+----------+----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 5 | 0.6167 | 0:00:00.273999 | 0:00:00.014000 | 0:00:00.273999 |\n", "| 15 | 0.5532 | 0:00:00.241001 | 0:00:00.017000 | 0:00:00.241001 |\n", "| 30 | 0.5841 | 0:00:00.272998 | 0:00:00.017999 | 0:00:00.272998 |\n", "| 45 | 0.6099 | 0:00:00.248001 | 0:00:00.035000 | 0:00:00.248001 |\n", "| Average | 0.5909 | 0:00:00.259000 | 0:00:00.021000 | 0:00:00.140000 |\n", "| Std Dev. | 0.025 | 0.014712880619984246 | 0.008215837790705307 | 0.11959507318215905 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 5 | 0.6167 | 0:00:00.273999 | 0:00:00.014000 | 0:00:00.273999 |\n", "| 15 | 0.55 | 0:00:00.241001 | 0:00:00.017000 | 0:00:00.241001 |\n", "| 30 | 0.5667 | 0:00:00.272998 | 0:00:00.017999 | 0:00:00.272998 |\n", "| 45 | 0.6 | 0:00:00.248001 | 0:00:00.035000 | 0:00:00.248001 |\n", "| Average | 0.5833 | 0:00:00.259000 | 0:00:00.021000 | 0:00:00.140000 |\n", "| Std Dev. | 0.0264 | 0.014712880619984246 | 0.008215837790705307 | 0.11959507318215905 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 5 | 0.6168 | 0:00:00.273999 | 0:00:00.014000 | 0:00:00.273999 |\n", "| 15 | 0.5523 | 0:00:00.241001 | 0:00:00.017000 | 0:00:00.241001 |\n", "| 30 | 0.5729 | 0:00:00.272998 | 0:00:00.017999 | 0:00:00.272998 |\n", "| 45 | 0.604 | 0:00:00.248001 | 0:00:00.035000 | 0:00:00.248001 |\n", "| Average | 0.5865 | 0:00:00.259000 | 0:00:00.021000 | 0:00:00.140000 |\n", "| Std Dev. | 0.0254 | 0.014712880619984246 | 0.008215837790705307 | 0.11959507318215905 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "| 5 | 0.6167 | 0:00:00.273999 | 0:00:00.014000 | 0:00:00.273999 |\n", "| 15 | 0.55 | 0:00:00.241001 | 0:00:00.017000 | 0:00:00.241001 |\n", "| 30 | 0.5667 | 0:00:00.272998 | 0:00:00.017999 | 0:00:00.272998 |\n", "| 45 | 0.6 | 0:00:00.248001 | 0:00:00.035000 | 0:00:00.248001 |\n", "| Average | 0.5833 | 0:00:00.259000 | 0:00:00.021000 | 0:00:00.140000 |\n", "| Std Dev. | 0.0264 | 0.014712880619984246 | 0.008215837790705307 | 0.11959507318215905 |\n", "+----------+--------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "| 5 | 0.6166 | 0:00:00.273999 | 0:00:00.014000 | 0:00:00.273999 |\n", "| 15 | 0.5489 | 0:00:00.241001 | 0:00:00.017000 | 0:00:00.241001 |\n", "| 30 | 0.5543 | 0:00:00.272998 | 0:00:00.017999 | 0:00:00.272998 |\n", "| 45 | 0.596 | 0:00:00.248001 | 0:00:00.035000 | 0:00:00.248001 |\n", "| Average | 0.5789 | 0:00:00.259000 | 0:00:00.021000 | 0:00:00.140000 |\n", "| Std Dev. | 0.0284 | 0.014712880619984246 | 0.008215837790705307 | 0.11959507318215905 |\n", "+----------+-----------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "| 5 | 0.6167 | 0:00:00.273999 | 0:00:00.014000 | 0:00:00.273999 |\n", "| 15 | 0.55 | 0:00:00.241001 | 0:00:00.017000 | 0:00:00.241001 |\n", "| 30 | 0.5667 | 0:00:00.272998 | 0:00:00.017999 | 0:00:00.272998 |\n", "| 45 | 0.6 | 0:00:00.248001 | 0:00:00.035000 | 0:00:00.248001 |\n", "| Average | 0.5833 | 0:00:00.259000 | 0:00:00.021000 | 0:00:00.140000 |\n", "| Std Dev. | 0.0264 | 0.014712880619984246 | 0.008215837790705307 | 0.11959507318215905 |\n", "+----------+-----------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 5 | 0.6168 | 0:00:00.273999 | 0:00:00.014000 | 0:00:00.273999 |\n", "| 15 | 0.5523 | 0:00:00.241001 | 0:00:00.017000 | 0:00:00.241001 |\n", "| 30 | 0.5729 | 0:00:00.272998 | 0:00:00.017999 | 0:00:00.272998 |\n", "| 45 | 0.604 | 0:00:00.248001 | 0:00:00.035000 | 0:00:00.248001 |\n", "| Average | 0.5865 | 0:00:00.259000 | 0:00:00.021000 | 0:00:00.140000 |\n", "| Std Dev. | 0.0254 | 0.014712880619984246 | 0.008215837790705307 | 0.11959507318215905 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "| 5 | 0.5882 | 0:00:00.273999 | 0:00:00.014000 | 0:00:00.273999 |\n", "| 15 | 0.5458 | 0:00:00.241001 | 0:00:00.017000 | 0:00:00.241001 |\n", "| 30 | 0.5611 | 0:00:00.272998 | 0:00:00.017999 | 0:00:00.272998 |\n", "| 45 | 0.5822 | 0:00:00.248001 | 0:00:00.035000 | 0:00:00.248001 |\n", "| Average | 0.5693 | 0:00:00.259000 | 0:00:00.021000 | 0:00:00.140000 |\n", "| Std Dev. | 0.0169 | 0.014712880619984246 | 0.008215837790705307 | 0.11959507318215905 |\n", "+----------+-----------------------+----------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "| 5 | 0.3833 | 0:00:00.273999 | 0:00:00.014000 | 0:00:00.273999 |\n", "| 15 | 0.45 | 0:00:00.241001 | 0:00:00.017000 | 0:00:00.241001 |\n", "| 30 | 0.4333 | 0:00:00.272998 | 0:00:00.017999 | 0:00:00.272998 |\n", "| 45 | 0.4 | 0:00:00.248001 | 0:00:00.035000 | 0:00:00.248001 |\n", "| Average | 0.4167 | 0:00:00.259000 | 0:00:00.021000 | 0:00:00.140000 |\n", "| Std Dev. | 0.0264 | 0.014712880619984246 | 0.008215837790705307 | 0.11959507318215905 |\n", "+----------+--------+----------------------+----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "| 5 | 0.55 | 0:00:00.268002 | 0:00:00.014000 | 0:00:00.268002 |\n", "| 15 | 0.55 | 0:00:00.271000 | 0:00:00.016002 | 0:00:00.271000 |\n", "| 30 | 0.4833 | 0:00:00.273999 | 0:00:00.028997 | 0:00:00.273999 |\n", "| 45 | 0.45 | 0:00:00.383001 | 0:00:00.032999 | 0:00:00.383001 |\n", "| Average | 0.5083 | 0:00:00.299000 | 0:00:00.023000 | 0:00:00.161000 |\n", "| Std Dev. | 0.0433 | 0.04854412434464399 | 0.008153343622224316 | 0.14232219213566963 |\n", "+----------+----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 5 | 0.5491 | 0:00:00.268002 | 0:00:00.014000 | 0:00:00.268002 |\n", "| 15 | 0.5491 | 0:00:00.271000 | 0:00:00.016002 | 0:00:00.271000 |\n", "| 30 | 0.4821 | 0:00:00.273999 | 0:00:00.028997 | 0:00:00.273999 |\n", "| 45 | 0.4444 | 0:00:00.383001 | 0:00:00.032999 | 0:00:00.383001 |\n", "| Average | 0.5062 | 0:00:00.299000 | 0:00:00.023000 | 0:00:00.161000 |\n", "| Std Dev. | 0.0449 | 0.04854412434464399 | 0.008153343622224316 | 0.14232219213566963 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 5 | 0.55 | 0:00:00.268002 | 0:00:00.014000 | 0:00:00.268002 |\n", "| 15 | 0.55 | 0:00:00.271000 | 0:00:00.016002 | 0:00:00.271000 |\n", "| 30 | 0.4833 | 0:00:00.273999 | 0:00:00.028997 | 0:00:00.273999 |\n", "| 45 | 0.45 | 0:00:00.383001 | 0:00:00.032999 | 0:00:00.383001 |\n", "| Average | 0.5083 | 0:00:00.299000 | 0:00:00.023000 | 0:00:00.161000 |\n", "| Std Dev. | 0.0433 | 0.04854412434464399 | 0.008153343622224316 | 0.14232219213566963 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 5 | 0.5489 | 0:00:00.268002 | 0:00:00.014000 | 0:00:00.268002 |\n", "| 15 | 0.5489 | 0:00:00.271000 | 0:00:00.016002 | 0:00:00.271000 |\n", "| 30 | 0.4822 | 0:00:00.273999 | 0:00:00.028997 | 0:00:00.273999 |\n", "| 45 | 0.4466 | 0:00:00.383001 | 0:00:00.032999 | 0:00:00.383001 |\n", "| Average | 0.5067 | 0:00:00.299000 | 0:00:00.023000 | 0:00:00.161000 |\n", "| Std Dev. | 0.0441 | 0.04854412434464399 | 0.008153343622224316 | 0.14232219213566963 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "| 5 | 0.55 | 0:00:00.268002 | 0:00:00.014000 | 0:00:00.268002 |\n", "| 15 | 0.55 | 0:00:00.271000 | 0:00:00.016002 | 0:00:00.271000 |\n", "| 30 | 0.4833 | 0:00:00.273999 | 0:00:00.028997 | 0:00:00.273999 |\n", "| 45 | 0.45 | 0:00:00.383001 | 0:00:00.032999 | 0:00:00.383001 |\n", "| Average | 0.5083 | 0:00:00.299000 | 0:00:00.023000 | 0:00:00.161000 |\n", "| Std Dev. | 0.0433 | 0.04854412434464399 | 0.008153343622224316 | 0.14232219213566963 |\n", "+----------+--------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "| 5 | 0.5489 | 0:00:00.268002 | 0:00:00.014000 | 0:00:00.268002 |\n", "| 15 | 0.5489 | 0:00:00.271000 | 0:00:00.016002 | 0:00:00.271000 |\n", "| 30 | 0.482 | 0:00:00.273999 | 0:00:00.028997 | 0:00:00.273999 |\n", "| 45 | 0.4424 | 0:00:00.383001 | 0:00:00.032999 | 0:00:00.383001 |\n", "| Average | 0.5055 | 0:00:00.299000 | 0:00:00.023000 | 0:00:00.161000 |\n", "| Std Dev. | 0.0455 | 0.04854412434464399 | 0.008153343622224316 | 0.14232219213566963 |\n", "+----------+-----------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "| 5 | 0.55 | 0:00:00.268002 | 0:00:00.014000 | 0:00:00.268002 |\n", "| 15 | 0.55 | 0:00:00.271000 | 0:00:00.016002 | 0:00:00.271000 |\n", "| 30 | 0.4833 | 0:00:00.273999 | 0:00:00.028997 | 0:00:00.273999 |\n", "| 45 | 0.45 | 0:00:00.383001 | 0:00:00.032999 | 0:00:00.383001 |\n", "| Average | 0.5083 | 0:00:00.299000 | 0:00:00.023000 | 0:00:00.161000 |\n", "| Std Dev. | 0.0433 | 0.04854412434464399 | 0.008153343622224316 | 0.14232219213566963 |\n", "+----------+-----------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 5 | 0.5489 | 0:00:00.268002 | 0:00:00.014000 | 0:00:00.268002 |\n", "| 15 | 0.5489 | 0:00:00.271000 | 0:00:00.016002 | 0:00:00.271000 |\n", "| 30 | 0.4822 | 0:00:00.273999 | 0:00:00.028997 | 0:00:00.273999 |\n", "| 45 | 0.4466 | 0:00:00.383001 | 0:00:00.032999 | 0:00:00.383001 |\n", "| Average | 0.5067 | 0:00:00.299000 | 0:00:00.023000 | 0:00:00.161000 |\n", "| Std Dev. | 0.0441 | 0.04854412434464399 | 0.008153343622224316 | 0.14232219213566963 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "| 5 | 0.5433 | 0:00:00.268002 | 0:00:00.014000 | 0:00:00.268002 |\n", "| 15 | 0.5433 | 0:00:00.271000 | 0:00:00.016002 | 0:00:00.271000 |\n", "| 30 | 0.5081 | 0:00:00.273999 | 0:00:00.028997 | 0:00:00.273999 |\n", "| 45 | 0.4923 | 0:00:00.383001 | 0:00:00.032999 | 0:00:00.383001 |\n", "| Average | 0.5217 | 0:00:00.299000 | 0:00:00.023000 | 0:00:00.161000 |\n", "| Std Dev. | 0.0223 | 0.04854412434464399 | 0.008153343622224316 | 0.14232219213566963 |\n", "+----------+-----------------------+---------------------+----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "| 5 | 0.45 | 0:00:00.268002 | 0:00:00.014000 | 0:00:00.268002 |\n", "| 15 | 0.45 | 0:00:00.271000 | 0:00:00.016002 | 0:00:00.271000 |\n", "| 30 | 0.5167 | 0:00:00.273999 | 0:00:00.028997 | 0:00:00.273999 |\n", "| 45 | 0.55 | 0:00:00.383001 | 0:00:00.032999 | 0:00:00.383001 |\n", "| Average | 0.4917 | 0:00:00.299000 | 0:00:00.023000 | 0:00:00.161000 |\n", "| Std Dev. | 0.0433 | 0.04854412434464399 | 0.008153343622224316 | 0.14232219213566963 |\n", "+----------+--------+---------------------+----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.5167 | 0:00:00.350002 | 0:00:00.016000 | 0:00:00.350002 |\n", "| 15 | 0.5333 | 0:00:00.256001 | 0:00:00.016000 | 0:00:00.256001 |\n", "| 30 | 0.5333 | 0:00:00.270998 | 0:00:00.020000 | 0:00:00.270998 |\n", "| 45 | 0.4833 | 0:00:00.236000 | 0:00:00.021001 | 0:00:00.236000 |\n", "| Average | 0.5167 | 0:00:00.278250 | 0:00:00.018250 | 0:00:00.148250 |\n", "| Std Dev. | 0.0204 | 0.04324647648449843 | 0.0022782153477097907 | 0.13355796683678306 |\n", "+----------+----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.5179 | 0:00:00.350002 | 0:00:00.016000 | 0:00:00.350002 |\n", "| 15 | 0.5328 | 0:00:00.256001 | 0:00:00.016000 | 0:00:00.256001 |\n", "| 30 | 0.5339 | 0:00:00.270998 | 0:00:00.020000 | 0:00:00.270998 |\n", "| 45 | 0.4821 | 0:00:00.236000 | 0:00:00.021001 | 0:00:00.236000 |\n", "| Average | 0.5167 | 0:00:00.278250 | 0:00:00.018250 | 0:00:00.148250 |\n", "| Std Dev. | 0.0209 | 0.04324647648449843 | 0.0022782153477097907 | 0.13355796683678306 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.5167 | 0:00:00.350002 | 0:00:00.016000 | 0:00:00.350002 |\n", "| 15 | 0.5333 | 0:00:00.256001 | 0:00:00.016000 | 0:00:00.256001 |\n", "| 30 | 0.5333 | 0:00:00.270998 | 0:00:00.020000 | 0:00:00.270998 |\n", "| 45 | 0.4833 | 0:00:00.236000 | 0:00:00.021001 | 0:00:00.236000 |\n", "| Average | 0.5167 | 0:00:00.278250 | 0:00:00.018250 | 0:00:00.148250 |\n", "| Std Dev. | 0.0204 | 0.04324647648449843 | 0.0022782153477097907 | 0.13355796683678306 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.5178 | 0:00:00.350002 | 0:00:00.016000 | 0:00:00.350002 |\n", "| 15 | 0.5328 | 0:00:00.256001 | 0:00:00.016000 | 0:00:00.256001 |\n", "| 30 | 0.5339 | 0:00:00.270998 | 0:00:00.020000 | 0:00:00.270998 |\n", "| 45 | 0.4822 | 0:00:00.236000 | 0:00:00.021001 | 0:00:00.236000 |\n", "| Average | 0.5167 | 0:00:00.278250 | 0:00:00.018250 | 0:00:00.148250 |\n", "| Std Dev. | 0.0209 | 0.04324647648449843 | 0.0022782153477097907 | 0.13355796683678306 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.5167 | 0:00:00.350002 | 0:00:00.016000 | 0:00:00.350002 |\n", "| 15 | 0.5333 | 0:00:00.256001 | 0:00:00.016000 | 0:00:00.256001 |\n", "| 30 | 0.5333 | 0:00:00.270998 | 0:00:00.020000 | 0:00:00.270998 |\n", "| 45 | 0.4833 | 0:00:00.236000 | 0:00:00.021001 | 0:00:00.236000 |\n", "| Average | 0.5167 | 0:00:00.278250 | 0:00:00.018250 | 0:00:00.148250 |\n", "| Std Dev. | 0.0204 | 0.04324647648449843 | 0.0022782153477097907 | 0.13355796683678306 |\n", "+----------+--------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.5165 | 0:00:00.350002 | 0:00:00.016000 | 0:00:00.350002 |\n", "| 15 | 0.5328 | 0:00:00.256001 | 0:00:00.016000 | 0:00:00.256001 |\n", "| 30 | 0.5333 | 0:00:00.270998 | 0:00:00.020000 | 0:00:00.270998 |\n", "| 45 | 0.482 | 0:00:00.236000 | 0:00:00.021001 | 0:00:00.236000 |\n", "| Average | 0.5162 | 0:00:00.278250 | 0:00:00.018250 | 0:00:00.148250 |\n", "| Std Dev. | 0.0208 | 0.04324647648449843 | 0.0022782153477097907 | 0.13355796683678306 |\n", "+----------+-----------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.5167 | 0:00:00.350002 | 0:00:00.016000 | 0:00:00.350002 |\n", "| 15 | 0.5333 | 0:00:00.256001 | 0:00:00.016000 | 0:00:00.256001 |\n", "| 30 | 0.5333 | 0:00:00.270998 | 0:00:00.020000 | 0:00:00.270998 |\n", "| 45 | 0.4833 | 0:00:00.236000 | 0:00:00.021001 | 0:00:00.236000 |\n", "| Average | 0.5167 | 0:00:00.278250 | 0:00:00.018250 | 0:00:00.148250 |\n", "| Std Dev. | 0.0204 | 0.04324647648449843 | 0.0022782153477097907 | 0.13355796683678306 |\n", "+----------+-----------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.5178 | 0:00:00.350002 | 0:00:00.016000 | 0:00:00.350002 |\n", "| 15 | 0.5328 | 0:00:00.256001 | 0:00:00.016000 | 0:00:00.256001 |\n", "| 30 | 0.5339 | 0:00:00.270998 | 0:00:00.020000 | 0:00:00.270998 |\n", "| 45 | 0.4822 | 0:00:00.236000 | 0:00:00.021001 | 0:00:00.236000 |\n", "| Average | 0.5167 | 0:00:00.278250 | 0:00:00.018250 | 0:00:00.148250 |\n", "| Std Dev. | 0.0209 | 0.04324647648449843 | 0.0022782153477097907 | 0.13355796683678306 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.5259 | 0:00:00.350002 | 0:00:00.016000 | 0:00:00.350002 |\n", "| 15 | 0.5341 | 0:00:00.256001 | 0:00:00.016000 | 0:00:00.256001 |\n", "| 30 | 0.5348 | 0:00:00.270998 | 0:00:00.020000 | 0:00:00.270998 |\n", "| 45 | 0.5081 | 0:00:00.236000 | 0:00:00.021001 | 0:00:00.236000 |\n", "| Average | 0.5257 | 0:00:00.278250 | 0:00:00.018250 | 0:00:00.148250 |\n", "| Std Dev. | 0.0108 | 0.04324647648449843 | 0.0022782153477097907 | 0.13355796683678306 |\n", "+----------+-----------------------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "| 5 | 0.4833 | 0:00:00.350002 | 0:00:00.016000 | 0:00:00.350002 |\n", "| 15 | 0.4667 | 0:00:00.256001 | 0:00:00.016000 | 0:00:00.256001 |\n", "| 30 | 0.4667 | 0:00:00.270998 | 0:00:00.020000 | 0:00:00.270998 |\n", "| 45 | 0.5167 | 0:00:00.236000 | 0:00:00.021001 | 0:00:00.236000 |\n", "| Average | 0.4833 | 0:00:00.278250 | 0:00:00.018250 | 0:00:00.148250 |\n", "| Std Dev. | 0.0204 | 0.04324647648449843 | 0.0022782153477097907 | 0.13355796683678306 |\n", "+----------+--------+---------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.5851 | 0.0524 | 0:00:00.270103 | 0:00:00.015498 | 0:00:00.285601 |\n", "| 15 | 0.5833 | 0.0704 | 0:00:00.259314 | 0:00:00.016386 | 0:00:00.275700 |\n", "| 30 | 0.5686 | 0.0545 | 0:00:00.260200 | 0:00:00.020200 | 0:00:00.280399 |\n", "| 45 | 0.5504 | 0.0674 | 0:00:00.266800 | 0:00:00.024400 | 0:00:00.291200 |\n", "| Average | 0.5719 | 0.0612 | 0:00:00.264104 | 0:00:00.019121 | 0:00:00.283225 |\n", "| Std Dev. | 0.0139 | 0.0078 | 0.0045122071 | 0.0035225486 | 0.0057848451 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.5872 | 0.0548 | 0:00:00.270103 | 0:00:00.015498 | 0:00:00.285601 |\n", "| 15 | 0.5836 | 0.0717 | 0:00:00.259314 | 0:00:00.016386 | 0:00:00.275700 |\n", "| 30 | 0.5706 | 0.055 | 0:00:00.260200 | 0:00:00.020200 | 0:00:00.280399 |\n", "| 45 | 0.5519 | 0.0705 | 0:00:00.266800 | 0:00:00.024400 | 0:00:00.291200 |\n", "| Average | 0.5733 | 0.063 | 0:00:00.264104 | 0:00:00.019121 | 0:00:00.283225 |\n", "| Std Dev. | 0.0138 | 0.0081 | 0.0045122071 | 0.0035225486 | 0.0057848451 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.5851 | 0.0524 | 0:00:00.270103 | 0:00:00.015498 | 0:00:00.285601 |\n", "| 15 | 0.5833 | 0.0704 | 0:00:00.259314 | 0:00:00.016386 | 0:00:00.275700 |\n", "| 30 | 0.5686 | 0.0545 | 0:00:00.260200 | 0:00:00.020200 | 0:00:00.280399 |\n", "| 45 | 0.5504 | 0.0674 | 0:00:00.266800 | 0:00:00.024400 | 0:00:00.291200 |\n", "| Average | 0.5719 | 0.0612 | 0:00:00.264104 | 0:00:00.019121 | 0:00:00.283225 |\n", "| Std Dev. | 0.0139 | 0.0078 | 0.0045122071 | 0.0035225486 | 0.0057848451 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.5837 | 0.0513 | 0:00:00.270103 | 0:00:00.015498 | 0:00:00.285601 |\n", "| 15 | 0.5825 | 0.0703 | 0:00:00.259314 | 0:00:00.016386 | 0:00:00.275700 |\n", "| 30 | 0.5684 | 0.0548 | 0:00:00.260200 | 0:00:00.020200 | 0:00:00.280399 |\n", "| 45 | 0.5496 | 0.0678 | 0:00:00.266800 | 0:00:00.024400 | 0:00:00.291200 |\n", "| Average | 0.5711 | 0.0611 | 0:00:00.264104 | 0:00:00.019121 | 0:00:00.283225 |\n", "| Std Dev. | 0.0138 | 0.0082 | 0.0045122071 | 0.0035225486 | 0.0057848451 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.5851 | 0.0524 | 0:00:00.270103 | 0:00:00.015498 | 0:00:00.285601 |\n", "| 15 | 0.5833 | 0.0704 | 0:00:00.259314 | 0:00:00.016386 | 0:00:00.275700 |\n", "| 30 | 0.5686 | 0.0545 | 0:00:00.260200 | 0:00:00.020200 | 0:00:00.280399 |\n", "| 45 | 0.5504 | 0.0674 | 0:00:00.266800 | 0:00:00.024400 | 0:00:00.291200 |\n", "| Average | 0.5719 | 0.0612 | 0:00:00.264104 | 0:00:00.019121 | 0:00:00.283225 |\n", "| Std Dev. | 0.0139 | 0.0078 | 0.0045122071 | 0.0035225486 | 0.0057848451 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.5818 | 0.0508 | 0:00:00.270103 | 0:00:00.015498 | 0:00:00.285601 |\n", "| 15 | 0.5815 | 0.0707 | 0:00:00.259314 | 0:00:00.016386 | 0:00:00.275700 |\n", "| 30 | 0.5649 | 0.0551 | 0:00:00.260200 | 0:00:00.020200 | 0:00:00.280399 |\n", "| 45 | 0.5469 | 0.0669 | 0:00:00.266800 | 0:00:00.024400 | 0:00:00.291200 |\n", "| Average | 0.5688 | 0.0609 | 0:00:00.264104 | 0:00:00.019121 | 0:00:00.283225 |\n", "| Std Dev. | 0.0144 | 0.0082 | 0.0045122071 | 0.0035225486 | 0.0057848451 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.5851 | 0.0524 | 0:00:00.270103 | 0:00:00.015498 | 0:00:00.285601 |\n", "| 15 | 0.5833 | 0.0704 | 0:00:00.259314 | 0:00:00.016386 | 0:00:00.275700 |\n", "| 30 | 0.5686 | 0.0545 | 0:00:00.260200 | 0:00:00.020200 | 0:00:00.280399 |\n", "| 45 | 0.5504 | 0.0674 | 0:00:00.266800 | 0:00:00.024400 | 0:00:00.291200 |\n", "| Average | 0.5719 | 0.0612 | 0:00:00.264104 | 0:00:00.019121 | 0:00:00.283225 |\n", "| Std Dev. | 0.0139 | 0.0078 | 0.0045122071 | 0.0035225486 | 0.0057848451 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.5837 | 0.0513 | 0:00:00.270103 | 0:00:00.015498 | 0:00:00.285601 |\n", "| 15 | 0.5825 | 0.0703 | 0:00:00.259314 | 0:00:00.016386 | 0:00:00.275700 |\n", "| 30 | 0.5684 | 0.0548 | 0:00:00.260200 | 0:00:00.020200 | 0:00:00.280399 |\n", "| 45 | 0.5496 | 0.0678 | 0:00:00.266800 | 0:00:00.024400 | 0:00:00.291200 |\n", "| Average | 0.5711 | 0.0611 | 0:00:00.264104 | 0:00:00.019121 | 0:00:00.283225 |\n", "| Std Dev. | 0.0138 | 0.0082 | 0.0045122071 | 0.0035225486 | 0.0057848451 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.5644 | 0.0354 | 0:00:00.270103 | 0:00:00.015498 | 0:00:00.285601 |\n", "| 15 | 0.5662 | 0.0487 | 0:00:00.259314 | 0:00:00.016386 | 0:00:00.275700 |\n", "| 30 | 0.5559 | 0.0388 | 0:00:00.260200 | 0:00:00.020200 | 0:00:00.280399 |\n", "| 45 | 0.5454 | 0.0361 | 0:00:00.266800 | 0:00:00.024400 | 0:00:00.291200 |\n", "| Average | 0.558 | 0.0398 | 0:00:00.264104 | 0:00:00.019121 | 0:00:00.283225 |\n", "| Std Dev. | 0.0082 | 0.0053 | 0.0045122071 | 0.0035225486 | 0.0057848451 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.4149 | 0.0524 | 0:00:00.270103 | 0:00:00.015498 | 0:00:00.285601 |\n", "| 15 | 0.4167 | 0.0704 | 0:00:00.259314 | 0:00:00.016386 | 0:00:00.275700 |\n", "| 30 | 0.4314 | 0.0545 | 0:00:00.260200 | 0:00:00.020200 | 0:00:00.280399 |\n", "| 45 | 0.4496 | 0.0674 | 0:00:00.266800 | 0:00:00.024400 | 0:00:00.291200 |\n", "| Average | 0.4281 | 0.0612 | 0:00:00.264104 | 0:00:00.019121 | 0:00:00.283225 |\n", "| Std Dev. | 0.0139 | 0.0078 | 0.0045122071 | 0.0035225486 | 0.0057848451 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Latest Datasets\\\\ionosphere'\n", "###############\n", "k 5\n", "k 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.9143 | 0:00:00.086002 | 0:00:00.008998 | 0:00:00.086002 |\n", "| 15 | 0.9143 | 0:00:00.082003 | 0:00:00.010000 | 0:00:00.082003 |\n", "| 30 | 0.9143 | 0:00:00.080997 | 0:00:00.009000 | 0:00:00.080997 |\n", "| 45 | 0.8857 | 0:00:00.082003 | 0:00:00.010000 | 0:00:00.082003 |\n", "| Average | 0.9071 | 0:00:00.082751 | 0:00:00.009500 | 0:00:00.046125 |\n", "| Std Dev. | 0.0124 | 0.001921335992849364 | 0.0005004413074508364 | 0.0366526103785753 |\n", "+----------+----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.94 | 0:00:00.086002 | 0:00:00.008998 | 0:00:00.086002 |\n", "| 15 | 0.94 | 0:00:00.082003 | 0:00:00.010000 | 0:00:00.082003 |\n", "| 30 | 0.94 | 0:00:00.080997 | 0:00:00.009000 | 0:00:00.080997 |\n", "| 45 | 0.9231 | 0:00:00.082003 | 0:00:00.010000 | 0:00:00.082003 |\n", "| Average | 0.9358 | 0:00:00.082751 | 0:00:00.009500 | 0:00:00.046125 |\n", "| Std Dev. | 0.0073 | 0.001921335992849364 | 0.0005004413074508364 | 0.0366526103785753 |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.9143 | 0:00:00.086002 | 0:00:00.008998 | 0:00:00.086002 |\n", "| 15 | 0.9143 | 0:00:00.082003 | 0:00:00.010000 | 0:00:00.082003 |\n", "| 30 | 0.9143 | 0:00:00.080997 | 0:00:00.009000 | 0:00:00.080997 |\n", "| 45 | 0.8857 | 0:00:00.082003 | 0:00:00.010000 | 0:00:00.082003 |\n", "| Average | 0.9071 | 0:00:00.082751 | 0:00:00.009500 | 0:00:00.046125 |\n", "| Std Dev. | 0.0124 | 0.001921335992849364 | 0.0005004413074508364 | 0.0366526103785753 |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.8846 | 0:00:00.086002 | 0:00:00.008998 | 0:00:00.086002 |\n", "| 15 | 0.8846 | 0:00:00.082003 | 0:00:00.010000 | 0:00:00.082003 |\n", "| 30 | 0.8846 | 0:00:00.080997 | 0:00:00.009000 | 0:00:00.080997 |\n", "| 45 | 0.8462 | 0:00:00.082003 | 0:00:00.010000 | 0:00:00.082003 |\n", "| Average | 0.875 | 0:00:00.082751 | 0:00:00.009500 | 0:00:00.046125 |\n", "| Std Dev. | 0.0167 | 0.001921335992849364 | 0.0005004413074508364 | 0.0366526103785753 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.9143 | 0:00:00.086002 | 0:00:00.008998 | 0:00:00.086002 |\n", "| 15 | 0.9143 | 0:00:00.082003 | 0:00:00.010000 | 0:00:00.082003 |\n", "| 30 | 0.9143 | 0:00:00.080997 | 0:00:00.009000 | 0:00:00.080997 |\n", "| 45 | 0.8857 | 0:00:00.082003 | 0:00:00.010000 | 0:00:00.082003 |\n", "| Average | 0.9071 | 0:00:00.082751 | 0:00:00.009500 | 0:00:00.046125 |\n", "| Std Dev. | 0.0124 | 0.001921335992849364 | 0.0005004413074508364 | 0.0366526103785753 |\n", "+----------+--------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.9029 | 0:00:00.086002 | 0:00:00.008998 | 0:00:00.086002 |\n", "| 15 | 0.9029 | 0:00:00.082003 | 0:00:00.010000 | 0:00:00.082003 |\n", "| 30 | 0.9029 | 0:00:00.080997 | 0:00:00.009000 | 0:00:00.080997 |\n", "| 45 | 0.8674 | 0:00:00.082003 | 0:00:00.010000 | 0:00:00.082003 |\n", "| Average | 0.894 | 0:00:00.082751 | 0:00:00.009500 | 0:00:00.046125 |\n", "| Std Dev. | 0.0153 | 0.001921335992849364 | 0.0005004413074508364 | 0.0366526103785753 |\n", "+----------+-----------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.9143 | 0:00:00.086002 | 0:00:00.008998 | 0:00:00.086002 |\n", "| 15 | 0.9143 | 0:00:00.082003 | 0:00:00.010000 | 0:00:00.082003 |\n", "| 30 | 0.9143 | 0:00:00.080997 | 0:00:00.009000 | 0:00:00.080997 |\n", "| 45 | 0.8857 | 0:00:00.082003 | 0:00:00.010000 | 0:00:00.082003 |\n", "| Average | 0.9071 | 0:00:00.082751 | 0:00:00.009500 | 0:00:00.046125 |\n", "| Std Dev. | 0.0124 | 0.001921335992849364 | 0.0005004413074508364 | 0.0366526103785753 |\n", "+----------+-----------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.8846 | 0:00:00.086002 | 0:00:00.008998 | 0:00:00.086002 |\n", "| 15 | 0.8846 | 0:00:00.082003 | 0:00:00.010000 | 0:00:00.082003 |\n", "| 30 | 0.8846 | 0:00:00.080997 | 0:00:00.009000 | 0:00:00.080997 |\n", "| 45 | 0.8462 | 0:00:00.082003 | 0:00:00.010000 | 0:00:00.082003 |\n", "| Average | 0.875 | 0:00:00.082751 | 0:00:00.009500 | 0:00:00.046125 |\n", "| Std Dev. | 0.0167 | 0.001921335992849364 | 0.0005004413074508364 | 0.0366526103785753 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.8549 | 0:00:00.086002 | 0:00:00.008998 | 0:00:00.086002 |\n", "| 15 | 0.8549 | 0:00:00.082003 | 0:00:00.010000 | 0:00:00.082003 |\n", "| 30 | 0.8549 | 0:00:00.080997 | 0:00:00.009000 | 0:00:00.080997 |\n", "| 45 | 0.8066 | 0:00:00.082003 | 0:00:00.010000 | 0:00:00.082003 |\n", "| Average | 0.8429 | 0:00:00.082751 | 0:00:00.009500 | 0:00:00.046125 |\n", "| Std Dev. | 0.0209 | 0.001921335992849364 | 0.0005004413074508364 | 0.0366526103785753 |\n", "+----------+-----------------------+----------------------+-----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "| 5 | 0.0857 | 0:00:00.086002 | 0:00:00.008998 | 0:00:00.086002 |\n", "| 15 | 0.0857 | 0:00:00.082003 | 0:00:00.010000 | 0:00:00.082003 |\n", "| 30 | 0.0857 | 0:00:00.080997 | 0:00:00.009000 | 0:00:00.080997 |\n", "| 45 | 0.1143 | 0:00:00.082003 | 0:00:00.010000 | 0:00:00.082003 |\n", "| Average | 0.0929 | 0:00:00.082751 | 0:00:00.009500 | 0:00:00.046125 |\n", "| Std Dev. | 0.0124 | 0.001921335992849364 | 0.0005004413074508364 | 0.0366526103785753 |\n", "+----------+--------+----------------------+-----------------------+--------------------+\n", "###############\n", "k 5\n", "k 15\n", "k 30\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+--------------------+\n", "| 5 | 0.8857 | 0:00:00.082999 | 0:00:00.007999 | 0:00:00.082999 |\n", "| 15 | 0.8857 | 0:00:00.080002 | 0:00:00.008999 | 0:00:00.080002 |\n", "| 30 | 0.8857 | 0:00:00.081999 | 0:00:00.009000 | 0:00:00.081999 |\n", "| 45 | 0.8571 | 0:00:00.100035 | 0:00:00.019968 | 0:00:00.100035 |\n", "| Average | 0.8786 | 0:00:00.086259 | 0:00:00.011492 | 0:00:00.048875 |\n", "| Std Dev. | 0.0124 | 0.008026559992588094 | 0.004910872846946765 | 0.0379710901017952 |\n", "+----------+----------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| 5 | 0.892 | 0:00:00.082999 | 0:00:00.007999 | 0:00:00.082999 |\n", "| 15 | 0.892 | 0:00:00.080002 | 0:00:00.008999 | 0:00:00.080002 |\n", "| 30 | 0.892 | 0:00:00.081999 | 0:00:00.009000 | 0:00:00.081999 |\n", "| 45 | 0.87 | 0:00:00.100035 | 0:00:00.019968 | 0:00:00.100035 |\n", "| Average | 0.8865 | 0:00:00.086259 | 0:00:00.011492 | 0:00:00.048875 |\n", "| Std Dev. | 0.0095 | 0.008026559992588094 | 0.004910872846946765 | 0.0379710901017952 |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| 5 | 0.8857 | 0:00:00.082999 | 0:00:00.007999 | 0:00:00.082999 |\n", "| 15 | 0.8857 | 0:00:00.080002 | 0:00:00.008999 | 0:00:00.080002 |\n", "| 30 | 0.8857 | 0:00:00.081999 | 0:00:00.009000 | 0:00:00.081999 |\n", "| 45 | 0.8571 | 0:00:00.100035 | 0:00:00.019968 | 0:00:00.100035 |\n", "| Average | 0.8786 | 0:00:00.086259 | 0:00:00.011492 | 0:00:00.048875 |\n", "| Std Dev. | 0.0124 | 0.008026559992588094 | 0.004910872846946765 | 0.0379710901017952 |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| 5 | 0.8619 | 0:00:00.082999 | 0:00:00.007999 | 0:00:00.082999 |\n", "| 15 | 0.8619 | 0:00:00.080002 | 0:00:00.008999 | 0:00:00.080002 |\n", "| 30 | 0.8619 | 0:00:00.081999 | 0:00:00.009000 | 0:00:00.081999 |\n", "| 45 | 0.8234 | 0:00:00.100035 | 0:00:00.019968 | 0:00:00.100035 |\n", "| Average | 0.8523 | 0:00:00.086259 | 0:00:00.011492 | 0:00:00.048875 |\n", "| Std Dev. | 0.0167 | 0.008026559992588094 | 0.004910872846946765 | 0.0379710901017952 |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+--------------------+\n", "| 5 | 0.8857 | 0:00:00.082999 | 0:00:00.007999 | 0:00:00.082999 |\n", "| 15 | 0.8857 | 0:00:00.080002 | 0:00:00.008999 | 0:00:00.080002 |\n", "| 30 | 0.8857 | 0:00:00.081999 | 0:00:00.009000 | 0:00:00.081999 |\n", "| 45 | 0.8571 | 0:00:00.100035 | 0:00:00.019968 | 0:00:00.100035 |\n", "| Average | 0.8786 | 0:00:00.086259 | 0:00:00.011492 | 0:00:00.048875 |\n", "| Std Dev. | 0.0124 | 0.008026559992588094 | 0.004910872846946765 | 0.0379710901017952 |\n", "+----------+--------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| 5 | 0.8732 | 0:00:00.082999 | 0:00:00.007999 | 0:00:00.082999 |\n", "| 15 | 0.8732 | 0:00:00.080002 | 0:00:00.008999 | 0:00:00.080002 |\n", "| 30 | 0.8732 | 0:00:00.081999 | 0:00:00.009000 | 0:00:00.081999 |\n", "| 45 | 0.8381 | 0:00:00.100035 | 0:00:00.019968 | 0:00:00.100035 |\n", "| Average | 0.8644 | 0:00:00.086259 | 0:00:00.011492 | 0:00:00.048875 |\n", "| Std Dev. | 0.0152 | 0.008026559992588094 | 0.004910872846946765 | 0.0379710901017952 |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| 5 | 0.8857 | 0:00:00.082999 | 0:00:00.007999 | 0:00:00.082999 |\n", "| 15 | 0.8857 | 0:00:00.080002 | 0:00:00.008999 | 0:00:00.080002 |\n", "| 30 | 0.8857 | 0:00:00.081999 | 0:00:00.009000 | 0:00:00.081999 |\n", "| 45 | 0.8571 | 0:00:00.100035 | 0:00:00.019968 | 0:00:00.100035 |\n", "| Average | 0.8786 | 0:00:00.086259 | 0:00:00.011492 | 0:00:00.048875 |\n", "| Std Dev. | 0.0124 | 0.008026559992588094 | 0.004910872846946765 | 0.0379710901017952 |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| 5 | 0.8619 | 0:00:00.082999 | 0:00:00.007999 | 0:00:00.082999 |\n", "| 15 | 0.8619 | 0:00:00.080002 | 0:00:00.008999 | 0:00:00.080002 |\n", "| 30 | 0.8619 | 0:00:00.081999 | 0:00:00.009000 | 0:00:00.081999 |\n", "| 45 | 0.8234 | 0:00:00.100035 | 0:00:00.019968 | 0:00:00.100035 |\n", "| Average | 0.8523 | 0:00:00.086259 | 0:00:00.011492 | 0:00:00.048875 |\n", "| Std Dev. | 0.0167 | 0.008026559992588094 | 0.004910872846946765 | 0.0379710901017952 |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+--------------------+\n", "| 5 | 0.785 | 0:00:00.082999 | 0:00:00.007999 | 0:00:00.082999 |\n", "| 15 | 0.785 | 0:00:00.080002 | 0:00:00.008999 | 0:00:00.080002 |\n", "| 30 | 0.785 | 0:00:00.081999 | 0:00:00.009000 | 0:00:00.081999 |\n", "| 45 | 0.7374 | 0:00:00.100035 | 0:00:00.019968 | 0:00:00.100035 |\n", "| Average | 0.7731 | 0:00:00.086259 | 0:00:00.011492 | 0:00:00.048875 |\n", "| Std Dev. | 0.0206 | 0.008026559992588094 | 0.004910872846946765 | 0.0379710901017952 |\n", "+----------+-----------------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| 5 | 0.1143 | 0:00:00.082999 | 0:00:00.007999 | 0:00:00.082999 |\n", "| 15 | 0.1143 | 0:00:00.080002 | 0:00:00.008999 | 0:00:00.080002 |\n", "| 30 | 0.1143 | 0:00:00.081999 | 0:00:00.009000 | 0:00:00.081999 |\n", "| 45 | 0.1429 | 0:00:00.100035 | 0:00:00.019968 | 0:00:00.100035 |\n", "| Average | 0.1214 | 0:00:00.086259 | 0:00:00.011492 | 0:00:00.048875 |\n", "| Std Dev. | 0.0124 | 0.008026559992588094 | 0.004910872846946765 | 0.0379710901017952 |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9143 | 0:00:00.108000 | 0:00:00.009997 | 0:00:00.108000 |\n", "| 15 | 0.9429 | 0:00:00.084001 | 0:00:00.012003 | 0:00:00.084001 |\n", "| 30 | 0.9143 | 0:00:00.107996 | 0:00:00.012000 | 0:00:00.107996 |\n", "| 45 | 0.9143 | 0:00:00.094000 | 0:00:00.011001 | 0:00:00.094000 |\n", "| Average | 0.9214 | 0:00:00.098499 | 0:00:00.011250 | 0:00:00.054875 |\n", "| Std Dev. | 0.0124 | 0.010135021394493696 | 0.0008306966121454127 | 0.04421312620822909 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9048 | 0:00:00.108000 | 0:00:00.009997 | 0:00:00.108000 |\n", "| 15 | 0.9388 | 0:00:00.084001 | 0:00:00.012003 | 0:00:00.084001 |\n", "| 30 | 0.9048 | 0:00:00.107996 | 0:00:00.012000 | 0:00:00.107996 |\n", "| 45 | 0.9048 | 0:00:00.094000 | 0:00:00.011001 | 0:00:00.094000 |\n", "| Average | 0.9133 | 0:00:00.098499 | 0:00:00.011250 | 0:00:00.054875 |\n", "| Std Dev. | 0.0147 | 0.010135021394493696 | 0.0008306966121454127 | 0.04421312620822909 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9143 | 0:00:00.108000 | 0:00:00.009997 | 0:00:00.108000 |\n", "| 15 | 0.9429 | 0:00:00.084001 | 0:00:00.012003 | 0:00:00.084001 |\n", "| 30 | 0.9143 | 0:00:00.107996 | 0:00:00.012000 | 0:00:00.107996 |\n", "| 45 | 0.9143 | 0:00:00.094000 | 0:00:00.011001 | 0:00:00.094000 |\n", "| Average | 0.9214 | 0:00:00.098499 | 0:00:00.011250 | 0:00:00.054875 |\n", "| Std Dev. | 0.0124 | 0.010135021394493696 | 0.0008306966121454127 | 0.04421312620822909 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9161 | 0:00:00.108000 | 0:00:00.009997 | 0:00:00.108000 |\n", "| 15 | 0.9388 | 0:00:00.084001 | 0:00:00.012003 | 0:00:00.084001 |\n", "| 30 | 0.9161 | 0:00:00.107996 | 0:00:00.012000 | 0:00:00.107996 |\n", "| 45 | 0.9161 | 0:00:00.094000 | 0:00:00.011001 | 0:00:00.094000 |\n", "| Average | 0.9218 | 0:00:00.098499 | 0:00:00.011250 | 0:00:00.054875 |\n", "| Std Dev. | 0.0098 | 0.010135021394493696 | 0.0008306966121454127 | 0.04421312620822909 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9143 | 0:00:00.108000 | 0:00:00.009997 | 0:00:00.108000 |\n", "| 15 | 0.9429 | 0:00:00.084001 | 0:00:00.012003 | 0:00:00.084001 |\n", "| 30 | 0.9143 | 0:00:00.107996 | 0:00:00.012000 | 0:00:00.107996 |\n", "| 45 | 0.9143 | 0:00:00.094000 | 0:00:00.011001 | 0:00:00.094000 |\n", "| Average | 0.9214 | 0:00:00.098499 | 0:00:00.011250 | 0:00:00.054875 |\n", "| Std Dev. | 0.0124 | 0.010135021394493696 | 0.0008306966121454127 | 0.04421312620822909 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9096 | 0:00:00.108000 | 0:00:00.009997 | 0:00:00.108000 |\n", "| 15 | 0.9388 | 0:00:00.084001 | 0:00:00.012003 | 0:00:00.084001 |\n", "| 30 | 0.9096 | 0:00:00.107996 | 0:00:00.012000 | 0:00:00.107996 |\n", "| 45 | 0.9096 | 0:00:00.094000 | 0:00:00.011001 | 0:00:00.094000 |\n", "| Average | 0.9169 | 0:00:00.098499 | 0:00:00.011250 | 0:00:00.054875 |\n", "| Std Dev. | 0.0127 | 0.010135021394493696 | 0.0008306966121454127 | 0.04421312620822909 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9143 | 0:00:00.108000 | 0:00:00.009997 | 0:00:00.108000 |\n", "| 15 | 0.9429 | 0:00:00.084001 | 0:00:00.012003 | 0:00:00.084001 |\n", "| 30 | 0.9143 | 0:00:00.107996 | 0:00:00.012000 | 0:00:00.107996 |\n", "| 45 | 0.9143 | 0:00:00.094000 | 0:00:00.011001 | 0:00:00.094000 |\n", "| Average | 0.9214 | 0:00:00.098499 | 0:00:00.011250 | 0:00:00.054875 |\n", "| Std Dev. | 0.0124 | 0.010135021394493696 | 0.0008306966121454127 | 0.04421312620822909 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9161 | 0:00:00.108000 | 0:00:00.009997 | 0:00:00.108000 |\n", "| 15 | 0.9388 | 0:00:00.084001 | 0:00:00.012003 | 0:00:00.084001 |\n", "| 30 | 0.9161 | 0:00:00.107996 | 0:00:00.012000 | 0:00:00.107996 |\n", "| 45 | 0.9161 | 0:00:00.094000 | 0:00:00.011001 | 0:00:00.094000 |\n", "| Average | 0.9218 | 0:00:00.098499 | 0:00:00.011250 | 0:00:00.054875 |\n", "| Std Dev. | 0.0098 | 0.010135021394493696 | 0.0008306966121454127 | 0.04421312620822909 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.8198 | 0:00:00.108000 | 0:00:00.009997 | 0:00:00.108000 |\n", "| 15 | 0.8806 | 0:00:00.084001 | 0:00:00.012003 | 0:00:00.084001 |\n", "| 30 | 0.8198 | 0:00:00.107996 | 0:00:00.012000 | 0:00:00.107996 |\n", "| 45 | 0.8198 | 0:00:00.094000 | 0:00:00.011001 | 0:00:00.094000 |\n", "| Average | 0.835 | 0:00:00.098499 | 0:00:00.011250 | 0:00:00.054875 |\n", "| Std Dev. | 0.0264 | 0.010135021394493696 | 0.0008306966121454127 | 0.04421312620822909 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.0857 | 0:00:00.108000 | 0:00:00.009997 | 0:00:00.108000 |\n", "| 15 | 0.0571 | 0:00:00.084001 | 0:00:00.012003 | 0:00:00.084001 |\n", "| 30 | 0.0857 | 0:00:00.107996 | 0:00:00.012000 | 0:00:00.107996 |\n", "| 45 | 0.0857 | 0:00:00.094000 | 0:00:00.011001 | 0:00:00.094000 |\n", "| Average | 0.0786 | 0:00:00.098499 | 0:00:00.011250 | 0:00:00.054875 |\n", "| Std Dev. | 0.0124 | 0.010135021394493696 | 0.0008306966121454127 | 0.04421312620822909 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+----------------------+--------------------+\n", "| 5 | 0.8 | 0:00:00.084001 | 0:00:00.009998 | 0:00:00.084001 |\n", "| 15 | 0.8 | 0:00:00.083002 | 0:00:00.011999 | 0:00:00.083002 |\n", "| 30 | 0.7714 | 0:00:00.081002 | 0:00:00.011997 | 0:00:00.081002 |\n", "| 45 | 0.7714 | 0:00:00.098000 | 0:00:00.014000 | 0:00:00.098000 |\n", "| Average | 0.7857 | 0:00:00.086501 | 0:00:00.011999 | 0:00:00.049250 |\n", "| Std Dev. | 0.0143 | 0.006726191558708567 | 0.001414870088691049 | 0.0375670152449043 |\n", "+----------+----------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| 5 | 0.8 | 0:00:00.084001 | 0:00:00.009998 | 0:00:00.084001 |\n", "| 15 | 0.8 | 0:00:00.083002 | 0:00:00.011999 | 0:00:00.083002 |\n", "| 30 | 0.7735 | 0:00:00.081002 | 0:00:00.011997 | 0:00:00.081002 |\n", "| 45 | 0.7735 | 0:00:00.098000 | 0:00:00.014000 | 0:00:00.098000 |\n", "| Average | 0.7868 | 0:00:00.086501 | 0:00:00.011999 | 0:00:00.049250 |\n", "| Std Dev. | 0.0132 | 0.006726191558708567 | 0.001414870088691049 | 0.0375670152449043 |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| 5 | 0.8 | 0:00:00.084001 | 0:00:00.009998 | 0:00:00.084001 |\n", "| 15 | 0.8 | 0:00:00.083002 | 0:00:00.011999 | 0:00:00.083002 |\n", "| 30 | 0.7714 | 0:00:00.081002 | 0:00:00.011997 | 0:00:00.081002 |\n", "| 45 | 0.7714 | 0:00:00.098000 | 0:00:00.014000 | 0:00:00.098000 |\n", "| Average | 0.7857 | 0:00:00.086501 | 0:00:00.011999 | 0:00:00.049250 |\n", "| Std Dev. | 0.0143 | 0.006726191558708567 | 0.001414870088691049 | 0.0375670152449043 |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| 5 | 0.7622 | 0:00:00.084001 | 0:00:00.009998 | 0:00:00.084001 |\n", "| 15 | 0.7622 | 0:00:00.083002 | 0:00:00.011999 | 0:00:00.083002 |\n", "| 30 | 0.7238 | 0:00:00.081002 | 0:00:00.011997 | 0:00:00.081002 |\n", "| 45 | 0.7238 | 0:00:00.098000 | 0:00:00.014000 | 0:00:00.098000 |\n", "| Average | 0.743 | 0:00:00.086501 | 0:00:00.011999 | 0:00:00.049250 |\n", "| Std Dev. | 0.0192 | 0.006726191558708567 | 0.001414870088691049 | 0.0375670152449043 |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+----------------------+--------------------+\n", "| 5 | 0.8 | 0:00:00.084001 | 0:00:00.009998 | 0:00:00.084001 |\n", "| 15 | 0.8 | 0:00:00.083002 | 0:00:00.011999 | 0:00:00.083002 |\n", "| 30 | 0.7714 | 0:00:00.081002 | 0:00:00.011997 | 0:00:00.081002 |\n", "| 45 | 0.7714 | 0:00:00.098000 | 0:00:00.014000 | 0:00:00.098000 |\n", "| Average | 0.7857 | 0:00:00.086501 | 0:00:00.011999 | 0:00:00.049250 |\n", "| Std Dev. | 0.0143 | 0.006726191558708567 | 0.001414870088691049 | 0.0375670152449043 |\n", "+----------+--------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "| 5 | 0.7734 | 0:00:00.084001 | 0:00:00.009998 | 0:00:00.084001 |\n", "| 15 | 0.7734 | 0:00:00.083002 | 0:00:00.011999 | 0:00:00.083002 |\n", "| 30 | 0.7348 | 0:00:00.081002 | 0:00:00.011997 | 0:00:00.081002 |\n", "| 45 | 0.7348 | 0:00:00.098000 | 0:00:00.014000 | 0:00:00.098000 |\n", "| Average | 0.7541 | 0:00:00.086501 | 0:00:00.011999 | 0:00:00.049250 |\n", "| Std Dev. | 0.0193 | 0.006726191558708567 | 0.001414870088691049 | 0.0375670152449043 |\n", "+----------+-----------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "| 5 | 0.8 | 0:00:00.084001 | 0:00:00.009998 | 0:00:00.084001 |\n", "| 15 | 0.8 | 0:00:00.083002 | 0:00:00.011999 | 0:00:00.083002 |\n", "| 30 | 0.7714 | 0:00:00.081002 | 0:00:00.011997 | 0:00:00.081002 |\n", "| 45 | 0.7714 | 0:00:00.098000 | 0:00:00.014000 | 0:00:00.098000 |\n", "| Average | 0.7857 | 0:00:00.086501 | 0:00:00.011999 | 0:00:00.049250 |\n", "| Std Dev. | 0.0143 | 0.006726191558708567 | 0.001414870088691049 | 0.0375670152449043 |\n", "+----------+-----------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| 5 | 0.7622 | 0:00:00.084001 | 0:00:00.009998 | 0:00:00.084001 |\n", "| 15 | 0.7622 | 0:00:00.083002 | 0:00:00.011999 | 0:00:00.083002 |\n", "| 30 | 0.7238 | 0:00:00.081002 | 0:00:00.011997 | 0:00:00.081002 |\n", "| 45 | 0.7238 | 0:00:00.098000 | 0:00:00.014000 | 0:00:00.098000 |\n", "| Average | 0.743 | 0:00:00.086501 | 0:00:00.011999 | 0:00:00.049250 |\n", "| Std Dev. | 0.0192 | 0.006726191558708567 | 0.001414870088691049 | 0.0375670152449043 |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+----------------------+--------------------+\n", "| 5 | 0.6352 | 0:00:00.084001 | 0:00:00.009998 | 0:00:00.084001 |\n", "| 15 | 0.6352 | 0:00:00.083002 | 0:00:00.011999 | 0:00:00.083002 |\n", "| 30 | 0.5902 | 0:00:00.081002 | 0:00:00.011997 | 0:00:00.081002 |\n", "| 45 | 0.5902 | 0:00:00.098000 | 0:00:00.014000 | 0:00:00.098000 |\n", "| Average | 0.6127 | 0:00:00.086501 | 0:00:00.011999 | 0:00:00.049250 |\n", "| Std Dev. | 0.0225 | 0.006726191558708567 | 0.001414870088691049 | 0.0375670152449043 |\n", "+----------+-----------------------+----------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "| 5 | 0.2 | 0:00:00.084001 | 0:00:00.009998 | 0:00:00.084001 |\n", "| 15 | 0.2 | 0:00:00.083002 | 0:00:00.011999 | 0:00:00.083002 |\n", "| 30 | 0.2286 | 0:00:00.081002 | 0:00:00.011997 | 0:00:00.081002 |\n", "| 45 | 0.2286 | 0:00:00.098000 | 0:00:00.014000 | 0:00:00.098000 |\n", "| Average | 0.2143 | 0:00:00.086501 | 0:00:00.011999 | 0:00:00.049250 |\n", "| Std Dev. | 0.0143 | 0.006726191558708567 | 0.001414870088691049 | 0.0375670152449043 |\n", "+----------+--------+----------------------+----------------------+--------------------+\n", "###############\n", "k 5\n", "k 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.8286 | 0:00:00.093001 | 0:00:00.007999 | 0:00:00.093001 |\n", "| 15 | 0.8 | 0:00:00.083000 | 0:00:00.007999 | 0:00:00.083000 |\n", "| 30 | 0.8 | 0:00:00.082001 | 0:00:00.009000 | 0:00:00.082001 |\n", "| 45 | 0.7714 | 0:00:00.080998 | 0:00:00.011004 | 0:00:00.080998 |\n", "| Average | 0.8 | 0:00:00.084750 | 0:00:00.009001 | 0:00:00.046876 |\n", "| Std Dev. | 0.0202 | 0.004816043286910518 | 0.0012267001858359732 | 0.03803744004466966 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.8483 | 0:00:00.093001 | 0:00:00.007999 | 0:00:00.093001 |\n", "| 15 | 0.8264 | 0:00:00.083000 | 0:00:00.007999 | 0:00:00.083000 |\n", "| 30 | 0.8264 | 0:00:00.082001 | 0:00:00.009000 | 0:00:00.082001 |\n", "| 45 | 0.8036 | 0:00:00.080998 | 0:00:00.011004 | 0:00:00.080998 |\n", "| Average | 0.8262 | 0:00:00.084750 | 0:00:00.009001 | 0:00:00.046876 |\n", "| Std Dev. | 0.0158 | 0.004816043286910518 | 0.0012267001858359732 | 0.03803744004466966 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.8286 | 0:00:00.093001 | 0:00:00.007999 | 0:00:00.093001 |\n", "| 15 | 0.8 | 0:00:00.083000 | 0:00:00.007999 | 0:00:00.083000 |\n", "| 30 | 0.8 | 0:00:00.082001 | 0:00:00.009000 | 0:00:00.082001 |\n", "| 45 | 0.7714 | 0:00:00.080998 | 0:00:00.011004 | 0:00:00.080998 |\n", "| Average | 0.8 | 0:00:00.084750 | 0:00:00.009001 | 0:00:00.046876 |\n", "| Std Dev. | 0.0202 | 0.004816043286910518 | 0.0012267001858359732 | 0.03803744004466966 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.785 | 0:00:00.093001 | 0:00:00.007999 | 0:00:00.093001 |\n", "| 15 | 0.7465 | 0:00:00.083000 | 0:00:00.007999 | 0:00:00.083000 |\n", "| 30 | 0.7465 | 0:00:00.082001 | 0:00:00.009000 | 0:00:00.082001 |\n", "| 45 | 0.708 | 0:00:00.080998 | 0:00:00.011004 | 0:00:00.080998 |\n", "| Average | 0.7465 | 0:00:00.084750 | 0:00:00.009001 | 0:00:00.046876 |\n", "| Std Dev. | 0.0272 | 0.004816043286910518 | 0.0012267001858359732 | 0.03803744004466966 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.8286 | 0:00:00.093001 | 0:00:00.007999 | 0:00:00.093001 |\n", "| 15 | 0.8 | 0:00:00.083000 | 0:00:00.007999 | 0:00:00.083000 |\n", "| 30 | 0.8 | 0:00:00.082001 | 0:00:00.009000 | 0:00:00.082001 |\n", "| 45 | 0.7714 | 0:00:00.080998 | 0:00:00.011004 | 0:00:00.080998 |\n", "| Average | 0.8 | 0:00:00.084750 | 0:00:00.009001 | 0:00:00.046876 |\n", "| Std Dev. | 0.0202 | 0.004816043286910518 | 0.0012267001858359732 | 0.03803744004466966 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.8011 | 0:00:00.093001 | 0:00:00.007999 | 0:00:00.093001 |\n", "| 15 | 0.7619 | 0:00:00.083000 | 0:00:00.007999 | 0:00:00.083000 |\n", "| 30 | 0.7619 | 0:00:00.082001 | 0:00:00.009000 | 0:00:00.082001 |\n", "| 45 | 0.72 | 0:00:00.080998 | 0:00:00.011004 | 0:00:00.080998 |\n", "| Average | 0.7612 | 0:00:00.084750 | 0:00:00.009001 | 0:00:00.046876 |\n", "| Std Dev. | 0.0287 | 0.004816043286910518 | 0.0012267001858359732 | 0.03803744004466966 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.8286 | 0:00:00.093001 | 0:00:00.007999 | 0:00:00.093001 |\n", "| 15 | 0.8 | 0:00:00.083000 | 0:00:00.007999 | 0:00:00.083000 |\n", "| 30 | 0.8 | 0:00:00.082001 | 0:00:00.009000 | 0:00:00.082001 |\n", "| 45 | 0.7714 | 0:00:00.080998 | 0:00:00.011004 | 0:00:00.080998 |\n", "| Average | 0.8 | 0:00:00.084750 | 0:00:00.009001 | 0:00:00.046876 |\n", "| Std Dev. | 0.0202 | 0.004816043286910518 | 0.0012267001858359732 | 0.03803744004466966 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.785 | 0:00:00.093001 | 0:00:00.007999 | 0:00:00.093001 |\n", "| 15 | 0.7465 | 0:00:00.083000 | 0:00:00.007999 | 0:00:00.083000 |\n", "| 30 | 0.7465 | 0:00:00.082001 | 0:00:00.009000 | 0:00:00.082001 |\n", "| 45 | 0.708 | 0:00:00.080998 | 0:00:00.011004 | 0:00:00.080998 |\n", "| Average | 0.7465 | 0:00:00.084750 | 0:00:00.009001 | 0:00:00.046876 |\n", "| Std Dev. | 0.0272 | 0.004816043286910518 | 0.0012267001858359732 | 0.03803744004466966 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.6899 | 0:00:00.093001 | 0:00:00.007999 | 0:00:00.093001 |\n", "| 15 | 0.6426 | 0:00:00.083000 | 0:00:00.007999 | 0:00:00.083000 |\n", "| 30 | 0.6426 | 0:00:00.082001 | 0:00:00.009000 | 0:00:00.082001 |\n", "| 45 | 0.5956 | 0:00:00.080998 | 0:00:00.011004 | 0:00:00.080998 |\n", "| Average | 0.6427 | 0:00:00.084750 | 0:00:00.009001 | 0:00:00.046876 |\n", "| Std Dev. | 0.0333 | 0.004816043286910518 | 0.0012267001858359732 | 0.03803744004466966 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.1714 | 0:00:00.093001 | 0:00:00.007999 | 0:00:00.093001 |\n", "| 15 | 0.2 | 0:00:00.083000 | 0:00:00.007999 | 0:00:00.083000 |\n", "| 30 | 0.2 | 0:00:00.082001 | 0:00:00.009000 | 0:00:00.082001 |\n", "| 45 | 0.2286 | 0:00:00.080998 | 0:00:00.011004 | 0:00:00.080998 |\n", "| Average | 0.2 | 0:00:00.084750 | 0:00:00.009001 | 0:00:00.046876 |\n", "| Std Dev. | 0.0202 | 0.004816043286910518 | 0.0012267001858359732 | 0.03803744004466966 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 5\n", "k 15\n", "k 30\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.8 | 0:00:00.079997 | 0:00:00.008002 | 0:00:00.079997 |\n", "| 15 | 0.8286 | 0:00:00.080999 | 0:00:00.008000 | 0:00:00.080999 |\n", "| 30 | 0.8 | 0:00:00.084000 | 0:00:00.016001 | 0:00:00.084000 |\n", "| 45 | 0.7714 | 0:00:00.126002 | 0:00:00.010000 | 0:00:00.126002 |\n", "| Average | 0.8 | 0:00:00.092749 | 0:00:00.010501 | 0:00:00.051625 |\n", "| Std Dev. | 0.0202 | 0.019254853225755673 | 0.0032787180249119513 | 0.043381663117475606 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.8793 | 0:00:00.079997 | 0:00:00.008002 | 0:00:00.079997 |\n", "| 15 | 0.8929 | 0:00:00.080999 | 0:00:00.008000 | 0:00:00.080999 |\n", "| 30 | 0.8793 | 0:00:00.084000 | 0:00:00.016001 | 0:00:00.084000 |\n", "| 45 | 0.8667 | 0:00:00.126002 | 0:00:00.010000 | 0:00:00.126002 |\n", "| Average | 0.8795 | 0:00:00.092749 | 0:00:00.010501 | 0:00:00.051625 |\n", "| Std Dev. | 0.0093 | 0.019254853225755673 | 0.0032787180249119513 | 0.043381663117475606 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.8 | 0:00:00.079997 | 0:00:00.008002 | 0:00:00.079997 |\n", "| 15 | 0.8286 | 0:00:00.080999 | 0:00:00.008000 | 0:00:00.080999 |\n", "| 30 | 0.8 | 0:00:00.084000 | 0:00:00.016001 | 0:00:00.084000 |\n", "| 45 | 0.7714 | 0:00:00.126002 | 0:00:00.010000 | 0:00:00.126002 |\n", "| Average | 0.8 | 0:00:00.092749 | 0:00:00.010501 | 0:00:00.051625 |\n", "| Std Dev. | 0.0202 | 0.019254853225755673 | 0.0032787180249119513 | 0.043381663117475606 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.7308 | 0:00:00.079997 | 0:00:00.008002 | 0:00:00.079997 |\n", "| 15 | 0.7692 | 0:00:00.080999 | 0:00:00.008000 | 0:00:00.080999 |\n", "| 30 | 0.7308 | 0:00:00.084000 | 0:00:00.016001 | 0:00:00.084000 |\n", "| 45 | 0.6923 | 0:00:00.126002 | 0:00:00.010000 | 0:00:00.126002 |\n", "| Average | 0.7308 | 0:00:00.092749 | 0:00:00.010501 | 0:00:00.051625 |\n", "| Std Dev. | 0.0272 | 0.019254853225755673 | 0.0032787180249119513 | 0.043381663117475606 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.8 | 0:00:00.079997 | 0:00:00.008002 | 0:00:00.079997 |\n", "| 15 | 0.8286 | 0:00:00.080999 | 0:00:00.008000 | 0:00:00.080999 |\n", "| 30 | 0.8 | 0:00:00.084000 | 0:00:00.016001 | 0:00:00.084000 |\n", "| 45 | 0.7714 | 0:00:00.126002 | 0:00:00.010000 | 0:00:00.126002 |\n", "| Average | 0.8 | 0:00:00.092749 | 0:00:00.010501 | 0:00:00.051625 |\n", "| Std Dev. | 0.0202 | 0.019254853225755673 | 0.0032787180249119513 | 0.043381663117475606 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.7472 | 0:00:00.079997 | 0:00:00.008002 | 0:00:00.079997 |\n", "| 15 | 0.79 | 0:00:00.080999 | 0:00:00.008000 | 0:00:00.080999 |\n", "| 30 | 0.7472 | 0:00:00.084000 | 0:00:00.016001 | 0:00:00.084000 |\n", "| 45 | 0.7009 | 0:00:00.126002 | 0:00:00.010000 | 0:00:00.126002 |\n", "| Average | 0.7463 | 0:00:00.092749 | 0:00:00.010501 | 0:00:00.051625 |\n", "| Std Dev. | 0.0315 | 0.019254853225755673 | 0.0032787180249119513 | 0.043381663117475606 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.8 | 0:00:00.079997 | 0:00:00.008002 | 0:00:00.079997 |\n", "| 15 | 0.8286 | 0:00:00.080999 | 0:00:00.008000 | 0:00:00.080999 |\n", "| 30 | 0.8 | 0:00:00.084000 | 0:00:00.016001 | 0:00:00.084000 |\n", "| 45 | 0.7714 | 0:00:00.126002 | 0:00:00.010000 | 0:00:00.126002 |\n", "| Average | 0.8 | 0:00:00.092749 | 0:00:00.010501 | 0:00:00.051625 |\n", "| Std Dev. | 0.0202 | 0.019254853225755673 | 0.0032787180249119513 | 0.043381663117475606 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.7308 | 0:00:00.079997 | 0:00:00.008002 | 0:00:00.079997 |\n", "| 15 | 0.7692 | 0:00:00.080999 | 0:00:00.008000 | 0:00:00.080999 |\n", "| 30 | 0.7308 | 0:00:00.084000 | 0:00:00.016001 | 0:00:00.084000 |\n", "| 45 | 0.6923 | 0:00:00.126002 | 0:00:00.010000 | 0:00:00.126002 |\n", "| Average | 0.7308 | 0:00:00.092749 | 0:00:00.010501 | 0:00:00.051625 |\n", "| Std Dev. | 0.0272 | 0.019254853225755673 | 0.0032787180249119513 | 0.043381663117475606 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.6615 | 0:00:00.079997 | 0:00:00.008002 | 0:00:00.079997 |\n", "| 15 | 0.7099 | 0:00:00.080999 | 0:00:00.008000 | 0:00:00.080999 |\n", "| 30 | 0.6615 | 0:00:00.084000 | 0:00:00.016001 | 0:00:00.084000 |\n", "| 45 | 0.6132 | 0:00:00.126002 | 0:00:00.010000 | 0:00:00.126002 |\n", "| Average | 0.6615 | 0:00:00.092749 | 0:00:00.010501 | 0:00:00.051625 |\n", "| Std Dev. | 0.0342 | 0.019254853225755673 | 0.0032787180249119513 | 0.043381663117475606 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.2 | 0:00:00.079997 | 0:00:00.008002 | 0:00:00.079997 |\n", "| 15 | 0.1714 | 0:00:00.080999 | 0:00:00.008000 | 0:00:00.080999 |\n", "| 30 | 0.2 | 0:00:00.084000 | 0:00:00.016001 | 0:00:00.084000 |\n", "| 45 | 0.2286 | 0:00:00.126002 | 0:00:00.010000 | 0:00:00.126002 |\n", "| Average | 0.2 | 0:00:00.092749 | 0:00:00.010501 | 0:00:00.051625 |\n", "| Std Dev. | 0.0202 | 0.019254853225755673 | 0.0032787180249119513 | 0.043381663117475606 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+------------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+------------------------+----------------------+\n", "| 5 | 0.9429 | 0:00:00.082997 | 0:00:00.010998 | 0:00:00.082997 |\n", "| 15 | 0.9429 | 0:00:00.084000 | 0:00:00.011035 | 0:00:00.084000 |\n", "| 30 | 0.9714 | 0:00:00.083966 | 0:00:00.011000 | 0:00:00.083966 |\n", "| 45 | 0.9714 | 0:00:00.089000 | 0:00:00.011003 | 0:00:00.089000 |\n", "| Average | 0.9571 | 0:00:00.084991 | 0:00:00.011009 | 0:00:00.048000 |\n", "| Std Dev. | 0.0143 | 0.002349298002980307 | 1.4869537175048495e-05 | 0.037027986129704746 |\n", "+----------+----------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+------------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+------------------------+----------------------+\n", "| 5 | 0.96 | 0:00:00.082997 | 0:00:00.010998 | 0:00:00.082997 |\n", "| 15 | 0.96 | 0:00:00.084000 | 0:00:00.011035 | 0:00:00.084000 |\n", "| 30 | 0.9792 | 0:00:00.083966 | 0:00:00.011000 | 0:00:00.083966 |\n", "| 45 | 0.9792 | 0:00:00.089000 | 0:00:00.011003 | 0:00:00.089000 |\n", "| Average | 0.9696 | 0:00:00.084991 | 0:00:00.011009 | 0:00:00.048000 |\n", "| Std Dev. | 0.0096 | 0.002349298002980307 | 1.4869537175048495e-05 | 0.037027986129704746 |\n", "+----------+-----------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+------------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+------------------------+----------------------+\n", "| 5 | 0.9429 | 0:00:00.082997 | 0:00:00.010998 | 0:00:00.082997 |\n", "| 15 | 0.9429 | 0:00:00.084000 | 0:00:00.011035 | 0:00:00.084000 |\n", "| 30 | 0.9714 | 0:00:00.083966 | 0:00:00.011000 | 0:00:00.083966 |\n", "| 45 | 0.9714 | 0:00:00.089000 | 0:00:00.011003 | 0:00:00.089000 |\n", "| Average | 0.9571 | 0:00:00.084991 | 0:00:00.011009 | 0:00:00.048000 |\n", "| Std Dev. | 0.0143 | 0.002349298002980307 | 1.4869537175048495e-05 | 0.037027986129704746 |\n", "+----------+-----------------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| 5 | 0.9167 | 0:00:00.082997 | 0:00:00.010998 | 0:00:00.082997 |\n", "| 15 | 0.9167 | 0:00:00.084000 | 0:00:00.011035 | 0:00:00.084000 |\n", "| 30 | 0.9583 | 0:00:00.083966 | 0:00:00.011000 | 0:00:00.083966 |\n", "| 45 | 0.9583 | 0:00:00.089000 | 0:00:00.011003 | 0:00:00.089000 |\n", "| Average | 0.9375 | 0:00:00.084991 | 0:00:00.011009 | 0:00:00.048000 |\n", "| Std Dev. | 0.0208 | 0.002349298002980307 | 1.4869537175048495e-05 | 0.037027986129704746 |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+------------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+------------------------+----------------------+\n", "| 5 | 0.9429 | 0:00:00.082997 | 0:00:00.010998 | 0:00:00.082997 |\n", "| 15 | 0.9429 | 0:00:00.084000 | 0:00:00.011035 | 0:00:00.084000 |\n", "| 30 | 0.9714 | 0:00:00.083966 | 0:00:00.011000 | 0:00:00.083966 |\n", "| 45 | 0.9714 | 0:00:00.089000 | 0:00:00.011003 | 0:00:00.089000 |\n", "| Average | 0.9571 | 0:00:00.084991 | 0:00:00.011009 | 0:00:00.048000 |\n", "| Std Dev. | 0.0143 | 0.002349298002980307 | 1.4869537175048495e-05 | 0.037027986129704746 |\n", "+----------+--------------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+------------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+------------------------+----------------------+\n", "| 5 | 0.9337 | 0:00:00.082997 | 0:00:00.010998 | 0:00:00.082997 |\n", "| 15 | 0.9337 | 0:00:00.084000 | 0:00:00.011035 | 0:00:00.084000 |\n", "| 30 | 0.9676 | 0:00:00.083966 | 0:00:00.011000 | 0:00:00.083966 |\n", "| 45 | 0.9676 | 0:00:00.089000 | 0:00:00.011003 | 0:00:00.089000 |\n", "| Average | 0.9507 | 0:00:00.084991 | 0:00:00.011009 | 0:00:00.048000 |\n", "| Std Dev. | 0.017 | 0.002349298002980307 | 1.4869537175048495e-05 | 0.037027986129704746 |\n", "+----------+-----------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+------------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+------------------------+----------------------+\n", "| 5 | 0.9429 | 0:00:00.082997 | 0:00:00.010998 | 0:00:00.082997 |\n", "| 15 | 0.9429 | 0:00:00.084000 | 0:00:00.011035 | 0:00:00.084000 |\n", "| 30 | 0.9714 | 0:00:00.083966 | 0:00:00.011000 | 0:00:00.083966 |\n", "| 45 | 0.9714 | 0:00:00.089000 | 0:00:00.011003 | 0:00:00.089000 |\n", "| Average | 0.9571 | 0:00:00.084991 | 0:00:00.011009 | 0:00:00.048000 |\n", "| Std Dev. | 0.0143 | 0.002349298002980307 | 1.4869537175048495e-05 | 0.037027986129704746 |\n", "+----------+-----------------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| 5 | 0.9167 | 0:00:00.082997 | 0:00:00.010998 | 0:00:00.082997 |\n", "| 15 | 0.9167 | 0:00:00.084000 | 0:00:00.011035 | 0:00:00.084000 |\n", "| 30 | 0.9583 | 0:00:00.083966 | 0:00:00.011000 | 0:00:00.083966 |\n", "| 45 | 0.9583 | 0:00:00.089000 | 0:00:00.011003 | 0:00:00.089000 |\n", "| Average | 0.9375 | 0:00:00.084991 | 0:00:00.011009 | 0:00:00.048000 |\n", "| Std Dev. | 0.0208 | 0.002349298002980307 | 1.4869537175048495e-05 | 0.037027986129704746 |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+------------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+------------------------+----------------------+\n", "| 5 | 0.8905 | 0:00:00.082997 | 0:00:00.010998 | 0:00:00.082997 |\n", "| 15 | 0.8905 | 0:00:00.084000 | 0:00:00.011035 | 0:00:00.084000 |\n", "| 30 | 0.9452 | 0:00:00.083966 | 0:00:00.011000 | 0:00:00.083966 |\n", "| 45 | 0.9452 | 0:00:00.089000 | 0:00:00.011003 | 0:00:00.089000 |\n", "| Average | 0.9179 | 0:00:00.084991 | 0:00:00.011009 | 0:00:00.048000 |\n", "| Std Dev. | 0.0274 | 0.002349298002980307 | 1.4869537175048495e-05 | 0.037027986129704746 |\n", "+----------+-----------------------+----------------------+------------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "| 5 | 0.0571 | 0:00:00.082997 | 0:00:00.010998 | 0:00:00.082997 |\n", "| 15 | 0.0571 | 0:00:00.084000 | 0:00:00.011035 | 0:00:00.084000 |\n", "| 30 | 0.0286 | 0:00:00.083966 | 0:00:00.011000 | 0:00:00.083966 |\n", "| 45 | 0.0286 | 0:00:00.089000 | 0:00:00.011003 | 0:00:00.089000 |\n", "| Average | 0.0429 | 0:00:00.084991 | 0:00:00.011009 | 0:00:00.048000 |\n", "| Std Dev. | 0.0143 | 0.002349298002980307 | 1.4869537175048495e-05 | 0.037027986129704746 |\n", "+----------+--------+----------------------+------------------------+----------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.9714 | 0:00:00.082003 | 0:00:00.009998 | 0:00:00.082003 |\n", "| 15 | 0.9429 | 0:00:00.089004 | 0:00:00.009000 | 0:00:00.089004 |\n", "| 30 | 0.9143 | 0:00:00.081996 | 0:00:00.010000 | 0:00:00.081996 |\n", "| 45 | 0.9143 | 0:00:00.094000 | 0:00:00.011001 | 0:00:00.094000 |\n", "| Average | 0.9357 | 0:00:00.086751 | 0:00:00.010000 | 0:00:00.048375 |\n", "| Std Dev. | 0.0237 | 0.005068843337883173 | 0.0007074778050809115 | 0.038545700586258946 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.9615 | 0:00:00.082003 | 0:00:00.009998 | 0:00:00.082003 |\n", "| 15 | 0.9366 | 0:00:00.089004 | 0:00:00.009000 | 0:00:00.089004 |\n", "| 30 | 0.9129 | 0:00:00.081996 | 0:00:00.010000 | 0:00:00.081996 |\n", "| 45 | 0.9129 | 0:00:00.094000 | 0:00:00.011001 | 0:00:00.094000 |\n", "| Average | 0.931 | 0:00:00.086751 | 0:00:00.010000 | 0:00:00.048375 |\n", "| Std Dev. | 0.0201 | 0.005068843337883173 | 0.0007074778050809115 | 0.038545700586258946 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.9714 | 0:00:00.082003 | 0:00:00.009998 | 0:00:00.082003 |\n", "| 15 | 0.9429 | 0:00:00.089004 | 0:00:00.009000 | 0:00:00.089004 |\n", "| 30 | 0.9143 | 0:00:00.081996 | 0:00:00.010000 | 0:00:00.081996 |\n", "| 45 | 0.9143 | 0:00:00.094000 | 0:00:00.011001 | 0:00:00.094000 |\n", "| Average | 0.9357 | 0:00:00.086751 | 0:00:00.010000 | 0:00:00.048375 |\n", "| Std Dev. | 0.0237 | 0.005068843337883173 | 0.0007074778050809115 | 0.038545700586258946 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.9783 | 0:00:00.082003 | 0:00:00.009998 | 0:00:00.082003 |\n", "| 15 | 0.9366 | 0:00:00.089004 | 0:00:00.009000 | 0:00:00.089004 |\n", "| 30 | 0.8949 | 0:00:00.081996 | 0:00:00.010000 | 0:00:00.081996 |\n", "| 45 | 0.8949 | 0:00:00.094000 | 0:00:00.011001 | 0:00:00.094000 |\n", "| Average | 0.9262 | 0:00:00.086751 | 0:00:00.010000 | 0:00:00.048375 |\n", "| Std Dev. | 0.0345 | 0.005068843337883173 | 0.0007074778050809115 | 0.038545700586258946 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.9714 | 0:00:00.082003 | 0:00:00.009998 | 0:00:00.082003 |\n", "| 15 | 0.9429 | 0:00:00.089004 | 0:00:00.009000 | 0:00:00.089004 |\n", "| 30 | 0.9143 | 0:00:00.081996 | 0:00:00.010000 | 0:00:00.081996 |\n", "| 45 | 0.9143 | 0:00:00.094000 | 0:00:00.011001 | 0:00:00.094000 |\n", "| Average | 0.9357 | 0:00:00.086751 | 0:00:00.010000 | 0:00:00.048375 |\n", "| Std Dev. | 0.0237 | 0.005068843337883173 | 0.0007074778050809115 | 0.038545700586258946 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.9689 | 0:00:00.082003 | 0:00:00.009998 | 0:00:00.082003 |\n", "| 15 | 0.9366 | 0:00:00.089004 | 0:00:00.009000 | 0:00:00.089004 |\n", "| 30 | 0.9029 | 0:00:00.081996 | 0:00:00.010000 | 0:00:00.081996 |\n", "| 45 | 0.9029 | 0:00:00.094000 | 0:00:00.011001 | 0:00:00.094000 |\n", "| Average | 0.9278 | 0:00:00.086751 | 0:00:00.010000 | 0:00:00.048375 |\n", "| Std Dev. | 0.0274 | 0.005068843337883173 | 0.0007074778050809115 | 0.038545700586258946 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.9714 | 0:00:00.082003 | 0:00:00.009998 | 0:00:00.082003 |\n", "| 15 | 0.9429 | 0:00:00.089004 | 0:00:00.009000 | 0:00:00.089004 |\n", "| 30 | 0.9143 | 0:00:00.081996 | 0:00:00.010000 | 0:00:00.081996 |\n", "| 45 | 0.9143 | 0:00:00.094000 | 0:00:00.011001 | 0:00:00.094000 |\n", "| Average | 0.9357 | 0:00:00.086751 | 0:00:00.010000 | 0:00:00.048375 |\n", "| Std Dev. | 0.0237 | 0.005068843337883173 | 0.0007074778050809115 | 0.038545700586258946 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.9783 | 0:00:00.082003 | 0:00:00.009998 | 0:00:00.082003 |\n", "| 15 | 0.9366 | 0:00:00.089004 | 0:00:00.009000 | 0:00:00.089004 |\n", "| 30 | 0.8949 | 0:00:00.081996 | 0:00:00.010000 | 0:00:00.081996 |\n", "| 45 | 0.8949 | 0:00:00.094000 | 0:00:00.011001 | 0:00:00.094000 |\n", "| Average | 0.9262 | 0:00:00.086751 | 0:00:00.010000 | 0:00:00.048375 |\n", "| Std Dev. | 0.0345 | 0.005068843337883173 | 0.0007074778050809115 | 0.038545700586258946 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.9231 | 0:00:00.082003 | 0:00:00.009998 | 0:00:00.082003 |\n", "| 15 | 0.8688 | 0:00:00.089004 | 0:00:00.009000 | 0:00:00.089004 |\n", "| 30 | 0.8147 | 0:00:00.081996 | 0:00:00.010000 | 0:00:00.081996 |\n", "| 45 | 0.8147 | 0:00:00.094000 | 0:00:00.011001 | 0:00:00.094000 |\n", "| Average | 0.8553 | 0:00:00.086751 | 0:00:00.010000 | 0:00:00.048375 |\n", "| Std Dev. | 0.0449 | 0.005068843337883173 | 0.0007074778050809115 | 0.038545700586258946 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.0286 | 0:00:00.082003 | 0:00:00.009998 | 0:00:00.082003 |\n", "| 15 | 0.0571 | 0:00:00.089004 | 0:00:00.009000 | 0:00:00.089004 |\n", "| 30 | 0.0857 | 0:00:00.081996 | 0:00:00.010000 | 0:00:00.081996 |\n", "| 45 | 0.0857 | 0:00:00.094000 | 0:00:00.011001 | 0:00:00.094000 |\n", "| Average | 0.0643 | 0:00:00.086751 | 0:00:00.010000 | 0:00:00.048375 |\n", "| Std Dev. | 0.0237 | 0.005068843337883173 | 0.0007074778050809115 | 0.038545700586258946 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "###############\n", "k 5\n", "k 15\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 30\n", "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9714 | 0:00:00.082002 | 0:00:00.007999 | 0:00:00.082002 |\n", "| 15 | 0.9714 | 0:00:00.091000 | 0:00:00.009000 | 0:00:00.091000 |\n", "| 30 | 0.9714 | 0:00:00.089000 | 0:00:00.011999 | 0:00:00.089000 |\n", "| 45 | 0.9714 | 0:00:00.081001 | 0:00:00.010999 | 0:00:00.081001 |\n", "| Average | 0.9714 | 0:00:00.085751 | 0:00:00.009999 | 0:00:00.047875 |\n", "| Std Dev. | 0.0 | 0.004322335765722177 | 0.0015809865955141694 | 0.03801520867621651 |\n", "+----------+----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9792 | 0:00:00.082002 | 0:00:00.007999 | 0:00:00.082002 |\n", "| 15 | 0.9792 | 0:00:00.091000 | 0:00:00.009000 | 0:00:00.091000 |\n", "| 30 | 0.9792 | 0:00:00.089000 | 0:00:00.011999 | 0:00:00.089000 |\n", "| 45 | 0.9792 | 0:00:00.081001 | 0:00:00.010999 | 0:00:00.081001 |\n", "| Average | 0.9792 | 0:00:00.085751 | 0:00:00.009999 | 0:00:00.047875 |\n", "| Std Dev. | 0.0 | 0.004322335765722177 | 0.0015809865955141694 | 0.03801520867621651 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9714 | 0:00:00.082002 | 0:00:00.007999 | 0:00:00.082002 |\n", "| 15 | 0.9714 | 0:00:00.091000 | 0:00:00.009000 | 0:00:00.091000 |\n", "| 30 | 0.9714 | 0:00:00.089000 | 0:00:00.011999 | 0:00:00.089000 |\n", "| 45 | 0.9714 | 0:00:00.081001 | 0:00:00.010999 | 0:00:00.081001 |\n", "| Average | 0.9714 | 0:00:00.085751 | 0:00:00.009999 | 0:00:00.047875 |\n", "| Std Dev. | 0.0 | 0.004322335765722177 | 0.0015809865955141694 | 0.03801520867621651 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9583 | 0:00:00.082002 | 0:00:00.007999 | 0:00:00.082002 |\n", "| 15 | 0.9583 | 0:00:00.091000 | 0:00:00.009000 | 0:00:00.091000 |\n", "| 30 | 0.9583 | 0:00:00.089000 | 0:00:00.011999 | 0:00:00.089000 |\n", "| 45 | 0.9583 | 0:00:00.081001 | 0:00:00.010999 | 0:00:00.081001 |\n", "| Average | 0.9583 | 0:00:00.085751 | 0:00:00.009999 | 0:00:00.047875 |\n", "| Std Dev. | 0.0 | 0.004322335765722177 | 0.0015809865955141694 | 0.03801520867621651 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9714 | 0:00:00.082002 | 0:00:00.007999 | 0:00:00.082002 |\n", "| 15 | 0.9714 | 0:00:00.091000 | 0:00:00.009000 | 0:00:00.091000 |\n", "| 30 | 0.9714 | 0:00:00.089000 | 0:00:00.011999 | 0:00:00.089000 |\n", "| 45 | 0.9714 | 0:00:00.081001 | 0:00:00.010999 | 0:00:00.081001 |\n", "| Average | 0.9714 | 0:00:00.085751 | 0:00:00.009999 | 0:00:00.047875 |\n", "| Std Dev. | 0.0 | 0.004322335765722177 | 0.0015809865955141694 | 0.03801520867621651 |\n", "+----------+--------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9676 | 0:00:00.082002 | 0:00:00.007999 | 0:00:00.082002 |\n", "| 15 | 0.9676 | 0:00:00.091000 | 0:00:00.009000 | 0:00:00.091000 |\n", "| 30 | 0.9676 | 0:00:00.089000 | 0:00:00.011999 | 0:00:00.089000 |\n", "| 45 | 0.9676 | 0:00:00.081001 | 0:00:00.010999 | 0:00:00.081001 |\n", "| Average | 0.9676 | 0:00:00.085751 | 0:00:00.009999 | 0:00:00.047875 |\n", "| Std Dev. | 0.0 | 0.004322335765722177 | 0.0015809865955141694 | 0.03801520867621651 |\n", "+----------+-----------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9714 | 0:00:00.082002 | 0:00:00.007999 | 0:00:00.082002 |\n", "| 15 | 0.9714 | 0:00:00.091000 | 0:00:00.009000 | 0:00:00.091000 |\n", "| 30 | 0.9714 | 0:00:00.089000 | 0:00:00.011999 | 0:00:00.089000 |\n", "| 45 | 0.9714 | 0:00:00.081001 | 0:00:00.010999 | 0:00:00.081001 |\n", "| Average | 0.9714 | 0:00:00.085751 | 0:00:00.009999 | 0:00:00.047875 |\n", "| Std Dev. | 0.0 | 0.004322335765722177 | 0.0015809865955141694 | 0.03801520867621651 |\n", "+----------+-----------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9583 | 0:00:00.082002 | 0:00:00.007999 | 0:00:00.082002 |\n", "| 15 | 0.9583 | 0:00:00.091000 | 0:00:00.009000 | 0:00:00.091000 |\n", "| 30 | 0.9583 | 0:00:00.089000 | 0:00:00.011999 | 0:00:00.089000 |\n", "| 45 | 0.9583 | 0:00:00.081001 | 0:00:00.010999 | 0:00:00.081001 |\n", "| Average | 0.9583 | 0:00:00.085751 | 0:00:00.009999 | 0:00:00.047875 |\n", "| Std Dev. | 0.0 | 0.004322335765722177 | 0.0015809865955141694 | 0.03801520867621651 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.9452 | 0:00:00.082002 | 0:00:00.007999 | 0:00:00.082002 |\n", "| 15 | 0.9452 | 0:00:00.091000 | 0:00:00.009000 | 0:00:00.091000 |\n", "| 30 | 0.9452 | 0:00:00.089000 | 0:00:00.011999 | 0:00:00.089000 |\n", "| 45 | 0.9452 | 0:00:00.081001 | 0:00:00.010999 | 0:00:00.081001 |\n", "| Average | 0.9452 | 0:00:00.085751 | 0:00:00.009999 | 0:00:00.047875 |\n", "| Std Dev. | 0.0 | 0.004322335765722177 | 0.0015809865955141694 | 0.03801520867621651 |\n", "+----------+-----------------------+----------------------+-----------------------+---------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "| 5 | 0.0286 | 0:00:00.082002 | 0:00:00.007999 | 0:00:00.082002 |\n", "| 15 | 0.0286 | 0:00:00.091000 | 0:00:00.009000 | 0:00:00.091000 |\n", "| 30 | 0.0286 | 0:00:00.089000 | 0:00:00.011999 | 0:00:00.089000 |\n", "| 45 | 0.0286 | 0:00:00.081001 | 0:00:00.010999 | 0:00:00.081001 |\n", "| Average | 0.0286 | 0:00:00.085751 | 0:00:00.009999 | 0:00:00.047875 |\n", "| Std Dev. | 0.0 | 0.004322335765722177 | 0.0015809865955141694 | 0.03801520867621651 |\n", "+----------+--------+----------------------+-----------------------+---------------------+\n", "###############\n", "k 5\n", "k 15\n", "k 30\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 45\n", "{0: 0, 1: 1}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.9429 | 0:00:00.081000 | 0:00:00.008000 | 0:00:00.081000 |\n", "| 15 | 0.9429 | 0:00:00.091003 | 0:00:00.009001 | 0:00:00.091003 |\n", "| 30 | 0.9143 | 0:00:00.081999 | 0:00:00.009999 | 0:00:00.081999 |\n", "| 45 | 0.9143 | 0:00:00.080998 | 0:00:00.011001 | 0:00:00.080998 |\n", "| Average | 0.9286 | 0:00:00.083750 | 0:00:00.009500 | 0:00:00.046625 |\n", "| Std Dev. | 0.0143 | 0.004207248882280488 | 0.0011179532468514734 | 0.037252238925057725 |\n", "+----------+----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.96 | 0:00:00.081000 | 0:00:00.008000 | 0:00:00.081000 |\n", "| 15 | 0.96 | 0:00:00.091003 | 0:00:00.009001 | 0:00:00.091003 |\n", "| 30 | 0.9129 | 0:00:00.081999 | 0:00:00.009999 | 0:00:00.081999 |\n", "| 45 | 0.9423 | 0:00:00.080998 | 0:00:00.011001 | 0:00:00.080998 |\n", "| Average | 0.9438 | 0:00:00.083750 | 0:00:00.009500 | 0:00:00.046625 |\n", "| Std Dev. | 0.0193 | 0.004207248882280488 | 0.0011179532468514734 | 0.037252238925057725 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.9429 | 0:00:00.081000 | 0:00:00.008000 | 0:00:00.081000 |\n", "| 15 | 0.9429 | 0:00:00.091003 | 0:00:00.009001 | 0:00:00.091003 |\n", "| 30 | 0.9143 | 0:00:00.081999 | 0:00:00.009999 | 0:00:00.081999 |\n", "| 45 | 0.9143 | 0:00:00.080998 | 0:00:00.011001 | 0:00:00.080998 |\n", "| Average | 0.9286 | 0:00:00.083750 | 0:00:00.009500 | 0:00:00.046625 |\n", "| Std Dev. | 0.0143 | 0.004207248882280488 | 0.0011179532468514734 | 0.037252238925057725 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.9167 | 0:00:00.081000 | 0:00:00.008000 | 0:00:00.081000 |\n", "| 15 | 0.9167 | 0:00:00.091003 | 0:00:00.009001 | 0:00:00.091003 |\n", "| 30 | 0.8949 | 0:00:00.081999 | 0:00:00.009999 | 0:00:00.081999 |\n", "| 45 | 0.875 | 0:00:00.080998 | 0:00:00.011001 | 0:00:00.080998 |\n", "| Average | 0.9008 | 0:00:00.083750 | 0:00:00.009500 | 0:00:00.046625 |\n", "| Std Dev. | 0.0173 | 0.004207248882280488 | 0.0011179532468514734 | 0.037252238925057725 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.9429 | 0:00:00.081000 | 0:00:00.008000 | 0:00:00.081000 |\n", "| 15 | 0.9429 | 0:00:00.091003 | 0:00:00.009001 | 0:00:00.091003 |\n", "| 30 | 0.9143 | 0:00:00.081999 | 0:00:00.009999 | 0:00:00.081999 |\n", "| 45 | 0.9143 | 0:00:00.080998 | 0:00:00.011001 | 0:00:00.080998 |\n", "| Average | 0.9286 | 0:00:00.083750 | 0:00:00.009500 | 0:00:00.046625 |\n", "| Std Dev. | 0.0143 | 0.004207248882280488 | 0.0011179532468514734 | 0.037252238925057725 |\n", "+----------+--------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.9337 | 0:00:00.081000 | 0:00:00.008000 | 0:00:00.081000 |\n", "| 15 | 0.9337 | 0:00:00.091003 | 0:00:00.009001 | 0:00:00.091003 |\n", "| 30 | 0.9029 | 0:00:00.081999 | 0:00:00.009999 | 0:00:00.081999 |\n", "| 45 | 0.898 | 0:00:00.080998 | 0:00:00.011001 | 0:00:00.080998 |\n", "| Average | 0.9171 | 0:00:00.083750 | 0:00:00.009500 | 0:00:00.046625 |\n", "| Std Dev. | 0.0167 | 0.004207248882280488 | 0.0011179532468514734 | 0.037252238925057725 |\n", "+----------+-----------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.9429 | 0:00:00.081000 | 0:00:00.008000 | 0:00:00.081000 |\n", "| 15 | 0.9429 | 0:00:00.091003 | 0:00:00.009001 | 0:00:00.091003 |\n", "| 30 | 0.9143 | 0:00:00.081999 | 0:00:00.009999 | 0:00:00.081999 |\n", "| 45 | 0.9143 | 0:00:00.080998 | 0:00:00.011001 | 0:00:00.080998 |\n", "| Average | 0.9286 | 0:00:00.083750 | 0:00:00.009500 | 0:00:00.046625 |\n", "| Std Dev. | 0.0143 | 0.004207248882280488 | 0.0011179532468514734 | 0.037252238925057725 |\n", "+----------+-----------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.9167 | 0:00:00.081000 | 0:00:00.008000 | 0:00:00.081000 |\n", "| 15 | 0.9167 | 0:00:00.091003 | 0:00:00.009001 | 0:00:00.091003 |\n", "| 30 | 0.8949 | 0:00:00.081999 | 0:00:00.009999 | 0:00:00.081999 |\n", "| 45 | 0.875 | 0:00:00.080998 | 0:00:00.011001 | 0:00:00.080998 |\n", "| Average | 0.9008 | 0:00:00.083750 | 0:00:00.009500 | 0:00:00.046625 |\n", "| Std Dev. | 0.0173 | 0.004207248882280488 | 0.0011179532468514734 | 0.037252238925057725 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.8905 | 0:00:00.081000 | 0:00:00.008000 | 0:00:00.081000 |\n", "| 15 | 0.8905 | 0:00:00.091003 | 0:00:00.009001 | 0:00:00.091003 |\n", "| 30 | 0.8147 | 0:00:00.081999 | 0:00:00.009999 | 0:00:00.081999 |\n", "| 45 | 0.8357 | 0:00:00.080998 | 0:00:00.011001 | 0:00:00.080998 |\n", "| Average | 0.8578 | 0:00:00.083750 | 0:00:00.009500 | 0:00:00.046625 |\n", "| Std Dev. | 0.0335 | 0.004207248882280488 | 0.0011179532468514734 | 0.037252238925057725 |\n", "+----------+-----------------------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "| 5 | 0.0571 | 0:00:00.081000 | 0:00:00.008000 | 0:00:00.081000 |\n", "| 15 | 0.0571 | 0:00:00.091003 | 0:00:00.009001 | 0:00:00.091003 |\n", "| 30 | 0.0857 | 0:00:00.081999 | 0:00:00.009999 | 0:00:00.081999 |\n", "| 45 | 0.0857 | 0:00:00.080998 | 0:00:00.011001 | 0:00:00.080998 |\n", "| Average | 0.0714 | 0:00:00.083750 | 0:00:00.009500 | 0:00:00.046625 |\n", "| Std Dev. | 0.0143 | 0.004207248882280488 | 0.0011179532468514734 | 0.037252238925057725 |\n", "+----------+--------+----------------------+-----------------------+----------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.8971 | 0.0629 | 0:00:00.086200 | 0:00:00.008999 | 0:00:00.095199 |\n", "| 15 | 0.8971 | 0.0615 | 0:00:00.084801 | 0:00:00.009704 | 0:00:00.094505 |\n", "| 30 | 0.8857 | 0.0676 | 0:00:00.085495 | 0:00:00.011000 | 0:00:00.096495 |\n", "| 45 | 0.8743 | 0.0747 | 0:00:00.092604 | 0:00:00.011998 | 0:00:00.104601 |\n", "| Average | 0.8886 | 0.0667 | 0:00:00.087275 | 0:00:00.010425 | 0:00:00.097700 |\n", "| Std Dev. | 0.0095 | 0.0052 | 0.0031158895 | 0.0011573213 | 0.0040479078 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9125 | 0.0552 | 0:00:00.086200 | 0:00:00.008999 | 0:00:00.095199 |\n", "| 15 | 0.9126 | 0.0564 | 0:00:00.084801 | 0:00:00.009704 | 0:00:00.094505 |\n", "| 30 | 0.9 | 0.0603 | 0:00:00.085495 | 0:00:00.011000 | 0:00:00.096495 |\n", "| 45 | 0.8955 | 0.0649 | 0:00:00.092604 | 0:00:00.011998 | 0:00:00.104601 |\n", "| Average | 0.9052 | 0.0592 | 0:00:00.087275 | 0:00:00.010425 | 0:00:00.097700 |\n", "| Std Dev. | 0.0076 | 0.0038 | 0.0031158895 | 0.0011573213 | 0.0040479078 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.8971 | 0.0629 | 0:00:00.086200 | 0:00:00.008999 | 0:00:00.095199 |\n", "| 15 | 0.8971 | 0.0615 | 0:00:00.084801 | 0:00:00.009704 | 0:00:00.094505 |\n", "| 30 | 0.8857 | 0.0676 | 0:00:00.085495 | 0:00:00.011000 | 0:00:00.096495 |\n", "| 45 | 0.8743 | 0.0747 | 0:00:00.092604 | 0:00:00.011998 | 0:00:00.104601 |\n", "| Average | 0.8886 | 0.0667 | 0:00:00.087275 | 0:00:00.010425 | 0:00:00.097700 |\n", "| Std Dev. | 0.0095 | 0.0052 | 0.0031158895 | 0.0011573213 | 0.0040479078 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.871 | 0.0803 | 0:00:00.086200 | 0:00:00.008999 | 0:00:00.095199 |\n", "| 15 | 0.8692 | 0.0766 | 0:00:00.084801 | 0:00:00.009704 | 0:00:00.094505 |\n", "| 30 | 0.857 | 0.0858 | 0:00:00.085495 | 0:00:00.011000 | 0:00:00.096495 |\n", "| 45 | 0.8396 | 0.0954 | 0:00:00.092604 | 0:00:00.011998 | 0:00:00.104601 |\n", "| Average | 0.8592 | 0.0845 | 0:00:00.087275 | 0:00:00.010425 | 0:00:00.097700 |\n", "| Std Dev. | 0.0125 | 0.0071 | 0.0031158895 | 0.0011573213 | 0.0040479078 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.8971 | 0.0629 | 0:00:00.086200 | 0:00:00.008999 | 0:00:00.095199 |\n", "| 15 | 0.8971 | 0.0615 | 0:00:00.084801 | 0:00:00.009704 | 0:00:00.094505 |\n", "| 30 | 0.8857 | 0.0676 | 0:00:00.085495 | 0:00:00.011000 | 0:00:00.096495 |\n", "| 45 | 0.8743 | 0.0747 | 0:00:00.092604 | 0:00:00.011998 | 0:00:00.104601 |\n", "| Average | 0.8886 | 0.0667 | 0:00:00.087275 | 0:00:00.010425 | 0:00:00.097700 |\n", "| Std Dev. | 0.0095 | 0.0052 | 0.0031158895 | 0.0011573213 | 0.0040479078 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.8811 | 0.0762 | 0:00:00.086200 | 0:00:00.008999 | 0:00:00.095199 |\n", "| 15 | 0.8812 | 0.0735 | 0:00:00.084801 | 0:00:00.009704 | 0:00:00.094505 |\n", "| 30 | 0.8671 | 0.083 | 0:00:00.085495 | 0:00:00.011000 | 0:00:00.096495 |\n", "| 45 | 0.8507 | 0.0944 | 0:00:00.092604 | 0:00:00.011998 | 0:00:00.104601 |\n", "| Average | 0.87 | 0.0818 | 0:00:00.087275 | 0:00:00.010425 | 0:00:00.097700 |\n", "| Std Dev. | 0.0126 | 0.0081 | 0.0031158895 | 0.0011573213 | 0.0040479078 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.8971 | 0.0629 | 0:00:00.086200 | 0:00:00.008999 | 0:00:00.095199 |\n", "| 15 | 0.8971 | 0.0615 | 0:00:00.084801 | 0:00:00.009704 | 0:00:00.094505 |\n", "| 30 | 0.8857 | 0.0676 | 0:00:00.085495 | 0:00:00.011000 | 0:00:00.096495 |\n", "| 45 | 0.8743 | 0.0747 | 0:00:00.092604 | 0:00:00.011998 | 0:00:00.104601 |\n", "| Average | 0.8886 | 0.0667 | 0:00:00.087275 | 0:00:00.010425 | 0:00:00.097700 |\n", "| Std Dev. | 0.0095 | 0.0052 | 0.0031158895 | 0.0011573213 | 0.0040479078 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.871 | 0.0803 | 0:00:00.086200 | 0:00:00.008999 | 0:00:00.095199 |\n", "| 15 | 0.8692 | 0.0766 | 0:00:00.084801 | 0:00:00.009704 | 0:00:00.094505 |\n", "| 30 | 0.857 | 0.0858 | 0:00:00.085495 | 0:00:00.011000 | 0:00:00.096495 |\n", "| 45 | 0.8396 | 0.0954 | 0:00:00.092604 | 0:00:00.011998 | 0:00:00.104601 |\n", "| Average | 0.8592 | 0.0845 | 0:00:00.087275 | 0:00:00.010425 | 0:00:00.097700 |\n", "| Std Dev. | 0.0125 | 0.0071 | 0.0031158895 | 0.0011573213 | 0.0040479078 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.8096 | 0.1067 | 0:00:00.086200 | 0:00:00.008999 | 0:00:00.095199 |\n", "| 15 | 0.8103 | 0.1053 | 0:00:00.084801 | 0:00:00.009704 | 0:00:00.094505 |\n", "| 30 | 0.7874 | 0.1152 | 0:00:00.085495 | 0:00:00.011000 | 0:00:00.096495 |\n", "| 45 | 0.7704 | 0.1265 | 0:00:00.092604 | 0:00:00.011998 | 0:00:00.104601 |\n", "| Average | 0.7944 | 0.1134 | 0:00:00.087275 | 0:00:00.010425 | 0:00:00.097700 |\n", "| Std Dev. | 0.0167 | 0.0084 | 0.0031158895 | 0.0011573213 | 0.0040479078 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.1029 | 0.0629 | 0:00:00.086200 | 0:00:00.008999 | 0:00:00.095199 |\n", "| 15 | 0.1029 | 0.0615 | 0:00:00.084801 | 0:00:00.009704 | 0:00:00.094505 |\n", "| 30 | 0.1143 | 0.0676 | 0:00:00.085495 | 0:00:00.011000 | 0:00:00.096495 |\n", "| 45 | 0.1257 | 0.0747 | 0:00:00.092604 | 0:00:00.011998 | 0:00:00.104601 |\n", "| Average | 0.1114 | 0.0667 | 0:00:00.087275 | 0:00:00.010425 | 0:00:00.097700 |\n", "| Std Dev. | 0.0095 | 0.0052 | 0.0031158895 | 0.0011573213 | 0.0040479078 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Latest Datasets\\\\land_sat'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 5\n", "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+--------------------+---------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+---------------------+-------------------+\n", "| 5 | 0.9161 | 0:00:31.731998 | 0:00:00.450003 | 0:00:31.731998 |\n", "| 15 | 0.9239 | 0:00:27.621912 | 0:00:00.457004 | 0:00:27.621912 |\n", "| 30 | 0.9301 | 0:00:28.750060 | 0:00:00.560999 | 0:00:28.750060 |\n", "| 45 | 0.9301 | 0:00:31.017000 | 0:00:00.632000 | 0:00:31.017000 |\n", "| Average | 0.9251 | 0:00:29.780242 | 0:00:00.525002 | 0:00:15.152622 |\n", "| Std Dev. | 0.0057 | 1.6627228300552244 | 0.07581734727058083 | 14.67489274744218 |\n", "+----------+----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| 5 | 0.9094 | 0:00:31.731998 | 0:00:00.450003 | 0:00:31.731998 |\n", "| 15 | 0.9178 | 0:00:27.621912 | 0:00:00.457004 | 0:00:27.621912 |\n", "| 30 | 0.9247 | 0:00:28.750060 | 0:00:00.560999 | 0:00:28.750060 |\n", "| 45 | 0.9247 | 0:00:31.017000 | 0:00:00.632000 | 0:00:31.017000 |\n", "| Average | 0.9192 | 0:00:29.780242 | 0:00:00.525002 | 0:00:15.152622 |\n", "| Std Dev. | 0.0063 | 1.6627228300552244 | 0.07581734727058083 | 14.67489274744218 |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| 5 | 0.9161 | 0:00:31.731998 | 0:00:00.450003 | 0:00:31.731998 |\n", "| 15 | 0.9239 | 0:00:27.621912 | 0:00:00.457004 | 0:00:27.621912 |\n", "| 30 | 0.9301 | 0:00:28.750060 | 0:00:00.560999 | 0:00:28.750060 |\n", "| 45 | 0.9301 | 0:00:31.017000 | 0:00:00.632000 | 0:00:31.017000 |\n", "| Average | 0.9251 | 0:00:29.780242 | 0:00:00.525002 | 0:00:15.152622 |\n", "| Std Dev. | 0.0057 | 1.6627228300552244 | 0.07581734727058083 | 14.67489274744218 |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| 5 | 0.9003 | 0:00:31.731998 | 0:00:00.450003 | 0:00:31.731998 |\n", "| 15 | 0.9069 | 0:00:27.621912 | 0:00:00.457004 | 0:00:27.621912 |\n", "| 30 | 0.9149 | 0:00:28.750060 | 0:00:00.560999 | 0:00:28.750060 |\n", "| 45 | 0.9149 | 0:00:31.017000 | 0:00:00.632000 | 0:00:31.017000 |\n", "| Average | 0.9092 | 0:00:29.780242 | 0:00:00.525002 | 0:00:15.152622 |\n", "| Std Dev. | 0.0061 | 1.6627228300552244 | 0.07581734727058083 | 14.67489274744218 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+--------------------+---------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+---------------------+-------------------+\n", "| 5 | 0.9161 | 0:00:31.731998 | 0:00:00.450003 | 0:00:31.731998 |\n", "| 15 | 0.9239 | 0:00:27.621912 | 0:00:00.457004 | 0:00:27.621912 |\n", "| 30 | 0.9301 | 0:00:28.750060 | 0:00:00.560999 | 0:00:28.750060 |\n", "| 45 | 0.9301 | 0:00:31.017000 | 0:00:00.632000 | 0:00:31.017000 |\n", "| Average | 0.9251 | 0:00:29.780242 | 0:00:00.525002 | 0:00:15.152622 |\n", "| Std Dev. | 0.0057 | 1.6627228300552244 | 0.07581734727058083 | 14.67489274744218 |\n", "+----------+--------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| 5 | 0.9029 | 0:00:31.731998 | 0:00:00.450003 | 0:00:31.731998 |\n", "| 15 | 0.9105 | 0:00:27.621912 | 0:00:00.457004 | 0:00:27.621912 |\n", "| 30 | 0.918 | 0:00:28.750060 | 0:00:00.560999 | 0:00:28.750060 |\n", "| 45 | 0.918 | 0:00:31.017000 | 0:00:00.632000 | 0:00:31.017000 |\n", "| Average | 0.9124 | 0:00:29.780242 | 0:00:00.525002 | 0:00:15.152622 |\n", "| Std Dev. | 0.0063 | 1.6627228300552244 | 0.07581734727058083 | 14.67489274744218 |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| 5 | 0.9161 | 0:00:31.731998 | 0:00:00.450003 | 0:00:31.731998 |\n", "| 15 | 0.9239 | 0:00:27.621912 | 0:00:00.457004 | 0:00:27.621912 |\n", "| 30 | 0.9301 | 0:00:28.750060 | 0:00:00.560999 | 0:00:28.750060 |\n", "| 45 | 0.9301 | 0:00:31.017000 | 0:00:00.632000 | 0:00:31.017000 |\n", "| Average | 0.9251 | 0:00:29.780242 | 0:00:00.525002 | 0:00:15.152622 |\n", "| Std Dev. | 0.0057 | 1.6627228300552244 | 0.07581734727058083 | 14.67489274744218 |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| 5 | 0.9497 | 0:00:31.731998 | 0:00:00.450003 | 0:00:31.731998 |\n", "| 15 | 0.9543 | 0:00:27.621912 | 0:00:00.457004 | 0:00:27.621912 |\n", "| 30 | 0.9581 | 0:00:28.750060 | 0:00:00.560999 | 0:00:28.750060 |\n", "| 45 | 0.9581 | 0:00:31.017000 | 0:00:00.632000 | 0:00:31.017000 |\n", "| Average | 0.955 | 0:00:29.780242 | 0:00:00.525002 | 0:00:15.152622 |\n", "| Std Dev. | 0.0034 | 1.6627228300552244 | 0.07581734727058083 | 14.67489274744218 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+--------------------+---------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+---------------------+-------------------+\n", "| 5 | 0.8533 | 0:00:31.731998 | 0:00:00.450003 | 0:00:31.731998 |\n", "| 15 | 0.8663 | 0:00:27.621912 | 0:00:00.457004 | 0:00:27.621912 |\n", "| 30 | 0.8768 | 0:00:28.750060 | 0:00:00.560999 | 0:00:28.750060 |\n", "| 45 | 0.8768 | 0:00:31.017000 | 0:00:00.632000 | 0:00:31.017000 |\n", "| Average | 0.8683 | 0:00:29.780242 | 0:00:00.525002 | 0:00:15.152622 |\n", "| Std Dev. | 0.0097 | 1.6627228300552244 | 0.07581734727058083 | 14.67489274744218 |\n", "+----------+-----------------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| 5 | 0.1366 | 0:00:31.731998 | 0:00:00.450003 | 0:00:31.731998 |\n", "| 15 | 0.1242 | 0:00:27.621912 | 0:00:00.457004 | 0:00:27.621912 |\n", "| 30 | 0.1134 | 0:00:28.750060 | 0:00:00.560999 | 0:00:28.750060 |\n", "| 45 | 0.1134 | 0:00:31.017000 | 0:00:00.632000 | 0:00:31.017000 |\n", "| Average | 0.1219 | 0:00:29.780242 | 0:00:00.525002 | 0:00:15.152622 |\n", "| Std Dev. | 0.0096 | 1.6627228300552244 | 0.07581734727058083 | 14.67489274744218 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+-------------------+---------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-------------------+---------------------+--------------------+\n", "| 5 | 0.8866 | 0:00:27.995058 | 0:00:00.389001 | 0:00:27.995058 |\n", "| 15 | 0.8929 | 0:00:25.528000 | 0:00:00.450001 | 0:00:25.528000 |\n", "| 30 | 0.8944 | 0:00:25.451000 | 0:00:00.461036 | 0:00:25.451000 |\n", "| 45 | 0.8991 | 0:00:24.544965 | 0:00:00.562032 | 0:00:24.544965 |\n", "| Average | 0.8932 | 0:00:25.879756 | 0:00:00.465518 | 0:00:13.172637 |\n", "| Std Dev. | 0.0044 | 1.280989323062587 | 0.06211014335828618 | 12.739437591542023 |\n", "+----------+----------+-------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+-------------------+---------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-------------------+---------------------+--------------------+\n", "| 5 | 0.8724 | 0:00:27.995058 | 0:00:00.389001 | 0:00:27.995058 |\n", "| 15 | 0.8886 | 0:00:25.528000 | 0:00:00.450001 | 0:00:25.528000 |\n", "| 30 | 0.8899 | 0:00:25.451000 | 0:00:00.461036 | 0:00:25.451000 |\n", "| 45 | 0.8972 | 0:00:24.544965 | 0:00:00.562032 | 0:00:24.544965 |\n", "| Average | 0.887 | 0:00:25.879756 | 0:00:00.465518 | 0:00:13.172637 |\n", "| Std Dev. | 0.0091 | 1.280989323062587 | 0.06211014335828618 | 12.739437591542023 |\n", "+----------+-----------+-------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+-------------------+---------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-------------------+---------------------+--------------------+\n", "| 5 | 0.8866 | 0:00:27.995058 | 0:00:00.389001 | 0:00:27.995058 |\n", "| 15 | 0.8929 | 0:00:25.528000 | 0:00:00.450001 | 0:00:25.528000 |\n", "| 30 | 0.8944 | 0:00:25.451000 | 0:00:00.461036 | 0:00:25.451000 |\n", "| 45 | 0.8991 | 0:00:24.544965 | 0:00:00.562032 | 0:00:24.544965 |\n", "| Average | 0.8932 | 0:00:25.879756 | 0:00:00.465518 | 0:00:13.172637 |\n", "| Std Dev. | 0.0044 | 1.280989323062587 | 0.06211014335828618 | 12.739437591542023 |\n", "+----------+-----------------+-------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-------------------+---------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-------------------+---------------------+--------------------+\n", "| 5 | 0.863 | 0:00:27.995058 | 0:00:00.389001 | 0:00:27.995058 |\n", "| 15 | 0.8623 | 0:00:25.528000 | 0:00:00.450001 | 0:00:25.528000 |\n", "| 30 | 0.8659 | 0:00:25.451000 | 0:00:00.461036 | 0:00:25.451000 |\n", "| 45 | 0.8725 | 0:00:24.544965 | 0:00:00.562032 | 0:00:24.544965 |\n", "| Average | 0.8659 | 0:00:25.879756 | 0:00:00.465518 | 0:00:13.172637 |\n", "| Std Dev. | 0.004 | 1.280989323062587 | 0.06211014335828618 | 12.739437591542023 |\n", "+----------+--------+-------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+-------------------+---------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-------------------+---------------------+--------------------+\n", "| 5 | 0.8866 | 0:00:27.995058 | 0:00:00.389001 | 0:00:27.995058 |\n", "| 15 | 0.8929 | 0:00:25.528000 | 0:00:00.450001 | 0:00:25.528000 |\n", "| 30 | 0.8944 | 0:00:25.451000 | 0:00:00.461036 | 0:00:25.451000 |\n", "| 45 | 0.8991 | 0:00:24.544965 | 0:00:00.562032 | 0:00:24.544965 |\n", "| Average | 0.8932 | 0:00:25.879756 | 0:00:00.465518 | 0:00:13.172637 |\n", "| Std Dev. | 0.0044 | 1.280989323062587 | 0.06211014335828618 | 12.739437591542023 |\n", "+----------+--------------+-------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+-------------------+---------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-------------------+---------------------+--------------------+\n", "| 5 | 0.8637 | 0:00:27.995058 | 0:00:00.389001 | 0:00:27.995058 |\n", "| 15 | 0.8663 | 0:00:25.528000 | 0:00:00.450001 | 0:00:25.528000 |\n", "| 30 | 0.8695 | 0:00:25.451000 | 0:00:00.461036 | 0:00:25.451000 |\n", "| 45 | 0.8767 | 0:00:24.544965 | 0:00:00.562032 | 0:00:24.544965 |\n", "| Average | 0.8691 | 0:00:25.879756 | 0:00:00.465518 | 0:00:13.172637 |\n", "| Std Dev. | 0.0049 | 1.280989323062587 | 0.06211014335828618 | 12.739437591542023 |\n", "+----------+-----------+-------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+-------------------+---------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-------------------+---------------------+--------------------+\n", "| 5 | 0.8866 | 0:00:27.995058 | 0:00:00.389001 | 0:00:27.995058 |\n", "| 15 | 0.8929 | 0:00:25.528000 | 0:00:00.450001 | 0:00:25.528000 |\n", "| 30 | 0.8944 | 0:00:25.451000 | 0:00:00.461036 | 0:00:25.451000 |\n", "| 45 | 0.8991 | 0:00:24.544965 | 0:00:00.562032 | 0:00:24.544965 |\n", "| Average | 0.8932 | 0:00:25.879756 | 0:00:00.465518 | 0:00:13.172637 |\n", "| Std Dev. | 0.0044 | 1.280989323062587 | 0.06211014335828618 | 12.739437591542023 |\n", "+----------+-----------------+-------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-------------------+---------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-------------------+---------------------+--------------------+\n", "| 5 | 0.932 | 0:00:27.995058 | 0:00:00.389001 | 0:00:27.995058 |\n", "| 15 | 0.9357 | 0:00:25.528000 | 0:00:00.450001 | 0:00:25.528000 |\n", "| 30 | 0.9366 | 0:00:25.451000 | 0:00:00.461036 | 0:00:25.451000 |\n", "| 45 | 0.9394 | 0:00:24.544965 | 0:00:00.562032 | 0:00:24.544965 |\n", "| Average | 0.9359 | 0:00:25.879756 | 0:00:00.465518 | 0:00:13.172637 |\n", "| Std Dev. | 0.0027 | 1.280989323062587 | 0.06211014335828618 | 12.739437591542023 |\n", "+----------+--------+-------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+-------------------+---------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-------------------+---------------------+--------------------+\n", "| 5 | 0.805 | 0:00:27.995058 | 0:00:00.389001 | 0:00:27.995058 |\n", "| 15 | 0.8151 | 0:00:25.528000 | 0:00:00.450001 | 0:00:25.528000 |\n", "| 30 | 0.8176 | 0:00:25.451000 | 0:00:00.461036 | 0:00:25.451000 |\n", "| 45 | 0.8251 | 0:00:24.544965 | 0:00:00.562032 | 0:00:24.544965 |\n", "| Average | 0.8157 | 0:00:25.879756 | 0:00:00.465518 | 0:00:13.172637 |\n", "| Std Dev. | 0.0072 | 1.280989323062587 | 0.06211014335828618 | 12.739437591542023 |\n", "+----------+-----------------------+-------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-------------------+---------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-------------------+---------------------+--------------------+\n", "| 5 | 0.1894 | 0:00:27.995058 | 0:00:00.389001 | 0:00:27.995058 |\n", "| 15 | 0.1848 | 0:00:25.528000 | 0:00:00.450001 | 0:00:25.528000 |\n", "| 30 | 0.177 | 0:00:25.451000 | 0:00:00.461036 | 0:00:25.451000 |\n", "| 45 | 0.1708 | 0:00:24.544965 | 0:00:00.562032 | 0:00:24.544965 |\n", "| Average | 0.1805 | 0:00:25.879756 | 0:00:00.465518 | 0:00:13.172637 |\n", "| Std Dev. | 0.0071 | 1.280989323062587 | 0.06211014335828618 | 12.739437591542023 |\n", "+----------+--------+-------------------+---------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "| 5 | 0.8773 | 0:00:24.406003 | 0:00:00.372000 | 0:00:24.406003 |\n", "| 15 | 0.8727 | 0:00:24.704998 | 0:00:00.466001 | 0:00:24.704998 |\n", "| 30 | 0.8649 | 0:00:24.854034 | 0:00:00.458983 | 0:00:24.854034 |\n", "| 45 | 0.8618 | 0:00:24.568980 | 0:00:00.540004 | 0:00:24.568980 |\n", "| Average | 0.8692 | 0:00:24.633504 | 0:00:00.459247 | 0:00:12.546375 |\n", "| Std Dev. | 0.0062 | 0.16557840484064043 | 0.05953861394218014 | 12.087768547655768 |\n", "+----------+----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| 5 | 0.8557 | 0:00:24.406003 | 0:00:00.372000 | 0:00:24.406003 |\n", "| 15 | 0.8452 | 0:00:24.704998 | 0:00:00.466001 | 0:00:24.704998 |\n", "| 30 | 0.8357 | 0:00:24.854034 | 0:00:00.458983 | 0:00:24.854034 |\n", "| 45 | 0.8327 | 0:00:24.568980 | 0:00:00.540004 | 0:00:24.568980 |\n", "| Average | 0.8423 | 0:00:24.633504 | 0:00:00.459247 | 0:00:12.546375 |\n", "| Std Dev. | 0.009 | 0.16557840484064043 | 0.05953861394218014 | 12.087768547655768 |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| 5 | 0.8773 | 0:00:24.406003 | 0:00:00.372000 | 0:00:24.406003 |\n", "| 15 | 0.8727 | 0:00:24.704998 | 0:00:00.466001 | 0:00:24.704998 |\n", "| 30 | 0.8649 | 0:00:24.854034 | 0:00:00.458983 | 0:00:24.854034 |\n", "| 45 | 0.8618 | 0:00:24.568980 | 0:00:00.540004 | 0:00:24.568980 |\n", "| Average | 0.8692 | 0:00:24.633504 | 0:00:00.459247 | 0:00:12.546375 |\n", "| Std Dev. | 0.0062 | 0.16557840484064043 | 0.05953861394218014 | 12.087768547655768 |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 5 | 0.8283 | 0:00:24.406003 | 0:00:00.372000 | 0:00:24.406003 |\n", "| 15 | 0.8146 | 0:00:24.704998 | 0:00:00.466001 | 0:00:24.704998 |\n", "| 30 | 0.8064 | 0:00:24.854034 | 0:00:00.458983 | 0:00:24.854034 |\n", "| 45 | 0.8016 | 0:00:24.568980 | 0:00:00.540004 | 0:00:24.568980 |\n", "| Average | 0.8128 | 0:00:24.633504 | 0:00:00.459247 | 0:00:12.546375 |\n", "| Std Dev. | 0.0101 | 0.16557840484064043 | 0.05953861394218014 | 12.087768547655768 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "| 5 | 0.8773 | 0:00:24.406003 | 0:00:00.372000 | 0:00:24.406003 |\n", "| 15 | 0.8727 | 0:00:24.704998 | 0:00:00.466001 | 0:00:24.704998 |\n", "| 30 | 0.8649 | 0:00:24.854034 | 0:00:00.458983 | 0:00:24.854034 |\n", "| 45 | 0.8618 | 0:00:24.568980 | 0:00:00.540004 | 0:00:24.568980 |\n", "| Average | 0.8692 | 0:00:24.633504 | 0:00:00.459247 | 0:00:12.546375 |\n", "| Std Dev. | 0.0062 | 0.16557840484064043 | 0.05953861394218014 | 12.087768547655768 |\n", "+----------+--------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "| 5 | 0.8337 | 0:00:24.406003 | 0:00:00.372000 | 0:00:24.406003 |\n", "| 15 | 0.8176 | 0:00:24.704998 | 0:00:00.466001 | 0:00:24.704998 |\n", "| 30 | 0.8109 | 0:00:24.854034 | 0:00:00.458983 | 0:00:24.854034 |\n", "| 45 | 0.807 | 0:00:24.568980 | 0:00:00.540004 | 0:00:24.568980 |\n", "| Average | 0.8173 | 0:00:24.633504 | 0:00:00.459247 | 0:00:12.546375 |\n", "| Std Dev. | 0.0102 | 0.16557840484064043 | 0.05953861394218014 | 12.087768547655768 |\n", "+----------+-----------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "| 5 | 0.8773 | 0:00:24.406003 | 0:00:00.372000 | 0:00:24.406003 |\n", "| 15 | 0.8727 | 0:00:24.704998 | 0:00:00.466001 | 0:00:24.704998 |\n", "| 30 | 0.8649 | 0:00:24.854034 | 0:00:00.458983 | 0:00:24.854034 |\n", "| 45 | 0.8618 | 0:00:24.568980 | 0:00:00.540004 | 0:00:24.568980 |\n", "| Average | 0.8692 | 0:00:24.633504 | 0:00:00.459247 | 0:00:12.546375 |\n", "| Std Dev. | 0.0062 | 0.16557840484064043 | 0.05953861394218014 | 12.087768547655768 |\n", "+----------+-----------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 5 | 0.9264 | 0:00:24.406003 | 0:00:00.372000 | 0:00:24.406003 |\n", "| 15 | 0.9236 | 0:00:24.704998 | 0:00:00.466001 | 0:00:24.704998 |\n", "| 30 | 0.9189 | 0:00:24.854034 | 0:00:00.458983 | 0:00:24.854034 |\n", "| 45 | 0.9171 | 0:00:24.568980 | 0:00:00.540004 | 0:00:24.568980 |\n", "| Average | 0.9215 | 0:00:24.633504 | 0:00:00.459247 | 0:00:12.546375 |\n", "| Std Dev. | 0.0037 | 0.16557840484064043 | 0.05953861394218014 | 12.087768547655768 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "| 5 | 0.7902 | 0:00:24.406003 | 0:00:00.372000 | 0:00:24.406003 |\n", "| 15 | 0.7828 | 0:00:24.704998 | 0:00:00.466001 | 0:00:24.704998 |\n", "| 30 | 0.7706 | 0:00:24.854034 | 0:00:00.458983 | 0:00:24.854034 |\n", "| 45 | 0.7657 | 0:00:24.568980 | 0:00:00.540004 | 0:00:24.568980 |\n", "| Average | 0.7773 | 0:00:24.633504 | 0:00:00.459247 | 0:00:12.546375 |\n", "| Std Dev. | 0.0097 | 0.16557840484064043 | 0.05953861394218014 | 12.087768547655768 |\n", "+----------+-----------------------+---------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "| 5 | 0.1879 | 0:00:24.406003 | 0:00:00.372000 | 0:00:24.406003 |\n", "| 15 | 0.1988 | 0:00:24.704998 | 0:00:00.466001 | 0:00:24.704998 |\n", "| 30 | 0.2112 | 0:00:24.854034 | 0:00:00.458983 | 0:00:24.854034 |\n", "| 45 | 0.2143 | 0:00:24.568980 | 0:00:00.540004 | 0:00:24.568980 |\n", "| Average | 0.203 | 0:00:24.633504 | 0:00:00.459247 | 0:00:12.546375 |\n", "| Std Dev. | 0.0105 | 0.16557840484064043 | 0.05953861394218014 | 12.087768547655768 |\n", "+----------+--------+---------------------+---------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+-------------------+--------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-------------------+--------------------+--------------------+\n", "| 5 | 0.9099 | 0:00:25.177016 | 0:00:00.374999 | 0:00:25.177016 |\n", "| 15 | 0.913 | 0:00:27.202000 | 0:00:00.418010 | 0:00:27.202000 |\n", "| 30 | 0.9099 | 0:00:26.033010 | 0:00:00.486022 | 0:00:26.033010 |\n", "| 45 | 0.9053 | 0:00:26.026974 | 0:00:00.551002 | 0:00:26.026974 |\n", "| Average | 0.9095 | 0:00:26.109750 | 0:00:00.457508 | 0:00:13.283629 |\n", "| Std Dev. | 0.0028 | 0.720372188295927 | 0.0669366337556823 | 12.836318900640928 |\n", "+----------+----------+-------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+-------------------+--------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-------------------+--------------------+--------------------+\n", "| 5 | 0.9025 | 0:00:25.177016 | 0:00:00.374999 | 0:00:25.177016 |\n", "| 15 | 0.9119 | 0:00:27.202000 | 0:00:00.418010 | 0:00:27.202000 |\n", "| 30 | 0.9077 | 0:00:26.033010 | 0:00:00.486022 | 0:00:26.033010 |\n", "| 45 | 0.8999 | 0:00:26.026974 | 0:00:00.551002 | 0:00:26.026974 |\n", "| Average | 0.9055 | 0:00:26.109750 | 0:00:00.457508 | 0:00:13.283629 |\n", "| Std Dev. | 0.0047 | 0.720372188295927 | 0.0669366337556823 | 12.836318900640928 |\n", "+----------+-----------+-------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+-------------------+--------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-------------------+--------------------+--------------------+\n", "| 5 | 0.9099 | 0:00:25.177016 | 0:00:00.374999 | 0:00:25.177016 |\n", "| 15 | 0.913 | 0:00:27.202000 | 0:00:00.418010 | 0:00:27.202000 |\n", "| 30 | 0.9099 | 0:00:26.033010 | 0:00:00.486022 | 0:00:26.033010 |\n", "| 45 | 0.9053 | 0:00:26.026974 | 0:00:00.551002 | 0:00:26.026974 |\n", "| Average | 0.9095 | 0:00:26.109750 | 0:00:00.457508 | 0:00:13.283629 |\n", "| Std Dev. | 0.0028 | 0.720372188295927 | 0.0669366337556823 | 12.836318900640928 |\n", "+----------+-----------------+-------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-------------------+--------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-------------------+--------------------+--------------------+\n", "| 5 | 0.8658 | 0:00:25.177016 | 0:00:00.374999 | 0:00:25.177016 |\n", "| 15 | 0.8694 | 0:00:27.202000 | 0:00:00.418010 | 0:00:27.202000 |\n", "| 30 | 0.8625 | 0:00:26.033010 | 0:00:00.486022 | 0:00:26.033010 |\n", "| 45 | 0.8566 | 0:00:26.026974 | 0:00:00.551002 | 0:00:26.026974 |\n", "| Average | 0.8636 | 0:00:26.109750 | 0:00:00.457508 | 0:00:13.283629 |\n", "| Std Dev. | 0.0047 | 0.720372188295927 | 0.0669366337556823 | 12.836318900640928 |\n", "+----------+--------+-------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+-------------------+--------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-------------------+--------------------+--------------------+\n", "| 5 | 0.9099 | 0:00:25.177016 | 0:00:00.374999 | 0:00:25.177016 |\n", "| 15 | 0.913 | 0:00:27.202000 | 0:00:00.418010 | 0:00:27.202000 |\n", "| 30 | 0.9099 | 0:00:26.033010 | 0:00:00.486022 | 0:00:26.033010 |\n", "| 45 | 0.9053 | 0:00:26.026974 | 0:00:00.551002 | 0:00:26.026974 |\n", "| Average | 0.9095 | 0:00:26.109750 | 0:00:00.457508 | 0:00:13.283629 |\n", "| Std Dev. | 0.0028 | 0.720372188295927 | 0.0669366337556823 | 12.836318900640928 |\n", "+----------+--------------+-------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+-------------------+--------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-------------------+--------------------+--------------------+\n", "| 5 | 0.869 | 0:00:25.177016 | 0:00:00.374999 | 0:00:25.177016 |\n", "| 15 | 0.8749 | 0:00:27.202000 | 0:00:00.418010 | 0:00:27.202000 |\n", "| 30 | 0.8635 | 0:00:26.033010 | 0:00:00.486022 | 0:00:26.033010 |\n", "| 45 | 0.8586 | 0:00:26.026974 | 0:00:00.551002 | 0:00:26.026974 |\n", "| Average | 0.8665 | 0:00:26.109750 | 0:00:00.457508 | 0:00:13.283629 |\n", "| Std Dev. | 0.0061 | 0.720372188295927 | 0.0669366337556823 | 12.836318900640928 |\n", "+----------+-----------+-------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+-------------------+--------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-------------------+--------------------+--------------------+\n", "| 5 | 0.9099 | 0:00:25.177016 | 0:00:00.374999 | 0:00:25.177016 |\n", "| 15 | 0.913 | 0:00:27.202000 | 0:00:00.418010 | 0:00:27.202000 |\n", "| 30 | 0.9099 | 0:00:26.033010 | 0:00:00.486022 | 0:00:26.033010 |\n", "| 45 | 0.9053 | 0:00:26.026974 | 0:00:00.551002 | 0:00:26.026974 |\n", "| Average | 0.9095 | 0:00:26.109750 | 0:00:00.457508 | 0:00:13.283629 |\n", "| Std Dev. | 0.0028 | 0.720372188295927 | 0.0669366337556823 | 12.836318900640928 |\n", "+----------+-----------------+-------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-------------------+--------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-------------------+--------------------+--------------------+\n", "| 5 | 0.946 | 0:00:25.177016 | 0:00:00.374999 | 0:00:25.177016 |\n", "| 15 | 0.9478 | 0:00:27.202000 | 0:00:00.418010 | 0:00:27.202000 |\n", "| 30 | 0.946 | 0:00:26.033010 | 0:00:00.486022 | 0:00:26.033010 |\n", "| 45 | 0.9432 | 0:00:26.026974 | 0:00:00.551002 | 0:00:26.026974 |\n", "| Average | 0.9457 | 0:00:26.109750 | 0:00:00.457508 | 0:00:13.283629 |\n", "| Std Dev. | 0.0017 | 0.720372188295927 | 0.0669366337556823 | 12.836318900640928 |\n", "+----------+--------+-------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+-------------------+--------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-------------------+--------------------+--------------------+\n", "| 5 | 0.843 | 0:00:25.177016 | 0:00:00.374999 | 0:00:25.177016 |\n", "| 15 | 0.8481 | 0:00:27.202000 | 0:00:00.418010 | 0:00:27.202000 |\n", "| 30 | 0.843 | 0:00:26.033010 | 0:00:00.486022 | 0:00:26.033010 |\n", "| 45 | 0.8353 | 0:00:26.026974 | 0:00:00.551002 | 0:00:26.026974 |\n", "| Average | 0.8424 | 0:00:26.109750 | 0:00:00.457508 | 0:00:13.283629 |\n", "| Std Dev. | 0.0046 | 0.720372188295927 | 0.0669366337556823 | 12.836318900640928 |\n", "+----------+-----------------------+-------------------+--------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-------------------+--------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-------------------+--------------------+--------------------+\n", "| 5 | 0.1568 | 0:00:25.177016 | 0:00:00.374999 | 0:00:25.177016 |\n", "| 15 | 0.1444 | 0:00:27.202000 | 0:00:00.418010 | 0:00:27.202000 |\n", "| 30 | 0.146 | 0:00:26.033010 | 0:00:00.486022 | 0:00:26.033010 |\n", "| 45 | 0.1568 | 0:00:26.026974 | 0:00:00.551002 | 0:00:26.026974 |\n", "| Average | 0.151 | 0:00:26.109750 | 0:00:00.457508 | 0:00:13.283629 |\n", "| Std Dev. | 0.0058 | 0.720372188295927 | 0.0669366337556823 | 12.836318900640928 |\n", "+----------+--------+-------------------+--------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 5 | 0.9224 | 0:00:26.149999 | 0:00:00.401001 | 0:00:26.149999 |\n", "| 15 | 0.9177 | 0:00:25.852001 | 0:00:00.449000 | 0:00:25.852001 |\n", "| 30 | 0.9068 | 0:00:24.644999 | 0:00:00.475034 | 0:00:24.644999 |\n", "| 45 | 0.9099 | 0:00:24.650000 | 0:00:00.520966 | 0:00:24.650000 |\n", "| Average | 0.9142 | 0:00:25.324249 | 0:00:00.461500 | 0:00:12.892875 |\n", "| Std Dev. | 0.0062 | 0.6849046980465543 | 0.043404146719008566 | 12.440842451369328 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 5 | 0.9149 | 0:00:26.149999 | 0:00:00.401001 | 0:00:26.149999 |\n", "| 15 | 0.9126 | 0:00:25.852001 | 0:00:00.449000 | 0:00:25.852001 |\n", "| 30 | 0.9006 | 0:00:24.644999 | 0:00:00.475034 | 0:00:24.644999 |\n", "| 45 | 0.9051 | 0:00:24.650000 | 0:00:00.520966 | 0:00:24.650000 |\n", "| Average | 0.9083 | 0:00:25.324249 | 0:00:00.461500 | 0:00:12.892875 |\n", "| Std Dev. | 0.0057 | 0.6849046980465543 | 0.043404146719008566 | 12.440842451369328 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 5 | 0.9224 | 0:00:26.149999 | 0:00:00.401001 | 0:00:26.149999 |\n", "| 15 | 0.9177 | 0:00:25.852001 | 0:00:00.449000 | 0:00:25.852001 |\n", "| 30 | 0.9068 | 0:00:24.644999 | 0:00:00.475034 | 0:00:24.644999 |\n", "| 45 | 0.9099 | 0:00:24.650000 | 0:00:00.520966 | 0:00:24.650000 |\n", "| Average | 0.9142 | 0:00:25.324249 | 0:00:00.461500 | 0:00:12.892875 |\n", "| Std Dev. | 0.0062 | 0.6849046980465543 | 0.043404146719008566 | 12.440842451369328 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 5 | 0.8966 | 0:00:26.149999 | 0:00:00.401001 | 0:00:26.149999 |\n", "| 15 | 0.8873 | 0:00:25.852001 | 0:00:00.449000 | 0:00:25.852001 |\n", "| 30 | 0.8733 | 0:00:24.644999 | 0:00:00.475034 | 0:00:24.644999 |\n", "| 45 | 0.8744 | 0:00:24.650000 | 0:00:00.520966 | 0:00:24.650000 |\n", "| Average | 0.8829 | 0:00:25.324249 | 0:00:00.461500 | 0:00:12.892875 |\n", "| Std Dev. | 0.0096 | 0.6849046980465543 | 0.043404146719008566 | 12.440842451369328 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 5 | 0.9224 | 0:00:26.149999 | 0:00:00.401001 | 0:00:26.149999 |\n", "| 15 | 0.9177 | 0:00:25.852001 | 0:00:00.449000 | 0:00:25.852001 |\n", "| 30 | 0.9068 | 0:00:24.644999 | 0:00:00.475034 | 0:00:24.644999 |\n", "| 45 | 0.9099 | 0:00:24.650000 | 0:00:00.520966 | 0:00:24.650000 |\n", "| Average | 0.9142 | 0:00:25.324249 | 0:00:00.461500 | 0:00:12.892875 |\n", "| Std Dev. | 0.0062 | 0.6849046980465543 | 0.043404146719008566 | 12.440842451369328 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 5 | 0.9032 | 0:00:26.149999 | 0:00:00.401001 | 0:00:26.149999 |\n", "| 15 | 0.8952 | 0:00:25.852001 | 0:00:00.449000 | 0:00:25.852001 |\n", "| 30 | 0.8814 | 0:00:24.644999 | 0:00:00.475034 | 0:00:24.644999 |\n", "| 45 | 0.8835 | 0:00:24.650000 | 0:00:00.520966 | 0:00:24.650000 |\n", "| Average | 0.8908 | 0:00:25.324249 | 0:00:00.461500 | 0:00:12.892875 |\n", "| Std Dev. | 0.0089 | 0.6849046980465543 | 0.043404146719008566 | 12.440842451369328 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 5 | 0.9224 | 0:00:26.149999 | 0:00:00.401001 | 0:00:26.149999 |\n", "| 15 | 0.9177 | 0:00:25.852001 | 0:00:00.449000 | 0:00:25.852001 |\n", "| 30 | 0.9068 | 0:00:24.644999 | 0:00:00.475034 | 0:00:24.644999 |\n", "| 45 | 0.9099 | 0:00:24.650000 | 0:00:00.520966 | 0:00:24.650000 |\n", "| Average | 0.9142 | 0:00:25.324249 | 0:00:00.461500 | 0:00:12.892875 |\n", "| Std Dev. | 0.0062 | 0.6849046980465543 | 0.043404146719008566 | 12.440842451369328 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 5 | 0.9534 | 0:00:26.149999 | 0:00:00.401001 | 0:00:26.149999 |\n", "| 15 | 0.9506 | 0:00:25.852001 | 0:00:00.449000 | 0:00:25.852001 |\n", "| 30 | 0.9441 | 0:00:24.644999 | 0:00:00.475034 | 0:00:24.644999 |\n", "| 45 | 0.946 | 0:00:24.650000 | 0:00:00.520966 | 0:00:24.650000 |\n", "| Average | 0.9485 | 0:00:25.324249 | 0:00:00.461500 | 0:00:12.892875 |\n", "| Std Dev. | 0.0037 | 0.6849046980465543 | 0.043404146719008566 | 12.440842451369328 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 5 | 0.8637 | 0:00:26.149999 | 0:00:00.401001 | 0:00:26.149999 |\n", "| 15 | 0.8559 | 0:00:25.852001 | 0:00:00.449000 | 0:00:25.852001 |\n", "| 30 | 0.8379 | 0:00:24.644999 | 0:00:00.475034 | 0:00:24.644999 |\n", "| 45 | 0.843 | 0:00:24.650000 | 0:00:00.520966 | 0:00:24.650000 |\n", "| Average | 0.8501 | 0:00:25.324249 | 0:00:00.461500 | 0:00:12.892875 |\n", "| Std Dev. | 0.0102 | 0.6849046980465543 | 0.043404146719008566 | 12.440842451369328 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 5 | 0.1366 | 0:00:26.149999 | 0:00:00.401001 | 0:00:26.149999 |\n", "| 15 | 0.1491 | 0:00:25.852001 | 0:00:00.449000 | 0:00:25.852001 |\n", "| 30 | 0.1708 | 0:00:24.644999 | 0:00:00.475034 | 0:00:24.644999 |\n", "| 45 | 0.1615 | 0:00:24.650000 | 0:00:00.520966 | 0:00:24.650000 |\n", "| Average | 0.1545 | 0:00:25.324249 | 0:00:00.461500 | 0:00:12.892875 |\n", "| Std Dev. | 0.0129 | 0.6849046980465543 | 0.043404146719008566 | 12.440842451369328 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+--------------------+---------------------+-------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+---------------------+-------------------+\n", "| 5 | 0.8818 | 0:00:24.546034 | 0:00:00.367967 | 0:00:24.546034 |\n", "| 15 | 0.8694 | 0:00:24.809001 | 0:00:00.473998 | 0:00:24.809001 |\n", "| 30 | 0.8631 | 0:00:26.136002 | 0:00:00.569000 | 0:00:26.136002 |\n", "| 45 | 0.8631 | 0:00:24.696999 | 0:00:00.530034 | 0:00:24.696999 |\n", "| Average | 0.8694 | 0:00:25.047009 | 0:00:00.485250 | 0:00:12.766129 |\n", "| Std Dev. | 0.0076 | 0.6356168407866937 | 0.07566655623586942 | 12.28921762338077 |\n", "+----------+----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| 5 | 0.8822 | 0:00:24.546034 | 0:00:00.367967 | 0:00:24.546034 |\n", "| 15 | 0.8724 | 0:00:24.809001 | 0:00:00.473998 | 0:00:24.809001 |\n", "| 30 | 0.8708 | 0:00:26.136002 | 0:00:00.569000 | 0:00:26.136002 |\n", "| 45 | 0.8757 | 0:00:24.696999 | 0:00:00.530034 | 0:00:24.696999 |\n", "| Average | 0.8753 | 0:00:25.047009 | 0:00:00.485250 | 0:00:12.766129 |\n", "| Std Dev. | 0.0044 | 0.6356168407866937 | 0.07566655623586942 | 12.28921762338077 |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| 5 | 0.8818 | 0:00:24.546034 | 0:00:00.367967 | 0:00:24.546034 |\n", "| 15 | 0.8694 | 0:00:24.809001 | 0:00:00.473998 | 0:00:24.809001 |\n", "| 30 | 0.8631 | 0:00:26.136002 | 0:00:00.569000 | 0:00:26.136002 |\n", "| 45 | 0.8631 | 0:00:24.696999 | 0:00:00.530034 | 0:00:24.696999 |\n", "| Average | 0.8694 | 0:00:25.047009 | 0:00:00.485250 | 0:00:12.766129 |\n", "| Std Dev. | 0.0076 | 0.6356168407866937 | 0.07566655623586942 | 12.28921762338077 |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| 5 | 0.8705 | 0:00:24.546034 | 0:00:00.367967 | 0:00:24.546034 |\n", "| 15 | 0.8551 | 0:00:24.809001 | 0:00:00.473998 | 0:00:24.809001 |\n", "| 30 | 0.8403 | 0:00:26.136002 | 0:00:00.569000 | 0:00:26.136002 |\n", "| 45 | 0.8373 | 0:00:24.696999 | 0:00:00.530034 | 0:00:24.696999 |\n", "| Average | 0.8508 | 0:00:25.047009 | 0:00:00.485250 | 0:00:12.766129 |\n", "| Std Dev. | 0.0132 | 0.6356168407866937 | 0.07566655623586942 | 12.28921762338077 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+--------------------+---------------------+-------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+---------------------+-------------------+\n", "| 5 | 0.8818 | 0:00:24.546034 | 0:00:00.367967 | 0:00:24.546034 |\n", "| 15 | 0.8694 | 0:00:24.809001 | 0:00:00.473998 | 0:00:24.809001 |\n", "| 30 | 0.8631 | 0:00:26.136002 | 0:00:00.569000 | 0:00:26.136002 |\n", "| 45 | 0.8631 | 0:00:24.696999 | 0:00:00.530034 | 0:00:24.696999 |\n", "| Average | 0.8694 | 0:00:25.047009 | 0:00:00.485250 | 0:00:12.766129 |\n", "| Std Dev. | 0.0076 | 0.6356168407866937 | 0.07566655623586942 | 12.28921762338077 |\n", "+----------+--------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "| 5 | 0.8742 | 0:00:24.546034 | 0:00:00.367967 | 0:00:24.546034 |\n", "| 15 | 0.8601 | 0:00:24.809001 | 0:00:00.473998 | 0:00:24.809001 |\n", "| 30 | 0.8489 | 0:00:26.136002 | 0:00:00.569000 | 0:00:26.136002 |\n", "| 45 | 0.8461 | 0:00:24.696999 | 0:00:00.530034 | 0:00:24.696999 |\n", "| Average | 0.8573 | 0:00:25.047009 | 0:00:00.485250 | 0:00:12.766129 |\n", "| Std Dev. | 0.011 | 0.6356168407866937 | 0.07566655623586942 | 12.28921762338077 |\n", "+----------+-----------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "| 5 | 0.8818 | 0:00:24.546034 | 0:00:00.367967 | 0:00:24.546034 |\n", "| 15 | 0.8694 | 0:00:24.809001 | 0:00:00.473998 | 0:00:24.809001 |\n", "| 30 | 0.8631 | 0:00:26.136002 | 0:00:00.569000 | 0:00:26.136002 |\n", "| 45 | 0.8631 | 0:00:24.696999 | 0:00:00.530034 | 0:00:24.696999 |\n", "| Average | 0.8694 | 0:00:25.047009 | 0:00:00.485250 | 0:00:12.766129 |\n", "| Std Dev. | 0.0076 | 0.6356168407866937 | 0.07566655623586942 | 12.28921762338077 |\n", "+----------+-----------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| 5 | 0.9291 | 0:00:24.546034 | 0:00:00.367967 | 0:00:24.546034 |\n", "| 15 | 0.9216 | 0:00:24.809001 | 0:00:00.473998 | 0:00:24.809001 |\n", "| 30 | 0.9179 | 0:00:26.136002 | 0:00:00.569000 | 0:00:26.136002 |\n", "| 45 | 0.9179 | 0:00:24.696999 | 0:00:00.530034 | 0:00:24.696999 |\n", "| Average | 0.9216 | 0:00:25.047009 | 0:00:00.485250 | 0:00:12.766129 |\n", "| Std Dev. | 0.0046 | 0.6356168407866937 | 0.07566655623586942 | 12.28921762338077 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+--------------------+---------------------+-------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+---------------------+-------------------+\n", "| 5 | 0.7973 | 0:00:24.546034 | 0:00:00.367967 | 0:00:24.546034 |\n", "| 15 | 0.7776 | 0:00:24.809001 | 0:00:00.473998 | 0:00:24.809001 |\n", "| 30 | 0.7678 | 0:00:26.136002 | 0:00:00.569000 | 0:00:26.136002 |\n", "| 45 | 0.7678 | 0:00:24.696999 | 0:00:00.530034 | 0:00:24.696999 |\n", "| Average | 0.7776 | 0:00:25.047009 | 0:00:00.485250 | 0:00:12.766129 |\n", "| Std Dev. | 0.012 | 0.6356168407866937 | 0.07566655623586942 | 12.28921762338077 |\n", "+----------+-----------------------+--------------------+---------------------+-------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "| 5 | 0.3002 | 0:00:24.546034 | 0:00:00.367967 | 0:00:24.546034 |\n", "| 15 | 0.3344 | 0:00:24.809001 | 0:00:00.473998 | 0:00:24.809001 |\n", "| 30 | 0.367 | 0:00:26.136002 | 0:00:00.569000 | 0:00:26.136002 |\n", "| 45 | 0.3748 | 0:00:24.696999 | 0:00:00.530034 | 0:00:24.696999 |\n", "| Average | 0.3441 | 0:00:25.047009 | 0:00:00.485250 | 0:00:12.766129 |\n", "| Std Dev. | 0.0296 | 0.6356168407866937 | 0.07566655623586942 | 12.28921762338077 |\n", "+----------+--------+--------------------+---------------------+-------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 5 | 0.8725 | 0:00:25.732361 | 0:00:00.404998 | 0:00:25.732361 |\n", "| 15 | 0.874 | 0:00:24.747001 | 0:00:00.419997 | 0:00:24.747001 |\n", "| 30 | 0.8678 | 0:00:24.526000 | 0:00:00.484000 | 0:00:24.526000 |\n", "| 45 | 0.8647 | 0:00:24.492079 | 0:00:00.522997 | 0:00:24.492079 |\n", "| Average | 0.8698 | 0:00:24.874360 | 0:00:00.457998 | 0:00:12.666179 |\n", "| Std Dev. | 0.0037 | 0.5049453874314886 | 0.047838219612096985 | 12.213447893055505 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 5 | 0.8576 | 0:00:25.732361 | 0:00:00.404998 | 0:00:25.732361 |\n", "| 15 | 0.8595 | 0:00:24.747001 | 0:00:00.419997 | 0:00:24.747001 |\n", "| 30 | 0.8541 | 0:00:24.526000 | 0:00:00.484000 | 0:00:24.526000 |\n", "| 45 | 0.8479 | 0:00:24.492079 | 0:00:00.522997 | 0:00:24.492079 |\n", "| Average | 0.8548 | 0:00:24.874360 | 0:00:00.457998 | 0:00:12.666179 |\n", "| Std Dev. | 0.0044 | 0.5049453874314886 | 0.047838219612096985 | 12.213447893055505 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 5 | 0.8725 | 0:00:25.732361 | 0:00:00.404998 | 0:00:25.732361 |\n", "| 15 | 0.874 | 0:00:24.747001 | 0:00:00.419997 | 0:00:24.747001 |\n", "| 30 | 0.8678 | 0:00:24.526000 | 0:00:00.484000 | 0:00:24.526000 |\n", "| 45 | 0.8647 | 0:00:24.492079 | 0:00:00.522997 | 0:00:24.492079 |\n", "| Average | 0.8698 | 0:00:24.874360 | 0:00:00.457998 | 0:00:12.666179 |\n", "| Std Dev. | 0.0037 | 0.5049453874314886 | 0.047838219612096985 | 12.213447893055505 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 5 | 0.8767 | 0:00:25.732361 | 0:00:00.404998 | 0:00:25.732361 |\n", "| 15 | 0.872 | 0:00:24.747001 | 0:00:00.419997 | 0:00:24.747001 |\n", "| 30 | 0.8618 | 0:00:24.526000 | 0:00:00.484000 | 0:00:24.526000 |\n", "| 45 | 0.8539 | 0:00:24.492079 | 0:00:00.522997 | 0:00:24.492079 |\n", "| Average | 0.8661 | 0:00:24.874360 | 0:00:00.457998 | 0:00:12.666179 |\n", "| Std Dev. | 0.0089 | 0.5049453874314886 | 0.047838219612096985 | 12.213447893055505 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 5 | 0.8725 | 0:00:25.732361 | 0:00:00.404998 | 0:00:25.732361 |\n", "| 15 | 0.874 | 0:00:24.747001 | 0:00:00.419997 | 0:00:24.747001 |\n", "| 30 | 0.8678 | 0:00:24.526000 | 0:00:00.484000 | 0:00:24.526000 |\n", "| 45 | 0.8647 | 0:00:24.492079 | 0:00:00.522997 | 0:00:24.492079 |\n", "| Average | 0.8698 | 0:00:24.874360 | 0:00:00.457998 | 0:00:12.666179 |\n", "| Std Dev. | 0.0037 | 0.5049453874314886 | 0.047838219612096985 | 12.213447893055505 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 5 | 0.8619 | 0:00:25.732361 | 0:00:00.404998 | 0:00:25.732361 |\n", "| 15 | 0.8628 | 0:00:24.747001 | 0:00:00.419997 | 0:00:24.747001 |\n", "| 30 | 0.8564 | 0:00:24.526000 | 0:00:00.484000 | 0:00:24.526000 |\n", "| 45 | 0.85 | 0:00:24.492079 | 0:00:00.522997 | 0:00:24.492079 |\n", "| Average | 0.8578 | 0:00:24.874360 | 0:00:00.457998 | 0:00:12.666179 |\n", "| Std Dev. | 0.0051 | 0.5049453874314886 | 0.047838219612096985 | 12.213447893055505 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 5 | 0.8725 | 0:00:25.732361 | 0:00:00.404998 | 0:00:25.732361 |\n", "| 15 | 0.874 | 0:00:24.747001 | 0:00:00.419997 | 0:00:24.747001 |\n", "| 30 | 0.8678 | 0:00:24.526000 | 0:00:00.484000 | 0:00:24.526000 |\n", "| 45 | 0.8647 | 0:00:24.492079 | 0:00:00.522997 | 0:00:24.492079 |\n", "| Average | 0.8698 | 0:00:24.874360 | 0:00:00.457998 | 0:00:12.666179 |\n", "| Std Dev. | 0.0037 | 0.5049453874314886 | 0.047838219612096985 | 12.213447893055505 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 5 | 0.9235 | 0:00:25.732361 | 0:00:00.404998 | 0:00:25.732361 |\n", "| 15 | 0.9244 | 0:00:24.747001 | 0:00:00.419997 | 0:00:24.747001 |\n", "| 30 | 0.9207 | 0:00:24.526000 | 0:00:00.484000 | 0:00:24.526000 |\n", "| 45 | 0.9188 | 0:00:24.492079 | 0:00:00.522997 | 0:00:24.492079 |\n", "| Average | 0.9219 | 0:00:24.874360 | 0:00:00.457998 | 0:00:12.666179 |\n", "| Std Dev. | 0.0022 | 0.5049453874314886 | 0.047838219612096985 | 12.213447893055505 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 5 | 0.7825 | 0:00:25.732361 | 0:00:00.404998 | 0:00:25.732361 |\n", "| 15 | 0.7849 | 0:00:24.747001 | 0:00:00.419997 | 0:00:24.747001 |\n", "| 30 | 0.7751 | 0:00:24.526000 | 0:00:00.484000 | 0:00:24.526000 |\n", "| 45 | 0.7703 | 0:00:24.492079 | 0:00:00.522997 | 0:00:24.492079 |\n", "| Average | 0.7782 | 0:00:24.874360 | 0:00:00.457998 | 0:00:12.666179 |\n", "| Std Dev. | 0.0058 | 0.5049453874314886 | 0.047838219612096985 | 12.213447893055505 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 5 | 0.2193 | 0:00:25.732361 | 0:00:00.404998 | 0:00:25.732361 |\n", "| 15 | 0.2271 | 0:00:24.747001 | 0:00:00.419997 | 0:00:24.747001 |\n", "| 30 | 0.2488 | 0:00:24.526000 | 0:00:00.484000 | 0:00:24.526000 |\n", "| 45 | 0.2442 | 0:00:24.492079 | 0:00:00.522997 | 0:00:24.492079 |\n", "| Average | 0.2348 | 0:00:24.874360 | 0:00:00.457998 | 0:00:12.666179 |\n", "| Std Dev. | 0.0121 | 0.5049453874314886 | 0.047838219612096985 | 12.213447893055505 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+-------------------+---------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+-------------------+---------------------+--------------------+\n", "| 5 | 0.9269 | 0:00:24.796037 | 0:00:00.366004 | 0:00:24.796037 |\n", "| 15 | 0.9331 | 0:00:24.599996 | 0:00:00.433963 | 0:00:24.599996 |\n", "| 30 | 0.9316 | 0:00:24.665000 | 0:00:00.476001 | 0:00:24.665000 |\n", "| 45 | 0.9238 | 0:00:27.307043 | 0:00:00.642002 | 0:00:27.307043 |\n", "| Average | 0.9288 | 0:00:25.342019 | 0:00:00.479492 | 0:00:12.910756 |\n", "| Std Dev. | 0.0037 | 1.136702266358698 | 0.10170281767827304 | 12.457428414764715 |\n", "+----------+----------+-------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+-------------------+---------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+-------------------+---------------------+--------------------+\n", "| 5 | 0.9071 | 0:00:24.796037 | 0:00:00.366004 | 0:00:24.796037 |\n", "| 15 | 0.9214 | 0:00:24.599996 | 0:00:00.433963 | 0:00:24.599996 |\n", "| 30 | 0.9194 | 0:00:24.665000 | 0:00:00.476001 | 0:00:24.665000 |\n", "| 45 | 0.9101 | 0:00:27.307043 | 0:00:00.642002 | 0:00:27.307043 |\n", "| Average | 0.9145 | 0:00:25.342019 | 0:00:00.479492 | 0:00:12.910756 |\n", "| Std Dev. | 0.006 | 1.136702266358698 | 0.10170281767827304 | 12.457428414764715 |\n", "+----------+-----------+-------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+-------------------+---------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+-------------------+---------------------+--------------------+\n", "| 5 | 0.9269 | 0:00:24.796037 | 0:00:00.366004 | 0:00:24.796037 |\n", "| 15 | 0.9331 | 0:00:24.599996 | 0:00:00.433963 | 0:00:24.599996 |\n", "| 30 | 0.9316 | 0:00:24.665000 | 0:00:00.476001 | 0:00:24.665000 |\n", "| 45 | 0.9238 | 0:00:27.307043 | 0:00:00.642002 | 0:00:27.307043 |\n", "| Average | 0.9288 | 0:00:25.342019 | 0:00:00.479492 | 0:00:12.910756 |\n", "| Std Dev. | 0.0037 | 1.136702266358698 | 0.10170281767827304 | 12.457428414764715 |\n", "+----------+-----------------+-------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-------------------+---------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+-------------------+---------------------+--------------------+\n", "| 5 | 0.9071 | 0:00:24.796037 | 0:00:00.366004 | 0:00:24.796037 |\n", "| 15 | 0.9118 | 0:00:24.599996 | 0:00:00.433963 | 0:00:24.599996 |\n", "| 30 | 0.909 | 0:00:24.665000 | 0:00:00.476001 | 0:00:24.665000 |\n", "| 45 | 0.8993 | 0:00:27.307043 | 0:00:00.642002 | 0:00:27.307043 |\n", "| Average | 0.9068 | 0:00:25.342019 | 0:00:00.479492 | 0:00:12.910756 |\n", "| Std Dev. | 0.0047 | 1.136702266358698 | 0.10170281767827304 | 12.457428414764715 |\n", "+----------+--------+-------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+-------------------+---------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+-------------------+---------------------+--------------------+\n", "| 5 | 0.9269 | 0:00:24.796037 | 0:00:00.366004 | 0:00:24.796037 |\n", "| 15 | 0.9331 | 0:00:24.599996 | 0:00:00.433963 | 0:00:24.599996 |\n", "| 30 | 0.9316 | 0:00:24.665000 | 0:00:00.476001 | 0:00:24.665000 |\n", "| 45 | 0.9238 | 0:00:27.307043 | 0:00:00.642002 | 0:00:27.307043 |\n", "| Average | 0.9288 | 0:00:25.342019 | 0:00:00.479492 | 0:00:12.910756 |\n", "| Std Dev. | 0.0037 | 1.136702266358698 | 0.10170281767827304 | 12.457428414764715 |\n", "+----------+--------------+-------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+-------------------+---------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+-------------------+---------------------+--------------------+\n", "| 5 | 0.9061 | 0:00:24.796037 | 0:00:00.366004 | 0:00:24.796037 |\n", "| 15 | 0.9144 | 0:00:24.599996 | 0:00:00.433963 | 0:00:24.599996 |\n", "| 30 | 0.9112 | 0:00:24.665000 | 0:00:00.476001 | 0:00:24.665000 |\n", "| 45 | 0.9019 | 0:00:27.307043 | 0:00:00.642002 | 0:00:27.307043 |\n", "| Average | 0.9084 | 0:00:25.342019 | 0:00:00.479492 | 0:00:12.910756 |\n", "| Std Dev. | 0.0048 | 1.136702266358698 | 0.10170281767827304 | 12.457428414764715 |\n", "+----------+-----------+-------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+-------------------+---------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+-------------------+---------------------+--------------------+\n", "| 5 | 0.9269 | 0:00:24.796037 | 0:00:00.366004 | 0:00:24.796037 |\n", "| 15 | 0.9331 | 0:00:24.599996 | 0:00:00.433963 | 0:00:24.599996 |\n", "| 30 | 0.9316 | 0:00:24.665000 | 0:00:00.476001 | 0:00:24.665000 |\n", "| 45 | 0.9238 | 0:00:27.307043 | 0:00:00.642002 | 0:00:27.307043 |\n", "| Average | 0.9288 | 0:00:25.342019 | 0:00:00.479492 | 0:00:12.910756 |\n", "| Std Dev. | 0.0037 | 1.136702266358698 | 0.10170281767827304 | 12.457428414764715 |\n", "+----------+-----------------+-------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-------------------+---------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+-------------------+---------------------+--------------------+\n", "| 5 | 0.9561 | 0:00:24.796037 | 0:00:00.366004 | 0:00:24.796037 |\n", "| 15 | 0.9599 | 0:00:24.599996 | 0:00:00.433963 | 0:00:24.599996 |\n", "| 30 | 0.9589 | 0:00:24.665000 | 0:00:00.476001 | 0:00:24.665000 |\n", "| 45 | 0.9543 | 0:00:27.307043 | 0:00:00.642002 | 0:00:27.307043 |\n", "| Average | 0.9573 | 0:00:25.342019 | 0:00:00.479492 | 0:00:12.910756 |\n", "| Std Dev. | 0.0022 | 1.136702266358698 | 0.10170281767827304 | 12.457428414764715 |\n", "+----------+--------+-------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+-------------------+---------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+-------------------+---------------------+--------------------+\n", "| 5 | 0.8713 | 0:00:24.796037 | 0:00:00.366004 | 0:00:24.796037 |\n", "| 15 | 0.8819 | 0:00:24.599996 | 0:00:00.433963 | 0:00:24.599996 |\n", "| 30 | 0.8792 | 0:00:24.665000 | 0:00:00.476001 | 0:00:24.665000 |\n", "| 45 | 0.8661 | 0:00:27.307043 | 0:00:00.642002 | 0:00:27.307043 |\n", "| Average | 0.8746 | 0:00:25.342019 | 0:00:00.479492 | 0:00:12.910756 |\n", "| Std Dev. | 0.0063 | 1.136702266358698 | 0.10170281767827304 | 12.457428414764715 |\n", "+----------+-----------------------+-------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+-------------------+---------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+-------------------+---------------------+--------------------+\n", "| 5 | 0.112 | 0:00:24.796037 | 0:00:00.366004 | 0:00:24.796037 |\n", "| 15 | 0.1073 | 0:00:24.599996 | 0:00:00.433963 | 0:00:24.599996 |\n", "| 30 | 0.1073 | 0:00:24.665000 | 0:00:00.476001 | 0:00:24.665000 |\n", "| 45 | 0.1151 | 0:00:27.307043 | 0:00:00.642002 | 0:00:27.307043 |\n", "| Average | 0.1104 | 0:00:25.342019 | 0:00:00.479492 | 0:00:12.910756 |\n", "| Std Dev. | 0.0033 | 1.136702266358698 | 0.10170281767827304 | 12.457428414764715 |\n", "+----------+--------+-------------------+---------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+--------------------+---------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+---------------------+--------------------+\n", "| 5 | 0.9051 | 0:00:27.855011 | 0:00:00.442000 | 0:00:27.855011 |\n", "| 15 | 0.902 | 0:00:26.241034 | 0:00:00.466965 | 0:00:26.241034 |\n", "| 30 | 0.9036 | 0:00:26.846514 | 0:00:00.553002 | 0:00:26.846514 |\n", "| 45 | 0.902 | 0:00:28.647020 | 0:00:00.662000 | 0:00:28.647020 |\n", "| Average | 0.9032 | 0:00:27.397395 | 0:00:00.530992 | 0:00:13.964193 |\n", "| Std Dev. | 0.0013 | 0.9235279073086443 | 0.08611986777335759 | 13.449203044559136 |\n", "+----------+----------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "| 5 | 0.9003 | 0:00:27.855011 | 0:00:00.442000 | 0:00:27.855011 |\n", "| 15 | 0.8955 | 0:00:26.241034 | 0:00:00.466965 | 0:00:26.241034 |\n", "| 30 | 0.9035 | 0:00:26.846514 | 0:00:00.553002 | 0:00:26.846514 |\n", "| 45 | 0.9027 | 0:00:28.647020 | 0:00:00.662000 | 0:00:28.647020 |\n", "| Average | 0.9005 | 0:00:27.397395 | 0:00:00.530992 | 0:00:13.964193 |\n", "| Std Dev. | 0.0031 | 0.9235279073086443 | 0.08611986777335759 | 13.449203044559136 |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "| 5 | 0.9051 | 0:00:27.855011 | 0:00:00.442000 | 0:00:27.855011 |\n", "| 15 | 0.902 | 0:00:26.241034 | 0:00:00.466965 | 0:00:26.241034 |\n", "| 30 | 0.9036 | 0:00:26.846514 | 0:00:00.553002 | 0:00:26.846514 |\n", "| 45 | 0.902 | 0:00:28.647020 | 0:00:00.662000 | 0:00:28.647020 |\n", "| Average | 0.9032 | 0:00:27.397395 | 0:00:00.530992 | 0:00:13.964193 |\n", "| Std Dev. | 0.0013 | 0.9235279073086443 | 0.08611986777335759 | 13.449203044559136 |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| 5 | 0.8658 | 0:00:27.855011 | 0:00:00.442000 | 0:00:27.855011 |\n", "| 15 | 0.8531 | 0:00:26.241034 | 0:00:00.466965 | 0:00:26.241034 |\n", "| 30 | 0.8533 | 0:00:26.846514 | 0:00:00.553002 | 0:00:26.846514 |\n", "| 45 | 0.8509 | 0:00:28.647020 | 0:00:00.662000 | 0:00:28.647020 |\n", "| Average | 0.8558 | 0:00:27.397395 | 0:00:00.530992 | 0:00:13.964193 |\n", "| Std Dev. | 0.0059 | 0.9235279073086443 | 0.08611986777335759 | 13.449203044559136 |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+--------------------+---------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+---------------------+--------------------+\n", "| 5 | 0.9051 | 0:00:27.855011 | 0:00:00.442000 | 0:00:27.855011 |\n", "| 15 | 0.902 | 0:00:26.241034 | 0:00:00.466965 | 0:00:26.241034 |\n", "| 30 | 0.9036 | 0:00:26.846514 | 0:00:00.553002 | 0:00:26.846514 |\n", "| 45 | 0.902 | 0:00:28.647020 | 0:00:00.662000 | 0:00:28.647020 |\n", "| Average | 0.9032 | 0:00:27.397395 | 0:00:00.530992 | 0:00:13.964193 |\n", "| Std Dev. | 0.0013 | 0.9235279073086443 | 0.08611986777335759 | 13.449203044559136 |\n", "+----------+--------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "| 5 | 0.8748 | 0:00:27.855011 | 0:00:00.442000 | 0:00:27.855011 |\n", "| 15 | 0.8619 | 0:00:26.241034 | 0:00:00.466965 | 0:00:26.241034 |\n", "| 30 | 0.8631 | 0:00:26.846514 | 0:00:00.553002 | 0:00:26.846514 |\n", "| 45 | 0.8613 | 0:00:28.647020 | 0:00:00.662000 | 0:00:28.647020 |\n", "| Average | 0.8653 | 0:00:27.397395 | 0:00:00.530992 | 0:00:13.964193 |\n", "| Std Dev. | 0.0055 | 0.9235279073086443 | 0.08611986777335759 | 13.449203044559136 |\n", "+----------+-----------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "| 5 | 0.9051 | 0:00:27.855011 | 0:00:00.442000 | 0:00:27.855011 |\n", "| 15 | 0.902 | 0:00:26.241034 | 0:00:00.466965 | 0:00:26.241034 |\n", "| 30 | 0.9036 | 0:00:26.846514 | 0:00:00.553002 | 0:00:26.846514 |\n", "| 45 | 0.902 | 0:00:28.647020 | 0:00:00.662000 | 0:00:28.647020 |\n", "| Average | 0.9032 | 0:00:27.397395 | 0:00:00.530992 | 0:00:13.964193 |\n", "| Std Dev. | 0.0013 | 0.9235279073086443 | 0.08611986777335759 | 13.449203044559136 |\n", "+----------+-----------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| 5 | 0.9431 | 0:00:27.855011 | 0:00:00.442000 | 0:00:27.855011 |\n", "| 15 | 0.9412 | 0:00:26.241034 | 0:00:00.466965 | 0:00:26.241034 |\n", "| 30 | 0.9421 | 0:00:26.846514 | 0:00:00.553002 | 0:00:26.846514 |\n", "| 45 | 0.9412 | 0:00:28.647020 | 0:00:00.662000 | 0:00:28.647020 |\n", "| Average | 0.9419 | 0:00:27.397395 | 0:00:00.530992 | 0:00:13.964193 |\n", "| Std Dev. | 0.0008 | 0.9235279073086443 | 0.08611986777335759 | 13.449203044559136 |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+--------------------+---------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+---------------------+--------------------+\n", "| 5 | 0.8351 | 0:00:27.855011 | 0:00:00.442000 | 0:00:27.855011 |\n", "| 15 | 0.83 | 0:00:26.241034 | 0:00:00.466965 | 0:00:26.241034 |\n", "| 30 | 0.8325 | 0:00:26.846514 | 0:00:00.553002 | 0:00:26.846514 |\n", "| 45 | 0.83 | 0:00:28.647020 | 0:00:00.662000 | 0:00:28.647020 |\n", "| Average | 0.8319 | 0:00:27.397395 | 0:00:00.530992 | 0:00:13.964193 |\n", "| Std Dev. | 0.0021 | 0.9235279073086443 | 0.08611986777335759 | 13.449203044559136 |\n", "+----------+-----------------------+--------------------+---------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "| 5 | 0.1509 | 0:00:27.855011 | 0:00:00.442000 | 0:00:27.855011 |\n", "| 15 | 0.1509 | 0:00:26.241034 | 0:00:00.466965 | 0:00:26.241034 |\n", "| 30 | 0.1493 | 0:00:26.846514 | 0:00:00.553002 | 0:00:26.846514 |\n", "| 45 | 0.1509 | 0:00:28.647020 | 0:00:00.662000 | 0:00:28.647020 |\n", "| Average | 0.1505 | 0:00:27.397395 | 0:00:00.530992 | 0:00:13.964193 |\n", "| Std Dev. | 0.0007 | 0.9235279073086443 | 0.08611986777335759 | 13.449203044559136 |\n", "+----------+--------+--------------------+---------------------+--------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "k 15\n", "k 30\n", "k 45\n", "{0: 0, 1: 1, 2: 2, 3: 3, 4: 4, 5: 5}\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| k | Accuracy | Train Time | Test time | Total Time |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "| 5 | 0.8896 | 0:00:30.149035 | 0:00:00.393963 | 0:00:30.149035 |\n", "| 15 | 0.8974 | 0:00:27.683999 | 0:00:00.452001 | 0:00:27.683999 |\n", "| 30 | 0.8834 | 0:00:26.464952 | 0:00:00.495000 | 0:00:26.464952 |\n", "| 45 | 0.8678 | 0:00:25.716001 | 0:00:00.523001 | 0:00:25.716001 |\n", "| Average | 0.8845 | 0:00:27.503497 | 0:00:00.465991 | 0:00:13.984744 |\n", "| Std Dev. | 0.0109 | 1.6811582643897203 | 0.048670711570265444 | 13.570961903662239 |\n", "+----------+----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | Precision | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 5 | 0.8802 | 0:00:30.149035 | 0:00:00.393963 | 0:00:30.149035 |\n", "| 15 | 0.8874 | 0:00:27.683999 | 0:00:00.452001 | 0:00:27.683999 |\n", "| 30 | 0.8773 | 0:00:26.464952 | 0:00:00.495000 | 0:00:26.464952 |\n", "| 45 | 0.8659 | 0:00:25.716001 | 0:00:00.523001 | 0:00:25.716001 |\n", "| Average | 0.8777 | 0:00:27.503497 | 0:00:00.465991 | 0:00:13.984744 |\n", "| Std Dev. | 0.0078 | 1.6811582643897203 | 0.048670711570265444 | 13.570961903662239 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro Precision | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 5 | 0.8896 | 0:00:30.149035 | 0:00:00.393963 | 0:00:30.149035 |\n", "| 15 | 0.8974 | 0:00:27.683999 | 0:00:00.452001 | 0:00:27.683999 |\n", "| 30 | 0.8834 | 0:00:26.464952 | 0:00:00.495000 | 0:00:26.464952 |\n", "| 45 | 0.8678 | 0:00:25.716001 | 0:00:00.523001 | 0:00:25.716001 |\n", "| Average | 0.8845 | 0:00:27.503497 | 0:00:00.465991 | 0:00:13.984744 |\n", "| Std Dev. | 0.0109 | 1.6811582643897203 | 0.048670711570265444 | 13.570961903662239 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | Recall | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 5 | 0.8904 | 0:00:30.149035 | 0:00:00.393963 | 0:00:30.149035 |\n", "| 15 | 0.8937 | 0:00:27.683999 | 0:00:00.452001 | 0:00:27.683999 |\n", "| 30 | 0.8758 | 0:00:26.464952 | 0:00:00.495000 | 0:00:26.464952 |\n", "| 45 | 0.8544 | 0:00:25.716001 | 0:00:00.523001 | 0:00:25.716001 |\n", "| Average | 0.8786 | 0:00:27.503497 | 0:00:00.465991 | 0:00:13.984744 |\n", "| Std Dev. | 0.0155 | 1.6811582643897203 | 0.048670711570265444 | 13.570961903662239 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| k | micro Recall | Train Time | Test time | Total Time |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "| 5 | 0.8896 | 0:00:30.149035 | 0:00:00.393963 | 0:00:30.149035 |\n", "| 15 | 0.8974 | 0:00:27.683999 | 0:00:00.452001 | 0:00:27.683999 |\n", "| 30 | 0.8834 | 0:00:26.464952 | 0:00:00.495000 | 0:00:26.464952 |\n", "| 45 | 0.8678 | 0:00:25.716001 | 0:00:00.523001 | 0:00:25.716001 |\n", "| Average | 0.8845 | 0:00:27.503497 | 0:00:00.465991 | 0:00:13.984744 |\n", "| Std Dev. | 0.0109 | 1.6811582643897203 | 0.048670711570265444 | 13.570961903662239 |\n", "+----------+--------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| k | F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "| 5 | 0.8822 | 0:00:30.149035 | 0:00:00.393963 | 0:00:30.149035 |\n", "| 15 | 0.8893 | 0:00:27.683999 | 0:00:00.452001 | 0:00:27.683999 |\n", "| 30 | 0.8745 | 0:00:26.464952 | 0:00:00.495000 | 0:00:26.464952 |\n", "| 45 | 0.8561 | 0:00:25.716001 | 0:00:00.523001 | 0:00:25.716001 |\n", "| Average | 0.8755 | 0:00:27.503497 | 0:00:00.465991 | 0:00:13.984744 |\n", "| Std Dev. | 0.0124 | 1.6811582643897203 | 0.048670711570265444 | 13.570961903662239 |\n", "+----------+-----------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| k | micro F Measure | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "| 5 | 0.8896 | 0:00:30.149035 | 0:00:00.393963 | 0:00:30.149035 |\n", "| 15 | 0.8974 | 0:00:27.683999 | 0:00:00.452001 | 0:00:27.683999 |\n", "| 30 | 0.8834 | 0:00:26.464952 | 0:00:00.495000 | 0:00:26.464952 |\n", "| 45 | 0.8678 | 0:00:25.716001 | 0:00:00.523001 | 0:00:25.716001 |\n", "| Average | 0.8845 | 0:00:27.503497 | 0:00:00.465991 | 0:00:13.984744 |\n", "| Std Dev. | 0.0109 | 1.6811582643897203 | 0.048670711570265444 | 13.570961903662239 |\n", "+----------+-----------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | ROC | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 5 | 0.9337 | 0:00:30.149035 | 0:00:00.393963 | 0:00:30.149035 |\n", "| 15 | 0.9384 | 0:00:27.683999 | 0:00:00.452001 | 0:00:27.683999 |\n", "| 30 | 0.93 | 0:00:26.464952 | 0:00:00.495000 | 0:00:26.464952 |\n", "| 45 | 0.9207 | 0:00:25.716001 | 0:00:00.523001 | 0:00:25.716001 |\n", "| Average | 0.9307 | 0:00:27.503497 | 0:00:00.465991 | 0:00:13.984744 |\n", "| Std Dev. | 0.0065 | 1.6811582643897203 | 0.048670711570265444 | 13.570961903662239 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Average Mean Precison\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| k | Average Mean Precison | Train Time | Test time | Total Time |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "| 5 | 0.8098 | 0:00:30.149035 | 0:00:00.393963 | 0:00:30.149035 |\n", "| 15 | 0.8224 | 0:00:27.683999 | 0:00:00.452001 | 0:00:27.683999 |\n", "| 30 | 0.7998 | 0:00:26.464952 | 0:00:00.495000 | 0:00:26.464952 |\n", "| 45 | 0.7751 | 0:00:25.716001 | 0:00:00.523001 | 0:00:25.716001 |\n", "| Average | 0.8017 | 0:00:27.503497 | 0:00:00.465991 | 0:00:13.984744 |\n", "| Std Dev. | 0.0173 | 1.6811582643897203 | 0.048670711570265444 | 13.570961903662239 |\n", "+----------+-----------------------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| k | MAE | Train Time | Test time | Total Time |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "| 5 | 0.2364 | 0:00:30.149035 | 0:00:00.393963 | 0:00:30.149035 |\n", "| 15 | 0.2255 | 0:00:27.683999 | 0:00:00.452001 | 0:00:27.683999 |\n", "| 30 | 0.2722 | 0:00:26.464952 | 0:00:00.495000 | 0:00:26.464952 |\n", "| 45 | 0.3235 | 0:00:25.716001 | 0:00:00.523001 | 0:00:25.716001 |\n", "| Average | 0.2644 | 0:00:27.503497 | 0:00:00.465991 | 0:00:13.984744 |\n", "| Std Dev. | 0.0382 | 1.6811582643897203 | 0.048670711570265444 | 13.570961903662239 |\n", "+----------+--------+--------------------+----------------------+--------------------+\n", "metric Euclidean\n", "measure Accuracy\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| k | Accuracy | std | Train Time | Test time | Total Time |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.8988 | 0.0187 | 0:00:26.853855 | 0:00:00.396194 | 0:00:27.250049 |\n", "| 15 | 0.8996 | 0.0214 | 0:00:25.898994 | 0:00:00.448694 | 0:00:26.347688 |\n", "| 30 | 0.8956 | 0.0241 | 0:00:25.837157 | 0:00:00.501908 | 0:00:26.339065 |\n", "| 45 | 0.8928 | 0.0249 | 0:00:26.166706 | 0:00:00.568604 | 0:00:26.735310 |\n", "| Average | 0.8967 | 0.0223 | 0:00:26.189178 | 0:00:00.478850 | 0:00:26.668028 |\n", "| Std Dev. | 0.0027 | 0.0024 | 0.4032450513 | 0.063892167 | 0.3721926916 |\n", "+----------+----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.8882 | 0.0205 | 0:00:26.853855 | 0:00:00.396194 | 0:00:27.250049 |\n", "| 15 | 0.8912 | 0.0245 | 0:00:25.898994 | 0:00:00.448694 | 0:00:26.347688 |\n", "| 30 | 0.8884 | 0.0272 | 0:00:25.837157 | 0:00:00.501908 | 0:00:26.339065 |\n", "| 45 | 0.8862 | 0.028 | 0:00:26.166706 | 0:00:00.568604 | 0:00:26.735310 |\n", "| Average | 0.8885 | 0.0251 | 0:00:26.189178 | 0:00:00.478850 | 0:00:26.668028 |\n", "| Std Dev. | 0.0018 | 0.0029 | 0.4032450513 | 0.063892167 | 0.3721926916 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Precision\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro Precision | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.8988 | 0.0187 | 0:00:26.853855 | 0:00:00.396194 | 0:00:27.250049 |\n", "| 15 | 0.8996 | 0.0214 | 0:00:25.898994 | 0:00:00.448694 | 0:00:26.347688 |\n", "| 30 | 0.8956 | 0.0241 | 0:00:25.837157 | 0:00:00.501908 | 0:00:26.339065 |\n", "| 45 | 0.8928 | 0.0249 | 0:00:26.166706 | 0:00:00.568604 | 0:00:26.735310 |\n", "| Average | 0.8967 | 0.0223 | 0:00:26.189178 | 0:00:00.478850 | 0:00:26.668028 |\n", "| Std Dev. | 0.0027 | 0.0024 | 0.4032450513 | 0.063892167 | 0.3721926916 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.8765 | 0.022 | 0:00:26.853855 | 0:00:00.396194 | 0:00:27.250049 |\n", "| 15 | 0.8726 | 0.0275 | 0:00:25.898994 | 0:00:00.448694 | 0:00:26.347688 |\n", "| 30 | 0.8663 | 0.0296 | 0:00:25.837157 | 0:00:00.501908 | 0:00:26.339065 |\n", "| 45 | 0.8616 | 0.03 | 0:00:26.166706 | 0:00:00.568604 | 0:00:26.735310 |\n", "| Average | 0.8692 | 0.0273 | 0:00:26.189178 | 0:00:00.478850 | 0:00:26.668028 |\n", "| Std Dev. | 0.0057 | 0.0032 | 0.4032450513 | 0.063892167 | 0.3721926916 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro Recall\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| k | Micro Recall | std | Train Time | Test time | Total Time |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.8988 | 0.0187 | 0:00:26.853855 | 0:00:00.396194 | 0:00:27.250049 |\n", "| 15 | 0.8996 | 0.0214 | 0:00:25.898994 | 0:00:00.448694 | 0:00:26.347688 |\n", "| 30 | 0.8956 | 0.0241 | 0:00:25.837157 | 0:00:00.501908 | 0:00:26.339065 |\n", "| 45 | 0.8928 | 0.0249 | 0:00:26.166706 | 0:00:00.568604 | 0:00:26.735310 |\n", "| Average | 0.8967 | 0.0223 | 0:00:26.189178 | 0:00:00.478850 | 0:00:26.668028 |\n", "| Std Dev. | 0.0027 | 0.0024 | 0.4032450513 | 0.063892167 | 0.3721926916 |\n", "+----------+--------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| k | F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "| 5 | 0.8772 | 0.0214 | 0:00:26.853855 | 0:00:00.396194 | 0:00:27.250049 |\n", "| 15 | 0.8753 | 0.0271 | 0:00:25.898994 | 0:00:00.448694 | 0:00:26.347688 |\n", "| 30 | 0.8698 | 0.0289 | 0:00:25.837157 | 0:00:00.501908 | 0:00:26.339065 |\n", "| 45 | 0.8659 | 0.0295 | 0:00:26.166706 | 0:00:00.568604 | 0:00:26.735310 |\n", "| Average | 0.872 | 0.0267 | 0:00:26.189178 | 0:00:00.478850 | 0:00:26.668028 |\n", "| Std Dev. | 0.0045 | 0.0032 | 0.4032450513 | 0.063892167 | 0.3721926916 |\n", "+----------+-----------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure Micro F Measure\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| k | Micro F Measure | std | Train Time | Test time | Total Time |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "| 5 | 0.8988 | 0.0187 | 0:00:26.853855 | 0:00:00.396194 | 0:00:27.250049 |\n", "| 15 | 0.8996 | 0.0214 | 0:00:25.898994 | 0:00:00.448694 | 0:00:26.347688 |\n", "| 30 | 0.8956 | 0.0241 | 0:00:25.837157 | 0:00:00.501908 | 0:00:26.339065 |\n", "| 45 | 0.8928 | 0.0249 | 0:00:26.166706 | 0:00:00.568604 | 0:00:26.735310 |\n", "| Average | 0.8967 | 0.0223 | 0:00:26.189178 | 0:00:00.478850 | 0:00:26.668028 |\n", "| Std Dev. | 0.0027 | 0.0024 | 0.4032450513 | 0.063892167 | 0.3721926916 |\n", "+----------+-----------------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure ROC\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | ROC | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.9393 | 0.0112 | 0:00:26.853855 | 0:00:00.396194 | 0:00:27.250049 |\n", "| 15 | 0.9398 | 0.0128 | 0:00:25.898994 | 0:00:00.448694 | 0:00:26.347688 |\n", "| 30 | 0.9373 | 0.0145 | 0:00:25.837157 | 0:00:00.501908 | 0:00:26.339065 |\n", "| 45 | 0.9357 | 0.0149 | 0:00:26.166706 | 0:00:00.568604 | 0:00:26.735310 |\n", "| Average | 0.938 | 0.0134 | 0:00:26.189178 | 0:00:00.478850 | 0:00:26.668028 |\n", "| Std Dev. | 0.0016 | 0.0015 | 0.4032450513 | 0.063892167 | 0.3721926916 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure AMP\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | AMP | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.8251 | 0.0305 | 0:00:26.853855 | 0:00:00.396194 | 0:00:27.250049 |\n", "| 15 | 0.8265 | 0.0349 | 0:00:25.898994 | 0:00:00.448694 | 0:00:26.347688 |\n", "| 30 | 0.82 | 0.0392 | 0:00:25.837157 | 0:00:00.501908 | 0:00:26.339065 |\n", "| 45 | 0.8155 | 0.0402 | 0:00:26.166706 | 0:00:00.568604 | 0:00:26.735310 |\n", "| Average | 0.8218 | 0.0362 | 0:00:26.189178 | 0:00:00.478850 | 0:00:26.668028 |\n", "| Std Dev. | 0.0043 | 0.0039 | 0.4032450513 | 0.063892167 | 0.3721926916 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "metric Euclidean\n", "measure MAE\n", "0 4\n", "1 4\n", "2 4\n", "3 4\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| k | MAE | std | Train Time | Test time | Total Time |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "| 5 | 0.1826 | 0.0539 | 0:00:26.853855 | 0:00:00.396194 | 0:00:27.250049 |\n", "| 15 | 0.1846 | 0.063 | 0:00:25.898994 | 0:00:00.448694 | 0:00:26.347688 |\n", "| 30 | 0.1963 | 0.0765 | 0:00:25.837157 | 0:00:00.501908 | 0:00:26.339065 |\n", "| 45 | 0.2025 | 0.0832 | 0:00:26.166706 | 0:00:00.568604 | 0:00:26.735310 |\n", "| Average | 0.1915 | 0.0691 | 0:00:26.189178 | 0:00:00.478850 | 0:00:26.668028 |\n", "| Std Dev. | 0.0082 | 0.0114 | 0.4032450513 | 0.063892167 | 0.3721926916 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Latest Datasets\\\\letter-recognition'\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "###############\n", "k 5\n", "k 15\n" ] } ], "source": [ "# importing all the required modules\n", "\n", "from importlib import reload\n", "import nltk\n", "from bs4 import BeautifulSoup\n", "from nltk.tokenize import sent_tokenize, word_tokenize\n", "from sklearn.feature_extraction.text import TfidfVectorizer,CountVectorizer\n", "import os,sys\n", "import errno\n", "import string\n", "from nltk.corpus import reuters \n", "from nltk.stem import WordNetLemmatizer\n", "from nltk.corpus import stopwords\n", "from nltk import FreqDist\n", "from nltk.text import TextCollection\n", "import collections\n", "import numpy as np\n", "from nltk.tokenize import sent_tokenize, word_tokenize\n", "from sklearn.feature_extraction.text import TfidfVectorizer\n", "import pandas as pd\n", "import numpy as np\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from prettytable import PrettyTable\n", "import time\n", "from datetime import timedelta\n", "from sklearn.metrics import recall_score,precision_score,average_precision_score,f1_score,accuracy_score,roc_auc_score,mean_absolute_error\n", "from sklearn.preprocessing import label_binarize\n", "from imblearn.metrics import geometric_mean_score\n", "from sklearn import metrics\n", "from sklearn.metrics.cluster import homogeneity_score,completeness_score\n", "import statistics\n", "import math\n", "import sklearn.metrics \n", "from sklearn.model_selection import KFold\n", "import csv\n", "from sklearn.model_selection import train_test_split\n", "from collections import Counter\n", "import math\n", "from scipy.spatial import distance\n", "import statistics\n", "from scipy.stats import pearsonr,entropy,mode,hmean,gmean\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", "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", "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)-2]\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", "\n", "def Euclidean(a, b):#distance\n", " return distance.euclidean(a,b)\n", "\n", "def PrintDetails(metric=\"smtp\",measure= \"Accuracy\",Arr=None,kList=[5,15,30,45],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=[5,15,30,45]\n", " func=globals()[metric]\n", " train_time=[]\n", " test_time=[]\n", " class_dist=[]\n", " label_dist=[]\n", " classes=list(set(train_labels))\n", " p=1\n", " clss=list(classes)\n", " for c in range(0,len(classes)):\n", " #print(c)\n", " #print(train_labels[0])\n", " ind=[i for i in range(0,len(train_labels)) if classes[c]==train_labels[i]]\n", " class_dist.append(train_data[ind,:])\n", " #print()\n", " label_dist.append([train_labels[i] for i in ind])\n", " \n", " \n", " for k in kList:\n", " time1=time.time()\n", " pred=[]\n", " print(\"k\",k)\n", " distances,neighs=[],[]\n", " for c in range(0,len(classes)):\n", " if len(class_dist[c])0:\n", " r_mean=np.nanmean(neigh_vals,axis=0)\n", " m1=np.nanmin(dist)\n", " m2=func(test_data[t,:],r_mean)\n", " m3=np.nanmean(dist)\n", " membership.append((m1+m2+m3)/3)\n", " \n", " else:\n", " membership.append(0) \n", " \n", " membership = np.array(membership)\n", " membership = membership/np.sum(membership)\n", " maxInd=np.argmax(membership)\n", " pred.append(clss[maxInd]) \n", " y_pred.append(pred) \n", " time3=time.time()\n", " train_time.append(time2-time1)\n", " test_time.append(time3-time2)\n", "\n", " class_dict={}\n", " classes=list(set(labels))\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", " \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", " 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(\"Latest Datasets\\\\\"+'*.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=\"Latest Datasets\\\\\"+dataset\n", " print(fname.encode())\n", " arr,labels=loadNonIRDatasets(fname)\n", " arr=np.array(arr)\n", " labels=np.array(labels)\n", " labels=list(labels)\n", " le = preprocessing.LabelEncoder()\n", " labels=le.fit_transform(labels)\n", " categories=list(set(labels))\n", " measures=[\"Euclidean\"]\n", " for met in measures:\n", " n_split=1\n", " labels=np.array(labels)\n", " path = \"LMAL-FkNN\\\\Latest 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=10\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", " kf = StratifiedKFold(n_splits=k_splits)\n", " for trn_ind, tst_ind in kf.split(arr,labels):\n", " xTrain, xTest = arr[trn_ind], arr[tst_ind]\n", " yTrain, yTest = labels[trn_ind], labels[tst_ind]\n", " train_data=xTrain\n", " test_data=xTest\n", " train_labels=yTrain\n", " test_labels=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", " classify(k=k,metric=met,termOccurance=termOcc,docOccurance=docOcc)\n", " list1=[5,15,30,45]\n", " tables.write(\"\\n************* Average Results ***********\\n\".encode())\n", " acc_std=np.std(np.array(accuracy_avg),axis=0)\n", " accuracy_avg=np.mean(np.array(accuracy_avg),axis=0)\n", " \n", " pr_std=np.std(np.array(precision_avg),axis=0)\n", " precision_avg=np.mean(np.array(precision_avg),axis=0)\n", " \n", " mpr_std=np.std(np.array(mprecision_avg),axis=0)\n", " mprecision_avg=np.mean(np.array(mprecision_avg),axis=0)\n", " \n", " rcl_std=np.std(np.array(recall_avg),axis=0)\n", " recall_avg=np.mean(np.array(recall_avg),axis=0)\n", " \n", " mrcl_std=np.std(np.array(mrecall_avg),axis=0)\n", " mrecall_avg=np.mean(np.array(mrecall_avg),axis=0)\n", " \n", " F_std=np.std(np.array(macroFMeasure_avg),axis=0)\n", " macroFMeasure_avg=np.mean(np.array(macroFMeasure_avg),axis=0)\n", " \n", " mF_std=np.std(np.array(mFMeasure_avg),axis=0)\n", " mFMeasure_avg=np.mean(np.array(mFMeasure_avg),axis=0)\n", " \n", " roc_std=np.std(np.array(roc_avg),axis=0)\n", " roc_avg=np.mean(np.array(roc_avg),axis=0)\n", " \n", " amp_std=np.std(np.array(AMP_avg),axis=0)\n", " AMP_avg=np.mean(np.array(AMP_avg),axis=0)\n", " \n", " mae_std=np.std(np.array(mae_avg),axis=0)\n", " mae_avg=np.mean(np.array(mae_avg),axis=0)\n", " \n", " avg_train_time=np.mean(np.array(avg_train_time),axis=0)\n", " avg_test_time=np.mean(np.array(avg_test_time),axis=0)\n", " #Accuracy\n", " PrintDetails(metric=met,measure=\"Accuracy\",Arr=accuracy_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=acc_std)\n", " \n", " #Precision\n", " PrintDetails(metric=met,measure=\"Precision\",Arr=precision_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=pr_std)\n", " \n", " #Precision\n", " PrintDetails(metric=met,measure=\"Micro Precision\",Arr=mprecision_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=mpr_std)\n", "\n", "\n", " #Recall\n", " PrintDetails(metric=met,measure=\"Recall\",Arr=recall_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=rcl_std)\n", " \n", " #Recall\n", " PrintDetails(metric=met,measure=\"Micro Recall\",Arr=mrecall_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=mrcl_std)\n", "\n", "\n", " #f measure\n", " PrintDetails(metric=met,measure=\"F Measure\",Arr=macroFMeasure_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=F_std)\n", " \n", " \n", " \n", " #f measure\n", " PrintDetails(metric=met,measure=\"Micro F Measure\",Arr=mFMeasure_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=mF_std)\n", "\n", "\n", " #roc\n", " PrintDetails(metric=met,measure=\"ROC\",Arr=roc_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=roc_std)\n", "\n", " #average Mean precision\n", " PrintDetails(metric=met,measure=\"AMP\",Arr=AMP_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=amp_std)\n", " \n", " #MAE\n", " PrintDetails(metric=met,measure=\"MAE\",Arr=mae_avg,kList=list1,train_time=avg_train_time,test_time=avg_test_time,std=mae_std)\n", " \n", " tables.close()\n", " print(\"###############\")\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "test=[1,2,3,4]\n", "print(test[0:-1])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from sklearn.metrics import roc_auc_score\n", "y_true = np.array([0, 2, 0, 0, 2, 2, 2, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])\n", "y_scores = np.array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])\n", "roc_auc_score(y_true, y_scores)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:base] *", "language": "python", "name": "conda-base-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.7" } }, "nbformat": 4, "nbformat_minor": 4 }