{ "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 | 0.971 | 0:00:01.314001 | 0:00:00.058999 | 0:00:01.314001 |\n", "| 15 | 0.942 | 0:00:01.412000 | 0:00:00.068016 | 0:00:01.412000 |\n", "| 30 | 0.9348 | 0:00:01.536983 | 0:00:00.056999 | 0:00:01.536983 |\n", "| 45 | 0.9275 | 0:00:01.625000 | 0:00:00.079001 | 0:00:01.625000 |\n", "| Average | 0.9438 | 0:00:01.471996 | 0:00:00.065754 | 0:00:00.768875 |\n", "| Std Dev. | 0.0165 | 0.1185280936838273 | 0.008701819795424915 | 0.7081256428756297 |\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 | 0.9706 | 0:00:01.314001 | 0:00:00.058999 | 0:00:01.314001 |\n", "| 15 | 0.9401 | 0:00:01.412000 | 0:00:00.068016 | 0:00:01.412000 |\n", "| 30 | 0.9329 | 0:00:01.536983 | 0:00:00.056999 | 0:00:01.536983 |\n", "| 45 | 0.9257 | 0:00:01.625000 | 0:00:00.079001 | 0:00:01.625000 |\n", "| Average | 0.9423 | 0:00:01.471996 | 0:00:00.065754 | 0:00:00.768875 |\n", "| Std Dev. | 0.0171 | 0.1185280936838273 | 0.008701819795424915 | 0.7081256428756297 |\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 | 0.971 | 0:00:01.314001 | 0:00:00.058999 | 0:00:01.314001 |\n", "| 15 | 0.942 | 0:00:01.412000 | 0:00:00.068016 | 0:00:01.412000 |\n", "| 30 | 0.9348 | 0:00:01.536983 | 0:00:00.056999 | 0:00:01.536983 |\n", "| 45 | 0.9275 | 0:00:01.625000 | 0:00:00.079001 | 0:00:01.625000 |\n", "| Average | 0.9438 | 0:00:01.471996 | 0:00:00.065754 | 0:00:00.768875 |\n", "| Std Dev. | 0.0165 | 0.1185280936838273 | 0.008701819795424915 | 0.7081256428756297 |\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 | 0.9706 | 0:00:01.314001 | 0:00:00.058999 | 0:00:01.314001 |\n", "| 15 | 0.9446 | 0:00:01.412000 | 0:00:00.068016 | 0:00:01.412000 |\n", "| 30 | 0.9364 | 0:00:01.536983 | 0:00:00.056999 | 0:00:01.536983 |\n", "| 45 | 0.9283 | 0:00:01.625000 | 0:00:00.079001 | 0:00:01.625000 |\n", "| Average | 0.945 | 0:00:01.471996 | 0:00:00.065754 | 0:00:00.768875 |\n", "| Std Dev. | 0.0159 | 0.1185280936838273 | 0.008701819795424915 | 0.7081256428756297 |\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 | 0.971 | 0:00:01.314001 | 0:00:00.058999 | 0:00:01.314001 |\n", "| 15 | 0.942 | 0:00:01.412000 | 0:00:00.068016 | 0:00:01.412000 |\n", "| 30 | 0.9348 | 0:00:01.536983 | 0:00:00.056999 | 0:00:01.536983 |\n", "| 45 | 0.9275 | 0:00:01.625000 | 0:00:00.079001 | 0:00:01.625000 |\n", "| Average | 0.9438 | 0:00:01.471996 | 0:00:00.065754 | 0:00:00.768875 |\n", "| Std Dev. | 0.0165 | 0.1185280936838273 | 0.008701819795424915 | 0.7081256428756297 |\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 | 0.9706 | 0:00:01.314001 | 0:00:00.058999 | 0:00:01.314001 |\n", "| 15 | 0.9416 | 0:00:01.412000 | 0:00:00.068016 | 0:00:01.412000 |\n", "| 30 | 0.9342 | 0:00:01.536983 | 0:00:00.056999 | 0:00:01.536983 |\n", "| 45 | 0.9268 | 0:00:01.625000 | 0:00:00.079001 | 0:00:01.625000 |\n", "| Average | 0.9433 | 0:00:01.471996 | 0:00:00.065754 | 0:00:00.768875 |\n", "| Std Dev. | 0.0166 | 0.1185280936838273 | 0.008701819795424915 | 0.7081256428756297 |\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 | 0.971 | 0:00:01.314001 | 0:00:00.058999 | 0:00:01.314001 |\n", "| 15 | 0.942 | 0:00:01.412000 | 0:00:00.068016 | 0:00:01.412000 |\n", "| 30 | 0.9348 | 0:00:01.536983 | 0:00:00.056999 | 0:00:01.536983 |\n", "| 45 | 0.9275 | 0:00:01.625000 | 0:00:00.079001 | 0:00:01.625000 |\n", "| Average | 0.9438 | 0:00:01.471996 | 0:00:00.065754 | 0:00:00.768875 |\n", "| Std Dev. | 0.0165 | 0.1185280936838273 | 0.008701819795424915 | 0.7081256428756297 |\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 | 0.9706 | 0:00:01.314001 | 0:00:00.058999 | 0:00:01.314001 |\n", "| 15 | 0.9446 | 0:00:01.412000 | 0:00:00.068016 | 0:00:01.412000 |\n", "| 30 | 0.9364 | 0:00:01.536983 | 0:00:00.056999 | 0:00:01.536983 |\n", "| 45 | 0.9283 | 0:00:01.625000 | 0:00:00.079001 | 0:00:01.625000 |\n", "| Average | 0.945 | 0:00:01.471996 | 0:00:00.065754 | 0:00:00.768875 |\n", "| Std Dev. | 0.0159 | 0.1185280936838273 | 0.008701819795424915 | 0.7081256428756297 |\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 | 0.95 | 0:00:01.314001 | 0:00:00.058999 | 0:00:01.314001 |\n", "| 15 | 0.8924 | 0:00:01.412000 | 0:00:00.068016 | 0:00:01.412000 |\n", "| 30 | 0.8834 | 0:00:01.536983 | 0:00:00.056999 | 0:00:01.536983 |\n", "| 45 | 0.8744 | 0:00:01.625000 | 0:00:00.079001 | 0:00:01.625000 |\n", "| Average | 0.9001 | 0:00:01.471996 | 0:00:00.065754 | 0:00:00.768875 |\n", "| Std Dev. | 0.0295 | 0.1185280936838273 | 0.008701819795424915 | 0.7081256428756297 |\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 | 0.029 | 0:00:01.314001 | 0:00:00.058999 | 0:00:01.314001 |\n", "| 15 | 0.058 | 0:00:01.412000 | 0:00:00.068016 | 0:00:01.412000 |\n", "| 30 | 0.0652 | 0:00:01.536983 | 0:00:00.056999 | 0:00:01.536983 |\n", "| 45 | 0.0725 | 0:00:01.625000 | 0:00:00.079001 | 0:00:01.625000 |\n", "| Average | 0.0562 | 0:00:01.471996 | 0:00:00.065754 | 0:00:00.768875 |\n", "| Std Dev. | 0.0165 | 0.1185280936838273 | 0.008701819795424915 | 0.7081256428756297 |\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 | 0.9565 | 0:00:01.794002 | 0:00:00.116000 | 0:00:01.794002 |\n", "| 15 | 0.9348 | 0:00:01.848999 | 0:00:00.075000 | 0:00:01.848999 |\n", "| 30 | 0.9348 | 0:00:01.712825 | 0:00:00.059000 | 0:00:01.712825 |\n", "| 45 | 0.9203 | 0:00:01.752000 | 0:00:00.083000 | 0:00:01.752000 |\n", "| Average | 0.9366 | 0:00:01.776956 | 0:00:00.083250 | 0:00:00.930103 |\n", "| Std Dev. | 0.0129 | 0.05053788973810064 | 0.020789016420059918 | 0.8477341057453741 |\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 | 0.9547 | 0:00:01.794002 | 0:00:00.116000 | 0:00:01.794002 |\n", "| 15 | 0.9329 | 0:00:01.848999 | 0:00:00.075000 | 0:00:01.848999 |\n", "| 30 | 0.9329 | 0:00:01.712825 | 0:00:00.059000 | 0:00:01.712825 |\n", "| 45 | 0.9183 | 0:00:01.752000 | 0:00:00.083000 | 0:00:01.752000 |\n", "| Average | 0.9347 | 0:00:01.776956 | 0:00:00.083250 | 0:00:00.930103 |\n", "| Std Dev. | 0.013 | 0.05053788973810064 | 0.020789016420059918 | 0.8477341057453741 |\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 | 0.9565 | 0:00:01.794002 | 0:00:00.116000 | 0:00:01.794002 |\n", "| 15 | 0.9348 | 0:00:01.848999 | 0:00:00.075000 | 0:00:01.848999 |\n", "| 30 | 0.9348 | 0:00:01.712825 | 0:00:00.059000 | 0:00:01.712825 |\n", "| 45 | 0.9203 | 0:00:01.752000 | 0:00:00.083000 | 0:00:01.752000 |\n", "| Average | 0.9366 | 0:00:01.776956 | 0:00:00.083250 | 0:00:00.930103 |\n", "| Std Dev. | 0.0129 | 0.05053788973810064 | 0.020789016420059918 | 0.8477341057453741 |\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 | 0.9593 | 0:00:01.794002 | 0:00:00.116000 | 0:00:01.794002 |\n", "| 15 | 0.9364 | 0:00:01.848999 | 0:00:00.075000 | 0:00:01.848999 |\n", "| 30 | 0.9364 | 0:00:01.712825 | 0:00:00.059000 | 0:00:01.712825 |\n", "| 45 | 0.9218 | 0:00:01.752000 | 0:00:00.083000 | 0:00:01.752000 |\n", "| Average | 0.9385 | 0:00:01.776956 | 0:00:00.083250 | 0:00:00.930103 |\n", "| Std Dev. | 0.0134 | 0.05053788973810064 | 0.020789016420059918 | 0.8477341057453741 |\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 | 0.9565 | 0:00:01.794002 | 0:00:00.116000 | 0:00:01.794002 |\n", "| 15 | 0.9348 | 0:00:01.848999 | 0:00:00.075000 | 0:00:01.848999 |\n", "| 30 | 0.9348 | 0:00:01.712825 | 0:00:00.059000 | 0:00:01.712825 |\n", "| 45 | 0.9203 | 0:00:01.752000 | 0:00:00.083000 | 0:00:01.752000 |\n", "| Average | 0.9366 | 0:00:01.776956 | 0:00:00.083250 | 0:00:00.930103 |\n", "| Std Dev. | 0.0129 | 0.05053788973810064 | 0.020789016420059918 | 0.8477341057453741 |\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 | 0.9562 | 0:00:01.794002 | 0:00:00.116000 | 0:00:01.794002 |\n", "| 15 | 0.9342 | 0:00:01.848999 | 0:00:00.075000 | 0:00:01.848999 |\n", "| 30 | 0.9342 | 0:00:01.712825 | 0:00:00.059000 | 0:00:01.712825 |\n", "| 45 | 0.9196 | 0:00:01.752000 | 0:00:00.083000 | 0:00:01.752000 |\n", "| Average | 0.936 | 0:00:01.776956 | 0:00:00.083250 | 0:00:00.930103 |\n", "| Std Dev. | 0.0131 | 0.05053788973810064 | 0.020789016420059918 | 0.8477341057453741 |\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 | 0.9565 | 0:00:01.794002 | 0:00:00.116000 | 0:00:01.794002 |\n", "| 15 | 0.9348 | 0:00:01.848999 | 0:00:00.075000 | 0:00:01.848999 |\n", "| 30 | 0.9348 | 0:00:01.712825 | 0:00:00.059000 | 0:00:01.712825 |\n", "| 45 | 0.9203 | 0:00:01.752000 | 0:00:00.083000 | 0:00:01.752000 |\n", "| Average | 0.9366 | 0:00:01.776956 | 0:00:00.083250 | 0:00:00.930103 |\n", "| Std Dev. | 0.0129 | 0.05053788973810064 | 0.020789016420059918 | 0.8477341057453741 |\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 | 0.9593 | 0:00:01.794002 | 0:00:00.116000 | 0:00:01.794002 |\n", "| 15 | 0.9364 | 0:00:01.848999 | 0:00:00.075000 | 0:00:01.848999 |\n", "| 30 | 0.9364 | 0:00:01.712825 | 0:00:00.059000 | 0:00:01.712825 |\n", "| 45 | 0.9218 | 0:00:01.752000 | 0:00:00.083000 | 0:00:01.752000 |\n", "| Average | 0.9385 | 0:00:01.776956 | 0:00:00.083250 | 0:00:00.930103 |\n", "| Std Dev. | 0.0134 | 0.05053788973810064 | 0.020789016420059918 | 0.8477341057453741 |\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 | 0.9152 | 0:00:01.794002 | 0:00:00.116000 | 0:00:01.794002 |\n", "| 15 | 0.8834 | 0:00:01.848999 | 0:00:00.075000 | 0:00:01.848999 |\n", "| 30 | 0.8834 | 0:00:01.712825 | 0:00:00.059000 | 0:00:01.712825 |\n", "| 45 | 0.8612 | 0:00:01.752000 | 0:00:00.083000 | 0:00:01.752000 |\n", "| Average | 0.8858 | 0:00:01.776956 | 0:00:00.083250 | 0:00:00.930103 |\n", "| Std Dev. | 0.0192 | 0.05053788973810064 | 0.020789016420059918 | 0.8477341057453741 |\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 | 0.0435 | 0:00:01.794002 | 0:00:00.116000 | 0:00:01.794002 |\n", "| 15 | 0.0652 | 0:00:01.848999 | 0:00:00.075000 | 0:00:01.848999 |\n", "| 30 | 0.0652 | 0:00:01.712825 | 0:00:00.059000 | 0:00:01.712825 |\n", "| 45 | 0.0797 | 0:00:01.752000 | 0:00:00.083000 | 0:00:01.752000 |\n", "| Average | 0.0634 | 0:00:01.776956 | 0:00:00.083250 | 0:00:00.930103 |\n", "| Std Dev. | 0.0129 | 0.05053788973810064 | 0.020789016420059918 | 0.8477341057453741 |\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 | 0:00:00.997000 | 0:00:00.036000 | 0:00:00.997000 |\n", "| 15 | 0.927 | 0:00:01.123000 | 0:00:00.046999 | 0:00:01.123000 |\n", "| 30 | 0.9124 | 0:00:01.279144 | 0:00:00.076002 | 0:00:01.279144 |\n", "| 45 | 0.9124 | 0:00:01.413998 | 0:00:00.058005 | 0:00:01.413998 |\n", "| Average | 0.927 | 0:00:01.203286 | 0:00:00.054251 | 0:00:00.628768 |\n", "| Std Dev. | 0.0179 | 0.1574433885511857 | 0.014772263642289623 | 0.5852976064121659 |\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 | 0.9574 | 0:00:00.997000 | 0:00:00.036000 | 0:00:00.997000 |\n", "| 15 | 0.9254 | 0:00:01.123000 | 0:00:00.046999 | 0:00:01.123000 |\n", "| 30 | 0.9113 | 0:00:01.279144 | 0:00:00.076002 | 0:00:01.279144 |\n", "| 45 | 0.9113 | 0:00:01.413998 | 0:00:00.058005 | 0:00:01.413998 |\n", "| Average | 0.9264 | 0:00:01.203286 | 0:00:00.054251 | 0:00:00.628768 |\n", "| Std Dev. | 0.0188 | 0.1574433885511857 | 0.014772263642289623 | 0.5852976064121659 |\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 | 0:00:00.997000 | 0:00:00.036000 | 0:00:00.997000 |\n", "| 15 | 0.927 | 0:00:01.123000 | 0:00:00.046999 | 0:00:01.123000 |\n", "| 30 | 0.9124 | 0:00:01.279144 | 0:00:00.076002 | 0:00:01.279144 |\n", "| 45 | 0.9124 | 0:00:01.413998 | 0:00:00.058005 | 0:00:01.413998 |\n", "| Average | 0.927 | 0:00:01.203286 | 0:00:00.054251 | 0:00:00.628768 |\n", "| Std Dev. | 0.0179 | 0.1574433885511857 | 0.014772263642289623 | 0.5852976064121659 |\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 | 0.9541 | 0:00:00.997000 | 0:00:00.036000 | 0:00:00.997000 |\n", "| 15 | 0.9277 | 0:00:01.123000 | 0:00:00.046999 | 0:00:01.123000 |\n", "| 30 | 0.9113 | 0:00:01.279144 | 0:00:00.076002 | 0:00:01.279144 |\n", "| 45 | 0.9113 | 0:00:01.413998 | 0:00:00.058005 | 0:00:01.413998 |\n", "| Average | 0.9261 | 0:00:01.203286 | 0:00:00.054251 | 0:00:00.628768 |\n", "| Std Dev. | 0.0175 | 0.1574433885511857 | 0.014772263642289623 | 0.5852976064121659 |\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 | 0:00:00.997000 | 0:00:00.036000 | 0:00:00.997000 |\n", "| 15 | 0.927 | 0:00:01.123000 | 0:00:00.046999 | 0:00:01.123000 |\n", "| 30 | 0.9124 | 0:00:01.279144 | 0:00:00.076002 | 0:00:01.279144 |\n", "| 45 | 0.9124 | 0:00:01.413998 | 0:00:00.058005 | 0:00:01.413998 |\n", "| Average | 0.927 | 0:00:01.203286 | 0:00:00.054251 | 0:00:00.628768 |\n", "| Std Dev. | 0.0179 | 0.1574433885511857 | 0.014772263642289623 | 0.5852976064121659 |\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 | 0.9555 | 0:00:00.997000 | 0:00:00.036000 | 0:00:00.997000 |\n", "| 15 | 0.9263 | 0:00:01.123000 | 0:00:00.046999 | 0:00:01.123000 |\n", "| 30 | 0.9113 | 0:00:01.279144 | 0:00:00.076002 | 0:00:01.279144 |\n", "| 45 | 0.9113 | 0:00:01.413998 | 0:00:00.058005 | 0:00:01.413998 |\n", "| Average | 0.9261 | 0:00:01.203286 | 0:00:00.054251 | 0:00:00.628768 |\n", "| Std Dev. | 0.018 | 0.1574433885511857 | 0.014772263642289623 | 0.5852976064121659 |\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 | 0:00:00.997000 | 0:00:00.036000 | 0:00:00.997000 |\n", "| 15 | 0.927 | 0:00:01.123000 | 0:00:00.046999 | 0:00:01.123000 |\n", "| 30 | 0.9124 | 0:00:01.279144 | 0:00:00.076002 | 0:00:01.279144 |\n", "| 45 | 0.9124 | 0:00:01.413998 | 0:00:00.058005 | 0:00:01.413998 |\n", "| Average | 0.927 | 0:00:01.203286 | 0:00:00.054251 | 0:00:00.628768 |\n", "| Std Dev. | 0.0179 | 0.1574433885511857 | 0.014772263642289623 | 0.5852976064121659 |\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 | 0.9541 | 0:00:00.997000 | 0:00:00.036000 | 0:00:00.997000 |\n", "| 15 | 0.9277 | 0:00:01.123000 | 0:00:00.046999 | 0:00:01.123000 |\n", "| 30 | 0.9113 | 0:00:01.279144 | 0:00:00.076002 | 0:00:01.279144 |\n", "| 45 | 0.9113 | 0:00:01.413998 | 0:00:00.058005 | 0:00:01.413998 |\n", "| Average | 0.9261 | 0:00:01.203286 | 0:00:00.054251 | 0:00:00.628768 |\n", "| Std Dev. | 0.0175 | 0.1574433885511857 | 0.014772263642289623 | 0.5852976064121659 |\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 | 0.9319 | 0:00:00.997000 | 0:00:00.036000 | 0:00:00.997000 |\n", "| 15 | 0.8746 | 0:00:01.123000 | 0:00:00.046999 | 0:00:01.123000 |\n", "| 30 | 0.8567 | 0:00:01.279144 | 0:00:00.076002 | 0:00:01.279144 |\n", "| 45 | 0.8567 | 0:00:01.413998 | 0:00:00.058005 | 0:00:01.413998 |\n", "| Average | 0.88 | 0:00:01.203286 | 0:00:00.054251 | 0:00:00.628768 |\n", "| Std Dev. | 0.0309 | 0.1574433885511857 | 0.014772263642289623 | 0.5852976064121659 |\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 | 0:00:00.997000 | 0:00:00.036000 | 0:00:00.997000 |\n", "| 15 | 0.073 | 0:00:01.123000 | 0:00:00.046999 | 0:00:01.123000 |\n", "| 30 | 0.0876 | 0:00:01.279144 | 0:00:00.076002 | 0:00:01.279144 |\n", "| 45 | 0.0876 | 0:00:01.413998 | 0:00:00.058005 | 0:00:01.413998 |\n", "| Average | 0.073 | 0:00:01.203286 | 0:00:00.054251 | 0:00:00.628768 |\n", "| Std Dev. | 0.0179 | 0.1574433885511857 | 0.014772263642289623 | 0.5852976064121659 |\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 | 0.9854 | 0:00:00.893000 | 0:00:00.034002 | 0:00:00.893000 |\n", "| 15 | 0.9635 | 0:00:01.071997 | 0:00:00.039000 | 0:00:01.071997 |\n", "| 30 | 0.9416 | 0:00:01.213000 | 0:00:00.049003 | 0:00:01.213000 |\n", "| 45 | 0.927 | 0:00:01.304001 | 0:00:00.056996 | 0:00:01.304001 |\n", "| Average | 0.9544 | 0:00:01.120499 | 0:00:00.044750 | 0:00:00.582625 |\n", "| Std Dev. | 0.0221 | 0.15519160763803527 | 0.008897227054765658 | 0.548990824314504 |\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 | 0.9841 | 0:00:00.893000 | 0:00:00.034002 | 0:00:00.893000 |\n", "| 15 | 0.9619 | 0:00:01.071997 | 0:00:00.039000 | 0:00:01.071997 |\n", "| 30 | 0.9406 | 0:00:01.213000 | 0:00:00.049003 | 0:00:01.213000 |\n", "| 45 | 0.9274 | 0:00:01.304001 | 0:00:00.056996 | 0:00:01.304001 |\n", "| Average | 0.9535 | 0:00:01.120499 | 0:00:00.044750 | 0:00:00.582625 |\n", "| Std Dev. | 0.0215 | 0.15519160763803527 | 0.008897227054765658 | 0.548990824314504 |\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 | 0.9854 | 0:00:00.893000 | 0:00:00.034002 | 0:00:00.893000 |\n", "| 15 | 0.9635 | 0:00:01.071997 | 0:00:00.039000 | 0:00:01.071997 |\n", "| 30 | 0.9416 | 0:00:01.213000 | 0:00:00.049003 | 0:00:01.213000 |\n", "| 45 | 0.927 | 0:00:01.304001 | 0:00:00.056996 | 0:00:01.304001 |\n", "| Average | 0.9544 | 0:00:01.120499 | 0:00:00.044750 | 0:00:00.582625 |\n", "| Std Dev. | 0.0221 | 0.15519160763803527 | 0.008897227054765658 | 0.548990824314504 |\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 | 0.9868 | 0:00:00.893000 | 0:00:00.034002 | 0:00:00.893000 |\n", "| 15 | 0.9655 | 0:00:01.071997 | 0:00:00.039000 | 0:00:01.071997 |\n", "| 30 | 0.9458 | 0:00:01.213000 | 0:00:00.049003 | 0:00:01.213000 |\n", "| 45 | 0.9326 | 0:00:01.304001 | 0:00:00.056996 | 0:00:01.304001 |\n", "| Average | 0.9577 | 0:00:01.120499 | 0:00:00.044750 | 0:00:00.582625 |\n", "| Std Dev. | 0.0205 | 0.15519160763803527 | 0.008897227054765658 | 0.548990824314504 |\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 | 0.9854 | 0:00:00.893000 | 0:00:00.034002 | 0:00:00.893000 |\n", "| 15 | 0.9635 | 0:00:01.071997 | 0:00:00.039000 | 0:00:01.071997 |\n", "| 30 | 0.9416 | 0:00:01.213000 | 0:00:00.049003 | 0:00:01.213000 |\n", "| 45 | 0.927 | 0:00:01.304001 | 0:00:00.056996 | 0:00:01.304001 |\n", "| Average | 0.9544 | 0:00:01.120499 | 0:00:00.044750 | 0:00:00.582625 |\n", "| Std Dev. | 0.0221 | 0.15519160763803527 | 0.008897227054765658 | 0.548990824314504 |\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 | 0.9853 | 0:00:00.893000 | 0:00:00.034002 | 0:00:00.893000 |\n", "| 15 | 0.9632 | 0:00:01.071997 | 0:00:00.039000 | 0:00:01.071997 |\n", "| 30 | 0.9414 | 0:00:01.213000 | 0:00:00.049003 | 0:00:01.213000 |\n", "| 45 | 0.9268 | 0:00:01.304001 | 0:00:00.056996 | 0:00:01.304001 |\n", "| Average | 0.9542 | 0:00:01.120499 | 0:00:00.044750 | 0:00:00.582625 |\n", "| Std Dev. | 0.0221 | 0.15519160763803527 | 0.008897227054765658 | 0.548990824314504 |\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 | 0.9854 | 0:00:00.893000 | 0:00:00.034002 | 0:00:00.893000 |\n", "| 15 | 0.9635 | 0:00:01.071997 | 0:00:00.039000 | 0:00:01.071997 |\n", "| 30 | 0.9416 | 0:00:01.213000 | 0:00:00.049003 | 0:00:01.213000 |\n", "| 45 | 0.927 | 0:00:01.304001 | 0:00:00.056996 | 0:00:01.304001 |\n", "| Average | 0.9544 | 0:00:01.120499 | 0:00:00.044750 | 0:00:00.582625 |\n", "| Std Dev. | 0.0221 | 0.15519160763803527 | 0.008897227054765658 | 0.548990824314504 |\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 | 0.9868 | 0:00:00.893000 | 0:00:00.034002 | 0:00:00.893000 |\n", "| 15 | 0.9655 | 0:00:01.071997 | 0:00:00.039000 | 0:00:01.071997 |\n", "| 30 | 0.9458 | 0:00:01.213000 | 0:00:00.049003 | 0:00:01.213000 |\n", "| 45 | 0.9326 | 0:00:01.304001 | 0:00:00.056996 | 0:00:01.304001 |\n", "| Average | 0.9577 | 0:00:01.120499 | 0:00:00.044750 | 0:00:00.582625 |\n", "| Std Dev. | 0.0205 | 0.15519160763803527 | 0.008897227054765658 | 0.548990824314504 |\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 | 0.9683 | 0:00:00.893000 | 0:00:00.034002 | 0:00:00.893000 |\n", "| 15 | 0.9294 | 0:00:01.071997 | 0:00:00.039000 | 0:00:01.071997 |\n", "| 30 | 0.8881 | 0:00:01.213000 | 0:00:00.049003 | 0:00:01.213000 |\n", "| 45 | 0.8626 | 0:00:01.304001 | 0:00:00.056996 | 0:00:01.304001 |\n", "| Average | 0.9121 | 0:00:01.120499 | 0:00:00.044750 | 0:00:00.582625 |\n", "| Std Dev. | 0.0402 | 0.15519160763803527 | 0.008897227054765658 | 0.548990824314504 |\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 | 0.0146 | 0:00:00.893000 | 0:00:00.034002 | 0:00:00.893000 |\n", "| 15 | 0.0365 | 0:00:01.071997 | 0:00:00.039000 | 0:00:01.071997 |\n", "| 30 | 0.0584 | 0:00:01.213000 | 0:00:00.049003 | 0:00:01.213000 |\n", "| 45 | 0.073 | 0:00:01.304001 | 0:00:00.056996 | 0:00:01.304001 |\n", "| Average | 0.0456 | 0:00:01.120499 | 0:00:00.044750 | 0:00:00.582625 |\n", "| Std Dev. | 0.0221 | 0.15519160763803527 | 0.008897227054765658 | 0.548990824314504 |\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 | 0.927 | 0:00:00.874000 | 0:00:00.034002 | 0:00:00.874000 |\n", "| 15 | 0.9343 | 0:00:01.054999 | 0:00:00.041000 | 0:00:01.054999 |\n", "| 30 | 0.9124 | 0:00:01.256002 | 0:00:00.056998 | 0:00:01.256002 |\n", "| 45 | 0.8978 | 0:00:01.396999 | 0:00:00.096001 | 0:00:01.396999 |\n", "| Average | 0.9179 | 0:00:01.145500 | 0:00:00.057001 | 0:00:00.601250 |\n", "| Std Dev. | 0.014 | 0.19834645999827788 | 0.02401030764278743 | 0.5622869305012821 |\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 | 0.926 | 0:00:00.874000 | 0:00:00.034002 | 0:00:00.874000 |\n", "| 15 | 0.9329 | 0:00:01.054999 | 0:00:00.041000 | 0:00:01.054999 |\n", "| 30 | 0.9107 | 0:00:01.256002 | 0:00:00.056998 | 0:00:01.256002 |\n", "| 45 | 0.8982 | 0:00:01.396999 | 0:00:00.096001 | 0:00:01.396999 |\n", "| Average | 0.917 | 0:00:01.145500 | 0:00:00.057001 | 0:00:00.601250 |\n", "| Std Dev. | 0.0135 | 0.19834645999827788 | 0.02401030764278743 | 0.5622869305012821 |\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 | 0.927 | 0:00:00.874000 | 0:00:00.034002 | 0:00:00.874000 |\n", "| 15 | 0.9343 | 0:00:01.054999 | 0:00:00.041000 | 0:00:01.054999 |\n", "| 30 | 0.9124 | 0:00:01.256002 | 0:00:00.056998 | 0:00:01.256002 |\n", "| 45 | 0.8978 | 0:00:01.396999 | 0:00:00.096001 | 0:00:01.396999 |\n", "| Average | 0.9179 | 0:00:01.145500 | 0:00:00.057001 | 0:00:00.601250 |\n", "| Std Dev. | 0.014 | 0.19834645999827788 | 0.02401030764278743 | 0.5622869305012821 |\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 | 0.931 | 0:00:00.874000 | 0:00:00.034002 | 0:00:00.874000 |\n", "| 15 | 0.9376 | 0:00:01.054999 | 0:00:00.041000 | 0:00:01.054999 |\n", "| 30 | 0.9146 | 0:00:01.256002 | 0:00:00.056998 | 0:00:01.256002 |\n", "| 45 | 0.903 | 0:00:01.396999 | 0:00:00.096001 | 0:00:01.396999 |\n", "| Average | 0.9215 | 0:00:01.145500 | 0:00:00.057001 | 0:00:00.601250 |\n", "| Std Dev. | 0.0136 | 0.19834645999827788 | 0.02401030764278743 | 0.5622869305012821 |\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 | 0.927 | 0:00:00.874000 | 0:00:00.034002 | 0:00:00.874000 |\n", "| 15 | 0.9343 | 0:00:01.054999 | 0:00:00.041000 | 0:00:01.054999 |\n", "| 30 | 0.9124 | 0:00:01.256002 | 0:00:00.056998 | 0:00:01.256002 |\n", "| 45 | 0.8978 | 0:00:01.396999 | 0:00:00.096001 | 0:00:01.396999 |\n", "| Average | 0.9179 | 0:00:01.145500 | 0:00:00.057001 | 0:00:00.601250 |\n", "| Std Dev. | 0.014 | 0.19834645999827788 | 0.02401030764278743 | 0.5622869305012821 |\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 | 0.9267 | 0:00:00.874000 | 0:00:00.034002 | 0:00:00.874000 |\n", "| 15 | 0.934 | 0:00:01.054999 | 0:00:00.041000 | 0:00:01.054999 |\n", "| 30 | 0.9118 | 0:00:01.256002 | 0:00:00.056998 | 0:00:01.256002 |\n", "| 45 | 0.8975 | 0:00:01.396999 | 0:00:00.096001 | 0:00:01.396999 |\n", "| Average | 0.9175 | 0:00:01.145500 | 0:00:00.057001 | 0:00:00.601250 |\n", "| Std Dev. | 0.014 | 0.19834645999827788 | 0.02401030764278743 | 0.5622869305012821 |\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 | 0.927 | 0:00:00.874000 | 0:00:00.034002 | 0:00:00.874000 |\n", "| 15 | 0.9343 | 0:00:01.054999 | 0:00:00.041000 | 0:00:01.054999 |\n", "| 30 | 0.9124 | 0:00:01.256002 | 0:00:00.056998 | 0:00:01.256002 |\n", "| 45 | 0.8978 | 0:00:01.396999 | 0:00:00.096001 | 0:00:01.396999 |\n", "| Average | 0.9179 | 0:00:01.145500 | 0:00:00.057001 | 0:00:00.601250 |\n", "| Std Dev. | 0.014 | 0.19834645999827788 | 0.02401030764278743 | 0.5622869305012821 |\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 | 0.931 | 0:00:00.874000 | 0:00:00.034002 | 0:00:00.874000 |\n", "| 15 | 0.9376 | 0:00:01.054999 | 0:00:00.041000 | 0:00:01.054999 |\n", "| 30 | 0.9146 | 0:00:01.256002 | 0:00:00.056998 | 0:00:01.256002 |\n", "| 45 | 0.903 | 0:00:01.396999 | 0:00:00.096001 | 0:00:01.396999 |\n", "| Average | 0.9215 | 0:00:01.145500 | 0:00:00.057001 | 0:00:00.601250 |\n", "| Std Dev. | 0.0136 | 0.19834645999827788 | 0.02401030764278743 | 0.5622869305012821 |\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 | 0.8663 | 0:00:00.874000 | 0:00:00.034002 | 0:00:00.874000 |\n", "| 15 | 0.8792 | 0:00:01.054999 | 0:00:00.041000 | 0:00:01.054999 |\n", "| 30 | 0.8486 | 0:00:01.256002 | 0:00:00.056998 | 0:00:01.256002 |\n", "| 45 | 0.8211 | 0:00:01.396999 | 0:00:00.096001 | 0:00:01.396999 |\n", "| Average | 0.8538 | 0:00:01.145500 | 0:00:00.057001 | 0:00:00.601250 |\n", "| Std Dev. | 0.0218 | 0.19834645999827788 | 0.02401030764278743 | 0.5622869305012821 |\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 | 0.073 | 0:00:00.874000 | 0:00:00.034002 | 0:00:00.874000 |\n", "| 15 | 0.0657 | 0:00:01.054999 | 0:00:00.041000 | 0:00:01.054999 |\n", "| 30 | 0.0876 | 0:00:01.256002 | 0:00:00.056998 | 0:00:01.256002 |\n", "| 45 | 0.1022 | 0:00:01.396999 | 0:00:00.096001 | 0:00:01.396999 |\n", "| Average | 0.0821 | 0:00:01.145500 | 0:00:00.057001 | 0:00:00.601250 |\n", "| Std Dev. | 0.014 | 0.19834645999827788 | 0.02401030764278743 | 0.5622869305012821 |\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 | 0.9416 | 0:00:00.992999 | 0:00:00.037000 | 0:00:00.992999 |\n", "| 15 | 0.9343 | 0:00:01.115999 | 0:00:00.041003 | 0:00:01.115999 |\n", "| 30 | 0.927 | 0:00:01.281998 | 0:00:00.056000 | 0:00:01.281998 |\n", "| 45 | 0.9197 | 0:00:01.349002 | 0:00:00.070998 | 0:00:01.349002 |\n", "| Average | 0.9307 | 0:00:01.184999 | 0:00:00.051250 | 0:00:00.618125 |\n", "| Std Dev. | 0.0082 | 0.13958055573680686 | 0.01342202236771492 | 0.5754808822747621 |\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 | 0.9425 | 0:00:00.992999 | 0:00:00.037000 | 0:00:00.992999 |\n", "| 15 | 0.9342 | 0:00:01.115999 | 0:00:00.041003 | 0:00:01.115999 |\n", "| 30 | 0.9254 | 0:00:01.281998 | 0:00:00.056000 | 0:00:01.281998 |\n", "| 45 | 0.9183 | 0:00:01.349002 | 0:00:00.070998 | 0:00:01.349002 |\n", "| Average | 0.9301 | 0:00:01.184999 | 0:00:00.051250 | 0:00:00.618125 |\n", "| Std Dev. | 0.0091 | 0.13958055573680686 | 0.01342202236771492 | 0.5754808822747621 |\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 | 0.9416 | 0:00:00.992999 | 0:00:00.037000 | 0:00:00.992999 |\n", "| 15 | 0.9343 | 0:00:01.115999 | 0:00:00.041003 | 0:00:01.115999 |\n", "| 30 | 0.927 | 0:00:01.281998 | 0:00:00.056000 | 0:00:01.281998 |\n", "| 45 | 0.9197 | 0:00:01.349002 | 0:00:00.070998 | 0:00:01.349002 |\n", "| Average | 0.9307 | 0:00:01.184999 | 0:00:00.051250 | 0:00:00.618125 |\n", "| Std Dev. | 0.0082 | 0.13958055573680686 | 0.01342202236771492 | 0.5754808822747621 |\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 | 0.9393 | 0:00:00.992999 | 0:00:00.037000 | 0:00:00.992999 |\n", "| 15 | 0.9327 | 0:00:01.115999 | 0:00:00.041003 | 0:00:01.115999 |\n", "| 30 | 0.9277 | 0:00:01.281998 | 0:00:00.056000 | 0:00:01.281998 |\n", "| 45 | 0.9195 | 0:00:01.349002 | 0:00:00.070998 | 0:00:01.349002 |\n", "| Average | 0.9298 | 0:00:01.184999 | 0:00:00.051250 | 0:00:00.618125 |\n", "| Std Dev. | 0.0072 | 0.13958055573680686 | 0.01342202236771492 | 0.5754808822747621 |\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 | 0.9416 | 0:00:00.992999 | 0:00:00.037000 | 0:00:00.992999 |\n", "| 15 | 0.9343 | 0:00:01.115999 | 0:00:00.041003 | 0:00:01.115999 |\n", "| 30 | 0.927 | 0:00:01.281998 | 0:00:00.056000 | 0:00:01.281998 |\n", "| 45 | 0.9197 | 0:00:01.349002 | 0:00:00.070998 | 0:00:01.349002 |\n", "| Average | 0.9307 | 0:00:01.184999 | 0:00:00.051250 | 0:00:00.618125 |\n", "| Std Dev. | 0.0082 | 0.13958055573680686 | 0.01342202236771492 | 0.5754808822747621 |\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 | 0.9407 | 0:00:00.992999 | 0:00:00.037000 | 0:00:00.992999 |\n", "| 15 | 0.9334 | 0:00:01.115999 | 0:00:00.041003 | 0:00:01.115999 |\n", "| 30 | 0.9263 | 0:00:01.281998 | 0:00:00.056000 | 0:00:01.281998 |\n", "| 45 | 0.9189 | 0:00:01.349002 | 0:00:00.070998 | 0:00:01.349002 |\n", "| Average | 0.9298 | 0:00:01.184999 | 0:00:00.051250 | 0:00:00.618125 |\n", "| Std Dev. | 0.0081 | 0.13958055573680686 | 0.01342202236771492 | 0.5754808822747621 |\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 | 0.9416 | 0:00:00.992999 | 0:00:00.037000 | 0:00:00.992999 |\n", "| 15 | 0.9343 | 0:00:01.115999 | 0:00:00.041003 | 0:00:01.115999 |\n", "| 30 | 0.927 | 0:00:01.281998 | 0:00:00.056000 | 0:00:01.281998 |\n", "| 45 | 0.9197 | 0:00:01.349002 | 0:00:00.070998 | 0:00:01.349002 |\n", "| Average | 0.9307 | 0:00:01.184999 | 0:00:00.051250 | 0:00:00.618125 |\n", "| Std Dev. | 0.0082 | 0.13958055573680686 | 0.01342202236771492 | 0.5754808822747621 |\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 | 0.9393 | 0:00:00.992999 | 0:00:00.037000 | 0:00:00.992999 |\n", "| 15 | 0.9327 | 0:00:01.115999 | 0:00:00.041003 | 0:00:01.115999 |\n", "| 30 | 0.9277 | 0:00:01.281998 | 0:00:00.056000 | 0:00:01.281998 |\n", "| 45 | 0.9195 | 0:00:01.349002 | 0:00:00.070998 | 0:00:01.349002 |\n", "| Average | 0.9298 | 0:00:01.184999 | 0:00:00.051250 | 0:00:00.618125 |\n", "| Std Dev. | 0.0072 | 0.13958055573680686 | 0.01342202236771492 | 0.5754808822747621 |\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 | 0.9078 | 0:00:00.992999 | 0:00:00.037000 | 0:00:00.992999 |\n", "| 15 | 0.8933 | 0:00:01.115999 | 0:00:00.041003 | 0:00:01.115999 |\n", "| 30 | 0.8746 | 0:00:01.281998 | 0:00:00.056000 | 0:00:01.281998 |\n", "| 45 | 0.8657 | 0:00:01.349002 | 0:00:00.070998 | 0:00:01.349002 |\n", "| Average | 0.8854 | 0:00:01.184999 | 0:00:00.051250 | 0:00:00.618125 |\n", "| Std Dev. | 0.0164 | 0.13958055573680686 | 0.01342202236771492 | 0.5754808822747621 |\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 | 0.0584 | 0:00:00.992999 | 0:00:00.037000 | 0:00:00.992999 |\n", "| 15 | 0.0657 | 0:00:01.115999 | 0:00:00.041003 | 0:00:01.115999 |\n", "| 30 | 0.073 | 0:00:01.281998 | 0:00:00.056000 | 0:00:01.281998 |\n", "| 45 | 0.0803 | 0:00:01.349002 | 0:00:00.070998 | 0:00:01.349002 |\n", "| Average | 0.0693 | 0:00:01.184999 | 0:00:00.051250 | 0:00:00.618125 |\n", "| Std Dev. | 0.0082 | 0.13958055573680686 | 0.01342202236771492 | 0.5754808822747621 |\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 | 0:00:00.845004 | 0:00:00.032998 | 0:00:00.845004 |\n", "| 15 | 0.9343 | 0:00:01.221000 | 0:00:00.041002 | 0:00:01.221000 |\n", "| 30 | 0.9197 | 0:00:01.227996 | 0:00:00.080001 | 0:00:01.227996 |\n", "| 45 | 0.8905 | 0:00:01.423000 | 0:00:00.067000 | 0:00:01.423000 |\n", "| Average | 0.9197 | 0:00:01.179250 | 0:00:00.055250 | 0:00:00.617250 |\n", "| Std Dev. | 0.0179 | 0.20931640539426 | 0.019031851040564887 | 0.5813189814536589 |\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 | 0:00:00.845004 | 0:00:00.032998 | 0:00:00.845004 |\n", "| 15 | 0.9329 | 0:00:01.221000 | 0:00:00.041002 | 0:00:01.221000 |\n", "| 30 | 0.9183 | 0:00:01.227996 | 0:00:00.080001 | 0:00:01.227996 |\n", "| 45 | 0.8888 | 0:00:01.423000 | 0:00:00.067000 | 0:00:01.423000 |\n", "| Average | 0.9181 | 0:00:01.179250 | 0:00:00.055250 | 0:00:00.617250 |\n", "| Std Dev. | 0.0179 | 0.20931640539426 | 0.019031851040564887 | 0.5813189814536589 |\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 | 0:00:00.845004 | 0:00:00.032998 | 0:00:00.845004 |\n", "| 15 | 0.9343 | 0:00:01.221000 | 0:00:00.041002 | 0:00:01.221000 |\n", "| 30 | 0.9197 | 0:00:01.227996 | 0:00:00.080001 | 0:00:01.227996 |\n", "| 45 | 0.8905 | 0:00:01.423000 | 0:00:00.067000 | 0:00:01.423000 |\n", "| Average | 0.9197 | 0:00:01.179250 | 0:00:00.055250 | 0:00:00.617250 |\n", "| Std Dev. | 0.0179 | 0.20931640539426 | 0.019031851040564887 | 0.5813189814536589 |\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 | 0:00:00.845004 | 0:00:00.032998 | 0:00:00.845004 |\n", "| 15 | 0.9376 | 0:00:01.221000 | 0:00:00.041002 | 0:00:01.221000 |\n", "| 30 | 0.9228 | 0:00:01.227996 | 0:00:00.080001 | 0:00:01.227996 |\n", "| 45 | 0.89 | 0:00:01.423000 | 0:00:00.067000 | 0:00:01.423000 |\n", "| Average | 0.9216 | 0:00:01.179250 | 0:00:00.055250 | 0:00:00.617250 |\n", "| Std Dev. | 0.0191 | 0.20931640539426 | 0.019031851040564887 | 0.5813189814536589 |\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 | 0:00:00.845004 | 0:00:00.032998 | 0:00:00.845004 |\n", "| 15 | 0.9343 | 0:00:01.221000 | 0:00:00.041002 | 0:00:01.221000 |\n", "| 30 | 0.9197 | 0:00:01.227996 | 0:00:00.080001 | 0:00:01.227996 |\n", "| 45 | 0.8905 | 0:00:01.423000 | 0:00:00.067000 | 0:00:01.423000 |\n", "| Average | 0.9197 | 0:00:01.179250 | 0:00:00.055250 | 0:00:00.617250 |\n", "| Std Dev. | 0.0179 | 0.20931640539426 | 0.019031851040564887 | 0.5813189814536589 |\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 | 0:00:00.845004 | 0:00:00.032998 | 0:00:00.845004 |\n", "| 15 | 0.934 | 0:00:01.221000 | 0:00:00.041002 | 0:00:01.221000 |\n", "| 30 | 0.9193 | 0:00:01.227996 | 0:00:00.080001 | 0:00:01.227996 |\n", "| 45 | 0.8894 | 0:00:01.423000 | 0:00:00.067000 | 0:00:01.423000 |\n", "| Average | 0.9191 | 0:00:01.179250 | 0:00:00.055250 | 0:00:00.617250 |\n", "| Std Dev. | 0.0182 | 0.20931640539426 | 0.019031851040564887 | 0.5813189814536589 |\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 | 0:00:00.845004 | 0:00:00.032998 | 0:00:00.845004 |\n", "| 15 | 0.9343 | 0:00:01.221000 | 0:00:00.041002 | 0:00:01.221000 |\n", "| 30 | 0.9197 | 0:00:01.227996 | 0:00:00.080001 | 0:00:01.227996 |\n", "| 45 | 0.8905 | 0:00:01.423000 | 0:00:00.067000 | 0:00:01.423000 |\n", "| Average | 0.9197 | 0:00:01.179250 | 0:00:00.055250 | 0:00:00.617250 |\n", "| Std Dev. | 0.0179 | 0.20931640539426 | 0.019031851040564887 | 0.5813189814536589 |\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 | 0:00:00.845004 | 0:00:00.032998 | 0:00:00.845004 |\n", "| 15 | 0.9376 | 0:00:01.221000 | 0:00:00.041002 | 0:00:01.221000 |\n", "| 30 | 0.9228 | 0:00:01.227996 | 0:00:00.080001 | 0:00:01.227996 |\n", "| 45 | 0.89 | 0:00:01.423000 | 0:00:00.067000 | 0:00:01.423000 |\n", "| Average | 0.9216 | 0:00:01.179250 | 0:00:00.055250 | 0:00:00.617250 |\n", "| Std Dev. | 0.0191 | 0.20931640539426 | 0.019031851040564887 | 0.5813189814536589 |\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 | 0:00:00.845004 | 0:00:00.032998 | 0:00:00.845004 |\n", "| 15 | 0.8792 | 0:00:01.221000 | 0:00:00.041002 | 0:00:01.221000 |\n", "| 30 | 0.8575 | 0:00:01.227996 | 0:00:00.080001 | 0:00:01.227996 |\n", "| 45 | 0.8221 | 0:00:01.423000 | 0:00:00.067000 | 0:00:01.423000 |\n", "| Average | 0.8606 | 0:00:01.179250 | 0:00:00.055250 | 0:00:00.617250 |\n", "| Std Dev. | 0.0243 | 0.20931640539426 | 0.019031851040564887 | 0.5813189814536589 |\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 | 0:00:00.845004 | 0:00:00.032998 | 0:00:00.845004 |\n", "| 15 | 0.0657 | 0:00:01.221000 | 0:00:00.041002 | 0:00:01.221000 |\n", "| 30 | 0.0803 | 0:00:01.227996 | 0:00:00.080001 | 0:00:01.227996 |\n", "| 45 | 0.1095 | 0:00:01.423000 | 0:00:00.067000 | 0:00:01.423000 |\n", "| Average | 0.0803 | 0:00:01.179250 | 0:00:00.055250 | 0:00:00.617250 |\n", "| Std Dev. | 0.0179 | 0.20931640539426 | 0.019031851040564887 | 0.5813189814536589 |\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 | 0.9416 | 0:00:00.964998 | 0:00:00.039000 | 0:00:00.964998 |\n", "| 15 | 0.8905 | 0:00:01.108000 | 0:00:00.045003 | 0:00:01.108000 |\n", "| 30 | 0.8905 | 0:00:01.247998 | 0:00:00.049000 | 0:00:01.247998 |\n", "| 45 | 0.8905 | 0:00:01.376999 | 0:00:00.065003 | 0:00:01.376999 |\n", "| Average | 0.9033 | 0:00:01.174499 | 0:00:00.049502 | 0:00:00.612000 |\n", "| Std Dev. | 0.0221 | 0.1538838961543329 | 0.009631705879592617 | 0.5729670316506789 |\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 | 0:00:00.964998 | 0:00:00.039000 | 0:00:00.964998 |\n", "| 15 | 0.8897 | 0:00:01.108000 | 0:00:00.045003 | 0:00:01.108000 |\n", "| 30 | 0.8897 | 0:00:01.247998 | 0:00:00.049000 | 0:00:01.247998 |\n", "| 45 | 0.8913 | 0:00:01.376999 | 0:00:00.065003 | 0:00:01.376999 |\n", "| Average | 0.9027 | 0:00:01.174499 | 0:00:00.049502 | 0:00:00.612000 |\n", "| Std Dev. | 0.0216 | 0.1538838961543329 | 0.009631705879592617 | 0.5729670316506789 |\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 | 0.9416 | 0:00:00.964998 | 0:00:00.039000 | 0:00:00.964998 |\n", "| 15 | 0.8905 | 0:00:01.108000 | 0:00:00.045003 | 0:00:01.108000 |\n", "| 30 | 0.8905 | 0:00:01.247998 | 0:00:00.049000 | 0:00:01.247998 |\n", "| 45 | 0.8905 | 0:00:01.376999 | 0:00:00.065003 | 0:00:01.376999 |\n", "| Average | 0.9033 | 0:00:01.174499 | 0:00:00.049502 | 0:00:00.612000 |\n", "| Std Dev. | 0.0221 | 0.1538838961543329 | 0.009631705879592617 | 0.5729670316506789 |\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 | 0.9425 | 0:00:00.964998 | 0:00:00.039000 | 0:00:00.964998 |\n", "| 15 | 0.8884 | 0:00:01.108000 | 0:00:00.045003 | 0:00:01.108000 |\n", "| 30 | 0.8884 | 0:00:01.247998 | 0:00:00.049000 | 0:00:01.247998 |\n", "| 45 | 0.8868 | 0:00:01.376999 | 0:00:00.065003 | 0:00:01.376999 |\n", "| Average | 0.9015 | 0:00:01.174499 | 0:00:00.049502 | 0:00:00.612000 |\n", "| Std Dev. | 0.0237 | 0.1538838961543329 | 0.009631705879592617 | 0.5729670316506789 |\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 | 0.9416 | 0:00:00.964998 | 0:00:00.039000 | 0:00:00.964998 |\n", "| 15 | 0.8905 | 0:00:01.108000 | 0:00:00.045003 | 0:00:01.108000 |\n", "| 30 | 0.8905 | 0:00:01.247998 | 0:00:00.049000 | 0:00:01.247998 |\n", "| 45 | 0.8905 | 0:00:01.376999 | 0:00:00.065003 | 0:00:01.376999 |\n", "| Average | 0.9033 | 0:00:01.174499 | 0:00:00.049502 | 0:00:00.612000 |\n", "| Std Dev. | 0.0221 | 0.1538838961543329 | 0.009631705879592617 | 0.5729670316506789 |\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 | 0.9411 | 0:00:00.964998 | 0:00:00.039000 | 0:00:00.964998 |\n", "| 15 | 0.889 | 0:00:01.108000 | 0:00:00.045003 | 0:00:01.108000 |\n", "| 30 | 0.889 | 0:00:01.247998 | 0:00:00.049000 | 0:00:01.247998 |\n", "| 45 | 0.8886 | 0:00:01.376999 | 0:00:00.065003 | 0:00:01.376999 |\n", "| Average | 0.9019 | 0:00:01.174499 | 0:00:00.049502 | 0:00:00.612000 |\n", "| Std Dev. | 0.0226 | 0.1538838961543329 | 0.009631705879592617 | 0.5729670316506789 |\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 | 0.9416 | 0:00:00.964998 | 0:00:00.039000 | 0:00:00.964998 |\n", "| 15 | 0.8905 | 0:00:01.108000 | 0:00:00.045003 | 0:00:01.108000 |\n", "| 30 | 0.8905 | 0:00:01.247998 | 0:00:00.049000 | 0:00:01.247998 |\n", "| 45 | 0.8905 | 0:00:01.376999 | 0:00:00.065003 | 0:00:01.376999 |\n", "| Average | 0.9033 | 0:00:01.174499 | 0:00:00.049502 | 0:00:00.612000 |\n", "| Std Dev. | 0.0221 | 0.1538838961543329 | 0.009631705879592617 | 0.5729670316506789 |\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 | 0.9425 | 0:00:00.964998 | 0:00:00.039000 | 0:00:00.964998 |\n", "| 15 | 0.8884 | 0:00:01.108000 | 0:00:00.045003 | 0:00:01.108000 |\n", "| 30 | 0.8884 | 0:00:01.247998 | 0:00:00.049000 | 0:00:01.247998 |\n", "| 45 | 0.8868 | 0:00:01.376999 | 0:00:00.065003 | 0:00:01.376999 |\n", "| Average | 0.9015 | 0:00:01.174499 | 0:00:00.049502 | 0:00:00.612000 |\n", "| Std Dev. | 0.0237 | 0.1538838961543329 | 0.009631705879592617 | 0.5729670316506789 |\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 | 0.8973 | 0:00:00.964998 | 0:00:00.039000 | 0:00:00.964998 |\n", "| 15 | 0.8259 | 0:00:01.108000 | 0:00:00.045003 | 0:00:01.108000 |\n", "| 30 | 0.8259 | 0:00:01.247998 | 0:00:00.049000 | 0:00:01.247998 |\n", "| 45 | 0.83 | 0:00:01.376999 | 0:00:00.065003 | 0:00:01.376999 |\n", "| Average | 0.8447 | 0:00:01.174499 | 0:00:00.049502 | 0:00:00.612000 |\n", "| Std Dev. | 0.0304 | 0.1538838961543329 | 0.009631705879592617 | 0.5729670316506789 |\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 | 0.0584 | 0:00:00.964998 | 0:00:00.039000 | 0:00:00.964998 |\n", "| 15 | 0.1095 | 0:00:01.108000 | 0:00:00.045003 | 0:00:01.108000 |\n", "| 30 | 0.1095 | 0:00:01.247998 | 0:00:00.049000 | 0:00:01.247998 |\n", "| 45 | 0.1095 | 0:00:01.376999 | 0:00:00.065003 | 0:00:01.376999 |\n", "| Average | 0.0967 | 0:00:01.174499 | 0:00:00.049502 | 0:00:00.612000 |\n", "| Std Dev. | 0.0221 | 0.1538838961543329 | 0.009631705879592617 | 0.5729670316506789 |\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 | 0:00:00.993000 | 0:00:00.042000 | 0:00:00.993000 |\n", "| 15 | 0.9416 | 0:00:01.059001 | 0:00:00.041001 | 0:00:01.059001 |\n", "| 30 | 0.8905 | 0:00:01.137998 | 0:00:00.048000 | 0:00:01.137998 |\n", "| 45 | 0.8905 | 0:00:01.305000 | 0:00:00.059000 | 0:00:01.305000 |\n", "| Average | 0.9142 | 0:00:01.123750 | 0:00:00.047500 | 0:00:00.585625 |\n", "| Std Dev. | 0.0239 | 0.11655731609754275 | 0.007158866240776054 | 0.5444232697624569 |\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 | 0.933 | 0:00:00.993000 | 0:00:00.042000 | 0:00:00.993000 |\n", "| 15 | 0.9425 | 0:00:01.059001 | 0:00:00.041001 | 0:00:01.059001 |\n", "| 30 | 0.8913 | 0:00:01.137998 | 0:00:00.048000 | 0:00:01.137998 |\n", "| 45 | 0.8897 | 0:00:01.305000 | 0:00:00.059000 | 0:00:01.305000 |\n", "| Average | 0.9141 | 0:00:01.123750 | 0:00:00.047500 | 0:00:00.585625 |\n", "| Std Dev. | 0.0239 | 0.11655731609754275 | 0.007158866240776054 | 0.5444232697624569 |\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 | 0:00:00.993000 | 0:00:00.042000 | 0:00:00.993000 |\n", "| 15 | 0.9416 | 0:00:01.059001 | 0:00:00.041001 | 0:00:01.059001 |\n", "| 30 | 0.8905 | 0:00:01.137998 | 0:00:00.048000 | 0:00:01.137998 |\n", "| 45 | 0.8905 | 0:00:01.305000 | 0:00:00.059000 | 0:00:01.305000 |\n", "| Average | 0.9142 | 0:00:01.123750 | 0:00:00.047500 | 0:00:00.585625 |\n", "| Std Dev. | 0.0239 | 0.11655731609754275 | 0.007158866240776054 | 0.5444232697624569 |\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 | 0.9343 | 0:00:00.993000 | 0:00:00.042000 | 0:00:00.993000 |\n", "| 15 | 0.9393 | 0:00:01.059001 | 0:00:00.041001 | 0:00:01.059001 |\n", "| 30 | 0.8868 | 0:00:01.137998 | 0:00:00.048000 | 0:00:01.137998 |\n", "| 45 | 0.8884 | 0:00:01.305000 | 0:00:00.059000 | 0:00:01.305000 |\n", "| Average | 0.9122 | 0:00:01.123750 | 0:00:00.047500 | 0:00:00.585625 |\n", "| Std Dev. | 0.0247 | 0.11655731609754275 | 0.007158866240776054 | 0.5444232697624569 |\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 | 0:00:00.993000 | 0:00:00.042000 | 0:00:00.993000 |\n", "| 15 | 0.9416 | 0:00:01.059001 | 0:00:00.041001 | 0:00:01.059001 |\n", "| 30 | 0.8905 | 0:00:01.137998 | 0:00:00.048000 | 0:00:01.137998 |\n", "| 45 | 0.8905 | 0:00:01.305000 | 0:00:00.059000 | 0:00:01.305000 |\n", "| Average | 0.9142 | 0:00:01.123750 | 0:00:00.047500 | 0:00:00.585625 |\n", "| Std Dev. | 0.0239 | 0.11655731609754275 | 0.007158866240776054 | 0.5444232697624569 |\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 | 0.9336 | 0:00:00.993000 | 0:00:00.042000 | 0:00:00.993000 |\n", "| 15 | 0.9407 | 0:00:01.059001 | 0:00:00.041001 | 0:00:01.059001 |\n", "| 30 | 0.8886 | 0:00:01.137998 | 0:00:00.048000 | 0:00:01.137998 |\n", "| 45 | 0.889 | 0:00:01.305000 | 0:00:00.059000 | 0:00:01.305000 |\n", "| Average | 0.913 | 0:00:01.123750 | 0:00:00.047500 | 0:00:00.585625 |\n", "| Std Dev. | 0.0243 | 0.11655731609754275 | 0.007158866240776054 | 0.5444232697624569 |\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 | 0:00:00.993000 | 0:00:00.042000 | 0:00:00.993000 |\n", "| 15 | 0.9416 | 0:00:01.059001 | 0:00:00.041001 | 0:00:01.059001 |\n", "| 30 | 0.8905 | 0:00:01.137998 | 0:00:00.048000 | 0:00:01.137998 |\n", "| 45 | 0.8905 | 0:00:01.305000 | 0:00:00.059000 | 0:00:01.305000 |\n", "| Average | 0.9142 | 0:00:01.123750 | 0:00:00.047500 | 0:00:00.585625 |\n", "| Std Dev. | 0.0239 | 0.11655731609754275 | 0.007158866240776054 | 0.5444232697624569 |\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 | 0.9343 | 0:00:00.993000 | 0:00:00.042000 | 0:00:00.993000 |\n", "| 15 | 0.9393 | 0:00:01.059001 | 0:00:00.041001 | 0:00:01.059001 |\n", "| 30 | 0.8868 | 0:00:01.137998 | 0:00:00.048000 | 0:00:01.137998 |\n", "| 45 | 0.8884 | 0:00:01.305000 | 0:00:00.059000 | 0:00:01.305000 |\n", "| Average | 0.9122 | 0:00:01.123750 | 0:00:00.047500 | 0:00:00.585625 |\n", "| Std Dev. | 0.0247 | 0.11655731609754275 | 0.007158866240776054 | 0.5444232697624569 |\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 | 0.8883 | 0:00:00.993000 | 0:00:00.042000 | 0:00:00.993000 |\n", "| 15 | 0.9078 | 0:00:01.059001 | 0:00:00.041001 | 0:00:01.059001 |\n", "| 30 | 0.83 | 0:00:01.137998 | 0:00:00.048000 | 0:00:01.137998 |\n", "| 45 | 0.8259 | 0:00:01.305000 | 0:00:00.059000 | 0:00:01.305000 |\n", "| Average | 0.863 | 0:00:01.123750 | 0:00:00.047500 | 0:00:00.585625 |\n", "| Std Dev. | 0.0358 | 0.11655731609754275 | 0.007158866240776054 | 0.5444232697624569 |\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 | 0:00:00.993000 | 0:00:00.042000 | 0:00:00.993000 |\n", "| 15 | 0.0584 | 0:00:01.059001 | 0:00:00.041001 | 0:00:01.059001 |\n", "| 30 | 0.1095 | 0:00:01.137998 | 0:00:00.048000 | 0:00:01.137998 |\n", "| 45 | 0.1095 | 0:00:01.305000 | 0:00:00.059000 | 0:00:01.305000 |\n", "| Average | 0.0858 | 0:00:01.123750 | 0:00:00.047500 | 0:00:00.585625 |\n", "| Std Dev. | 0.0239 | 0.11655731609754275 | 0.007158866240776054 | 0.5444232697624569 |\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 | 0:00:00.872999 | 0:00:00.034002 | 0:00:00.872999 |\n", "| 15 | 0.9124 | 0:00:01.050000 | 0:00:00.043998 | 0:00:01.050000 |\n", "| 30 | 0.8978 | 0:00:01.242002 | 0:00:00.050998 | 0:00:01.242002 |\n", "| 45 | 0.8905 | 0:00:01.301001 | 0:00:00.059001 | 0:00:01.301001 |\n", "| Average | 0.9088 | 0:00:01.116501 | 0:00:00.047000 | 0:00:00.581750 |\n", "| Std Dev. | 0.0167 | 0.16845359015951308 | 0.009192033261484074 | 0.5478947642221631 |\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 | 0:00:00.872999 | 0:00:00.034002 | 0:00:00.872999 |\n", "| 15 | 0.9107 | 0:00:01.050000 | 0:00:00.043998 | 0:00:01.050000 |\n", "| 30 | 0.896 | 0:00:01.242002 | 0:00:00.050998 | 0:00:01.242002 |\n", "| 45 | 0.8886 | 0:00:01.301001 | 0:00:00.059001 | 0:00:01.301001 |\n", "| Average | 0.9069 | 0:00:01.116501 | 0:00:00.047000 | 0:00:00.581750 |\n", "| Std Dev. | 0.0168 | 0.16845359015951308 | 0.009192033261484074 | 0.5478947642221631 |\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 | 0:00:00.872999 | 0:00:00.034002 | 0:00:00.872999 |\n", "| 15 | 0.9124 | 0:00:01.050000 | 0:00:00.043998 | 0:00:01.050000 |\n", "| 30 | 0.8978 | 0:00:01.242002 | 0:00:00.050998 | 0:00:01.242002 |\n", "| 45 | 0.8905 | 0:00:01.301001 | 0:00:00.059001 | 0:00:01.301001 |\n", "| Average | 0.9088 | 0:00:01.116501 | 0:00:00.047000 | 0:00:00.581750 |\n", "| Std Dev. | 0.0167 | 0.16845359015951308 | 0.009192033261484074 | 0.5478947642221631 |\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 | 0:00:00.872999 | 0:00:00.034002 | 0:00:00.872999 |\n", "| 15 | 0.913 | 0:00:01.050000 | 0:00:00.043998 | 0:00:01.050000 |\n", "| 30 | 0.8982 | 0:00:01.242002 | 0:00:00.050998 | 0:00:01.242002 |\n", "| 45 | 0.8916 | 0:00:01.301001 | 0:00:00.059001 | 0:00:01.301001 |\n", "| Average | 0.9097 | 0:00:01.116501 | 0:00:00.047000 | 0:00:00.581750 |\n", "| Std Dev. | 0.017 | 0.16845359015951308 | 0.009192033261484074 | 0.5478947642221631 |\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 | 0:00:00.872999 | 0:00:00.034002 | 0:00:00.872999 |\n", "| 15 | 0.9124 | 0:00:01.050000 | 0:00:00.043998 | 0:00:01.050000 |\n", "| 30 | 0.8978 | 0:00:01.242002 | 0:00:00.050998 | 0:00:01.242002 |\n", "| 45 | 0.8905 | 0:00:01.301001 | 0:00:00.059001 | 0:00:01.301001 |\n", "| Average | 0.9088 | 0:00:01.116501 | 0:00:00.047000 | 0:00:00.581750 |\n", "| Std Dev. | 0.0167 | 0.16845359015951308 | 0.009192033261484074 | 0.5478947642221631 |\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 | 0:00:00.872999 | 0:00:00.034002 | 0:00:00.872999 |\n", "| 15 | 0.9116 | 0:00:01.050000 | 0:00:00.043998 | 0:00:01.050000 |\n", "| 30 | 0.8969 | 0:00:01.242002 | 0:00:00.050998 | 0:00:01.242002 |\n", "| 45 | 0.8897 | 0:00:01.301001 | 0:00:00.059001 | 0:00:01.301001 |\n", "| Average | 0.908 | 0:00:01.116501 | 0:00:00.047000 | 0:00:00.581750 |\n", "| Std Dev. | 0.0169 | 0.16845359015951308 | 0.009192033261484074 | 0.5478947642221631 |\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 | 0:00:00.872999 | 0:00:00.034002 | 0:00:00.872999 |\n", "| 15 | 0.9124 | 0:00:01.050000 | 0:00:00.043998 | 0:00:01.050000 |\n", "| 30 | 0.8978 | 0:00:01.242002 | 0:00:00.050998 | 0:00:01.242002 |\n", "| 45 | 0.8905 | 0:00:01.301001 | 0:00:00.059001 | 0:00:01.301001 |\n", "| Average | 0.9088 | 0:00:01.116501 | 0:00:00.047000 | 0:00:00.581750 |\n", "| Std Dev. | 0.0167 | 0.16845359015951308 | 0.009192033261484074 | 0.5478947642221631 |\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 | 0:00:00.872999 | 0:00:00.034002 | 0:00:00.872999 |\n", "| 15 | 0.913 | 0:00:01.050000 | 0:00:00.043998 | 0:00:01.050000 |\n", "| 30 | 0.8982 | 0:00:01.242002 | 0:00:00.050998 | 0:00:01.242002 |\n", "| 45 | 0.8916 | 0:00:01.301001 | 0:00:00.059001 | 0:00:01.301001 |\n", "| Average | 0.9097 | 0:00:01.116501 | 0:00:00.047000 | 0:00:00.581750 |\n", "| Std Dev. | 0.017 | 0.16845359015951308 | 0.009192033261484074 | 0.5478947642221631 |\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 | 0:00:00.872999 | 0:00:00.034002 | 0:00:00.872999 |\n", "| 15 | 0.8525 | 0:00:01.050000 | 0:00:00.043998 | 0:00:01.050000 |\n", "| 30 | 0.8309 | 0:00:01.242002 | 0:00:00.050998 | 0:00:01.242002 |\n", "| 45 | 0.8186 | 0:00:01.301001 | 0:00:00.059001 | 0:00:01.301001 |\n", "| Average | 0.8464 | 0:00:01.116501 | 0:00:00.047000 | 0:00:00.581750 |\n", "| Std Dev. | 0.0246 | 0.16845359015951308 | 0.009192033261484074 | 0.5478947642221631 |\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 | 0:00:00.872999 | 0:00:00.034002 | 0:00:00.872999 |\n", "| 15 | 0.0876 | 0:00:01.050000 | 0:00:00.043998 | 0:00:01.050000 |\n", "| 30 | 0.1022 | 0:00:01.242002 | 0:00:00.050998 | 0:00:01.242002 |\n", "| 45 | 0.1095 | 0:00:01.301001 | 0:00:00.059001 | 0:00:01.301001 |\n", "| Average | 0.0912 | 0:00:01.116501 | 0:00:00.047000 | 0:00:00.581750 |\n", "| Std Dev. | 0.0167 | 0.16845359015951308 | 0.009192033261484074 | 0.5478947642221631 |\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 | 0.9482 | 0.0178 | 0:00:01.054100 | 0:00:00.046400 | 0:00:01.100501 |\n", "| 15 | 0.9315 | 0.0183 | 0:00:01.206500 | 0:00:00.048202 | 0:00:01.254702 |\n", "| 30 | 0.9162 | 0.0178 | 0:00:01.313595 | 0:00:00.058200 | 0:00:01.371795 |\n", "| 45 | 0.9067 | 0.0154 | 0:00:01.424700 | 0:00:00.069401 | 0:00:01.494101 |\n", "| Average | 0.9256 | 0.0173 | 0:00:01.249724 | 0:00:00.055551 | 0:00:01.305274 |\n", "| Std Dev. | 0.0158 | 0.0011 | 0.1367781568 | 0.0091729217 | 0.1454047954 |\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 | 0.9474 | 0.018 | 0:00:01.054100 | 0:00:00.046400 | 0:00:01.100501 |\n", "| 15 | 0.9303 | 0.0183 | 0:00:01.206500 | 0:00:00.048202 | 0:00:01.254702 |\n", "| 30 | 0.9149 | 0.0173 | 0:00:01.313595 | 0:00:00.058200 | 0:00:01.371795 |\n", "| 45 | 0.9058 | 0.0152 | 0:00:01.424700 | 0:00:00.069401 | 0:00:01.494101 |\n", "| Average | 0.9246 | 0.0172 | 0:00:01.249724 | 0:00:00.055551 | 0:00:01.305274 |\n", "| Std Dev. | 0.0158 | 0.0012 | 0.1367781568 | 0.0091729217 | 0.1454047954 |\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 | 0.9482 | 0.0178 | 0:00:01.054100 | 0:00:00.046400 | 0:00:01.100501 |\n", "| 15 | 0.9315 | 0.0183 | 0:00:01.206500 | 0:00:00.048202 | 0:00:01.254702 |\n", "| 30 | 0.9162 | 0.0178 | 0:00:01.313595 | 0:00:00.058200 | 0:00:01.371795 |\n", "| 45 | 0.9067 | 0.0154 | 0:00:01.424700 | 0:00:00.069401 | 0:00:01.494101 |\n", "| Average | 0.9256 | 0.0173 | 0:00:01.249724 | 0:00:00.055551 | 0:00:01.305274 |\n", "| Std Dev. | 0.0158 | 0.0011 | 0.1367781568 | 0.0091729217 | 0.1454047954 |\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 | 0.949 | 0.0175 | 0:00:01.054100 | 0:00:00.046400 | 0:00:01.100501 |\n", "| 15 | 0.9323 | 0.0192 | 0:00:01.206500 | 0:00:00.048202 | 0:00:01.254702 |\n", "| 30 | 0.9168 | 0.0196 | 0:00:01.313595 | 0:00:00.058200 | 0:00:01.371795 |\n", "| 45 | 0.9073 | 0.0167 | 0:00:01.424700 | 0:00:00.069401 | 0:00:01.494101 |\n", "| Average | 0.9264 | 0.0183 | 0:00:01.249724 | 0:00:00.055551 | 0:00:01.305274 |\n", "| Std Dev. | 0.0158 | 0.0012 | 0.1367781568 | 0.0091729217 | 0.1454047954 |\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 | 0.9482 | 0.0178 | 0:00:01.054100 | 0:00:00.046400 | 0:00:01.100501 |\n", "| 15 | 0.9315 | 0.0183 | 0:00:01.206500 | 0:00:00.048202 | 0:00:01.254702 |\n", "| 30 | 0.9162 | 0.0178 | 0:00:01.313595 | 0:00:00.058200 | 0:00:01.371795 |\n", "| 45 | 0.9067 | 0.0154 | 0:00:01.424700 | 0:00:00.069401 | 0:00:01.494101 |\n", "| Average | 0.9256 | 0.0173 | 0:00:01.249724 | 0:00:00.055551 | 0:00:01.305274 |\n", "| Std Dev. | 0.0158 | 0.0011 | 0.1367781568 | 0.0091729217 | 0.1454047954 |\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 | 0.9477 | 0.0179 | 0:00:01.054100 | 0:00:00.046400 | 0:00:01.100501 |\n", "| 15 | 0.9308 | 0.0185 | 0:00:01.206500 | 0:00:00.048202 | 0:00:01.254702 |\n", "| 30 | 0.9153 | 0.0182 | 0:00:01.313595 | 0:00:00.058200 | 0:00:01.371795 |\n", "| 45 | 0.9058 | 0.0157 | 0:00:01.424700 | 0:00:00.069401 | 0:00:01.494101 |\n", "| Average | 0.9249 | 0.0176 | 0:00:01.249724 | 0:00:00.055551 | 0:00:01.305274 |\n", "| Std Dev. | 0.0159 | 0.0011 | 0.1367781568 | 0.0091729217 | 0.1454047954 |\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 | 0.9482 | 0.0178 | 0:00:01.054100 | 0:00:00.046400 | 0:00:01.100501 |\n", "| 15 | 0.9315 | 0.0183 | 0:00:01.206500 | 0:00:00.048202 | 0:00:01.254702 |\n", "| 30 | 0.9162 | 0.0178 | 0:00:01.313595 | 0:00:00.058200 | 0:00:01.371795 |\n", "| 45 | 0.9067 | 0.0154 | 0:00:01.424700 | 0:00:00.069401 | 0:00:01.494101 |\n", "| Average | 0.9256 | 0.0173 | 0:00:01.249724 | 0:00:00.055551 | 0:00:01.305274 |\n", "| Std Dev. | 0.0158 | 0.0011 | 0.1367781568 | 0.0091729217 | 0.1454047954 |\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 | 0.949 | 0.0175 | 0:00:01.054100 | 0:00:00.046400 | 0:00:01.100501 |\n", "| 15 | 0.9323 | 0.0192 | 0:00:01.206500 | 0:00:00.048202 | 0:00:01.254702 |\n", "| 30 | 0.9168 | 0.0196 | 0:00:01.313595 | 0:00:00.058200 | 0:00:01.371795 |\n", "| 45 | 0.9073 | 0.0167 | 0:00:01.424700 | 0:00:00.069401 | 0:00:01.494101 |\n", "| Average | 0.9264 | 0.0183 | 0:00:01.249724 | 0:00:00.055551 | 0:00:01.305274 |\n", "| Std Dev. | 0.0158 | 0.0012 | 0.1367781568 | 0.0091729217 | 0.1454047954 |\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 | 0.9092 | 0.0307 | 0:00:01.054100 | 0:00:00.046400 | 0:00:01.100501 |\n", "| 15 | 0.8818 | 0.0269 | 0:00:01.206500 | 0:00:00.048202 | 0:00:01.254702 |\n", "| 30 | 0.8579 | 0.0226 | 0:00:01.313595 | 0:00:00.058200 | 0:00:01.371795 |\n", "| 45 | 0.8438 | 0.0209 | 0:00:01.424700 | 0:00:00.069401 | 0:00:01.494101 |\n", "| Average | 0.8732 | 0.0253 | 0:00:01.249724 | 0:00:00.055551 | 0:00:01.305274 |\n", "| Std Dev. | 0.0248 | 0.0038 | 0.1367781568 | 0.0091729217 | 0.1454047954 |\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 | 0.0518 | 0.0178 | 0:00:01.054100 | 0:00:00.046400 | 0:00:01.100501 |\n", "| 15 | 0.0685 | 0.0183 | 0:00:01.206500 | 0:00:00.048202 | 0:00:01.254702 |\n", "| 30 | 0.0838 | 0.0178 | 0:00:01.313595 | 0:00:00.058200 | 0:00:01.371795 |\n", "| 45 | 0.0933 | 0.0154 | 0:00:01.424700 | 0:00:00.069401 | 0:00:01.494101 |\n", "| Average | 0.0744 | 0.0173 | 0:00:01.249724 | 0:00:00.055551 | 0:00:01.305274 |\n", "| Std Dev. | 0.0158 | 0.0011 | 0.1367781568 | 0.0091729217 | 0.1454047954 |\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 | 0.5493 | 0:00:06.283000 | 0:00:00.081000 | 0:00:06.283000 |\n", "| 15 | 0.6056 | 0:00:06.152003 | 0:00:00.099998 | 0:00:06.152003 |\n", "| 30 | 0.6479 | 0:00:06.161003 | 0:00:00.133000 | 0:00:06.161003 |\n", "| 45 | 0.6948 | 0:00:05.527242 | 0:00:00.138999 | 0:00:05.527242 |\n", "| Average | 0.6244 | 0:00:06.030812 | 0:00:00.113249 | 0:00:03.072031 |\n", "| Std Dev. | 0.0536 | 0.2953041475537967 | 0.023816042251549676 | 2.9661883868728602 |\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 | 0.3268 | 0:00:06.283000 | 0:00:00.081000 | 0:00:06.283000 |\n", "| 15 | 0.3377 | 0:00:06.152003 | 0:00:00.099998 | 0:00:06.152003 |\n", "| 30 | 0.3296 | 0:00:06.161003 | 0:00:00.133000 | 0:00:06.161003 |\n", "| 45 | 0.3584 | 0:00:05.527242 | 0:00:00.138999 | 0:00:05.527242 |\n", "| Average | 0.3381 | 0:00:06.030812 | 0:00:00.113249 | 0:00:03.072031 |\n", "| Std Dev. | 0.0124 | 0.2953041475537967 | 0.023816042251549676 | 2.9661883868728602 |\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 | 0.5493 | 0:00:06.283000 | 0:00:00.081000 | 0:00:06.283000 |\n", "| 15 | 0.6056 | 0:00:06.152003 | 0:00:00.099998 | 0:00:06.152003 |\n", "| 30 | 0.6479 | 0:00:06.161003 | 0:00:00.133000 | 0:00:06.161003 |\n", "| 45 | 0.6948 | 0:00:05.527242 | 0:00:00.138999 | 0:00:05.527242 |\n", "| Average | 0.6244 | 0:00:06.030812 | 0:00:00.113249 | 0:00:03.072031 |\n", "| Std Dev. | 0.0536 | 0.2953041475537967 | 0.023816042251549676 | 2.9661883868728602 |\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 | 0.3677 | 0:00:06.283000 | 0:00:00.081000 | 0:00:06.283000 |\n", "| 15 | 0.3918 | 0:00:06.152003 | 0:00:00.099998 | 0:00:06.152003 |\n", "| 30 | 0.372 | 0:00:06.161003 | 0:00:00.133000 | 0:00:06.161003 |\n", "| 45 | 0.411 | 0:00:05.527242 | 0:00:00.138999 | 0:00:05.527242 |\n", "| Average | 0.3856 | 0:00:06.030812 | 0:00:00.113249 | 0:00:03.072031 |\n", "| Std Dev. | 0.0172 | 0.2953041475537967 | 0.023816042251549676 | 2.9661883868728602 |\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 | 0.5493 | 0:00:06.283000 | 0:00:00.081000 | 0:00:06.283000 |\n", "| 15 | 0.6056 | 0:00:06.152003 | 0:00:00.099998 | 0:00:06.152003 |\n", "| 30 | 0.6479 | 0:00:06.161003 | 0:00:00.133000 | 0:00:06.161003 |\n", "| 45 | 0.6948 | 0:00:05.527242 | 0:00:00.138999 | 0:00:05.527242 |\n", "| Average | 0.6244 | 0:00:06.030812 | 0:00:00.113249 | 0:00:03.072031 |\n", "| Std Dev. | 0.0536 | 0.2953041475537967 | 0.023816042251549676 | 2.9661883868728602 |\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 | 0.3163 | 0:00:06.283000 | 0:00:00.081000 | 0:00:06.283000 |\n", "| 15 | 0.342 | 0:00:06.152003 | 0:00:00.099998 | 0:00:06.152003 |\n", "| 30 | 0.3431 | 0:00:06.161003 | 0:00:00.133000 | 0:00:06.161003 |\n", "| 45 | 0.3789 | 0:00:05.527242 | 0:00:00.138999 | 0:00:05.527242 |\n", "| Average | 0.3451 | 0:00:06.030812 | 0:00:00.113249 | 0:00:03.072031 |\n", "| Std Dev. | 0.0223 | 0.2953041475537967 | 0.023816042251549676 | 2.9661883868728602 |\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 | 0.5493 | 0:00:06.283000 | 0:00:00.081000 | 0:00:06.283000 |\n", "| 15 | 0.6056 | 0:00:06.152003 | 0:00:00.099998 | 0:00:06.152003 |\n", "| 30 | 0.6479 | 0:00:06.161003 | 0:00:00.133000 | 0:00:06.161003 |\n", "| 45 | 0.6948 | 0:00:05.527242 | 0:00:00.138999 | 0:00:05.527242 |\n", "| Average | 0.6244 | 0:00:06.030812 | 0:00:00.113249 | 0:00:03.072031 |\n", "| Std Dev. | 0.0536 | 0.2953041475537967 | 0.023816042251549676 | 2.9661883868728602 |\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 | 0.662 | 0:00:06.283000 | 0:00:00.081000 | 0:00:06.283000 |\n", "| 15 | 0.7042 | 0:00:06.152003 | 0:00:00.099998 | 0:00:06.152003 |\n", "| 30 | 0.7359 | 0:00:06.161003 | 0:00:00.133000 | 0:00:06.161003 |\n", "| 45 | 0.7711 | 0:00:05.527242 | 0:00:00.138999 | 0:00:05.527242 |\n", "| Average | 0.7183 | 0:00:06.030812 | 0:00:00.113249 | 0:00:03.072031 |\n", "| Std Dev. | 0.0402 | 0.2953041475537967 | 0.023816042251549676 | 2.9661883868728602 |\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 | 0.452 | 0:00:06.283000 | 0:00:00.081000 | 0:00:06.283000 |\n", "| 15 | 0.4982 | 0:00:06.152003 | 0:00:00.099998 | 0:00:06.152003 |\n", "| 30 | 0.5371 | 0:00:06.161003 | 0:00:00.133000 | 0:00:06.161003 |\n", "| 45 | 0.5845 | 0:00:05.527242 | 0:00:00.138999 | 0:00:05.527242 |\n", "| Average | 0.518 | 0:00:06.030812 | 0:00:00.113249 | 0:00:03.072031 |\n", "| Std Dev. | 0.0488 | 0.2953041475537967 | 0.023816042251549676 | 2.9661883868728602 |\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 | 0.493 | 0:00:06.283000 | 0:00:00.081000 | 0:00:06.283000 |\n", "| 15 | 0.4413 | 0:00:06.152003 | 0:00:00.099998 | 0:00:06.152003 |\n", "| 30 | 0.4131 | 0:00:06.161003 | 0:00:00.133000 | 0:00:06.161003 |\n", "| 45 | 0.3709 | 0:00:05.527242 | 0:00:00.138999 | 0:00:05.527242 |\n", "| Average | 0.4296 | 0:00:06.030812 | 0:00:00.113249 | 0:00:03.072031 |\n", "| Std Dev. | 0.0444 | 0.2953041475537967 | 0.023816042251549676 | 2.9661883868728602 |\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 | 0:00:05.420000 | 0:00:00.089000 | 0:00:05.420000 |\n", "| 15 | 0.3662 | 0:00:05.606001 | 0:00:00.124999 | 0:00:05.606001 |\n", "| 30 | 0.3239 | 0:00:05.805002 | 0:00:00.120000 | 0:00:05.805002 |\n", "| 45 | 0.3521 | 0:00:05.786998 | 0:00:00.131002 | 0:00:05.786998 |\n", "| Average | 0.3545 | 0:00:05.654500 | 0:00:00.116250 | 0:00:02.885375 |\n", "| Std Dev. | 0.0195 | 0.1561643543399741 | 0.016207896648723463 | 2.771349464025187 |\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 | 0.3275 | 0:00:05.420000 | 0:00:00.089000 | 0:00:05.420000 |\n", "| 15 | 0.3209 | 0:00:05.606001 | 0:00:00.124999 | 0:00:05.606001 |\n", "| 30 | 0.3101 | 0:00:05.805002 | 0:00:00.120000 | 0:00:05.805002 |\n", "| 45 | 0.3034 | 0:00:05.786998 | 0:00:00.131002 | 0:00:05.786998 |\n", "| Average | 0.3155 | 0:00:05.654500 | 0:00:00.116250 | 0:00:02.885375 |\n", "| Std Dev. | 0.0093 | 0.1561643543399741 | 0.016207896648723463 | 2.771349464025187 |\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 | 0:00:05.420000 | 0:00:00.089000 | 0:00:05.420000 |\n", "| 15 | 0.3662 | 0:00:05.606001 | 0:00:00.124999 | 0:00:05.606001 |\n", "| 30 | 0.3239 | 0:00:05.805002 | 0:00:00.120000 | 0:00:05.805002 |\n", "| 45 | 0.3521 | 0:00:05.786998 | 0:00:00.131002 | 0:00:05.786998 |\n", "| Average | 0.3545 | 0:00:05.654500 | 0:00:00.116250 | 0:00:02.885375 |\n", "| Std Dev. | 0.0195 | 0.1561643543399741 | 0.016207896648723463 | 2.771349464025187 |\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 | 0.3245 | 0:00:05.420000 | 0:00:00.089000 | 0:00:05.420000 |\n", "| 15 | 0.3205 | 0:00:05.606001 | 0:00:00.124999 | 0:00:05.606001 |\n", "| 30 | 0.3024 | 0:00:05.805002 | 0:00:00.120000 | 0:00:05.805002 |\n", "| 45 | 0.2871 | 0:00:05.786998 | 0:00:00.131002 | 0:00:05.786998 |\n", "| Average | 0.3086 | 0:00:05.654500 | 0:00:00.116250 | 0:00:02.885375 |\n", "| Std Dev. | 0.0149 | 0.1561643543399741 | 0.016207896648723463 | 2.771349464025187 |\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 | 0:00:05.420000 | 0:00:00.089000 | 0:00:05.420000 |\n", "| 15 | 0.3662 | 0:00:05.606001 | 0:00:00.124999 | 0:00:05.606001 |\n", "| 30 | 0.3239 | 0:00:05.805002 | 0:00:00.120000 | 0:00:05.805002 |\n", "| 45 | 0.3521 | 0:00:05.786998 | 0:00:00.131002 | 0:00:05.786998 |\n", "| Average | 0.3545 | 0:00:05.654500 | 0:00:00.116250 | 0:00:02.885375 |\n", "| Std Dev. | 0.0195 | 0.1561643543399741 | 0.016207896648723463 | 2.771349464025187 |\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 | 0.2457 | 0:00:05.420000 | 0:00:00.089000 | 0:00:05.420000 |\n", "| 15 | 0.2391 | 0:00:05.606001 | 0:00:00.124999 | 0:00:05.606001 |\n", "| 30 | 0.2155 | 0:00:05.805002 | 0:00:00.120000 | 0:00:05.805002 |\n", "| 45 | 0.2262 | 0:00:05.786998 | 0:00:00.131002 | 0:00:05.786998 |\n", "| Average | 0.2316 | 0:00:05.654500 | 0:00:00.116250 | 0:00:02.885375 |\n", "| Std Dev. | 0.0116 | 0.1561643543399741 | 0.016207896648723463 | 2.771349464025187 |\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 | 0:00:05.420000 | 0:00:00.089000 | 0:00:05.420000 |\n", "| 15 | 0.3662 | 0:00:05.606001 | 0:00:00.124999 | 0:00:05.606001 |\n", "| 30 | 0.3239 | 0:00:05.805002 | 0:00:00.120000 | 0:00:05.805002 |\n", "| 45 | 0.3521 | 0:00:05.786998 | 0:00:00.131002 | 0:00:05.786998 |\n", "| Average | 0.3545 | 0:00:05.654500 | 0:00:00.116250 | 0:00:02.885375 |\n", "| Std Dev. | 0.0195 | 0.1561643543399741 | 0.016207896648723463 | 2.771349464025187 |\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 | 0:00:05.420000 | 0:00:00.089000 | 0:00:05.420000 |\n", "| 15 | 0.5246 | 0:00:05.606001 | 0:00:00.124999 | 0:00:05.606001 |\n", "| 30 | 0.493 | 0:00:05.805002 | 0:00:00.120000 | 0:00:05.805002 |\n", "| 45 | 0.5141 | 0:00:05.786998 | 0:00:00.131002 | 0:00:05.786998 |\n", "| Average | 0.5158 | 0:00:05.654500 | 0:00:00.116250 | 0:00:02.885375 |\n", "| Std Dev. | 0.0146 | 0.1561643543399741 | 0.016207896648723463 | 2.771349464025187 |\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 | 0:00:05.420000 | 0:00:00.089000 | 0:00:05.420000 |\n", "| 15 | 0.3454 | 0:00:05.606001 | 0:00:00.124999 | 0:00:05.606001 |\n", "| 30 | 0.3303 | 0:00:05.805002 | 0:00:00.120000 | 0:00:05.805002 |\n", "| 45 | 0.3399 | 0:00:05.786998 | 0:00:00.131002 | 0:00:05.786998 |\n", "| Average | 0.3412 | 0:00:05.654500 | 0:00:00.116250 | 0:00:02.885375 |\n", "| Std Dev. | 0.0071 | 0.1561643543399741 | 0.016207896648723463 | 2.771349464025187 |\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 | 0.6432 | 0:00:05.420000 | 0:00:00.089000 | 0:00:05.420000 |\n", "| 15 | 0.6432 | 0:00:05.606001 | 0:00:00.124999 | 0:00:05.606001 |\n", "| 30 | 0.6808 | 0:00:05.805002 | 0:00:00.120000 | 0:00:05.805002 |\n", "| 45 | 0.6573 | 0:00:05.786998 | 0:00:00.131002 | 0:00:05.786998 |\n", "| Average | 0.6561 | 0:00:05.654500 | 0:00:00.116250 | 0:00:02.885375 |\n", "| Std Dev. | 0.0153 | 0.1561643543399741 | 0.016207896648723463 | 2.771349464025187 |\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 | 0.3192 | 0:00:05.092998 | 0:00:00.071001 | 0:00:05.092998 |\n", "| 15 | 0.3427 | 0:00:05.718999 | 0:00:00.100999 | 0:00:05.718999 |\n", "| 30 | 0.3474 | 0:00:05.687001 | 0:00:00.129002 | 0:00:05.687001 |\n", "| 45 | 0.3991 | 0:00:05.414999 | 0:00:00.149001 | 0:00:05.414999 |\n", "| Average | 0.3521 | 0:00:05.478499 | 0:00:00.112501 | 0:00:02.795500 |\n", "| Std Dev. | 0.0291 | 0.2519703610099459 | 0.02940687102490804 | 2.688989071444406 |\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 | 0.3676 | 0:00:05.092998 | 0:00:00.071001 | 0:00:05.092998 |\n", "| 15 | 0.3736 | 0:00:05.718999 | 0:00:00.100999 | 0:00:05.718999 |\n", "| 30 | 0.3869 | 0:00:05.687001 | 0:00:00.129002 | 0:00:05.687001 |\n", "| 45 | 0.3782 | 0:00:05.414999 | 0:00:00.149001 | 0:00:05.414999 |\n", "| Average | 0.3766 | 0:00:05.478499 | 0:00:00.112501 | 0:00:02.795500 |\n", "| Std Dev. | 0.007 | 0.2519703610099459 | 0.02940687102490804 | 2.688989071444406 |\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 | 0.3192 | 0:00:05.092998 | 0:00:00.071001 | 0:00:05.092998 |\n", "| 15 | 0.3427 | 0:00:05.718999 | 0:00:00.100999 | 0:00:05.718999 |\n", "| 30 | 0.3474 | 0:00:05.687001 | 0:00:00.129002 | 0:00:05.687001 |\n", "| 45 | 0.3991 | 0:00:05.414999 | 0:00:00.149001 | 0:00:05.414999 |\n", "| Average | 0.3521 | 0:00:05.478499 | 0:00:00.112501 | 0:00:02.795500 |\n", "| Std Dev. | 0.0291 | 0.2519703610099459 | 0.02940687102490804 | 2.688989071444406 |\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 | 0.3823 | 0:00:05.092998 | 0:00:00.071001 | 0:00:05.092998 |\n", "| 15 | 0.4106 | 0:00:05.718999 | 0:00:00.100999 | 0:00:05.718999 |\n", "| 30 | 0.4126 | 0:00:05.687001 | 0:00:00.129002 | 0:00:05.687001 |\n", "| 45 | 0.4165 | 0:00:05.414999 | 0:00:00.149001 | 0:00:05.414999 |\n", "| Average | 0.4055 | 0:00:05.478499 | 0:00:00.112501 | 0:00:02.795500 |\n", "| Std Dev. | 0.0135 | 0.2519703610099459 | 0.02940687102490804 | 2.688989071444406 |\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 | 0.3192 | 0:00:05.092998 | 0:00:00.071001 | 0:00:05.092998 |\n", "| 15 | 0.3427 | 0:00:05.718999 | 0:00:00.100999 | 0:00:05.718999 |\n", "| 30 | 0.3474 | 0:00:05.687001 | 0:00:00.129002 | 0:00:05.687001 |\n", "| 45 | 0.3991 | 0:00:05.414999 | 0:00:00.149001 | 0:00:05.414999 |\n", "| Average | 0.3521 | 0:00:05.478499 | 0:00:00.112501 | 0:00:02.795500 |\n", "| Std Dev. | 0.0291 | 0.2519703610099459 | 0.02940687102490804 | 2.688989071444406 |\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 | 0.2259 | 0:00:05.092998 | 0:00:00.071001 | 0:00:05.092998 |\n", "| 15 | 0.2411 | 0:00:05.718999 | 0:00:00.100999 | 0:00:05.718999 |\n", "| 30 | 0.2438 | 0:00:05.687001 | 0:00:00.129002 | 0:00:05.687001 |\n", "| 45 | 0.272 | 0:00:05.414999 | 0:00:00.149001 | 0:00:05.414999 |\n", "| Average | 0.2457 | 0:00:05.478499 | 0:00:00.112501 | 0:00:02.795500 |\n", "| Std Dev. | 0.0167 | 0.2519703610099459 | 0.02940687102490804 | 2.688989071444406 |\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 | 0.3192 | 0:00:05.092998 | 0:00:00.071001 | 0:00:05.092998 |\n", "| 15 | 0.3427 | 0:00:05.718999 | 0:00:00.100999 | 0:00:05.718999 |\n", "| 30 | 0.3474 | 0:00:05.687001 | 0:00:00.129002 | 0:00:05.687001 |\n", "| 45 | 0.3991 | 0:00:05.414999 | 0:00:00.149001 | 0:00:05.414999 |\n", "| Average | 0.3521 | 0:00:05.478499 | 0:00:00.112501 | 0:00:02.795500 |\n", "| Std Dev. | 0.0291 | 0.2519703610099459 | 0.02940687102490804 | 2.688989071444406 |\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 | 0.4894 | 0:00:05.092998 | 0:00:00.071001 | 0:00:05.092998 |\n", "| 15 | 0.507 | 0:00:05.718999 | 0:00:00.100999 | 0:00:05.718999 |\n", "| 30 | 0.5106 | 0:00:05.687001 | 0:00:00.129002 | 0:00:05.687001 |\n", "| 45 | 0.5493 | 0:00:05.414999 | 0:00:00.149001 | 0:00:05.414999 |\n", "| Average | 0.5141 | 0:00:05.478499 | 0:00:00.112501 | 0:00:02.795500 |\n", "| Std Dev. | 0.0218 | 0.2519703610099459 | 0.02940687102490804 | 2.688989071444406 |\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 | 0.3288 | 0:00:05.092998 | 0:00:00.071001 | 0:00:05.092998 |\n", "| 15 | 0.3366 | 0:00:05.718999 | 0:00:00.100999 | 0:00:05.718999 |\n", "| 30 | 0.3382 | 0:00:05.687001 | 0:00:00.129002 | 0:00:05.687001 |\n", "| 45 | 0.3596 | 0:00:05.414999 | 0:00:00.149001 | 0:00:05.414999 |\n", "| Average | 0.3408 | 0:00:05.478499 | 0:00:00.112501 | 0:00:02.795500 |\n", "| Std Dev. | 0.0114 | 0.2519703610099459 | 0.02940687102490804 | 2.688989071444406 |\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 | 0.7324 | 0:00:05.092998 | 0:00:00.071001 | 0:00:05.092998 |\n", "| 15 | 0.7089 | 0:00:05.718999 | 0:00:00.100999 | 0:00:05.718999 |\n", "| 30 | 0.6901 | 0:00:05.687001 | 0:00:00.129002 | 0:00:05.687001 |\n", "| 45 | 0.6244 | 0:00:05.414999 | 0:00:00.149001 | 0:00:05.414999 |\n", "| Average | 0.689 | 0:00:05.478499 | 0:00:00.112501 | 0:00:02.795500 |\n", "| Std Dev. | 0.0402 | 0.2519703610099459 | 0.02940687102490804 | 2.688989071444406 |\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 | 0.723 | 0:00:05.396002 | 0:00:00.076000 | 0:00:05.396002 |\n", "| 15 | 0.77 | 0:00:05.391000 | 0:00:00.089001 | 0:00:05.391000 |\n", "| 30 | 0.7512 | 0:00:05.526997 | 0:00:00.111034 | 0:00:05.526997 |\n", "| 45 | 0.7559 | 0:00:05.792969 | 0:00:00.138999 | 0:00:05.792969 |\n", "| Average | 0.75 | 0:00:05.526742 | 0:00:00.103759 | 0:00:02.815250 |\n", "| Std Dev. | 0.017 | 0.1630917128144325 | 0.023891271031630988 | 2.7139955988544107 |\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 | 0.4845 | 0:00:05.396002 | 0:00:00.076000 | 0:00:05.396002 |\n", "| 15 | 0.6622 | 0:00:05.391000 | 0:00:00.089001 | 0:00:05.391000 |\n", "| 30 | 0.4277 | 0:00:05.526997 | 0:00:00.111034 | 0:00:05.526997 |\n", "| 45 | 0.4237 | 0:00:05.792969 | 0:00:00.138999 | 0:00:05.792969 |\n", "| Average | 0.4995 | 0:00:05.526742 | 0:00:00.103759 | 0:00:02.815250 |\n", "| Std Dev. | 0.0969 | 0.1630917128144325 | 0.023891271031630988 | 2.7139955988544107 |\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 | 0.723 | 0:00:05.396002 | 0:00:00.076000 | 0:00:05.396002 |\n", "| 15 | 0.77 | 0:00:05.391000 | 0:00:00.089001 | 0:00:05.391000 |\n", "| 30 | 0.7512 | 0:00:05.526997 | 0:00:00.111034 | 0:00:05.526997 |\n", "| 45 | 0.7559 | 0:00:05.792969 | 0:00:00.138999 | 0:00:05.792969 |\n", "| Average | 0.75 | 0:00:05.526742 | 0:00:00.103759 | 0:00:02.815250 |\n", "| Std Dev. | 0.017 | 0.1630917128144325 | 0.023891271031630988 | 2.7139955988544107 |\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 | 0.5271 | 0:00:05.396002 | 0:00:00.076000 | 0:00:05.396002 |\n", "| 15 | 0.583 | 0:00:05.391000 | 0:00:00.089001 | 0:00:05.391000 |\n", "| 30 | 0.5216 | 0:00:05.526997 | 0:00:00.111034 | 0:00:05.526997 |\n", "| 45 | 0.5145 | 0:00:05.792969 | 0:00:00.138999 | 0:00:05.792969 |\n", "| Average | 0.5365 | 0:00:05.526742 | 0:00:00.103759 | 0:00:02.815250 |\n", "| Std Dev. | 0.0272 | 0.1630917128144325 | 0.023891271031630988 | 2.7139955988544107 |\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 | 0.723 | 0:00:05.396002 | 0:00:00.076000 | 0:00:05.396002 |\n", "| 15 | 0.77 | 0:00:05.391000 | 0:00:00.089001 | 0:00:05.391000 |\n", "| 30 | 0.7512 | 0:00:05.526997 | 0:00:00.111034 | 0:00:05.526997 |\n", "| 45 | 0.7559 | 0:00:05.792969 | 0:00:00.138999 | 0:00:05.792969 |\n", "| Average | 0.75 | 0:00:05.526742 | 0:00:00.103759 | 0:00:02.815250 |\n", "| Std Dev. | 0.017 | 0.1630917128144325 | 0.023891271031630988 | 2.7139955988544107 |\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 | 0.4681 | 0:00:05.396002 | 0:00:00.076000 | 0:00:05.396002 |\n", "| 15 | 0.5356 | 0:00:05.391000 | 0:00:00.089001 | 0:00:05.391000 |\n", "| 30 | 0.4571 | 0:00:05.526997 | 0:00:00.111034 | 0:00:05.526997 |\n", "| 45 | 0.455 | 0:00:05.792969 | 0:00:00.138999 | 0:00:05.792969 |\n", "| Average | 0.4789 | 0:00:05.526742 | 0:00:00.103759 | 0:00:02.815250 |\n", "| Std Dev. | 0.0331 | 0.1630917128144325 | 0.023891271031630988 | 2.7139955988544107 |\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 | 0.723 | 0:00:05.396002 | 0:00:00.076000 | 0:00:05.396002 |\n", "| 15 | 0.77 | 0:00:05.391000 | 0:00:00.089001 | 0:00:05.391000 |\n", "| 30 | 0.7512 | 0:00:05.526997 | 0:00:00.111034 | 0:00:05.526997 |\n", "| 45 | 0.7559 | 0:00:05.792969 | 0:00:00.138999 | 0:00:05.792969 |\n", "| Average | 0.75 | 0:00:05.526742 | 0:00:00.103759 | 0:00:02.815250 |\n", "| Std Dev. | 0.017 | 0.1630917128144325 | 0.023891271031630988 | 2.7139955988544107 |\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 | 0.7923 | 0:00:05.396002 | 0:00:00.076000 | 0:00:05.396002 |\n", "| 15 | 0.8275 | 0:00:05.391000 | 0:00:00.089001 | 0:00:05.391000 |\n", "| 30 | 0.8134 | 0:00:05.526997 | 0:00:00.111034 | 0:00:05.526997 |\n", "| 45 | 0.8169 | 0:00:05.792969 | 0:00:00.138999 | 0:00:05.792969 |\n", "| Average | 0.8125 | 0:00:05.526742 | 0:00:00.103759 | 0:00:02.815250 |\n", "| Std Dev. | 0.0128 | 0.1630917128144325 | 0.023891271031630988 | 2.7139955988544107 |\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 | 0.6151 | 0:00:05.396002 | 0:00:00.076000 | 0:00:05.396002 |\n", "| 15 | 0.6695 | 0:00:05.391000 | 0:00:00.089001 | 0:00:05.391000 |\n", "| 30 | 0.6472 | 0:00:05.526997 | 0:00:00.111034 | 0:00:05.526997 |\n", "| 45 | 0.6527 | 0:00:05.792969 | 0:00:00.138999 | 0:00:05.792969 |\n", "| Average | 0.6461 | 0:00:05.526742 | 0:00:00.103759 | 0:00:02.815250 |\n", "| Std Dev. | 0.0197 | 0.1630917128144325 | 0.023891271031630988 | 2.7139955988544107 |\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 | 0.3192 | 0:00:05.396002 | 0:00:00.076000 | 0:00:05.396002 |\n", "| 15 | 0.2629 | 0:00:05.391000 | 0:00:00.089001 | 0:00:05.391000 |\n", "| 30 | 0.3005 | 0:00:05.526997 | 0:00:00.111034 | 0:00:05.526997 |\n", "| 45 | 0.2958 | 0:00:05.792969 | 0:00:00.138999 | 0:00:05.792969 |\n", "| Average | 0.2946 | 0:00:05.526742 | 0:00:00.103759 | 0:00:02.815250 |\n", "| Std Dev. | 0.0203 | 0.1630917128144325 | 0.023891271031630988 | 2.7139955988544107 |\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 | 0:00:05.260000 | 0:00:00.065000 | 0:00:05.260000 |\n", "| 15 | 0.8498 | 0:00:05.455998 | 0:00:00.080001 | 0:00:05.455998 |\n", "| 30 | 0.8451 | 0:00:05.800998 | 0:00:00.122002 | 0:00:05.800998 |\n", "| 45 | 0.8498 | 0:00:05.672000 | 0:00:00.132001 | 0:00:05.672000 |\n", "| Average | 0.8451 | 0:00:05.547249 | 0:00:00.099751 | 0:00:02.823500 |\n", "| Std Dev. | 0.0057 | 0.20663370104807816 | 0.027985907736085128 | 2.7277369792112656 |\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 | 0.4848 | 0:00:05.260000 | 0:00:00.065000 | 0:00:05.260000 |\n", "| 15 | 0.5117 | 0:00:05.455998 | 0:00:00.080001 | 0:00:05.455998 |\n", "| 30 | 0.5445 | 0:00:05.800998 | 0:00:00.122002 | 0:00:05.800998 |\n", "| 45 | 0.5615 | 0:00:05.672000 | 0:00:00.132001 | 0:00:05.672000 |\n", "| Average | 0.5256 | 0:00:05.547249 | 0:00:00.099751 | 0:00:02.823500 |\n", "| Std Dev. | 0.0296 | 0.20663370104807816 | 0.027985907736085128 | 2.7277369792112656 |\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 | 0:00:05.260000 | 0:00:00.065000 | 0:00:05.260000 |\n", "| 15 | 0.8498 | 0:00:05.455998 | 0:00:00.080001 | 0:00:05.455998 |\n", "| 30 | 0.8451 | 0:00:05.800998 | 0:00:00.122002 | 0:00:05.800998 |\n", "| 45 | 0.8498 | 0:00:05.672000 | 0:00:00.132001 | 0:00:05.672000 |\n", "| Average | 0.8451 | 0:00:05.547249 | 0:00:00.099751 | 0:00:02.823500 |\n", "| Std Dev. | 0.0057 | 0.20663370104807816 | 0.027985907736085128 | 2.7277369792112656 |\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 | 0:00:05.260000 | 0:00:00.065000 | 0:00:05.260000 |\n", "| 15 | 0.5 | 0:00:05.455998 | 0:00:00.080001 | 0:00:05.455998 |\n", "| 30 | 0.4889 | 0:00:05.800998 | 0:00:00.122002 | 0:00:05.800998 |\n", "| 45 | 0.5 | 0:00:05.672000 | 0:00:00.132001 | 0:00:05.672000 |\n", "| Average | 0.4889 | 0:00:05.547249 | 0:00:00.099751 | 0:00:02.823500 |\n", "| Std Dev. | 0.0136 | 0.20663370104807816 | 0.027985907736085128 | 2.7277369792112656 |\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 | 0:00:05.260000 | 0:00:00.065000 | 0:00:05.260000 |\n", "| 15 | 0.8498 | 0:00:05.455998 | 0:00:00.080001 | 0:00:05.455998 |\n", "| 30 | 0.8451 | 0:00:05.800998 | 0:00:00.122002 | 0:00:05.800998 |\n", "| 45 | 0.8498 | 0:00:05.672000 | 0:00:00.132001 | 0:00:05.672000 |\n", "| Average | 0.8451 | 0:00:05.547249 | 0:00:00.099751 | 0:00:02.823500 |\n", "| Std Dev. | 0.0057 | 0.20663370104807816 | 0.027985907736085128 | 2.7277369792112656 |\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 | 0.4695 | 0:00:05.260000 | 0:00:00.065000 | 0:00:05.260000 |\n", "| 15 | 0.5013 | 0:00:05.455998 | 0:00:00.080001 | 0:00:05.455998 |\n", "| 30 | 0.5019 | 0:00:05.800998 | 0:00:00.122002 | 0:00:05.800998 |\n", "| 45 | 0.5149 | 0:00:05.672000 | 0:00:00.132001 | 0:00:05.672000 |\n", "| Average | 0.4969 | 0:00:05.547249 | 0:00:00.099751 | 0:00:02.823500 |\n", "| Std Dev. | 0.0167 | 0.20663370104807816 | 0.027985907736085128 | 2.7277369792112656 |\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 | 0:00:05.260000 | 0:00:00.065000 | 0:00:05.260000 |\n", "| 15 | 0.8498 | 0:00:05.455998 | 0:00:00.080001 | 0:00:05.455998 |\n", "| 30 | 0.8451 | 0:00:05.800998 | 0:00:00.122002 | 0:00:05.800998 |\n", "| 45 | 0.8498 | 0:00:05.672000 | 0:00:00.132001 | 0:00:05.672000 |\n", "| Average | 0.8451 | 0:00:05.547249 | 0:00:00.099751 | 0:00:02.823500 |\n", "| Std Dev. | 0.0057 | 0.20663370104807816 | 0.027985907736085128 | 2.7277369792112656 |\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 | 0:00:05.260000 | 0:00:00.065000 | 0:00:05.260000 |\n", "| 15 | 0.8873 | 0:00:05.455998 | 0:00:00.080001 | 0:00:05.455998 |\n", "| 30 | 0.8838 | 0:00:05.800998 | 0:00:00.122002 | 0:00:05.800998 |\n", "| 45 | 0.8873 | 0:00:05.672000 | 0:00:00.132001 | 0:00:05.672000 |\n", "| Average | 0.8838 | 0:00:05.547249 | 0:00:00.099751 | 0:00:02.823500 |\n", "| Std Dev. | 0.0043 | 0.20663370104807816 | 0.027985907736085128 | 2.7277369792112656 |\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 | 0:00:05.260000 | 0:00:00.065000 | 0:00:05.260000 |\n", "| 15 | 0.7722 | 0:00:05.455998 | 0:00:00.080001 | 0:00:05.455998 |\n", "| 30 | 0.7658 | 0:00:05.800998 | 0:00:00.122002 | 0:00:05.800998 |\n", "| 45 | 0.7722 | 0:00:05.672000 | 0:00:00.132001 | 0:00:05.672000 |\n", "| Average | 0.7658 | 0:00:05.547249 | 0:00:00.099751 | 0:00:02.823500 |\n", "| Std Dev. | 0.0078 | 0.20663370104807816 | 0.027985907736085128 | 2.7277369792112656 |\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 | 0.2019 | 0:00:05.260000 | 0:00:00.065000 | 0:00:05.260000 |\n", "| 15 | 0.1925 | 0:00:05.455998 | 0:00:00.080001 | 0:00:05.455998 |\n", "| 30 | 0.216 | 0:00:05.800998 | 0:00:00.122002 | 0:00:05.800998 |\n", "| 45 | 0.216 | 0:00:05.672000 | 0:00:00.132001 | 0:00:05.672000 |\n", "| Average | 0.2066 | 0:00:05.547249 | 0:00:00.099751 | 0:00:02.823500 |\n", "| Std Dev. | 0.01 | 0.20663370104807816 | 0.027985907736085128 | 2.7277369792112656 |\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 | 0.7972 | 0:00:05.617998 | 0:00:00.067001 | 0:00:05.617998 |\n", "| 15 | 0.7972 | 0:00:05.551999 | 0:00:00.088998 | 0:00:05.551999 |\n", "| 30 | 0.7972 | 0:00:05.403054 | 0:00:00.103000 | 0:00:05.403054 |\n", "| 45 | 0.8019 | 0:00:05.500000 | 0:00:00.140002 | 0:00:05.500000 |\n", "| Average | 0.7983 | 0:00:05.518263 | 0:00:00.099750 | 0:00:02.809007 |\n", "| Std Dev. | 0.002 | 0.0785684059212034 | 0.02654645056706572 | 2.709890806598716 |\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 | 0.6193 | 0:00:05.617998 | 0:00:00.067001 | 0:00:05.617998 |\n", "| 15 | 0.6486 | 0:00:05.551999 | 0:00:00.088998 | 0:00:05.551999 |\n", "| 30 | 0.6029 | 0:00:05.403054 | 0:00:00.103000 | 0:00:05.403054 |\n", "| 45 | 0.6863 | 0:00:05.500000 | 0:00:00.140002 | 0:00:05.500000 |\n", "| Average | 0.6393 | 0:00:05.518263 | 0:00:00.099750 | 0:00:02.809007 |\n", "| Std Dev. | 0.0317 | 0.0785684059212034 | 0.02654645056706572 | 2.709890806598716 |\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 | 0.7972 | 0:00:05.617998 | 0:00:00.067001 | 0:00:05.617998 |\n", "| 15 | 0.7972 | 0:00:05.551999 | 0:00:00.088998 | 0:00:05.551999 |\n", "| 30 | 0.7972 | 0:00:05.403054 | 0:00:00.103000 | 0:00:05.403054 |\n", "| 45 | 0.8019 | 0:00:05.500000 | 0:00:00.140002 | 0:00:05.500000 |\n", "| Average | 0.7983 | 0:00:05.518263 | 0:00:00.099750 | 0:00:02.809007 |\n", "| Std Dev. | 0.002 | 0.0785684059212034 | 0.02654645056706572 | 2.709890806598716 |\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 | 0.3958 | 0:00:05.617998 | 0:00:00.067001 | 0:00:05.617998 |\n", "| 15 | 0.3863 | 0:00:05.551999 | 0:00:00.088998 | 0:00:05.551999 |\n", "| 30 | 0.3793 | 0:00:05.403054 | 0:00:00.103000 | 0:00:05.403054 |\n", "| 45 | 0.3978 | 0:00:05.500000 | 0:00:00.140002 | 0:00:05.500000 |\n", "| Average | 0.3898 | 0:00:05.518263 | 0:00:00.099750 | 0:00:02.809007 |\n", "| Std Dev. | 0.0075 | 0.0785684059212034 | 0.02654645056706572 | 2.709890806598716 |\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 | 0.7972 | 0:00:05.617998 | 0:00:00.067001 | 0:00:05.617998 |\n", "| 15 | 0.7972 | 0:00:05.551999 | 0:00:00.088998 | 0:00:05.551999 |\n", "| 30 | 0.7972 | 0:00:05.403054 | 0:00:00.103000 | 0:00:05.403054 |\n", "| 45 | 0.8019 | 0:00:05.500000 | 0:00:00.140002 | 0:00:05.500000 |\n", "| Average | 0.7983 | 0:00:05.518263 | 0:00:00.099750 | 0:00:02.809007 |\n", "| Std Dev. | 0.002 | 0.0785684059212034 | 0.02654645056706572 | 2.709890806598716 |\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 | 0.4058 | 0:00:05.617998 | 0:00:00.067001 | 0:00:05.617998 |\n", "| 15 | 0.3887 | 0:00:05.551999 | 0:00:00.088998 | 0:00:05.551999 |\n", "| 30 | 0.3789 | 0:00:05.403054 | 0:00:00.103000 | 0:00:05.403054 |\n", "| 45 | 0.4092 | 0:00:05.500000 | 0:00:00.140002 | 0:00:05.500000 |\n", "| Average | 0.3957 | 0:00:05.518263 | 0:00:00.099750 | 0:00:02.809007 |\n", "| Std Dev. | 0.0124 | 0.0785684059212034 | 0.02654645056706572 | 2.709890806598716 |\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 | 0.7972 | 0:00:05.617998 | 0:00:00.067001 | 0:00:05.617998 |\n", "| 15 | 0.7972 | 0:00:05.551999 | 0:00:00.088998 | 0:00:05.551999 |\n", "| 30 | 0.7972 | 0:00:05.403054 | 0:00:00.103000 | 0:00:05.403054 |\n", "| 45 | 0.8019 | 0:00:05.500000 | 0:00:00.140002 | 0:00:05.500000 |\n", "| Average | 0.7983 | 0:00:05.518263 | 0:00:00.099750 | 0:00:02.809007 |\n", "| Std Dev. | 0.002 | 0.0785684059212034 | 0.02654645056706572 | 2.709890806598716 |\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 | 0.8479 | 0:00:05.617998 | 0:00:00.067001 | 0:00:05.617998 |\n", "| 15 | 0.8479 | 0:00:05.551999 | 0:00:00.088998 | 0:00:05.551999 |\n", "| 30 | 0.8479 | 0:00:05.403054 | 0:00:00.103000 | 0:00:05.403054 |\n", "| 45 | 0.8514 | 0:00:05.500000 | 0:00:00.140002 | 0:00:05.500000 |\n", "| Average | 0.8488 | 0:00:05.518263 | 0:00:00.099750 | 0:00:02.809007 |\n", "| Std Dev. | 0.0015 | 0.0785684059212034 | 0.02654645056706572 | 2.709890806598716 |\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 | 0.7031 | 0:00:05.617998 | 0:00:00.067001 | 0:00:05.617998 |\n", "| 15 | 0.7031 | 0:00:05.551999 | 0:00:00.088998 | 0:00:05.551999 |\n", "| 30 | 0.7031 | 0:00:05.403054 | 0:00:00.103000 | 0:00:05.403054 |\n", "| 45 | 0.7091 | 0:00:05.500000 | 0:00:00.140002 | 0:00:05.500000 |\n", "| Average | 0.7046 | 0:00:05.518263 | 0:00:00.099750 | 0:00:02.809007 |\n", "| Std Dev. | 0.0026 | 0.0785684059212034 | 0.02654645056706572 | 2.709890806598716 |\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 | 0.283 | 0:00:05.617998 | 0:00:00.067001 | 0:00:05.617998 |\n", "| 15 | 0.283 | 0:00:05.551999 | 0:00:00.088998 | 0:00:05.551999 |\n", "| 30 | 0.2877 | 0:00:05.403054 | 0:00:00.103000 | 0:00:05.403054 |\n", "| 45 | 0.2783 | 0:00:05.500000 | 0:00:00.140002 | 0:00:05.500000 |\n", "| Average | 0.283 | 0:00:05.518263 | 0:00:00.099750 | 0:00:02.809007 |\n", "| Std Dev. | 0.0033 | 0.0785684059212034 | 0.02654645056706572 | 2.709890806598716 |\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 | 0.6368 | 0:00:05.801002 | 0:00:00.114998 | 0:00:05.801002 |\n", "| 15 | 0.7406 | 0:00:06.117000 | 0:00:00.095999 | 0:00:06.117000 |\n", "| 30 | 0.8113 | 0:00:06.163152 | 0:00:00.116998 | 0:00:06.163152 |\n", "| 45 | 0.783 | 0:00:06.604516 | 0:00:00.158995 | 0:00:06.604516 |\n", "| Average | 0.7429 | 0:00:06.171417 | 0:00:00.121748 | 0:00:03.146583 |\n", "| Std Dev. | 0.0662 | 0.2862739670148269 | 0.023013295356214415 | 3.0316443949520515 |\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 | 0.3721 | 0:00:05.801002 | 0:00:00.114998 | 0:00:05.801002 |\n", "| 15 | 0.4737 | 0:00:06.117000 | 0:00:00.095999 | 0:00:06.117000 |\n", "| 30 | 0.667 | 0:00:06.163152 | 0:00:00.116998 | 0:00:06.163152 |\n", "| 45 | 0.5765 | 0:00:06.604516 | 0:00:00.158995 | 0:00:06.604516 |\n", "| Average | 0.5223 | 0:00:06.171417 | 0:00:00.121748 | 0:00:03.146583 |\n", "| Std Dev. | 0.1104 | 0.2862739670148269 | 0.023013295356214415 | 3.0316443949520515 |\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 | 0.6368 | 0:00:05.801002 | 0:00:00.114998 | 0:00:05.801002 |\n", "| 15 | 0.7406 | 0:00:06.117000 | 0:00:00.095999 | 0:00:06.117000 |\n", "| 30 | 0.8113 | 0:00:06.163152 | 0:00:00.116998 | 0:00:06.163152 |\n", "| 45 | 0.783 | 0:00:06.604516 | 0:00:00.158995 | 0:00:06.604516 |\n", "| Average | 0.7429 | 0:00:06.171417 | 0:00:00.121748 | 0:00:03.146583 |\n", "| Std Dev. | 0.0662 | 0.2862739670148269 | 0.023013295356214415 | 3.0316443949520515 |\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 | 0.3247 | 0:00:05.801002 | 0:00:00.114998 | 0:00:05.801002 |\n", "| 15 | 0.3881 | 0:00:06.117000 | 0:00:00.095999 | 0:00:06.117000 |\n", "| 30 | 0.4468 | 0:00:06.163152 | 0:00:00.116998 | 0:00:06.163152 |\n", "| 45 | 0.3968 | 0:00:06.604516 | 0:00:00.158995 | 0:00:06.604516 |\n", "| Average | 0.3891 | 0:00:06.171417 | 0:00:00.121748 | 0:00:03.146583 |\n", "| Std Dev. | 0.0434 | 0.2862739670148269 | 0.023013295356214415 | 3.0316443949520515 |\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 | 0.6368 | 0:00:05.801002 | 0:00:00.114998 | 0:00:05.801002 |\n", "| 15 | 0.7406 | 0:00:06.117000 | 0:00:00.095999 | 0:00:06.117000 |\n", "| 30 | 0.8113 | 0:00:06.163152 | 0:00:00.116998 | 0:00:06.163152 |\n", "| 45 | 0.783 | 0:00:06.604516 | 0:00:00.158995 | 0:00:06.604516 |\n", "| Average | 0.7429 | 0:00:06.171417 | 0:00:00.121748 | 0:00:03.146583 |\n", "| Std Dev. | 0.0662 | 0.2862739670148269 | 0.023013295356214415 | 3.0316443949520515 |\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 | 0.3353 | 0:00:05.801002 | 0:00:00.114998 | 0:00:05.801002 |\n", "| 15 | 0.3991 | 0:00:06.117000 | 0:00:00.095999 | 0:00:06.117000 |\n", "| 30 | 0.4801 | 0:00:06.163152 | 0:00:00.116998 | 0:00:06.163152 |\n", "| 45 | 0.4094 | 0:00:06.604516 | 0:00:00.158995 | 0:00:06.604516 |\n", "| Average | 0.406 | 0:00:06.171417 | 0:00:00.121748 | 0:00:03.146583 |\n", "| Std Dev. | 0.0514 | 0.2862739670148269 | 0.023013295356214415 | 3.0316443949520515 |\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 | 0.6368 | 0:00:05.801002 | 0:00:00.114998 | 0:00:05.801002 |\n", "| 15 | 0.7406 | 0:00:06.117000 | 0:00:00.095999 | 0:00:06.117000 |\n", "| 30 | 0.8113 | 0:00:06.163152 | 0:00:00.116998 | 0:00:06.163152 |\n", "| 45 | 0.783 | 0:00:06.604516 | 0:00:00.158995 | 0:00:06.604516 |\n", "| Average | 0.7429 | 0:00:06.171417 | 0:00:00.121748 | 0:00:03.146583 |\n", "| Std Dev. | 0.0662 | 0.2862739670148269 | 0.023013295356214415 | 3.0316443949520515 |\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 | 0.7276 | 0:00:05.801002 | 0:00:00.114998 | 0:00:05.801002 |\n", "| 15 | 0.8054 | 0:00:06.117000 | 0:00:00.095999 | 0:00:06.117000 |\n", "| 30 | 0.8585 | 0:00:06.163152 | 0:00:00.116998 | 0:00:06.163152 |\n", "| 45 | 0.8373 | 0:00:06.604516 | 0:00:00.158995 | 0:00:06.604516 |\n", "| Average | 0.8072 | 0:00:06.171417 | 0:00:00.121748 | 0:00:03.146583 |\n", "| Std Dev. | 0.0497 | 0.2862739670148269 | 0.023013295356214415 | 3.0316443949520515 |\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 | 0.5266 | 0:00:05.801002 | 0:00:00.114998 | 0:00:05.801002 |\n", "| 15 | 0.6349 | 0:00:06.117000 | 0:00:00.095999 | 0:00:06.117000 |\n", "| 30 | 0.7211 | 0:00:06.163152 | 0:00:00.116998 | 0:00:06.163152 |\n", "| 45 | 0.6854 | 0:00:06.604516 | 0:00:00.158995 | 0:00:06.604516 |\n", "| Average | 0.642 | 0:00:06.171417 | 0:00:00.121748 | 0:00:03.146583 |\n", "| Std Dev. | 0.0734 | 0.2862739670148269 | 0.023013295356214415 | 3.0316443949520515 |\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 | 0.4387 | 0:00:05.801002 | 0:00:00.114998 | 0:00:05.801002 |\n", "| 15 | 0.3349 | 0:00:06.117000 | 0:00:00.095999 | 0:00:06.117000 |\n", "| 30 | 0.2642 | 0:00:06.163152 | 0:00:00.116998 | 0:00:06.163152 |\n", "| 45 | 0.2925 | 0:00:06.604516 | 0:00:00.158995 | 0:00:06.604516 |\n", "| Average | 0.3325 | 0:00:06.171417 | 0:00:00.121748 | 0:00:03.146583 |\n", "| Std Dev. | 0.0662 | 0.2862739670148269 | 0.023013295356214415 | 3.0316443949520515 |\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 | 0.7406 | 0:00:06.297003 | 0:00:00.108998 | 0:00:06.297003 |\n", "| 15 | 0.7689 | 0:00:06.979000 | 0:00:00.157001 | 0:00:06.979000 |\n", "| 30 | 0.7736 | 0:00:07.010001 | 0:00:00.174999 | 0:00:07.010001 |\n", "| 45 | 0.7689 | 0:00:08.027999 | 0:00:00.208999 | 0:00:08.027999 |\n", "| Average | 0.763 | 0:00:07.078501 | 0:00:00.162499 | 0:00:03.620500 |\n", "| Std Dev. | 0.0131 | 0.6178345682375082 | 0.036093988846300135 | 3.4855818098970643 |\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 | 0.4971 | 0:00:06.297003 | 0:00:00.108998 | 0:00:06.297003 |\n", "| 15 | 0.5613 | 0:00:06.979000 | 0:00:00.157001 | 0:00:06.979000 |\n", "| 30 | 0.5942 | 0:00:07.010001 | 0:00:00.174999 | 0:00:07.010001 |\n", "| 45 | 0.2587 | 0:00:08.027999 | 0:00:00.208999 | 0:00:08.027999 |\n", "| Average | 0.4778 | 0:00:07.078501 | 0:00:00.162499 | 0:00:03.620500 |\n", "| Std Dev. | 0.1312 | 0.6178345682375082 | 0.036093988846300135 | 3.4855818098970643 |\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 | 0.7406 | 0:00:06.297003 | 0:00:00.108998 | 0:00:06.297003 |\n", "| 15 | 0.7689 | 0:00:06.979000 | 0:00:00.157001 | 0:00:06.979000 |\n", "| 30 | 0.7736 | 0:00:07.010001 | 0:00:00.174999 | 0:00:07.010001 |\n", "| 45 | 0.7689 | 0:00:08.027999 | 0:00:00.208999 | 0:00:08.027999 |\n", "| Average | 0.763 | 0:00:07.078501 | 0:00:00.162499 | 0:00:03.620500 |\n", "| Std Dev. | 0.0131 | 0.6178345682375082 | 0.036093988846300135 | 3.4855818098970643 |\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 | 0.381 | 0:00:06.297003 | 0:00:00.108998 | 0:00:06.297003 |\n", "| 15 | 0.3742 | 0:00:06.979000 | 0:00:00.157001 | 0:00:06.979000 |\n", "| 30 | 0.3503 | 0:00:07.010001 | 0:00:00.174999 | 0:00:07.010001 |\n", "| 45 | 0.3293 | 0:00:08.027999 | 0:00:00.208999 | 0:00:08.027999 |\n", "| Average | 0.3587 | 0:00:07.078501 | 0:00:00.162499 | 0:00:03.620500 |\n", "| Std Dev. | 0.0205 | 0.6178345682375082 | 0.036093988846300135 | 3.4855818098970643 |\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 | 0.7406 | 0:00:06.297003 | 0:00:00.108998 | 0:00:06.297003 |\n", "| 15 | 0.7689 | 0:00:06.979000 | 0:00:00.157001 | 0:00:06.979000 |\n", "| 30 | 0.7736 | 0:00:07.010001 | 0:00:00.174999 | 0:00:07.010001 |\n", "| 45 | 0.7689 | 0:00:08.027999 | 0:00:00.208999 | 0:00:08.027999 |\n", "| Average | 0.763 | 0:00:07.078501 | 0:00:00.162499 | 0:00:03.620500 |\n", "| Std Dev. | 0.0131 | 0.6178345682375082 | 0.036093988846300135 | 3.4855818098970643 |\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 | 0.3945 | 0:00:06.297003 | 0:00:00.108998 | 0:00:06.297003 |\n", "| 15 | 0.3769 | 0:00:06.979000 | 0:00:00.157001 | 0:00:06.979000 |\n", "| 30 | 0.3333 | 0:00:07.010001 | 0:00:00.174999 | 0:00:07.010001 |\n", "| 45 | 0.2898 | 0:00:08.027999 | 0:00:00.208999 | 0:00:08.027999 |\n", "| Average | 0.3486 | 0:00:07.078501 | 0:00:00.162499 | 0:00:03.620500 |\n", "| Std Dev. | 0.0406 | 0.6178345682375082 | 0.036093988846300135 | 3.4855818098970643 |\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 | 0.7406 | 0:00:06.297003 | 0:00:00.108998 | 0:00:06.297003 |\n", "| 15 | 0.7689 | 0:00:06.979000 | 0:00:00.157001 | 0:00:06.979000 |\n", "| 30 | 0.7736 | 0:00:07.010001 | 0:00:00.174999 | 0:00:07.010001 |\n", "| 45 | 0.7689 | 0:00:08.027999 | 0:00:00.208999 | 0:00:08.027999 |\n", "| Average | 0.763 | 0:00:07.078501 | 0:00:00.162499 | 0:00:03.620500 |\n", "| Std Dev. | 0.0131 | 0.6178345682375082 | 0.036093988846300135 | 3.4855818098970643 |\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 | 0.8054 | 0:00:06.297003 | 0:00:00.108998 | 0:00:06.297003 |\n", "| 15 | 0.8267 | 0:00:06.979000 | 0:00:00.157001 | 0:00:06.979000 |\n", "| 30 | 0.8302 | 0:00:07.010001 | 0:00:00.174999 | 0:00:07.010001 |\n", "| 45 | 0.8267 | 0:00:08.027999 | 0:00:00.208999 | 0:00:08.027999 |\n", "| Average | 0.8222 | 0:00:07.078501 | 0:00:00.162499 | 0:00:03.620500 |\n", "| Std Dev. | 0.0098 | 0.6178345682375082 | 0.036093988846300135 | 3.4855818098970643 |\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 | 0.6349 | 0:00:06.297003 | 0:00:00.108998 | 0:00:06.297003 |\n", "| 15 | 0.6682 | 0:00:06.979000 | 0:00:00.157001 | 0:00:06.979000 |\n", "| 30 | 0.6739 | 0:00:07.010001 | 0:00:00.174999 | 0:00:07.010001 |\n", "| 45 | 0.6682 | 0:00:08.027999 | 0:00:00.208999 | 0:00:08.027999 |\n", "| Average | 0.6613 | 0:00:07.078501 | 0:00:00.162499 | 0:00:03.620500 |\n", "| Std Dev. | 0.0154 | 0.6178345682375082 | 0.036093988846300135 | 3.4855818098970643 |\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 | 0:00:06.297003 | 0:00:00.108998 | 0:00:06.297003 |\n", "| 15 | 0.3349 | 0:00:06.979000 | 0:00:00.157001 | 0:00:06.979000 |\n", "| 30 | 0.3255 | 0:00:07.010001 | 0:00:00.174999 | 0:00:07.010001 |\n", "| 45 | 0.3255 | 0:00:08.027999 | 0:00:00.208999 | 0:00:08.027999 |\n", "| Average | 0.3443 | 0:00:07.078501 | 0:00:00.162499 | 0:00:03.620500 |\n", "| Std Dev. | 0.0275 | 0.6178345682375082 | 0.036093988846300135 | 3.4855818098970643 |\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 | 0.6934 | 0:00:07.921000 | 0:00:00.104999 | 0:00:07.921000 |\n", "| 15 | 0.7217 | 0:00:07.813001 | 0:00:00.105006 | 0:00:07.813001 |\n", "| 30 | 0.7594 | 0:00:07.693995 | 0:00:00.157999 | 0:00:07.693995 |\n", "| 45 | 0.7642 | 0:00:08.885000 | 0:00:00.202002 | 0:00:08.885000 |\n", "| Average | 0.7347 | 0:00:08.078249 | 0:00:00.142501 | 0:00:04.110375 |\n", "| Std Dev. | 0.029 | 0.47264726240345056 | 0.040598336675042444 | 3.982027616998583 |\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 | 0.2847 | 0:00:07.921000 | 0:00:00.104999 | 0:00:07.921000 |\n", "| 15 | 0.2985 | 0:00:07.813001 | 0:00:00.105006 | 0:00:07.813001 |\n", "| 30 | 0.258 | 0:00:07.693995 | 0:00:00.157999 | 0:00:07.693995 |\n", "| 45 | 0.2584 | 0:00:08.885000 | 0:00:00.202002 | 0:00:08.885000 |\n", "| Average | 0.2749 | 0:00:08.078249 | 0:00:00.142501 | 0:00:04.110375 |\n", "| Std Dev. | 0.0174 | 0.47264726240345056 | 0.040598336675042444 | 3.982027616998583 |\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 | 0.6934 | 0:00:07.921000 | 0:00:00.104999 | 0:00:07.921000 |\n", "| 15 | 0.7217 | 0:00:07.813001 | 0:00:00.105006 | 0:00:07.813001 |\n", "| 30 | 0.7594 | 0:00:07.693995 | 0:00:00.157999 | 0:00:07.693995 |\n", "| 45 | 0.7642 | 0:00:08.885000 | 0:00:00.202002 | 0:00:08.885000 |\n", "| Average | 0.7347 | 0:00:08.078249 | 0:00:00.142501 | 0:00:04.110375 |\n", "| Std Dev. | 0.029 | 0.47264726240345056 | 0.040598336675042444 | 3.982027616998583 |\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 | 0.33 | 0:00:07.921000 | 0:00:00.104999 | 0:00:07.921000 |\n", "| 15 | 0.3421 | 0:00:07.813001 | 0:00:00.105006 | 0:00:07.813001 |\n", "| 30 | 0.3253 | 0:00:07.693995 | 0:00:00.157999 | 0:00:07.693995 |\n", "| 45 | 0.3273 | 0:00:08.885000 | 0:00:00.202002 | 0:00:08.885000 |\n", "| Average | 0.3311 | 0:00:08.078249 | 0:00:00.142501 | 0:00:04.110375 |\n", "| Std Dev. | 0.0065 | 0.47264726240345056 | 0.040598336675042444 | 3.982027616998583 |\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 | 0.6934 | 0:00:07.921000 | 0:00:00.104999 | 0:00:07.921000 |\n", "| 15 | 0.7217 | 0:00:07.813001 | 0:00:00.105006 | 0:00:07.813001 |\n", "| 30 | 0.7594 | 0:00:07.693995 | 0:00:00.157999 | 0:00:07.693995 |\n", "| 45 | 0.7642 | 0:00:08.885000 | 0:00:00.202002 | 0:00:08.885000 |\n", "| Average | 0.7347 | 0:00:08.078249 | 0:00:00.142501 | 0:00:04.110375 |\n", "| Std Dev. | 0.029 | 0.47264726240345056 | 0.040598336675042444 | 3.982027616998583 |\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 | 0.3056 | 0:00:07.921000 | 0:00:00.104999 | 0:00:07.921000 |\n", "| 15 | 0.3181 | 0:00:07.813001 | 0:00:00.105006 | 0:00:07.813001 |\n", "| 30 | 0.2878 | 0:00:07.693995 | 0:00:00.157999 | 0:00:07.693995 |\n", "| 45 | 0.2888 | 0:00:08.885000 | 0:00:00.202002 | 0:00:08.885000 |\n", "| Average | 0.3001 | 0:00:08.078249 | 0:00:00.142501 | 0:00:04.110375 |\n", "| Std Dev. | 0.0126 | 0.47264726240345056 | 0.040598336675042444 | 3.982027616998583 |\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 | 0.6934 | 0:00:07.921000 | 0:00:00.104999 | 0:00:07.921000 |\n", "| 15 | 0.7217 | 0:00:07.813001 | 0:00:00.105006 | 0:00:07.813001 |\n", "| 30 | 0.7594 | 0:00:07.693995 | 0:00:00.157999 | 0:00:07.693995 |\n", "| 45 | 0.7642 | 0:00:08.885000 | 0:00:00.202002 | 0:00:08.885000 |\n", "| Average | 0.7347 | 0:00:08.078249 | 0:00:00.142501 | 0:00:04.110375 |\n", "| Std Dev. | 0.029 | 0.47264726240345056 | 0.040598336675042444 | 3.982027616998583 |\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 | 0.77 | 0:00:07.921000 | 0:00:00.104999 | 0:00:07.921000 |\n", "| 15 | 0.7913 | 0:00:07.813001 | 0:00:00.105006 | 0:00:07.813001 |\n", "| 30 | 0.8196 | 0:00:07.693995 | 0:00:00.157999 | 0:00:07.693995 |\n", "| 45 | 0.8231 | 0:00:08.885000 | 0:00:00.202002 | 0:00:08.885000 |\n", "| Average | 0.801 | 0:00:08.078249 | 0:00:00.142501 | 0:00:04.110375 |\n", "| Std Dev. | 0.0217 | 0.47264726240345056 | 0.040598336675042444 | 3.982027616998583 |\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 | 0.583 | 0:00:07.921000 | 0:00:00.104999 | 0:00:07.921000 |\n", "| 15 | 0.6136 | 0:00:07.813001 | 0:00:00.105006 | 0:00:07.813001 |\n", "| 30 | 0.6569 | 0:00:07.693995 | 0:00:00.157999 | 0:00:07.693995 |\n", "| 45 | 0.6625 | 0:00:08.885000 | 0:00:00.202002 | 0:00:08.885000 |\n", "| Average | 0.629 | 0:00:08.078249 | 0:00:00.142501 | 0:00:04.110375 |\n", "| Std Dev. | 0.0326 | 0.47264726240345056 | 0.040598336675042444 | 3.982027616998583 |\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 | 0.4764 | 0:00:07.921000 | 0:00:00.104999 | 0:00:07.921000 |\n", "| 15 | 0.4198 | 0:00:07.813001 | 0:00:00.105006 | 0:00:07.813001 |\n", "| 30 | 0.3443 | 0:00:07.693995 | 0:00:00.157999 | 0:00:07.693995 |\n", "| 45 | 0.3349 | 0:00:08.885000 | 0:00:00.202002 | 0:00:08.885000 |\n", "| Average | 0.3939 | 0:00:08.078249 | 0:00:00.142501 | 0:00:04.110375 |\n", "| Std Dev. | 0.0579 | 0.47264726240345056 | 0.040598336675042444 | 3.982027616998583 |\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 | 0.566 | 0:00:09.057000 | 0:00:00.103000 | 0:00:09.057000 |\n", "| 15 | 0.5849 | 0:00:08.492000 | 0:00:00.150000 | 0:00:08.492000 |\n", "| 30 | 0.6179 | 0:00:08.861000 | 0:00:00.160000 | 0:00:08.861000 |\n", "| 45 | 0.6415 | 0:00:10.824001 | 0:00:00.257997 | 0:00:10.824001 |\n", "| Average | 0.6026 | 0:00:09.308500 | 0:00:00.167749 | 0:00:04.738125 |\n", "| Std Dev. | 0.0291 | 0.8981821852108625 | 0.05637419889048801 | 4.614464842718585 |\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 | 0.2654 | 0:00:09.057000 | 0:00:00.103000 | 0:00:09.057000 |\n", "| 15 | 0.2606 | 0:00:08.492000 | 0:00:00.150000 | 0:00:08.492000 |\n", "| 30 | 0.259 | 0:00:08.861000 | 0:00:00.160000 | 0:00:08.861000 |\n", "| 45 | 0.2615 | 0:00:10.824001 | 0:00:00.257997 | 0:00:10.824001 |\n", "| Average | 0.2616 | 0:00:09.308500 | 0:00:00.167749 | 0:00:04.738125 |\n", "| Std Dev. | 0.0023 | 0.8981821852108625 | 0.05637419889048801 | 4.614464842718585 |\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 | 0.566 | 0:00:09.057000 | 0:00:00.103000 | 0:00:09.057000 |\n", "| 15 | 0.5849 | 0:00:08.492000 | 0:00:00.150000 | 0:00:08.492000 |\n", "| 30 | 0.6179 | 0:00:08.861000 | 0:00:00.160000 | 0:00:08.861000 |\n", "| 45 | 0.6415 | 0:00:10.824001 | 0:00:00.257997 | 0:00:10.824001 |\n", "| Average | 0.6026 | 0:00:09.308500 | 0:00:00.167749 | 0:00:04.738125 |\n", "| Std Dev. | 0.0291 | 0.8981821852108625 | 0.05637419889048801 | 4.614464842718585 |\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 | 0.2919 | 0:00:09.057000 | 0:00:00.103000 | 0:00:09.057000 |\n", "| 15 | 0.2835 | 0:00:08.492000 | 0:00:00.150000 | 0:00:08.492000 |\n", "| 30 | 0.2811 | 0:00:08.861000 | 0:00:00.160000 | 0:00:08.861000 |\n", "| 45 | 0.2912 | 0:00:10.824001 | 0:00:00.257997 | 0:00:10.824001 |\n", "| Average | 0.287 | 0:00:09.308500 | 0:00:00.167749 | 0:00:04.738125 |\n", "| Std Dev. | 0.0047 | 0.8981821852108625 | 0.05637419889048801 | 4.614464842718585 |\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 | 0.566 | 0:00:09.057000 | 0:00:00.103000 | 0:00:09.057000 |\n", "| 15 | 0.5849 | 0:00:08.492000 | 0:00:00.150000 | 0:00:08.492000 |\n", "| 30 | 0.6179 | 0:00:08.861000 | 0:00:00.160000 | 0:00:08.861000 |\n", "| 45 | 0.6415 | 0:00:10.824001 | 0:00:00.257997 | 0:00:10.824001 |\n", "| Average | 0.6026 | 0:00:09.308500 | 0:00:00.167749 | 0:00:04.738125 |\n", "| Std Dev. | 0.0291 | 0.8981821852108625 | 0.05637419889048801 | 4.614464842718585 |\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 | 0.2693 | 0:00:09.057000 | 0:00:00.103000 | 0:00:09.057000 |\n", "| 15 | 0.267 | 0:00:08.492000 | 0:00:00.150000 | 0:00:08.492000 |\n", "| 30 | 0.2681 | 0:00:08.861000 | 0:00:00.160000 | 0:00:08.861000 |\n", "| 45 | 0.2747 | 0:00:10.824001 | 0:00:00.257997 | 0:00:10.824001 |\n", "| Average | 0.2698 | 0:00:09.308500 | 0:00:00.167749 | 0:00:04.738125 |\n", "| Std Dev. | 0.003 | 0.8981821852108625 | 0.05637419889048801 | 4.614464842718585 |\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 | 0.566 | 0:00:09.057000 | 0:00:00.103000 | 0:00:09.057000 |\n", "| 15 | 0.5849 | 0:00:08.492000 | 0:00:00.150000 | 0:00:08.492000 |\n", "| 30 | 0.6179 | 0:00:08.861000 | 0:00:00.160000 | 0:00:08.861000 |\n", "| 45 | 0.6415 | 0:00:10.824001 | 0:00:00.257997 | 0:00:10.824001 |\n", "| Average | 0.6026 | 0:00:09.308500 | 0:00:00.167749 | 0:00:04.738125 |\n", "| Std Dev. | 0.0291 | 0.8981821852108625 | 0.05637419889048801 | 4.614464842718585 |\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 | 0.6745 | 0:00:09.057000 | 0:00:00.103000 | 0:00:09.057000 |\n", "| 15 | 0.6887 | 0:00:08.492000 | 0:00:00.150000 | 0:00:08.492000 |\n", "| 30 | 0.7134 | 0:00:08.861000 | 0:00:00.160000 | 0:00:08.861000 |\n", "| 45 | 0.7311 | 0:00:10.824001 | 0:00:00.257997 | 0:00:10.824001 |\n", "| Average | 0.7019 | 0:00:09.308500 | 0:00:00.167749 | 0:00:04.738125 |\n", "| Std Dev. | 0.0219 | 0.8981821852108625 | 0.05637419889048801 | 4.614464842718585 |\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 | 0.4651 | 0:00:09.057000 | 0:00:00.103000 | 0:00:09.057000 |\n", "| 15 | 0.4805 | 0:00:08.492000 | 0:00:00.150000 | 0:00:08.492000 |\n", "| 30 | 0.5092 | 0:00:08.861000 | 0:00:00.160000 | 0:00:08.861000 |\n", "| 45 | 0.531 | 0:00:10.824001 | 0:00:00.257997 | 0:00:10.824001 |\n", "| Average | 0.4964 | 0:00:09.308500 | 0:00:00.167749 | 0:00:04.738125 |\n", "| Std Dev. | 0.0255 | 0.8981821852108625 | 0.05637419889048801 | 4.614464842718585 |\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 | 0.7311 | 0:00:09.057000 | 0:00:00.103000 | 0:00:09.057000 |\n", "| 15 | 0.6934 | 0:00:08.492000 | 0:00:00.150000 | 0:00:08.492000 |\n", "| 30 | 0.6274 | 0:00:08.861000 | 0:00:00.160000 | 0:00:08.861000 |\n", "| 45 | 0.5802 | 0:00:10.824001 | 0:00:00.257997 | 0:00:10.824001 |\n", "| Average | 0.658 | 0:00:09.308500 | 0:00:00.167749 | 0:00:04.738125 |\n", "| Std Dev. | 0.0583 | 0.8981821852108625 | 0.05637419889048801 | 4.614464842718585 |\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 | 0.6237 | 0.1633 | 0:00:06.214600 | 0:00:00.088100 | 0:00:06.302700 |\n", "| 15 | 0.6547 | 0.1686 | 0:00:06.327700 | 0:00:00.109200 | 0:00:06.436900 |\n", "| 30 | 0.6675 | 0.1786 | 0:00:06.411220 | 0:00:00.132803 | 0:00:06.544024 |\n", "| 45 | 0.6811 | 0.1622 | 0:00:06.803573 | 0:00:00.165800 | 0:00:06.969372 |\n", "| Average | 0.6568 | 0.1682 | 0:00:06.439273 | 0:00:00.123976 | 0:00:06.563249 |\n", "| Std Dev. | 0.0213 | 0.0065 | 0.2216006388 | 0.0288642626 | 0.2495773533 |\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 | 0.403 | 0.1075 | 0:00:06.214600 | 0:00:00.088100 | 0:00:06.302700 |\n", "| 15 | 0.4449 | 0.1396 | 0:00:06.327700 | 0:00:00.109200 | 0:00:06.436900 |\n", "| 30 | 0.438 | 0.1451 | 0:00:06.411220 | 0:00:00.132803 | 0:00:06.544024 |\n", "| 45 | 0.4067 | 0.1449 | 0:00:06.803573 | 0:00:00.165800 | 0:00:06.969372 |\n", "| Average | 0.4231 | 0.1343 | 0:00:06.439273 | 0:00:00.123976 | 0:00:06.563249 |\n", "| Std Dev. | 0.0185 | 0.0156 | 0.2216006388 | 0.0288642626 | 0.2495773533 |\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 | 0.6237 | 0.1633 | 0:00:06.214600 | 0:00:00.088100 | 0:00:06.302700 |\n", "| 15 | 0.6547 | 0.1686 | 0:00:06.327700 | 0:00:00.109200 | 0:00:06.436900 |\n", "| 30 | 0.6675 | 0.1786 | 0:00:06.411220 | 0:00:00.132803 | 0:00:06.544024 |\n", "| 45 | 0.6811 | 0.1622 | 0:00:06.803573 | 0:00:00.165800 | 0:00:06.969372 |\n", "| Average | 0.6568 | 0.1682 | 0:00:06.439273 | 0:00:00.123976 | 0:00:06.563249 |\n", "| Std Dev. | 0.0213 | 0.0065 | 0.2216006388 | 0.0288642626 | 0.2495773533 |\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 | 0.3792 | 0.0678 | 0:00:06.214600 | 0:00:00.088100 | 0:00:06.302700 |\n", "| 15 | 0.398 | 0.0824 | 0:00:06.327700 | 0:00:00.109200 | 0:00:06.436900 |\n", "| 30 | 0.388 | 0.0752 | 0:00:06.411220 | 0:00:00.132803 | 0:00:06.544024 |\n", "| 45 | 0.3872 | 0.0753 | 0:00:06.803573 | 0:00:00.165800 | 0:00:06.969372 |\n", "| Average | 0.3881 | 0.0752 | 0:00:06.439273 | 0:00:00.123976 | 0:00:06.563249 |\n", "| Std Dev. | 0.0067 | 0.0052 | 0.2216006388 | 0.0288642626 | 0.2495773533 |\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 | 0.6237 | 0.1633 | 0:00:06.214600 | 0:00:00.088100 | 0:00:06.302700 |\n", "| 15 | 0.6547 | 0.1686 | 0:00:06.327700 | 0:00:00.109200 | 0:00:06.436900 |\n", "| 30 | 0.6675 | 0.1786 | 0:00:06.411220 | 0:00:00.132803 | 0:00:06.544024 |\n", "| 45 | 0.6811 | 0.1622 | 0:00:06.803573 | 0:00:00.165800 | 0:00:06.969372 |\n", "| Average | 0.6568 | 0.1682 | 0:00:06.439273 | 0:00:00.123976 | 0:00:06.563249 |\n", "| Std Dev. | 0.0213 | 0.0065 | 0.2216006388 | 0.0288642626 | 0.2495773533 |\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 | 0.3436 | 0.0831 | 0:00:06.214600 | 0:00:00.088100 | 0:00:06.302700 |\n", "| 15 | 0.3609 | 0.0964 | 0:00:06.327700 | 0:00:00.109200 | 0:00:06.436900 |\n", "| 30 | 0.351 | 0.0962 | 0:00:06.411220 | 0:00:00.132803 | 0:00:06.544024 |\n", "| 45 | 0.3519 | 0.0897 | 0:00:06.803573 | 0:00:00.165800 | 0:00:06.969372 |\n", "| Average | 0.3518 | 0.0914 | 0:00:06.439273 | 0:00:00.123976 | 0:00:06.563249 |\n", "| Std Dev. | 0.0061 | 0.0055 | 0.2216006388 | 0.0288642626 | 0.2495773533 |\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 | 0.6237 | 0.1633 | 0:00:06.214600 | 0:00:00.088100 | 0:00:06.302700 |\n", "| 15 | 0.6547 | 0.1686 | 0:00:06.327700 | 0:00:00.109200 | 0:00:06.436900 |\n", "| 30 | 0.6675 | 0.1786 | 0:00:06.411220 | 0:00:00.132803 | 0:00:06.544024 |\n", "| 45 | 0.6811 | 0.1622 | 0:00:06.803573 | 0:00:00.165800 | 0:00:06.969372 |\n", "| Average | 0.6568 | 0.1682 | 0:00:06.439273 | 0:00:00.123976 | 0:00:06.563249 |\n", "| Std Dev. | 0.0213 | 0.0065 | 0.2216006388 | 0.0288642626 | 0.2495773533 |\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 | 0.7178 | 0.1225 | 0:00:06.214600 | 0:00:00.088100 | 0:00:06.302700 |\n", "| 15 | 0.7411 | 0.1265 | 0:00:06.327700 | 0:00:00.109200 | 0:00:06.436900 |\n", "| 30 | 0.7506 | 0.134 | 0:00:06.411220 | 0:00:00.132803 | 0:00:06.544024 |\n", "| 45 | 0.7608 | 0.1217 | 0:00:06.803573 | 0:00:00.165800 | 0:00:06.969372 |\n", "| Average | 0.7426 | 0.1261 | 0:00:06.439273 | 0:00:00.123976 | 0:00:06.563249 |\n", "| Std Dev. | 0.0159 | 0.0049 | 0.2216006388 | 0.0288642626 | 0.2495773533 |\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 | 0.5411 | 0.1353 | 0:00:06.214600 | 0:00:00.088100 | 0:00:06.302700 |\n", "| 15 | 0.5722 | 0.1422 | 0:00:06.327700 | 0:00:00.109200 | 0:00:06.436900 |\n", "| 30 | 0.5883 | 0.1469 | 0:00:06.411220 | 0:00:00.132803 | 0:00:06.544024 |\n", "| 45 | 0.5965 | 0.138 | 0:00:06.803573 | 0:00:00.165800 | 0:00:06.969372 |\n", "| Average | 0.5745 | 0.1406 | 0:00:06.439273 | 0:00:00.123976 | 0:00:06.563249 |\n", "| Std Dev. | 0.0212 | 0.0044 | 0.2216006388 | 0.0288642626 | 0.2495773533 |\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 | 0.471 | 0.1744 | 0:00:06.214600 | 0:00:00.088100 | 0:00:06.302700 |\n", "| 15 | 0.4315 | 0.178 | 0:00:06.327700 | 0:00:00.109200 | 0:00:06.436900 |\n", "| 30 | 0.415 | 0.1721 | 0:00:06.411220 | 0:00:00.132803 | 0:00:06.544024 |\n", "| 45 | 0.3976 | 0.1519 | 0:00:06.803573 | 0:00:00.165800 | 0:00:06.969372 |\n", "| Average | 0.4288 | 0.1691 | 0:00:06.439273 | 0:00:00.123976 | 0:00:06.563249 |\n", "| Std Dev. | 0.0272 | 0.0102 | 0.2216006388 | 0.0288642626 | 0.2495773533 |\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 | 0:00:00.672001 | 0:00:00.028999 | 0:00:00.672001 |\n", "| 15 | 0.9074 | 0:00:00.658002 | 0:00:00.025998 | 0:00:00.658002 |\n", "| 30 | 0.9074 | 0:00:00.530000 | 0:00:00.030001 | 0:00:00.530000 |\n", "| 45 | 0.9074 | 0:00:00.521000 | 0:00:00.028000 | 0:00:00.521000 |\n", "| Average | 0.9074 | 0:00:00.595251 | 0:00:00.028250 | 0:00:00.311750 |\n", "| Std Dev. | 0.0 | 0.06999835258791064 | 0.0014797793828574882 | 0.2877908847319283 |\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 | 0:00:00.672001 | 0:00:00.028999 | 0:00:00.672001 |\n", "| 15 | 0.4537 | 0:00:00.658002 | 0:00:00.025998 | 0:00:00.658002 |\n", "| 30 | 0.4537 | 0:00:00.530000 | 0:00:00.030001 | 0:00:00.530000 |\n", "| 45 | 0.4537 | 0:00:00.521000 | 0:00:00.028000 | 0:00:00.521000 |\n", "| Average | 0.4537 | 0:00:00.595251 | 0:00:00.028250 | 0:00:00.311750 |\n", "| Std Dev. | 0.0 | 0.06999835258791064 | 0.0014797793828574882 | 0.2877908847319283 |\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 | 0:00:00.672001 | 0:00:00.028999 | 0:00:00.672001 |\n", "| 15 | 0.9074 | 0:00:00.658002 | 0:00:00.025998 | 0:00:00.658002 |\n", "| 30 | 0.9074 | 0:00:00.530000 | 0:00:00.030001 | 0:00:00.530000 |\n", "| 45 | 0.9074 | 0:00:00.521000 | 0:00:00.028000 | 0:00:00.521000 |\n", "| Average | 0.9074 | 0:00:00.595251 | 0:00:00.028250 | 0:00:00.311750 |\n", "| Std Dev. | 0.0 | 0.06999835258791064 | 0.0014797793828574882 | 0.2877908847319283 |\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 | 0:00:00.672001 | 0:00:00.028999 | 0:00:00.672001 |\n", "| 15 | 0.5 | 0:00:00.658002 | 0:00:00.025998 | 0:00:00.658002 |\n", "| 30 | 0.5 | 0:00:00.530000 | 0:00:00.030001 | 0:00:00.530000 |\n", "| 45 | 0.5 | 0:00:00.521000 | 0:00:00.028000 | 0:00:00.521000 |\n", "| Average | 0.5 | 0:00:00.595251 | 0:00:00.028250 | 0:00:00.311750 |\n", "| Std Dev. | 0.0 | 0.06999835258791064 | 0.0014797793828574882 | 0.2877908847319283 |\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 | 0:00:00.672001 | 0:00:00.028999 | 0:00:00.672001 |\n", "| 15 | 0.9074 | 0:00:00.658002 | 0:00:00.025998 | 0:00:00.658002 |\n", "| 30 | 0.9074 | 0:00:00.530000 | 0:00:00.030001 | 0:00:00.530000 |\n", "| 45 | 0.9074 | 0:00:00.521000 | 0:00:00.028000 | 0:00:00.521000 |\n", "| Average | 0.9074 | 0:00:00.595251 | 0:00:00.028250 | 0:00:00.311750 |\n", "| Std Dev. | 0.0 | 0.06999835258791064 | 0.0014797793828574882 | 0.2877908847319283 |\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 | 0:00:00.672001 | 0:00:00.028999 | 0:00:00.672001 |\n", "| 15 | 0.4757 | 0:00:00.658002 | 0:00:00.025998 | 0:00:00.658002 |\n", "| 30 | 0.4757 | 0:00:00.530000 | 0:00:00.030001 | 0:00:00.530000 |\n", "| 45 | 0.4757 | 0:00:00.521000 | 0:00:00.028000 | 0:00:00.521000 |\n", "| Average | 0.4757 | 0:00:00.595251 | 0:00:00.028250 | 0:00:00.311750 |\n", "| Std Dev. | 0.0 | 0.06999835258791064 | 0.0014797793828574882 | 0.2877908847319283 |\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 | 0:00:00.672001 | 0:00:00.028999 | 0:00:00.672001 |\n", "| 15 | 0.9074 | 0:00:00.658002 | 0:00:00.025998 | 0:00:00.658002 |\n", "| 30 | 0.9074 | 0:00:00.530000 | 0:00:00.030001 | 0:00:00.530000 |\n", "| 45 | 0.9074 | 0:00:00.521000 | 0:00:00.028000 | 0:00:00.521000 |\n", "| Average | 0.9074 | 0:00:00.595251 | 0:00:00.028250 | 0:00:00.311750 |\n", "| Std Dev. | 0.0 | 0.06999835258791064 | 0.0014797793828574882 | 0.2877908847319283 |\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 | 0:00:00.672001 | 0:00:00.028999 | 0:00:00.672001 |\n", "| 15 | 0.5 | 0:00:00.658002 | 0:00:00.025998 | 0:00:00.658002 |\n", "| 30 | 0.5 | 0:00:00.530000 | 0:00:00.030001 | 0:00:00.530000 |\n", "| 45 | 0.5 | 0:00:00.521000 | 0:00:00.028000 | 0:00:00.521000 |\n", "| Average | 0.5 | 0:00:00.595251 | 0:00:00.028250 | 0:00:00.311750 |\n", "| Std Dev. | 0.0 | 0.06999835258791064 | 0.0014797793828574882 | 0.2877908847319283 |\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 | 0:00:00.672001 | 0:00:00.028999 | 0:00:00.672001 |\n", "| 15 | 0.9074 | 0:00:00.658002 | 0:00:00.025998 | 0:00:00.658002 |\n", "| 30 | 0.9074 | 0:00:00.530000 | 0:00:00.030001 | 0:00:00.530000 |\n", "| 45 | 0.9074 | 0:00:00.521000 | 0:00:00.028000 | 0:00:00.521000 |\n", "| Average | 0.9074 | 0:00:00.595251 | 0:00:00.028250 | 0:00:00.311750 |\n", "| Std Dev. | 0.0 | 0.06999835258791064 | 0.0014797793828574882 | 0.2877908847319283 |\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 | 0:00:00.672001 | 0:00:00.028999 | 0:00:00.672001 |\n", "| 15 | 0.0926 | 0:00:00.658002 | 0:00:00.025998 | 0:00:00.658002 |\n", "| 30 | 0.0926 | 0:00:00.530000 | 0:00:00.030001 | 0:00:00.530000 |\n", "| 45 | 0.0926 | 0:00:00.521000 | 0:00:00.028000 | 0:00:00.521000 |\n", "| Average | 0.0926 | 0:00:00.595251 | 0:00:00.028250 | 0:00:00.311750 |\n", "| Std Dev. | 0.0 | 0.06999835258791064 | 0.0014797793828574882 | 0.2877908847319283 |\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 | 0:00:00.514000 | 0:00:00.015000 | 0:00:00.514000 |\n", "| 15 | 0.8889 | 0:00:00.564000 | 0:00:00.022001 | 0:00:00.564000 |\n", "| 30 | 0.9074 | 0:00:00.639000 | 0:00:00.031000 | 0:00:00.639000 |\n", "| 45 | 0.9074 | 0:00:00.608003 | 0:00:00.032998 | 0:00:00.608003 |\n", "| Average | 0.9028 | 0:00:00.581251 | 0:00:00.025250 | 0:00:00.303250 |\n", "| Std Dev. | 0.008 | 0.04709265962456363 | 0.007223341198726661 | 0.28003430353306713 |\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 | 0:00:00.514000 | 0:00:00.015000 | 0:00:00.514000 |\n", "| 15 | 0.4528 | 0:00:00.564000 | 0:00:00.022001 | 0:00:00.564000 |\n", "| 30 | 0.4537 | 0:00:00.639000 | 0:00:00.031000 | 0:00:00.639000 |\n", "| 45 | 0.4537 | 0:00:00.608003 | 0:00:00.032998 | 0:00:00.608003 |\n", "| Average | 0.4535 | 0:00:00.581251 | 0:00:00.025250 | 0:00:00.303250 |\n", "| Std Dev. | 0.0004 | 0.04709265962456363 | 0.007223341198726661 | 0.28003430353306713 |\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 | 0:00:00.514000 | 0:00:00.015000 | 0:00:00.514000 |\n", "| 15 | 0.8889 | 0:00:00.564000 | 0:00:00.022001 | 0:00:00.564000 |\n", "| 30 | 0.9074 | 0:00:00.639000 | 0:00:00.031000 | 0:00:00.639000 |\n", "| 45 | 0.9074 | 0:00:00.608003 | 0:00:00.032998 | 0:00:00.608003 |\n", "| Average | 0.9028 | 0:00:00.581251 | 0:00:00.025250 | 0:00:00.303250 |\n", "| Std Dev. | 0.008 | 0.04709265962456363 | 0.007223341198726661 | 0.28003430353306713 |\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 | 0:00:00.514000 | 0:00:00.015000 | 0:00:00.514000 |\n", "| 15 | 0.4898 | 0:00:00.564000 | 0:00:00.022001 | 0:00:00.564000 |\n", "| 30 | 0.5 | 0:00:00.639000 | 0:00:00.031000 | 0:00:00.639000 |\n", "| 45 | 0.5 | 0:00:00.608003 | 0:00:00.032998 | 0:00:00.608003 |\n", "| Average | 0.4974 | 0:00:00.581251 | 0:00:00.025250 | 0:00:00.303250 |\n", "| Std Dev. | 0.0044 | 0.04709265962456363 | 0.007223341198726661 | 0.28003430353306713 |\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 | 0:00:00.514000 | 0:00:00.015000 | 0:00:00.514000 |\n", "| 15 | 0.8889 | 0:00:00.564000 | 0:00:00.022001 | 0:00:00.564000 |\n", "| 30 | 0.9074 | 0:00:00.639000 | 0:00:00.031000 | 0:00:00.639000 |\n", "| 45 | 0.9074 | 0:00:00.608003 | 0:00:00.032998 | 0:00:00.608003 |\n", "| Average | 0.9028 | 0:00:00.581251 | 0:00:00.025250 | 0:00:00.303250 |\n", "| Std Dev. | 0.008 | 0.04709265962456363 | 0.007223341198726661 | 0.28003430353306713 |\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 | 0:00:00.514000 | 0:00:00.015000 | 0:00:00.514000 |\n", "| 15 | 0.4706 | 0:00:00.564000 | 0:00:00.022001 | 0:00:00.564000 |\n", "| 30 | 0.4757 | 0:00:00.639000 | 0:00:00.031000 | 0:00:00.639000 |\n", "| 45 | 0.4757 | 0:00:00.608003 | 0:00:00.032998 | 0:00:00.608003 |\n", "| Average | 0.4744 | 0:00:00.581251 | 0:00:00.025250 | 0:00:00.303250 |\n", "| Std Dev. | 0.0022 | 0.04709265962456363 | 0.007223341198726661 | 0.28003430353306713 |\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 | 0:00:00.514000 | 0:00:00.015000 | 0:00:00.514000 |\n", "| 15 | 0.8889 | 0:00:00.564000 | 0:00:00.022001 | 0:00:00.564000 |\n", "| 30 | 0.9074 | 0:00:00.639000 | 0:00:00.031000 | 0:00:00.639000 |\n", "| 45 | 0.9074 | 0:00:00.608003 | 0:00:00.032998 | 0:00:00.608003 |\n", "| Average | 0.9028 | 0:00:00.581251 | 0:00:00.025250 | 0:00:00.303250 |\n", "| Std Dev. | 0.008 | 0.04709265962456363 | 0.007223341198726661 | 0.28003430353306713 |\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 | 0:00:00.514000 | 0:00:00.015000 | 0:00:00.514000 |\n", "| 15 | 0.4898 | 0:00:00.564000 | 0:00:00.022001 | 0:00:00.564000 |\n", "| 30 | 0.5 | 0:00:00.639000 | 0:00:00.031000 | 0:00:00.639000 |\n", "| 45 | 0.5 | 0:00:00.608003 | 0:00:00.032998 | 0:00:00.608003 |\n", "| Average | 0.4974 | 0:00:00.581251 | 0:00:00.025250 | 0:00:00.303250 |\n", "| Std Dev. | 0.0044 | 0.04709265962456363 | 0.007223341198726661 | 0.28003430353306713 |\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 | 0:00:00.514000 | 0:00:00.015000 | 0:00:00.514000 |\n", "| 15 | 0.9057 | 0:00:00.564000 | 0:00:00.022001 | 0:00:00.564000 |\n", "| 30 | 0.9074 | 0:00:00.639000 | 0:00:00.031000 | 0:00:00.639000 |\n", "| 45 | 0.9074 | 0:00:00.608003 | 0:00:00.032998 | 0:00:00.608003 |\n", "| Average | 0.907 | 0:00:00.581251 | 0:00:00.025250 | 0:00:00.303250 |\n", "| Std Dev. | 0.0007 | 0.04709265962456363 | 0.007223341198726661 | 0.28003430353306713 |\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 | 0:00:00.514000 | 0:00:00.015000 | 0:00:00.514000 |\n", "| 15 | 0.1111 | 0:00:00.564000 | 0:00:00.022001 | 0:00:00.564000 |\n", "| 30 | 0.0926 | 0:00:00.639000 | 0:00:00.031000 | 0:00:00.639000 |\n", "| 45 | 0.0926 | 0:00:00.608003 | 0:00:00.032998 | 0:00:00.608003 |\n", "| Average | 0.0972 | 0:00:00.581251 | 0:00:00.025250 | 0:00:00.303250 |\n", "| Std Dev. | 0.008 | 0.04709265962456363 | 0.007223341198726661 | 0.28003430353306713 |\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 | 0.8519 | 0:00:00.616997 | 0:00:00.018002 | 0:00:00.616997 |\n", "| 15 | 0.8889 | 0:00:00.472998 | 0:00:00.030004 | 0:00:00.472998 |\n", "| 30 | 0.8889 | 0:00:00.625998 | 0:00:00.028998 | 0:00:00.625998 |\n", "| 45 | 0.9074 | 0:00:00.619001 | 0:00:00.044999 | 0:00:00.619001 |\n", "| Average | 0.8843 | 0:00:00.583749 | 0:00:00.030501 | 0:00:00.307125 |\n", "| Std Dev. | 0.0202 | 0.06402918406455961 | 0.009603782540597556 | 0.28038679122192744 |\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 | 0.451 | 0:00:00.616997 | 0:00:00.018002 | 0:00:00.616997 |\n", "| 15 | 0.4528 | 0:00:00.472998 | 0:00:00.030004 | 0:00:00.472998 |\n", "| 30 | 0.4528 | 0:00:00.625998 | 0:00:00.028998 | 0:00:00.625998 |\n", "| 45 | 0.4537 | 0:00:00.619001 | 0:00:00.044999 | 0:00:00.619001 |\n", "| Average | 0.4526 | 0:00:00.583749 | 0:00:00.030501 | 0:00:00.307125 |\n", "| Std Dev. | 0.001 | 0.06402918406455961 | 0.009603782540597556 | 0.28038679122192744 |\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 | 0.8519 | 0:00:00.616997 | 0:00:00.018002 | 0:00:00.616997 |\n", "| 15 | 0.8889 | 0:00:00.472998 | 0:00:00.030004 | 0:00:00.472998 |\n", "| 30 | 0.8889 | 0:00:00.625998 | 0:00:00.028998 | 0:00:00.625998 |\n", "| 45 | 0.9074 | 0:00:00.619001 | 0:00:00.044999 | 0:00:00.619001 |\n", "| Average | 0.8843 | 0:00:00.583749 | 0:00:00.030501 | 0:00:00.307125 |\n", "| Std Dev. | 0.0202 | 0.06402918406455961 | 0.009603782540597556 | 0.28038679122192744 |\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 | 0.4694 | 0:00:00.616997 | 0:00:00.018002 | 0:00:00.616997 |\n", "| 15 | 0.4898 | 0:00:00.472998 | 0:00:00.030004 | 0:00:00.472998 |\n", "| 30 | 0.4898 | 0:00:00.625998 | 0:00:00.028998 | 0:00:00.625998 |\n", "| 45 | 0.5 | 0:00:00.619001 | 0:00:00.044999 | 0:00:00.619001 |\n", "| Average | 0.4872 | 0:00:00.583749 | 0:00:00.030501 | 0:00:00.307125 |\n", "| Std Dev. | 0.0111 | 0.06402918406455961 | 0.009603782540597556 | 0.28038679122192744 |\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 | 0.8519 | 0:00:00.616997 | 0:00:00.018002 | 0:00:00.616997 |\n", "| 15 | 0.8889 | 0:00:00.472998 | 0:00:00.030004 | 0:00:00.472998 |\n", "| 30 | 0.8889 | 0:00:00.625998 | 0:00:00.028998 | 0:00:00.625998 |\n", "| 45 | 0.9074 | 0:00:00.619001 | 0:00:00.044999 | 0:00:00.619001 |\n", "| Average | 0.8843 | 0:00:00.583749 | 0:00:00.030501 | 0:00:00.307125 |\n", "| Std Dev. | 0.0202 | 0.06402918406455961 | 0.009603782540597556 | 0.28038679122192744 |\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 | 0.46 | 0:00:00.616997 | 0:00:00.018002 | 0:00:00.616997 |\n", "| 15 | 0.4706 | 0:00:00.472998 | 0:00:00.030004 | 0:00:00.472998 |\n", "| 30 | 0.4706 | 0:00:00.625998 | 0:00:00.028998 | 0:00:00.625998 |\n", "| 45 | 0.4757 | 0:00:00.619001 | 0:00:00.044999 | 0:00:00.619001 |\n", "| Average | 0.4692 | 0:00:00.583749 | 0:00:00.030501 | 0:00:00.307125 |\n", "| Std Dev. | 0.0057 | 0.06402918406455961 | 0.009603782540597556 | 0.28038679122192744 |\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 | 0.8519 | 0:00:00.616997 | 0:00:00.018002 | 0:00:00.616997 |\n", "| 15 | 0.8889 | 0:00:00.472998 | 0:00:00.030004 | 0:00:00.472998 |\n", "| 30 | 0.8889 | 0:00:00.625998 | 0:00:00.028998 | 0:00:00.625998 |\n", "| 45 | 0.9074 | 0:00:00.619001 | 0:00:00.044999 | 0:00:00.619001 |\n", "| Average | 0.8843 | 0:00:00.583749 | 0:00:00.030501 | 0:00:00.307125 |\n", "| Std Dev. | 0.0202 | 0.06402918406455961 | 0.009603782540597556 | 0.28038679122192744 |\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 | 0.4694 | 0:00:00.616997 | 0:00:00.018002 | 0:00:00.616997 |\n", "| 15 | 0.4898 | 0:00:00.472998 | 0:00:00.030004 | 0:00:00.472998 |\n", "| 30 | 0.4898 | 0:00:00.625998 | 0:00:00.028998 | 0:00:00.625998 |\n", "| 45 | 0.5 | 0:00:00.619001 | 0:00:00.044999 | 0:00:00.619001 |\n", "| Average | 0.4872 | 0:00:00.583749 | 0:00:00.030501 | 0:00:00.307125 |\n", "| Std Dev. | 0.0111 | 0.06402918406455961 | 0.009603782540597556 | 0.28038679122192744 |\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 | 0.9023 | 0:00:00.616997 | 0:00:00.018002 | 0:00:00.616997 |\n", "| 15 | 0.9057 | 0:00:00.472998 | 0:00:00.030004 | 0:00:00.472998 |\n", "| 30 | 0.9057 | 0:00:00.625998 | 0:00:00.028998 | 0:00:00.625998 |\n", "| 45 | 0.9074 | 0:00:00.619001 | 0:00:00.044999 | 0:00:00.619001 |\n", "| Average | 0.9053 | 0:00:00.583749 | 0:00:00.030501 | 0:00:00.307125 |\n", "| Std Dev. | 0.0019 | 0.06402918406455961 | 0.009603782540597556 | 0.28038679122192744 |\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 | 0.1481 | 0:00:00.616997 | 0:00:00.018002 | 0:00:00.616997 |\n", "| 15 | 0.1111 | 0:00:00.472998 | 0:00:00.030004 | 0:00:00.472998 |\n", "| 30 | 0.1111 | 0:00:00.625998 | 0:00:00.028998 | 0:00:00.625998 |\n", "| 45 | 0.0926 | 0:00:00.619001 | 0:00:00.044999 | 0:00:00.619001 |\n", "| Average | 0.1157 | 0:00:00.583749 | 0:00:00.030501 | 0:00:00.307125 |\n", "| Std Dev. | 0.0202 | 0.06402918406455961 | 0.009603782540597556 | 0.28038679122192744 |\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 | 0:00:00.550002 | 0:00:00.024997 | 0:00:00.550002 |\n", "| 15 | 0.9074 | 0:00:00.559002 | 0:00:00.030999 | 0:00:00.559002 |\n", "| 30 | 0.9074 | 0:00:00.598000 | 0:00:00.040001 | 0:00:00.598000 |\n", "| 45 | 0.9074 | 0:00:00.513999 | 0:00:00.039001 | 0:00:00.513999 |\n", "| Average | 0.9074 | 0:00:00.555251 | 0:00:00.033749 | 0:00:00.294500 |\n", "| Std Dev. | 0.0 | 0.029877985170845896 | 0.0061408076002164155 | 0.2616412334213844 |\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 | 0:00:00.550002 | 0:00:00.024997 | 0:00:00.550002 |\n", "| 15 | 0.4537 | 0:00:00.559002 | 0:00:00.030999 | 0:00:00.559002 |\n", "| 30 | 0.4537 | 0:00:00.598000 | 0:00:00.040001 | 0:00:00.598000 |\n", "| 45 | 0.4537 | 0:00:00.513999 | 0:00:00.039001 | 0:00:00.513999 |\n", "| Average | 0.4537 | 0:00:00.555251 | 0:00:00.033749 | 0:00:00.294500 |\n", "| Std Dev. | 0.0 | 0.029877985170845896 | 0.0061408076002164155 | 0.2616412334213844 |\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 | 0:00:00.550002 | 0:00:00.024997 | 0:00:00.550002 |\n", "| 15 | 0.9074 | 0:00:00.559002 | 0:00:00.030999 | 0:00:00.559002 |\n", "| 30 | 0.9074 | 0:00:00.598000 | 0:00:00.040001 | 0:00:00.598000 |\n", "| 45 | 0.9074 | 0:00:00.513999 | 0:00:00.039001 | 0:00:00.513999 |\n", "| Average | 0.9074 | 0:00:00.555251 | 0:00:00.033749 | 0:00:00.294500 |\n", "| Std Dev. | 0.0 | 0.029877985170845896 | 0.0061408076002164155 | 0.2616412334213844 |\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 | 0:00:00.550002 | 0:00:00.024997 | 0:00:00.550002 |\n", "| 15 | 0.5 | 0:00:00.559002 | 0:00:00.030999 | 0:00:00.559002 |\n", "| 30 | 0.5 | 0:00:00.598000 | 0:00:00.040001 | 0:00:00.598000 |\n", "| 45 | 0.5 | 0:00:00.513999 | 0:00:00.039001 | 0:00:00.513999 |\n", "| Average | 0.5 | 0:00:00.555251 | 0:00:00.033749 | 0:00:00.294500 |\n", "| Std Dev. | 0.0 | 0.029877985170845896 | 0.0061408076002164155 | 0.2616412334213844 |\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 | 0:00:00.550002 | 0:00:00.024997 | 0:00:00.550002 |\n", "| 15 | 0.9074 | 0:00:00.559002 | 0:00:00.030999 | 0:00:00.559002 |\n", "| 30 | 0.9074 | 0:00:00.598000 | 0:00:00.040001 | 0:00:00.598000 |\n", "| 45 | 0.9074 | 0:00:00.513999 | 0:00:00.039001 | 0:00:00.513999 |\n", "| Average | 0.9074 | 0:00:00.555251 | 0:00:00.033749 | 0:00:00.294500 |\n", "| Std Dev. | 0.0 | 0.029877985170845896 | 0.0061408076002164155 | 0.2616412334213844 |\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 | 0:00:00.550002 | 0:00:00.024997 | 0:00:00.550002 |\n", "| 15 | 0.4757 | 0:00:00.559002 | 0:00:00.030999 | 0:00:00.559002 |\n", "| 30 | 0.4757 | 0:00:00.598000 | 0:00:00.040001 | 0:00:00.598000 |\n", "| 45 | 0.4757 | 0:00:00.513999 | 0:00:00.039001 | 0:00:00.513999 |\n", "| Average | 0.4757 | 0:00:00.555251 | 0:00:00.033749 | 0:00:00.294500 |\n", "| Std Dev. | 0.0 | 0.029877985170845896 | 0.0061408076002164155 | 0.2616412334213844 |\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 | 0:00:00.550002 | 0:00:00.024997 | 0:00:00.550002 |\n", "| 15 | 0.9074 | 0:00:00.559002 | 0:00:00.030999 | 0:00:00.559002 |\n", "| 30 | 0.9074 | 0:00:00.598000 | 0:00:00.040001 | 0:00:00.598000 |\n", "| 45 | 0.9074 | 0:00:00.513999 | 0:00:00.039001 | 0:00:00.513999 |\n", "| Average | 0.9074 | 0:00:00.555251 | 0:00:00.033749 | 0:00:00.294500 |\n", "| Std Dev. | 0.0 | 0.029877985170845896 | 0.0061408076002164155 | 0.2616412334213844 |\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 | 0:00:00.550002 | 0:00:00.024997 | 0:00:00.550002 |\n", "| 15 | 0.5 | 0:00:00.559002 | 0:00:00.030999 | 0:00:00.559002 |\n", "| 30 | 0.5 | 0:00:00.598000 | 0:00:00.040001 | 0:00:00.598000 |\n", "| 45 | 0.5 | 0:00:00.513999 | 0:00:00.039001 | 0:00:00.513999 |\n", "| Average | 0.5 | 0:00:00.555251 | 0:00:00.033749 | 0:00:00.294500 |\n", "| Std Dev. | 0.0 | 0.029877985170845896 | 0.0061408076002164155 | 0.2616412334213844 |\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 | 0:00:00.550002 | 0:00:00.024997 | 0:00:00.550002 |\n", "| 15 | 0.9074 | 0:00:00.559002 | 0:00:00.030999 | 0:00:00.559002 |\n", "| 30 | 0.9074 | 0:00:00.598000 | 0:00:00.040001 | 0:00:00.598000 |\n", "| 45 | 0.9074 | 0:00:00.513999 | 0:00:00.039001 | 0:00:00.513999 |\n", "| Average | 0.9074 | 0:00:00.555251 | 0:00:00.033749 | 0:00:00.294500 |\n", "| Std Dev. | 0.0 | 0.029877985170845896 | 0.0061408076002164155 | 0.2616412334213844 |\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 | 0:00:00.550002 | 0:00:00.024997 | 0:00:00.550002 |\n", "| 15 | 0.0926 | 0:00:00.559002 | 0:00:00.030999 | 0:00:00.559002 |\n", "| 30 | 0.0926 | 0:00:00.598000 | 0:00:00.040001 | 0:00:00.598000 |\n", "| 45 | 0.0926 | 0:00:00.513999 | 0:00:00.039001 | 0:00:00.513999 |\n", "| Average | 0.0926 | 0:00:00.555251 | 0:00:00.033749 | 0:00:00.294500 |\n", "| Std Dev. | 0.0 | 0.029877985170845896 | 0.0061408076002164155 | 0.2616412334213844 |\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 | 0:00:00.649998 | 0:00:00.017002 | 0:00:00.649998 |\n", "| 15 | 0.9074 | 0:00:00.673001 | 0:00:00.027997 | 0:00:00.673001 |\n", "| 30 | 0.9074 | 0:00:00.684003 | 0:00:00.029998 | 0:00:00.684003 |\n", "| 45 | 0.9074 | 0:00:00.546753 | 0:00:00.060999 | 0:00:00.546753 |\n", "| Average | 0.9074 | 0:00:00.638439 | 0:00:00.033999 | 0:00:00.336219 |\n", "| Std Dev. | 0.0 | 0.05433795705654964 | 0.01635518214314036 | 0.30487203095323734 |\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 | 0:00:00.649998 | 0:00:00.017002 | 0:00:00.649998 |\n", "| 15 | 0.4537 | 0:00:00.673001 | 0:00:00.027997 | 0:00:00.673001 |\n", "| 30 | 0.4537 | 0:00:00.684003 | 0:00:00.029998 | 0:00:00.684003 |\n", "| 45 | 0.4537 | 0:00:00.546753 | 0:00:00.060999 | 0:00:00.546753 |\n", "| Average | 0.4537 | 0:00:00.638439 | 0:00:00.033999 | 0:00:00.336219 |\n", "| Std Dev. | 0.0 | 0.05433795705654964 | 0.01635518214314036 | 0.30487203095323734 |\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 | 0:00:00.649998 | 0:00:00.017002 | 0:00:00.649998 |\n", "| 15 | 0.9074 | 0:00:00.673001 | 0:00:00.027997 | 0:00:00.673001 |\n", "| 30 | 0.9074 | 0:00:00.684003 | 0:00:00.029998 | 0:00:00.684003 |\n", "| 45 | 0.9074 | 0:00:00.546753 | 0:00:00.060999 | 0:00:00.546753 |\n", "| Average | 0.9074 | 0:00:00.638439 | 0:00:00.033999 | 0:00:00.336219 |\n", "| Std Dev. | 0.0 | 0.05433795705654964 | 0.01635518214314036 | 0.30487203095323734 |\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 | 0:00:00.649998 | 0:00:00.017002 | 0:00:00.649998 |\n", "| 15 | 0.5 | 0:00:00.673001 | 0:00:00.027997 | 0:00:00.673001 |\n", "| 30 | 0.5 | 0:00:00.684003 | 0:00:00.029998 | 0:00:00.684003 |\n", "| 45 | 0.5 | 0:00:00.546753 | 0:00:00.060999 | 0:00:00.546753 |\n", "| Average | 0.5 | 0:00:00.638439 | 0:00:00.033999 | 0:00:00.336219 |\n", "| Std Dev. | 0.0 | 0.05433795705654964 | 0.01635518214314036 | 0.30487203095323734 |\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 | 0:00:00.649998 | 0:00:00.017002 | 0:00:00.649998 |\n", "| 15 | 0.9074 | 0:00:00.673001 | 0:00:00.027997 | 0:00:00.673001 |\n", "| 30 | 0.9074 | 0:00:00.684003 | 0:00:00.029998 | 0:00:00.684003 |\n", "| 45 | 0.9074 | 0:00:00.546753 | 0:00:00.060999 | 0:00:00.546753 |\n", "| Average | 0.9074 | 0:00:00.638439 | 0:00:00.033999 | 0:00:00.336219 |\n", "| Std Dev. | 0.0 | 0.05433795705654964 | 0.01635518214314036 | 0.30487203095323734 |\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 | 0:00:00.649998 | 0:00:00.017002 | 0:00:00.649998 |\n", "| 15 | 0.4757 | 0:00:00.673001 | 0:00:00.027997 | 0:00:00.673001 |\n", "| 30 | 0.4757 | 0:00:00.684003 | 0:00:00.029998 | 0:00:00.684003 |\n", "| 45 | 0.4757 | 0:00:00.546753 | 0:00:00.060999 | 0:00:00.546753 |\n", "| Average | 0.4757 | 0:00:00.638439 | 0:00:00.033999 | 0:00:00.336219 |\n", "| Std Dev. | 0.0 | 0.05433795705654964 | 0.01635518214314036 | 0.30487203095323734 |\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 | 0:00:00.649998 | 0:00:00.017002 | 0:00:00.649998 |\n", "| 15 | 0.9074 | 0:00:00.673001 | 0:00:00.027997 | 0:00:00.673001 |\n", "| 30 | 0.9074 | 0:00:00.684003 | 0:00:00.029998 | 0:00:00.684003 |\n", "| 45 | 0.9074 | 0:00:00.546753 | 0:00:00.060999 | 0:00:00.546753 |\n", "| Average | 0.9074 | 0:00:00.638439 | 0:00:00.033999 | 0:00:00.336219 |\n", "| Std Dev. | 0.0 | 0.05433795705654964 | 0.01635518214314036 | 0.30487203095323734 |\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 | 0:00:00.649998 | 0:00:00.017002 | 0:00:00.649998 |\n", "| 15 | 0.5 | 0:00:00.673001 | 0:00:00.027997 | 0:00:00.673001 |\n", "| 30 | 0.5 | 0:00:00.684003 | 0:00:00.029998 | 0:00:00.684003 |\n", "| 45 | 0.5 | 0:00:00.546753 | 0:00:00.060999 | 0:00:00.546753 |\n", "| Average | 0.5 | 0:00:00.638439 | 0:00:00.033999 | 0:00:00.336219 |\n", "| Std Dev. | 0.0 | 0.05433795705654964 | 0.01635518214314036 | 0.30487203095323734 |\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 | 0:00:00.649998 | 0:00:00.017002 | 0:00:00.649998 |\n", "| 15 | 0.9074 | 0:00:00.673001 | 0:00:00.027997 | 0:00:00.673001 |\n", "| 30 | 0.9074 | 0:00:00.684003 | 0:00:00.029998 | 0:00:00.684003 |\n", "| 45 | 0.9074 | 0:00:00.546753 | 0:00:00.060999 | 0:00:00.546753 |\n", "| Average | 0.9074 | 0:00:00.638439 | 0:00:00.033999 | 0:00:00.336219 |\n", "| Std Dev. | 0.0 | 0.05433795705654964 | 0.01635518214314036 | 0.30487203095323734 |\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 | 0:00:00.649998 | 0:00:00.017002 | 0:00:00.649998 |\n", "| 15 | 0.0926 | 0:00:00.673001 | 0:00:00.027997 | 0:00:00.673001 |\n", "| 30 | 0.0926 | 0:00:00.684003 | 0:00:00.029998 | 0:00:00.684003 |\n", "| 45 | 0.0926 | 0:00:00.546753 | 0:00:00.060999 | 0:00:00.546753 |\n", "| Average | 0.0926 | 0:00:00.638439 | 0:00:00.033999 | 0:00:00.336219 |\n", "| Std Dev. | 0.0 | 0.05433795705654964 | 0.01635518214314036 | 0.30487203095323734 |\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 | 0:00:00.542000 | 0:00:00.028002 | 0:00:00.542000 |\n", "| 15 | 0.9074 | 0:00:00.477997 | 0:00:00.026001 | 0:00:00.477997 |\n", "| 30 | 0.8889 | 0:00:00.451000 | 0:00:00.026000 | 0:00:00.451000 |\n", "| 45 | 0.9074 | 0:00:00.488000 | 0:00:00.027999 | 0:00:00.488000 |\n", "| Average | 0.9028 | 0:00:00.489749 | 0:00:00.027001 | 0:00:00.258375 |\n", "| Std Dev. | 0.008 | 0.03306381055323342 | 0.0009999280465915518 | 0.23255358830869316 |\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 | 0:00:00.542000 | 0:00:00.028002 | 0:00:00.542000 |\n", "| 15 | 0.4537 | 0:00:00.477997 | 0:00:00.026001 | 0:00:00.477997 |\n", "| 30 | 0.4528 | 0:00:00.451000 | 0:00:00.026000 | 0:00:00.451000 |\n", "| 45 | 0.4537 | 0:00:00.488000 | 0:00:00.027999 | 0:00:00.488000 |\n", "| Average | 0.4535 | 0:00:00.489749 | 0:00:00.027001 | 0:00:00.258375 |\n", "| Std Dev. | 0.0004 | 0.03306381055323342 | 0.0009999280465915518 | 0.23255358830869316 |\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 | 0:00:00.542000 | 0:00:00.028002 | 0:00:00.542000 |\n", "| 15 | 0.9074 | 0:00:00.477997 | 0:00:00.026001 | 0:00:00.477997 |\n", "| 30 | 0.8889 | 0:00:00.451000 | 0:00:00.026000 | 0:00:00.451000 |\n", "| 45 | 0.9074 | 0:00:00.488000 | 0:00:00.027999 | 0:00:00.488000 |\n", "| Average | 0.9028 | 0:00:00.489749 | 0:00:00.027001 | 0:00:00.258375 |\n", "| Std Dev. | 0.008 | 0.03306381055323342 | 0.0009999280465915518 | 0.23255358830869316 |\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 | 0:00:00.542000 | 0:00:00.028002 | 0:00:00.542000 |\n", "| 15 | 0.5 | 0:00:00.477997 | 0:00:00.026001 | 0:00:00.477997 |\n", "| 30 | 0.4898 | 0:00:00.451000 | 0:00:00.026000 | 0:00:00.451000 |\n", "| 45 | 0.5 | 0:00:00.488000 | 0:00:00.027999 | 0:00:00.488000 |\n", "| Average | 0.4974 | 0:00:00.489749 | 0:00:00.027001 | 0:00:00.258375 |\n", "| Std Dev. | 0.0044 | 0.03306381055323342 | 0.0009999280465915518 | 0.23255358830869316 |\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 | 0:00:00.542000 | 0:00:00.028002 | 0:00:00.542000 |\n", "| 15 | 0.9074 | 0:00:00.477997 | 0:00:00.026001 | 0:00:00.477997 |\n", "| 30 | 0.8889 | 0:00:00.451000 | 0:00:00.026000 | 0:00:00.451000 |\n", "| 45 | 0.9074 | 0:00:00.488000 | 0:00:00.027999 | 0:00:00.488000 |\n", "| Average | 0.9028 | 0:00:00.489749 | 0:00:00.027001 | 0:00:00.258375 |\n", "| Std Dev. | 0.008 | 0.03306381055323342 | 0.0009999280465915518 | 0.23255358830869316 |\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 | 0:00:00.542000 | 0:00:00.028002 | 0:00:00.542000 |\n", "| 15 | 0.4757 | 0:00:00.477997 | 0:00:00.026001 | 0:00:00.477997 |\n", "| 30 | 0.4706 | 0:00:00.451000 | 0:00:00.026000 | 0:00:00.451000 |\n", "| 45 | 0.4757 | 0:00:00.488000 | 0:00:00.027999 | 0:00:00.488000 |\n", "| Average | 0.4744 | 0:00:00.489749 | 0:00:00.027001 | 0:00:00.258375 |\n", "| Std Dev. | 0.0022 | 0.03306381055323342 | 0.0009999280465915518 | 0.23255358830869316 |\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 | 0:00:00.542000 | 0:00:00.028002 | 0:00:00.542000 |\n", "| 15 | 0.9074 | 0:00:00.477997 | 0:00:00.026001 | 0:00:00.477997 |\n", "| 30 | 0.8889 | 0:00:00.451000 | 0:00:00.026000 | 0:00:00.451000 |\n", "| 45 | 0.9074 | 0:00:00.488000 | 0:00:00.027999 | 0:00:00.488000 |\n", "| Average | 0.9028 | 0:00:00.489749 | 0:00:00.027001 | 0:00:00.258375 |\n", "| Std Dev. | 0.008 | 0.03306381055323342 | 0.0009999280465915518 | 0.23255358830869316 |\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 | 0:00:00.542000 | 0:00:00.028002 | 0:00:00.542000 |\n", "| 15 | 0.5 | 0:00:00.477997 | 0:00:00.026001 | 0:00:00.477997 |\n", "| 30 | 0.4898 | 0:00:00.451000 | 0:00:00.026000 | 0:00:00.451000 |\n", "| 45 | 0.5 | 0:00:00.488000 | 0:00:00.027999 | 0:00:00.488000 |\n", "| Average | 0.4974 | 0:00:00.489749 | 0:00:00.027001 | 0:00:00.258375 |\n", "| Std Dev. | 0.0044 | 0.03306381055323342 | 0.0009999280465915518 | 0.23255358830869316 |\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 | 0:00:00.542000 | 0:00:00.028002 | 0:00:00.542000 |\n", "| 15 | 0.9074 | 0:00:00.477997 | 0:00:00.026001 | 0:00:00.477997 |\n", "| 30 | 0.9057 | 0:00:00.451000 | 0:00:00.026000 | 0:00:00.451000 |\n", "| 45 | 0.9074 | 0:00:00.488000 | 0:00:00.027999 | 0:00:00.488000 |\n", "| Average | 0.907 | 0:00:00.489749 | 0:00:00.027001 | 0:00:00.258375 |\n", "| Std Dev. | 0.0007 | 0.03306381055323342 | 0.0009999280465915518 | 0.23255358830869316 |\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 | 0:00:00.542000 | 0:00:00.028002 | 0:00:00.542000 |\n", "| 15 | 0.0926 | 0:00:00.477997 | 0:00:00.026001 | 0:00:00.477997 |\n", "| 30 | 0.1111 | 0:00:00.451000 | 0:00:00.026000 | 0:00:00.451000 |\n", "| 45 | 0.0926 | 0:00:00.488000 | 0:00:00.027999 | 0:00:00.488000 |\n", "| Average | 0.0972 | 0:00:00.489749 | 0:00:00.027001 | 0:00:00.258375 |\n", "| Std Dev. | 0.008 | 0.03306381055323342 | 0.0009999280465915518 | 0.23255358830869316 |\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 | 0.8889 | 0:00:00.409003 | 0:00:00.020998 | 0:00:00.409003 |\n", "| 15 | 0.9259 | 0:00:00.549001 | 0:00:00.023000 | 0:00:00.549001 |\n", "| 30 | 0.9259 | 0:00:00.516997 | 0:00:00.026001 | 0:00:00.516997 |\n", "| 45 | 0.9259 | 0:00:00.447999 | 0:00:00.027003 | 0:00:00.447999 |\n", "| Average | 0.9167 | 0:00:00.480750 | 0:00:00.024251 | 0:00:00.252500 |\n", "| Std Dev. | 0.016 | 0.05520912633995716 | 0.002386562218067541 | 0.23157046081333485 |\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 | 0.595 | 0:00:00.409003 | 0:00:00.020998 | 0:00:00.409003 |\n", "| 15 | 0.463 | 0:00:00.549001 | 0:00:00.023000 | 0:00:00.549001 |\n", "| 30 | 0.463 | 0:00:00.516997 | 0:00:00.026001 | 0:00:00.516997 |\n", "| 45 | 0.463 | 0:00:00.447999 | 0:00:00.027003 | 0:00:00.447999 |\n", "| Average | 0.496 | 0:00:00.480750 | 0:00:00.024251 | 0:00:00.252500 |\n", "| Std Dev. | 0.0572 | 0.05520912633995716 | 0.002386562218067541 | 0.23157046081333485 |\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 | 0:00:00.409003 | 0:00:00.020998 | 0:00:00.409003 |\n", "| 15 | 0.9259 | 0:00:00.549001 | 0:00:00.023000 | 0:00:00.549001 |\n", "| 30 | 0.9259 | 0:00:00.516997 | 0:00:00.026001 | 0:00:00.516997 |\n", "| 45 | 0.9259 | 0:00:00.447999 | 0:00:00.027003 | 0:00:00.447999 |\n", "| Average | 0.9167 | 0:00:00.480750 | 0:00:00.024251 | 0:00:00.252500 |\n", "| Std Dev. | 0.016 | 0.05520912633995716 | 0.002386562218067541 | 0.23157046081333485 |\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 | 0.595 | 0:00:00.409003 | 0:00:00.020998 | 0:00:00.409003 |\n", "| 15 | 0.5 | 0:00:00.549001 | 0:00:00.023000 | 0:00:00.549001 |\n", "| 30 | 0.5 | 0:00:00.516997 | 0:00:00.026001 | 0:00:00.516997 |\n", "| 45 | 0.5 | 0:00:00.447999 | 0:00:00.027003 | 0:00:00.447999 |\n", "| Average | 0.5237 | 0:00:00.480750 | 0:00:00.024251 | 0:00:00.252500 |\n", "| Std Dev. | 0.0411 | 0.05520912633995716 | 0.002386562218067541 | 0.23157046081333485 |\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 | 0:00:00.409003 | 0:00:00.020998 | 0:00:00.409003 |\n", "| 15 | 0.9259 | 0:00:00.549001 | 0:00:00.023000 | 0:00:00.549001 |\n", "| 30 | 0.9259 | 0:00:00.516997 | 0:00:00.026001 | 0:00:00.516997 |\n", "| 45 | 0.9259 | 0:00:00.447999 | 0:00:00.027003 | 0:00:00.447999 |\n", "| Average | 0.9167 | 0:00:00.480750 | 0:00:00.024251 | 0:00:00.252500 |\n", "| Std Dev. | 0.016 | 0.05520912633995716 | 0.002386562218067541 | 0.23157046081333485 |\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 | 0.595 | 0:00:00.409003 | 0:00:00.020998 | 0:00:00.409003 |\n", "| 15 | 0.4808 | 0:00:00.549001 | 0:00:00.023000 | 0:00:00.549001 |\n", "| 30 | 0.4808 | 0:00:00.516997 | 0:00:00.026001 | 0:00:00.516997 |\n", "| 45 | 0.4808 | 0:00:00.447999 | 0:00:00.027003 | 0:00:00.447999 |\n", "| Average | 0.5093 | 0:00:00.480750 | 0:00:00.024251 | 0:00:00.252500 |\n", "| Std Dev. | 0.0495 | 0.05520912633995716 | 0.002386562218067541 | 0.23157046081333485 |\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 | 0:00:00.409003 | 0:00:00.020998 | 0:00:00.409003 |\n", "| 15 | 0.9259 | 0:00:00.549001 | 0:00:00.023000 | 0:00:00.549001 |\n", "| 30 | 0.9259 | 0:00:00.516997 | 0:00:00.026001 | 0:00:00.516997 |\n", "| 45 | 0.9259 | 0:00:00.447999 | 0:00:00.027003 | 0:00:00.447999 |\n", "| Average | 0.9167 | 0:00:00.480750 | 0:00:00.024251 | 0:00:00.252500 |\n", "| Std Dev. | 0.016 | 0.05520912633995716 | 0.002386562218067541 | 0.23157046081333485 |\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 | 0.595 | 0:00:00.409003 | 0:00:00.020998 | 0:00:00.409003 |\n", "| 15 | 0.5 | 0:00:00.549001 | 0:00:00.023000 | 0:00:00.549001 |\n", "| 30 | 0.5 | 0:00:00.516997 | 0:00:00.026001 | 0:00:00.516997 |\n", "| 45 | 0.5 | 0:00:00.447999 | 0:00:00.027003 | 0:00:00.447999 |\n", "| Average | 0.5237 | 0:00:00.480750 | 0:00:00.024251 | 0:00:00.252500 |\n", "| Std Dev. | 0.0411 | 0.05520912633995716 | 0.002386562218067541 | 0.23157046081333485 |\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 | 0.9392 | 0:00:00.409003 | 0:00:00.020998 | 0:00:00.409003 |\n", "| 15 | 0.9259 | 0:00:00.549001 | 0:00:00.023000 | 0:00:00.549001 |\n", "| 30 | 0.9259 | 0:00:00.516997 | 0:00:00.026001 | 0:00:00.516997 |\n", "| 45 | 0.9259 | 0:00:00.447999 | 0:00:00.027003 | 0:00:00.447999 |\n", "| Average | 0.9292 | 0:00:00.480750 | 0:00:00.024251 | 0:00:00.252500 |\n", "| Std Dev. | 0.0057 | 0.05520912633995716 | 0.002386562218067541 | 0.23157046081333485 |\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 | 0.1111 | 0:00:00.409003 | 0:00:00.020998 | 0:00:00.409003 |\n", "| 15 | 0.0741 | 0:00:00.549001 | 0:00:00.023000 | 0:00:00.549001 |\n", "| 30 | 0.0741 | 0:00:00.516997 | 0:00:00.026001 | 0:00:00.516997 |\n", "| 45 | 0.0741 | 0:00:00.447999 | 0:00:00.027003 | 0:00:00.447999 |\n", "| Average | 0.0833 | 0:00:00.480750 | 0:00:00.024251 | 0:00:00.252500 |\n", "| Std Dev. | 0.016 | 0.05520912633995716 | 0.002386562218067541 | 0.23157046081333485 |\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 | 0:00:00.541000 | 0:00:00.016000 | 0:00:00.541000 |\n", "| 15 | 0.9259 | 0:00:00.607000 | 0:00:00.038002 | 0:00:00.607000 |\n", "| 30 | 0.9259 | 0:00:00.702998 | 0:00:00.041000 | 0:00:00.702998 |\n", "| 45 | 0.9259 | 0:00:00.566000 | 0:00:00.033000 | 0:00:00.566000 |\n", "| Average | 0.9213 | 0:00:00.604250 | 0:00:00.032000 | 0:00:00.318125 |\n", "| Std Dev. | 0.008 | 0.06168948954877059 | 0.009669775946684686 | 0.2895113315729892 |\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 | 0.4623 | 0:00:00.541000 | 0:00:00.016000 | 0:00:00.541000 |\n", "| 15 | 0.463 | 0:00:00.607000 | 0:00:00.038002 | 0:00:00.607000 |\n", "| 30 | 0.463 | 0:00:00.702998 | 0:00:00.041000 | 0:00:00.702998 |\n", "| 45 | 0.463 | 0:00:00.566000 | 0:00:00.033000 | 0:00:00.566000 |\n", "| Average | 0.4628 | 0:00:00.604250 | 0:00:00.032000 | 0:00:00.318125 |\n", "| Std Dev. | 0.0003 | 0.06168948954877059 | 0.009669775946684686 | 0.2895113315729892 |\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 | 0:00:00.541000 | 0:00:00.016000 | 0:00:00.541000 |\n", "| 15 | 0.9259 | 0:00:00.607000 | 0:00:00.038002 | 0:00:00.607000 |\n", "| 30 | 0.9259 | 0:00:00.702998 | 0:00:00.041000 | 0:00:00.702998 |\n", "| 45 | 0.9259 | 0:00:00.566000 | 0:00:00.033000 | 0:00:00.566000 |\n", "| Average | 0.9213 | 0:00:00.604250 | 0:00:00.032000 | 0:00:00.318125 |\n", "| Std Dev. | 0.008 | 0.06168948954877059 | 0.009669775946684686 | 0.2895113315729892 |\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 | 0.49 | 0:00:00.541000 | 0:00:00.016000 | 0:00:00.541000 |\n", "| 15 | 0.5 | 0:00:00.607000 | 0:00:00.038002 | 0:00:00.607000 |\n", "| 30 | 0.5 | 0:00:00.702998 | 0:00:00.041000 | 0:00:00.702998 |\n", "| 45 | 0.5 | 0:00:00.566000 | 0:00:00.033000 | 0:00:00.566000 |\n", "| Average | 0.4975 | 0:00:00.604250 | 0:00:00.032000 | 0:00:00.318125 |\n", "| Std Dev. | 0.0043 | 0.06168948954877059 | 0.009669775946684686 | 0.2895113315729892 |\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 | 0:00:00.541000 | 0:00:00.016000 | 0:00:00.541000 |\n", "| 15 | 0.9259 | 0:00:00.607000 | 0:00:00.038002 | 0:00:00.607000 |\n", "| 30 | 0.9259 | 0:00:00.702998 | 0:00:00.041000 | 0:00:00.702998 |\n", "| 45 | 0.9259 | 0:00:00.566000 | 0:00:00.033000 | 0:00:00.566000 |\n", "| Average | 0.9213 | 0:00:00.604250 | 0:00:00.032000 | 0:00:00.318125 |\n", "| Std Dev. | 0.008 | 0.06168948954877059 | 0.009669775946684686 | 0.2895113315729892 |\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 | 0:00:00.541000 | 0:00:00.016000 | 0:00:00.541000 |\n", "| 15 | 0.4808 | 0:00:00.607000 | 0:00:00.038002 | 0:00:00.607000 |\n", "| 30 | 0.4808 | 0:00:00.702998 | 0:00:00.041000 | 0:00:00.702998 |\n", "| 45 | 0.4808 | 0:00:00.566000 | 0:00:00.033000 | 0:00:00.566000 |\n", "| Average | 0.4795 | 0:00:00.604250 | 0:00:00.032000 | 0:00:00.318125 |\n", "| Std Dev. | 0.0022 | 0.06168948954877059 | 0.009669775946684686 | 0.2895113315729892 |\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 | 0:00:00.541000 | 0:00:00.016000 | 0:00:00.541000 |\n", "| 15 | 0.9259 | 0:00:00.607000 | 0:00:00.038002 | 0:00:00.607000 |\n", "| 30 | 0.9259 | 0:00:00.702998 | 0:00:00.041000 | 0:00:00.702998 |\n", "| 45 | 0.9259 | 0:00:00.566000 | 0:00:00.033000 | 0:00:00.566000 |\n", "| Average | 0.9213 | 0:00:00.604250 | 0:00:00.032000 | 0:00:00.318125 |\n", "| Std Dev. | 0.008 | 0.06168948954877059 | 0.009669775946684686 | 0.2895113315729892 |\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 | 0.49 | 0:00:00.541000 | 0:00:00.016000 | 0:00:00.541000 |\n", "| 15 | 0.5 | 0:00:00.607000 | 0:00:00.038002 | 0:00:00.607000 |\n", "| 30 | 0.5 | 0:00:00.702998 | 0:00:00.041000 | 0:00:00.702998 |\n", "| 45 | 0.5 | 0:00:00.566000 | 0:00:00.033000 | 0:00:00.566000 |\n", "| Average | 0.4975 | 0:00:00.604250 | 0:00:00.032000 | 0:00:00.318125 |\n", "| Std Dev. | 0.0043 | 0.06168948954877059 | 0.009669775946684686 | 0.2895113315729892 |\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 | 0.9246 | 0:00:00.541000 | 0:00:00.016000 | 0:00:00.541000 |\n", "| 15 | 0.9259 | 0:00:00.607000 | 0:00:00.038002 | 0:00:00.607000 |\n", "| 30 | 0.9259 | 0:00:00.702998 | 0:00:00.041000 | 0:00:00.702998 |\n", "| 45 | 0.9259 | 0:00:00.566000 | 0:00:00.033000 | 0:00:00.566000 |\n", "| Average | 0.9256 | 0:00:00.604250 | 0:00:00.032000 | 0:00:00.318125 |\n", "| Std Dev. | 0.0006 | 0.06168948954877059 | 0.009669775946684686 | 0.2895113315729892 |\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 | 0:00:00.541000 | 0:00:00.016000 | 0:00:00.541000 |\n", "| 15 | 0.0741 | 0:00:00.607000 | 0:00:00.038002 | 0:00:00.607000 |\n", "| 30 | 0.0741 | 0:00:00.702998 | 0:00:00.041000 | 0:00:00.702998 |\n", "| 45 | 0.0741 | 0:00:00.566000 | 0:00:00.033000 | 0:00:00.566000 |\n", "| Average | 0.0787 | 0:00:00.604250 | 0:00:00.032000 | 0:00:00.318125 |\n", "| Std Dev. | 0.008 | 0.06168948954877059 | 0.009669775946684686 | 0.2895113315729892 |\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 | 0:00:00.597997 | 0:00:00.018001 | 0:00:00.597997 |\n", "| 15 | 0.9259 | 0:00:00.461999 | 0:00:00.019001 | 0:00:00.461999 |\n", "| 30 | 0.9259 | 0:00:00.494999 | 0:00:00.027000 | 0:00:00.494999 |\n", "| 45 | 0.9259 | 0:00:00.551000 | 0:00:00.026000 | 0:00:00.551000 |\n", "| Average | 0.9213 | 0:00:00.526499 | 0:00:00.022501 | 0:00:00.274500 |\n", "| Std Dev. | 0.008 | 0.05211712246860553 | 0.004030718419297373 | 0.25469536105747065 |\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 | 0.4623 | 0:00:00.597997 | 0:00:00.018001 | 0:00:00.597997 |\n", "| 15 | 0.463 | 0:00:00.461999 | 0:00:00.019001 | 0:00:00.461999 |\n", "| 30 | 0.463 | 0:00:00.494999 | 0:00:00.027000 | 0:00:00.494999 |\n", "| 45 | 0.463 | 0:00:00.551000 | 0:00:00.026000 | 0:00:00.551000 |\n", "| Average | 0.4628 | 0:00:00.526499 | 0:00:00.022501 | 0:00:00.274500 |\n", "| Std Dev. | 0.0003 | 0.05211712246860553 | 0.004030718419297373 | 0.25469536105747065 |\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 | 0:00:00.597997 | 0:00:00.018001 | 0:00:00.597997 |\n", "| 15 | 0.9259 | 0:00:00.461999 | 0:00:00.019001 | 0:00:00.461999 |\n", "| 30 | 0.9259 | 0:00:00.494999 | 0:00:00.027000 | 0:00:00.494999 |\n", "| 45 | 0.9259 | 0:00:00.551000 | 0:00:00.026000 | 0:00:00.551000 |\n", "| Average | 0.9213 | 0:00:00.526499 | 0:00:00.022501 | 0:00:00.274500 |\n", "| Std Dev. | 0.008 | 0.05211712246860553 | 0.004030718419297373 | 0.25469536105747065 |\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 | 0.49 | 0:00:00.597997 | 0:00:00.018001 | 0:00:00.597997 |\n", "| 15 | 0.5 | 0:00:00.461999 | 0:00:00.019001 | 0:00:00.461999 |\n", "| 30 | 0.5 | 0:00:00.494999 | 0:00:00.027000 | 0:00:00.494999 |\n", "| 45 | 0.5 | 0:00:00.551000 | 0:00:00.026000 | 0:00:00.551000 |\n", "| Average | 0.4975 | 0:00:00.526499 | 0:00:00.022501 | 0:00:00.274500 |\n", "| Std Dev. | 0.0043 | 0.05211712246860553 | 0.004030718419297373 | 0.25469536105747065 |\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 | 0:00:00.597997 | 0:00:00.018001 | 0:00:00.597997 |\n", "| 15 | 0.9259 | 0:00:00.461999 | 0:00:00.019001 | 0:00:00.461999 |\n", "| 30 | 0.9259 | 0:00:00.494999 | 0:00:00.027000 | 0:00:00.494999 |\n", "| 45 | 0.9259 | 0:00:00.551000 | 0:00:00.026000 | 0:00:00.551000 |\n", "| Average | 0.9213 | 0:00:00.526499 | 0:00:00.022501 | 0:00:00.274500 |\n", "| Std Dev. | 0.008 | 0.05211712246860553 | 0.004030718419297373 | 0.25469536105747065 |\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 | 0:00:00.597997 | 0:00:00.018001 | 0:00:00.597997 |\n", "| 15 | 0.4808 | 0:00:00.461999 | 0:00:00.019001 | 0:00:00.461999 |\n", "| 30 | 0.4808 | 0:00:00.494999 | 0:00:00.027000 | 0:00:00.494999 |\n", "| 45 | 0.4808 | 0:00:00.551000 | 0:00:00.026000 | 0:00:00.551000 |\n", "| Average | 0.4795 | 0:00:00.526499 | 0:00:00.022501 | 0:00:00.274500 |\n", "| Std Dev. | 0.0022 | 0.05211712246860553 | 0.004030718419297373 | 0.25469536105747065 |\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 | 0:00:00.597997 | 0:00:00.018001 | 0:00:00.597997 |\n", "| 15 | 0.9259 | 0:00:00.461999 | 0:00:00.019001 | 0:00:00.461999 |\n", "| 30 | 0.9259 | 0:00:00.494999 | 0:00:00.027000 | 0:00:00.494999 |\n", "| 45 | 0.9259 | 0:00:00.551000 | 0:00:00.026000 | 0:00:00.551000 |\n", "| Average | 0.9213 | 0:00:00.526499 | 0:00:00.022501 | 0:00:00.274500 |\n", "| Std Dev. | 0.008 | 0.05211712246860553 | 0.004030718419297373 | 0.25469536105747065 |\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 | 0.49 | 0:00:00.597997 | 0:00:00.018001 | 0:00:00.597997 |\n", "| 15 | 0.5 | 0:00:00.461999 | 0:00:00.019001 | 0:00:00.461999 |\n", "| 30 | 0.5 | 0:00:00.494999 | 0:00:00.027000 | 0:00:00.494999 |\n", "| 45 | 0.5 | 0:00:00.551000 | 0:00:00.026000 | 0:00:00.551000 |\n", "| Average | 0.4975 | 0:00:00.526499 | 0:00:00.022501 | 0:00:00.274500 |\n", "| Std Dev. | 0.0043 | 0.05211712246860553 | 0.004030718419297373 | 0.25469536105747065 |\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 | 0.9246 | 0:00:00.597997 | 0:00:00.018001 | 0:00:00.597997 |\n", "| 15 | 0.9259 | 0:00:00.461999 | 0:00:00.019001 | 0:00:00.461999 |\n", "| 30 | 0.9259 | 0:00:00.494999 | 0:00:00.027000 | 0:00:00.494999 |\n", "| 45 | 0.9259 | 0:00:00.551000 | 0:00:00.026000 | 0:00:00.551000 |\n", "| Average | 0.9256 | 0:00:00.526499 | 0:00:00.022501 | 0:00:00.274500 |\n", "| Std Dev. | 0.0006 | 0.05211712246860553 | 0.004030718419297373 | 0.25469536105747065 |\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 | 0:00:00.597997 | 0:00:00.018001 | 0:00:00.597997 |\n", "| 15 | 0.0741 | 0:00:00.461999 | 0:00:00.019001 | 0:00:00.461999 |\n", "| 30 | 0.0741 | 0:00:00.494999 | 0:00:00.027000 | 0:00:00.494999 |\n", "| 45 | 0.0741 | 0:00:00.551000 | 0:00:00.026000 | 0:00:00.551000 |\n", "| Average | 0.0787 | 0:00:00.526499 | 0:00:00.022501 | 0:00:00.274500 |\n", "| Std Dev. | 0.008 | 0.05211712246860553 | 0.004030718419297373 | 0.25469536105747065 |\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 | 0:00:00.439003 | 0:00:00.015999 | 0:00:00.439003 |\n", "| 15 | 0.9259 | 0:00:00.587001 | 0:00:00.026999 | 0:00:00.587001 |\n", "| 30 | 0.9259 | 0:00:00.574000 | 0:00:00.026997 | 0:00:00.574000 |\n", "| 45 | 0.9259 | 0:00:00.473005 | 0:00:00.041995 | 0:00:00.473005 |\n", "| Average | 0.9259 | 0:00:00.518252 | 0:00:00.027998 | 0:00:00.273125 |\n", "| Std Dev. | 0.0 | 0.06356493251438727 | 0.009245132206822092 | 0.2492997402494754 |\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 | 0:00:00.439003 | 0:00:00.015999 | 0:00:00.439003 |\n", "| 15 | 0.463 | 0:00:00.587001 | 0:00:00.026999 | 0:00:00.587001 |\n", "| 30 | 0.463 | 0:00:00.574000 | 0:00:00.026997 | 0:00:00.574000 |\n", "| 45 | 0.463 | 0:00:00.473005 | 0:00:00.041995 | 0:00:00.473005 |\n", "| Average | 0.463 | 0:00:00.518252 | 0:00:00.027998 | 0:00:00.273125 |\n", "| Std Dev. | 0.0 | 0.06356493251438727 | 0.009245132206822092 | 0.2492997402494754 |\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 | 0:00:00.439003 | 0:00:00.015999 | 0:00:00.439003 |\n", "| 15 | 0.9259 | 0:00:00.587001 | 0:00:00.026999 | 0:00:00.587001 |\n", "| 30 | 0.9259 | 0:00:00.574000 | 0:00:00.026997 | 0:00:00.574000 |\n", "| 45 | 0.9259 | 0:00:00.473005 | 0:00:00.041995 | 0:00:00.473005 |\n", "| Average | 0.9259 | 0:00:00.518252 | 0:00:00.027998 | 0:00:00.273125 |\n", "| Std Dev. | 0.0 | 0.06356493251438727 | 0.009245132206822092 | 0.2492997402494754 |\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 | 0:00:00.439003 | 0:00:00.015999 | 0:00:00.439003 |\n", "| 15 | 0.5 | 0:00:00.587001 | 0:00:00.026999 | 0:00:00.587001 |\n", "| 30 | 0.5 | 0:00:00.574000 | 0:00:00.026997 | 0:00:00.574000 |\n", "| 45 | 0.5 | 0:00:00.473005 | 0:00:00.041995 | 0:00:00.473005 |\n", "| Average | 0.5 | 0:00:00.518252 | 0:00:00.027998 | 0:00:00.273125 |\n", "| Std Dev. | 0.0 | 0.06356493251438727 | 0.009245132206822092 | 0.2492997402494754 |\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 | 0:00:00.439003 | 0:00:00.015999 | 0:00:00.439003 |\n", "| 15 | 0.9259 | 0:00:00.587001 | 0:00:00.026999 | 0:00:00.587001 |\n", "| 30 | 0.9259 | 0:00:00.574000 | 0:00:00.026997 | 0:00:00.574000 |\n", "| 45 | 0.9259 | 0:00:00.473005 | 0:00:00.041995 | 0:00:00.473005 |\n", "| Average | 0.9259 | 0:00:00.518252 | 0:00:00.027998 | 0:00:00.273125 |\n", "| Std Dev. | 0.0 | 0.06356493251438727 | 0.009245132206822092 | 0.2492997402494754 |\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 | 0:00:00.439003 | 0:00:00.015999 | 0:00:00.439003 |\n", "| 15 | 0.4808 | 0:00:00.587001 | 0:00:00.026999 | 0:00:00.587001 |\n", "| 30 | 0.4808 | 0:00:00.574000 | 0:00:00.026997 | 0:00:00.574000 |\n", "| 45 | 0.4808 | 0:00:00.473005 | 0:00:00.041995 | 0:00:00.473005 |\n", "| Average | 0.4808 | 0:00:00.518252 | 0:00:00.027998 | 0:00:00.273125 |\n", "| Std Dev. | 0.0 | 0.06356493251438727 | 0.009245132206822092 | 0.2492997402494754 |\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 | 0:00:00.439003 | 0:00:00.015999 | 0:00:00.439003 |\n", "| 15 | 0.9259 | 0:00:00.587001 | 0:00:00.026999 | 0:00:00.587001 |\n", "| 30 | 0.9259 | 0:00:00.574000 | 0:00:00.026997 | 0:00:00.574000 |\n", "| 45 | 0.9259 | 0:00:00.473005 | 0:00:00.041995 | 0:00:00.473005 |\n", "| Average | 0.9259 | 0:00:00.518252 | 0:00:00.027998 | 0:00:00.273125 |\n", "| Std Dev. | 0.0 | 0.06356493251438727 | 0.009245132206822092 | 0.2492997402494754 |\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 | 0:00:00.439003 | 0:00:00.015999 | 0:00:00.439003 |\n", "| 15 | 0.5 | 0:00:00.587001 | 0:00:00.026999 | 0:00:00.587001 |\n", "| 30 | 0.5 | 0:00:00.574000 | 0:00:00.026997 | 0:00:00.574000 |\n", "| 45 | 0.5 | 0:00:00.473005 | 0:00:00.041995 | 0:00:00.473005 |\n", "| Average | 0.5 | 0:00:00.518252 | 0:00:00.027998 | 0:00:00.273125 |\n", "| Std Dev. | 0.0 | 0.06356493251438727 | 0.009245132206822092 | 0.2492997402494754 |\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 | 0:00:00.439003 | 0:00:00.015999 | 0:00:00.439003 |\n", "| 15 | 0.9259 | 0:00:00.587001 | 0:00:00.026999 | 0:00:00.587001 |\n", "| 30 | 0.9259 | 0:00:00.574000 | 0:00:00.026997 | 0:00:00.574000 |\n", "| 45 | 0.9259 | 0:00:00.473005 | 0:00:00.041995 | 0:00:00.473005 |\n", "| Average | 0.9259 | 0:00:00.518252 | 0:00:00.027998 | 0:00:00.273125 |\n", "| Std Dev. | 0.0 | 0.06356493251438727 | 0.009245132206822092 | 0.2492997402494754 |\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 | 0:00:00.439003 | 0:00:00.015999 | 0:00:00.439003 |\n", "| 15 | 0.0741 | 0:00:00.587001 | 0:00:00.026999 | 0:00:00.587001 |\n", "| 30 | 0.0741 | 0:00:00.574000 | 0:00:00.026997 | 0:00:00.574000 |\n", "| 45 | 0.0741 | 0:00:00.473005 | 0:00:00.041995 | 0:00:00.473005 |\n", "| Average | 0.0741 | 0:00:00.518252 | 0:00:00.027998 | 0:00:00.273125 |\n", "| Std Dev. | 0.0 | 0.06356493251438727 | 0.009245132206822092 | 0.2492997402494754 |\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 | 0.9019 | 0.0186 | 0:00:00.553200 | 0:00:00.020300 | 0:00:00.573500 |\n", "| 15 | 0.9111 | 0.0139 | 0:00:00.561000 | 0:00:00.027000 | 0:00:00.588000 |\n", "| 30 | 0.9111 | 0.0139 | 0:00:00.581699 | 0:00:00.030700 | 0:00:00.612399 |\n", "| 45 | 0.9148 | 0.0091 | 0:00:00.533476 | 0:00:00.036199 | 0:00:00.569676 |\n", "| Average | 0.9097 | 0.0138 | 0:00:00.557344 | 0:00:00.028550 | 0:00:00.585894 |\n", "| Std Dev. | 0.0048 | 0.0034 | 0.0172728149 | 0.005779289 | 0.0167600792 |\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 | 0.4702 | 0.0418 | 0:00:00.553200 | 0:00:00.020300 | 0:00:00.573500 |\n", "| 15 | 0.4572 | 0.0047 | 0:00:00.561000 | 0:00:00.027000 | 0:00:00.588000 |\n", "| 30 | 0.4572 | 0.0047 | 0:00:00.581699 | 0:00:00.030700 | 0:00:00.612399 |\n", "| 45 | 0.4574 | 0.0045 | 0:00:00.533476 | 0:00:00.036199 | 0:00:00.569676 |\n", "| Average | 0.4605 | 0.0139 | 0:00:00.557344 | 0:00:00.028550 | 0:00:00.585894 |\n", "| Std Dev. | 0.0056 | 0.0161 | 0.0172728149 | 0.005779289 | 0.0167600792 |\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 | 0.9019 | 0.0186 | 0:00:00.553200 | 0:00:00.020300 | 0:00:00.573500 |\n", "| 15 | 0.9111 | 0.0139 | 0:00:00.561000 | 0:00:00.027000 | 0:00:00.588000 |\n", "| 30 | 0.9111 | 0.0139 | 0:00:00.581699 | 0:00:00.030700 | 0:00:00.612399 |\n", "| 45 | 0.9148 | 0.0091 | 0:00:00.533476 | 0:00:00.036199 | 0:00:00.569676 |\n", "| Average | 0.9097 | 0.0138 | 0:00:00.557344 | 0:00:00.028550 | 0:00:00.585894 |\n", "| Std Dev. | 0.0048 | 0.0034 | 0.0172728149 | 0.005779289 | 0.0167600792 |\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 | 0.5044 | 0.0316 | 0:00:00.553200 | 0:00:00.020300 | 0:00:00.573500 |\n", "| 15 | 0.498 | 0.0041 | 0:00:00.561000 | 0:00:00.027000 | 0:00:00.588000 |\n", "| 30 | 0.498 | 0.0041 | 0:00:00.581699 | 0:00:00.030700 | 0:00:00.612399 |\n", "| 45 | 0.5 | 0.0 | 0:00:00.533476 | 0:00:00.036199 | 0:00:00.569676 |\n", "| Average | 0.5001 | 0.0099 | 0:00:00.557344 | 0:00:00.028550 | 0:00:00.585894 |\n", "| Std Dev. | 0.0026 | 0.0126 | 0.0172728149 | 0.005779289 | 0.0167600792 |\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 | 0.9019 | 0.0186 | 0:00:00.553200 | 0:00:00.020300 | 0:00:00.573500 |\n", "| 15 | 0.9111 | 0.0139 | 0:00:00.561000 | 0:00:00.027000 | 0:00:00.588000 |\n", "| 30 | 0.9111 | 0.0139 | 0:00:00.581699 | 0:00:00.030700 | 0:00:00.612399 |\n", "| 45 | 0.9148 | 0.0091 | 0:00:00.533476 | 0:00:00.036199 | 0:00:00.569676 |\n", "| Average | 0.9097 | 0.0138 | 0:00:00.557344 | 0:00:00.028550 | 0:00:00.585894 |\n", "| Std Dev. | 0.0048 | 0.0034 | 0.0172728149 | 0.005779289 | 0.0167600792 |\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 | 0.4866 | 0.0365 | 0:00:00.553200 | 0:00:00.020300 | 0:00:00.573500 |\n", "| 15 | 0.4767 | 0.0038 | 0:00:00.561000 | 0:00:00.027000 | 0:00:00.588000 |\n", "| 30 | 0.4767 | 0.0038 | 0:00:00.581699 | 0:00:00.030700 | 0:00:00.612399 |\n", "| 45 | 0.4777 | 0.0025 | 0:00:00.533476 | 0:00:00.036199 | 0:00:00.569676 |\n", "| Average | 0.4794 | 0.0116 | 0:00:00.557344 | 0:00:00.028550 | 0:00:00.585894 |\n", "| Std Dev. | 0.0041 | 0.0144 | 0.0172728149 | 0.005779289 | 0.0167600792 |\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 | 0.9019 | 0.0186 | 0:00:00.553200 | 0:00:00.020300 | 0:00:00.573500 |\n", "| 15 | 0.9111 | 0.0139 | 0:00:00.561000 | 0:00:00.027000 | 0:00:00.588000 |\n", "| 30 | 0.9111 | 0.0139 | 0:00:00.581699 | 0:00:00.030700 | 0:00:00.612399 |\n", "| 45 | 0.9148 | 0.0091 | 0:00:00.533476 | 0:00:00.036199 | 0:00:00.569676 |\n", "| Average | 0.9097 | 0.0138 | 0:00:00.557344 | 0:00:00.028550 | 0:00:00.585894 |\n", "| Std Dev. | 0.0048 | 0.0034 | 0.0172728149 | 0.005779289 | 0.0167600792 |\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 | 0.5044 | 0.0316 | 0:00:00.553200 | 0:00:00.020300 | 0:00:00.573500 |\n", "| 15 | 0.498 | 0.0041 | 0:00:00.561000 | 0:00:00.027000 | 0:00:00.588000 |\n", "| 30 | 0.498 | 0.0041 | 0:00:00.581699 | 0:00:00.030700 | 0:00:00.612399 |\n", "| 45 | 0.5 | 0.0 | 0:00:00.533476 | 0:00:00.036199 | 0:00:00.569676 |\n", "| Average | 0.5001 | 0.0099 | 0:00:00.557344 | 0:00:00.028550 | 0:00:00.585894 |\n", "| Std Dev. | 0.0026 | 0.0126 | 0.0172728149 | 0.005779289 | 0.0167600792 |\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 | 0.9154 | 0.0115 | 0:00:00.553200 | 0:00:00.020300 | 0:00:00.573500 |\n", "| 15 | 0.9145 | 0.0094 | 0:00:00.561000 | 0:00:00.027000 | 0:00:00.588000 |\n", "| 30 | 0.9145 | 0.0094 | 0:00:00.581699 | 0:00:00.030700 | 0:00:00.612399 |\n", "| 45 | 0.9148 | 0.0091 | 0:00:00.533476 | 0:00:00.036199 | 0:00:00.569676 |\n", "| Average | 0.9148 | 0.0098 | 0:00:00.557344 | 0:00:00.028550 | 0:00:00.585894 |\n", "| Std Dev. | 0.0004 | 0.001 | 0.0172728149 | 0.005779289 | 0.0167600792 |\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 | 0.0981 | 0.0186 | 0:00:00.553200 | 0:00:00.020300 | 0:00:00.573500 |\n", "| 15 | 0.0889 | 0.0139 | 0:00:00.561000 | 0:00:00.027000 | 0:00:00.588000 |\n", "| 30 | 0.0889 | 0.0139 | 0:00:00.581699 | 0:00:00.030700 | 0:00:00.612399 |\n", "| 45 | 0.0852 | 0.0091 | 0:00:00.533476 | 0:00:00.036199 | 0:00:00.569676 |\n", "| Average | 0.0903 | 0.0138 | 0:00:00.557344 | 0:00:00.028550 | 0:00:00.585894 |\n", "| Std Dev. | 0.0048 | 0.0034 | 0.0172728149 | 0.005779289 | 0.0167600792 |\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 | 0:00:02.838994 | 0:00:00.159002 | 0:00:02.838994 |\n", "| 15 | 0.9259 | 0:00:02.700998 | 0:00:00.235000 | 0:00:02.700998 |\n", "| 30 | 0.9444 | 0:00:02.447999 | 0:00:00.352000 | 0:00:02.447999 |\n", "| 45 | 0.9352 | 0:00:02.355003 | 0:00:00.381998 | 0:00:02.355003 |\n", "| Average | 0.9375 | 0:00:02.585748 | 0:00:00.282000 | 0:00:01.433874 |\n", "| Std Dev. | 0.0077 | 0.19341280990639867 | 0.08977371394203007 | 1.1617005898741652 |\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 | 0.9506 | 0:00:02.838994 | 0:00:00.159002 | 0:00:02.838994 |\n", "| 15 | 0.9269 | 0:00:02.700998 | 0:00:00.235000 | 0:00:02.700998 |\n", "| 30 | 0.9463 | 0:00:02.447999 | 0:00:00.352000 | 0:00:02.447999 |\n", "| 45 | 0.9377 | 0:00:02.355003 | 0:00:00.381998 | 0:00:02.355003 |\n", "| Average | 0.9404 | 0:00:02.585748 | 0:00:00.282000 | 0:00:01.433874 |\n", "| Std Dev. | 0.0091 | 0.19341280990639867 | 0.08977371394203007 | 1.1617005898741652 |\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 | 0:00:02.838994 | 0:00:00.159002 | 0:00:02.838994 |\n", "| 15 | 0.9259 | 0:00:02.700998 | 0:00:00.235000 | 0:00:02.700998 |\n", "| 30 | 0.9444 | 0:00:02.447999 | 0:00:00.352000 | 0:00:02.447999 |\n", "| 45 | 0.9352 | 0:00:02.355003 | 0:00:00.381998 | 0:00:02.355003 |\n", "| Average | 0.9375 | 0:00:02.585748 | 0:00:00.282000 | 0:00:01.433874 |\n", "| Std Dev. | 0.0077 | 0.19341280990639867 | 0.08977371394203007 | 1.1617005898741652 |\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 | 0:00:02.838994 | 0:00:00.159002 | 0:00:02.838994 |\n", "| 15 | 0.9259 | 0:00:02.700998 | 0:00:00.235000 | 0:00:02.700998 |\n", "| 30 | 0.9444 | 0:00:02.447999 | 0:00:00.352000 | 0:00:02.447999 |\n", "| 45 | 0.9352 | 0:00:02.355003 | 0:00:00.381998 | 0:00:02.355003 |\n", "| Average | 0.9375 | 0:00:02.585748 | 0:00:00.282000 | 0:00:01.433874 |\n", "| Std Dev. | 0.0077 | 0.19341280990639867 | 0.08977371394203007 | 1.1617005898741652 |\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 | 0:00:02.838994 | 0:00:00.159002 | 0:00:02.838994 |\n", "| 15 | 0.9259 | 0:00:02.700998 | 0:00:00.235000 | 0:00:02.700998 |\n", "| 30 | 0.9444 | 0:00:02.447999 | 0:00:00.352000 | 0:00:02.447999 |\n", "| 45 | 0.9352 | 0:00:02.355003 | 0:00:00.381998 | 0:00:02.355003 |\n", "| Average | 0.9375 | 0:00:02.585748 | 0:00:00.282000 | 0:00:01.433874 |\n", "| Std Dev. | 0.0077 | 0.19341280990639867 | 0.08977371394203007 | 1.1617005898741652 |\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 | 0.9436 | 0:00:02.838994 | 0:00:00.159002 | 0:00:02.838994 |\n", "| 15 | 0.9248 | 0:00:02.700998 | 0:00:00.235000 | 0:00:02.700998 |\n", "| 30 | 0.9433 | 0:00:02.447999 | 0:00:00.352000 | 0:00:02.447999 |\n", "| 45 | 0.934 | 0:00:02.355003 | 0:00:00.381998 | 0:00:02.355003 |\n", "| Average | 0.9364 | 0:00:02.585748 | 0:00:00.282000 | 0:00:01.433874 |\n", "| Std Dev. | 0.0077 | 0.19341280990639867 | 0.08977371394203007 | 1.1617005898741652 |\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 | 0:00:02.838994 | 0:00:00.159002 | 0:00:02.838994 |\n", "| 15 | 0.9259 | 0:00:02.700998 | 0:00:00.235000 | 0:00:02.700998 |\n", "| 30 | 0.9444 | 0:00:02.447999 | 0:00:00.352000 | 0:00:02.447999 |\n", "| 45 | 0.9352 | 0:00:02.355003 | 0:00:00.381998 | 0:00:02.355003 |\n", "| Average | 0.9375 | 0:00:02.585748 | 0:00:00.282000 | 0:00:01.433874 |\n", "| Std Dev. | 0.0077 | 0.19341280990639867 | 0.08977371394203007 | 1.1617005898741652 |\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 | 0:00:02.838994 | 0:00:00.159002 | 0:00:02.838994 |\n", "| 15 | 0.9583 | 0:00:02.700998 | 0:00:00.235000 | 0:00:02.700998 |\n", "| 30 | 0.9688 | 0:00:02.447999 | 0:00:00.352000 | 0:00:02.447999 |\n", "| 45 | 0.9635 | 0:00:02.355003 | 0:00:00.381998 | 0:00:02.355003 |\n", "| Average | 0.9648 | 0:00:02.585748 | 0:00:00.282000 | 0:00:01.433874 |\n", "| Std Dev. | 0.0043 | 0.19341280990639867 | 0.08977371394203007 | 1.1617005898741652 |\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 | 0:00:02.838994 | 0:00:00.159002 | 0:00:02.838994 |\n", "| 15 | 0.8656 | 0:00:02.700998 | 0:00:00.235000 | 0:00:02.700998 |\n", "| 30 | 0.8981 | 0:00:02.447999 | 0:00:00.352000 | 0:00:02.447999 |\n", "| 45 | 0.8818 | 0:00:02.355003 | 0:00:00.381998 | 0:00:02.355003 |\n", "| Average | 0.8859 | 0:00:02.585748 | 0:00:00.282000 | 0:00:01.433874 |\n", "| Std Dev. | 0.0135 | 0.19341280990639867 | 0.08977371394203007 | 1.1617005898741652 |\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 | 0.1944 | 0:00:02.838994 | 0:00:00.159002 | 0:00:02.838994 |\n", "| 15 | 0.25 | 0:00:02.700998 | 0:00:00.235000 | 0:00:02.700998 |\n", "| 30 | 0.1852 | 0:00:02.447999 | 0:00:00.352000 | 0:00:02.447999 |\n", "| 45 | 0.2315 | 0:00:02.355003 | 0:00:00.381998 | 0:00:02.355003 |\n", "| Average | 0.2153 | 0:00:02.585748 | 0:00:00.282000 | 0:00:01.433874 |\n", "| Std Dev. | 0.0265 | 0.19341280990639867 | 0.08977371394203007 | 1.1617005898741652 |\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 | 0:00:02.545999 | 0:00:00.165002 | 0:00:02.545999 |\n", "| 15 | 0.8981 | 0:00:02.753997 | 0:00:00.230002 | 0:00:02.753997 |\n", "| 30 | 0.9074 | 0:00:03.490000 | 0:00:00.444999 | 0:00:03.490000 |\n", "| 45 | 0.9074 | 0:00:02.909001 | 0:00:00.482999 | 0:00:02.909001 |\n", "| Average | 0.9005 | 0:00:02.924750 | 0:00:00.330750 | 0:00:01.627750 |\n", "| Std Dev. | 0.0077 | 0.35084352261364754 | 0.13588149530438098 | 1.3240035397462877 |\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 | 0.8909 | 0:00:02.545999 | 0:00:00.165002 | 0:00:02.545999 |\n", "| 15 | 0.9012 | 0:00:02.753997 | 0:00:00.230002 | 0:00:02.753997 |\n", "| 30 | 0.9155 | 0:00:03.490000 | 0:00:00.444999 | 0:00:03.490000 |\n", "| 45 | 0.9155 | 0:00:02.909001 | 0:00:00.482999 | 0:00:02.909001 |\n", "| Average | 0.9058 | 0:00:02.924750 | 0:00:00.330750 | 0:00:01.627750 |\n", "| Std Dev. | 0.0104 | 0.35084352261364754 | 0.13588149530438098 | 1.3240035397462877 |\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 | 0:00:02.545999 | 0:00:00.165002 | 0:00:02.545999 |\n", "| 15 | 0.8981 | 0:00:02.753997 | 0:00:00.230002 | 0:00:02.753997 |\n", "| 30 | 0.9074 | 0:00:03.490000 | 0:00:00.444999 | 0:00:03.490000 |\n", "| 45 | 0.9074 | 0:00:02.909001 | 0:00:00.482999 | 0:00:02.909001 |\n", "| Average | 0.9005 | 0:00:02.924750 | 0:00:00.330750 | 0:00:01.627750 |\n", "| Std Dev. | 0.0077 | 0.35084352261364754 | 0.13588149530438098 | 1.3240035397462877 |\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 | 0:00:02.545999 | 0:00:00.165002 | 0:00:02.545999 |\n", "| 15 | 0.8981 | 0:00:02.753997 | 0:00:00.230002 | 0:00:02.753997 |\n", "| 30 | 0.9074 | 0:00:03.490000 | 0:00:00.444999 | 0:00:03.490000 |\n", "| 45 | 0.9074 | 0:00:02.909001 | 0:00:00.482999 | 0:00:02.909001 |\n", "| Average | 0.9005 | 0:00:02.924750 | 0:00:00.330750 | 0:00:01.627750 |\n", "| Std Dev. | 0.0077 | 0.35084352261364754 | 0.13588149530438098 | 1.3240035397462877 |\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 | 0:00:02.545999 | 0:00:00.165002 | 0:00:02.545999 |\n", "| 15 | 0.8981 | 0:00:02.753997 | 0:00:00.230002 | 0:00:02.753997 |\n", "| 30 | 0.9074 | 0:00:03.490000 | 0:00:00.444999 | 0:00:03.490000 |\n", "| 45 | 0.9074 | 0:00:02.909001 | 0:00:00.482999 | 0:00:02.909001 |\n", "| Average | 0.9005 | 0:00:02.924750 | 0:00:00.330750 | 0:00:01.627750 |\n", "| Std Dev. | 0.0077 | 0.35084352261364754 | 0.13588149530438098 | 1.3240035397462877 |\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 | 0.8874 | 0:00:02.545999 | 0:00:00.165002 | 0:00:02.545999 |\n", "| 15 | 0.8979 | 0:00:02.753997 | 0:00:00.230002 | 0:00:02.753997 |\n", "| 30 | 0.9085 | 0:00:03.490000 | 0:00:00.444999 | 0:00:03.490000 |\n", "| 45 | 0.9085 | 0:00:02.909001 | 0:00:00.482999 | 0:00:02.909001 |\n", "| Average | 0.9005 | 0:00:02.924750 | 0:00:00.330750 | 0:00:01.627750 |\n", "| Std Dev. | 0.0088 | 0.35084352261364754 | 0.13588149530438098 | 1.3240035397462877 |\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 | 0:00:02.545999 | 0:00:00.165002 | 0:00:02.545999 |\n", "| 15 | 0.8981 | 0:00:02.753997 | 0:00:00.230002 | 0:00:02.753997 |\n", "| 30 | 0.9074 | 0:00:03.490000 | 0:00:00.444999 | 0:00:03.490000 |\n", "| 45 | 0.9074 | 0:00:02.909001 | 0:00:00.482999 | 0:00:02.909001 |\n", "| Average | 0.9005 | 0:00:02.924750 | 0:00:00.330750 | 0:00:01.627750 |\n", "| Std Dev. | 0.0077 | 0.35084352261364754 | 0.13588149530438098 | 1.3240035397462877 |\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 | 0:00:02.545999 | 0:00:00.165002 | 0:00:02.545999 |\n", "| 15 | 0.9427 | 0:00:02.753997 | 0:00:00.230002 | 0:00:02.753997 |\n", "| 30 | 0.9479 | 0:00:03.490000 | 0:00:00.444999 | 0:00:03.490000 |\n", "| 45 | 0.9479 | 0:00:02.909001 | 0:00:00.482999 | 0:00:02.909001 |\n", "| Average | 0.944 | 0:00:02.924750 | 0:00:00.330750 | 0:00:01.627750 |\n", "| Std Dev. | 0.0043 | 0.35084352261364754 | 0.13588149530438098 | 1.3240035397462877 |\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 | 0:00:02.545999 | 0:00:00.165002 | 0:00:02.545999 |\n", "| 15 | 0.818 | 0:00:02.753997 | 0:00:00.230002 | 0:00:02.753997 |\n", "| 30 | 0.8337 | 0:00:03.490000 | 0:00:00.444999 | 0:00:03.490000 |\n", "| 45 | 0.8337 | 0:00:02.909001 | 0:00:00.482999 | 0:00:02.909001 |\n", "| Average | 0.822 | 0:00:02.924750 | 0:00:00.330750 | 0:00:01.627750 |\n", "| Std Dev. | 0.0129 | 0.35084352261364754 | 0.13588149530438098 | 1.3240035397462877 |\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 | 0:00:02.545999 | 0:00:00.165002 | 0:00:02.545999 |\n", "| 15 | 0.1944 | 0:00:02.753997 | 0:00:00.230002 | 0:00:02.753997 |\n", "| 30 | 0.1759 | 0:00:03.490000 | 0:00:00.444999 | 0:00:03.490000 |\n", "| 45 | 0.1759 | 0:00:02.909001 | 0:00:00.482999 | 0:00:02.909001 |\n", "| Average | 0.1829 | 0:00:02.924750 | 0:00:00.330750 | 0:00:01.627750 |\n", "| Std Dev. | 0.0077 | 0.35084352261364754 | 0.13588149530438098 | 1.3240035397462877 |\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 | 0:00:03.440998 | 0:00:00.248999 | 0:00:03.440998 |\n", "| 15 | 0.9259 | 0:00:02.966000 | 0:00:00.228000 | 0:00:02.966000 |\n", "| 30 | 0.9352 | 0:00:02.472002 | 0:00:00.329998 | 0:00:02.472002 |\n", "| 45 | 0.9352 | 0:00:02.401000 | 0:00:00.394998 | 0:00:02.401000 |\n", "| Average | 0.9259 | 0:00:02.820000 | 0:00:00.300499 | 0:00:01.560250 |\n", "| Std Dev. | 0.0113 | 0.4194098638987226 | 0.06653683936862459 | 1.295043427198018 |\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 | 0.9101 | 0:00:03.440998 | 0:00:00.248999 | 0:00:03.440998 |\n", "| 15 | 0.9269 | 0:00:02.966000 | 0:00:00.228000 | 0:00:02.966000 |\n", "| 30 | 0.9366 | 0:00:02.472002 | 0:00:00.329998 | 0:00:02.472002 |\n", "| 45 | 0.9342 | 0:00:02.401000 | 0:00:00.394998 | 0:00:02.401000 |\n", "| Average | 0.927 | 0:00:02.820000 | 0:00:00.300499 | 0:00:01.560250 |\n", "| Std Dev. | 0.0104 | 0.4194098638987226 | 0.06653683936862459 | 1.295043427198018 |\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 | 0:00:03.440998 | 0:00:00.248999 | 0:00:03.440998 |\n", "| 15 | 0.9259 | 0:00:02.966000 | 0:00:00.228000 | 0:00:02.966000 |\n", "| 30 | 0.9352 | 0:00:02.472002 | 0:00:00.329998 | 0:00:02.472002 |\n", "| 45 | 0.9352 | 0:00:02.401000 | 0:00:00.394998 | 0:00:02.401000 |\n", "| Average | 0.9259 | 0:00:02.820000 | 0:00:00.300499 | 0:00:01.560250 |\n", "| Std Dev. | 0.0113 | 0.4194098638987226 | 0.06653683936862459 | 1.295043427198018 |\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 | 0:00:03.440998 | 0:00:00.248999 | 0:00:03.440998 |\n", "| 15 | 0.9259 | 0:00:02.966000 | 0:00:00.228000 | 0:00:02.966000 |\n", "| 30 | 0.9352 | 0:00:02.472002 | 0:00:00.329998 | 0:00:02.472002 |\n", "| 45 | 0.9352 | 0:00:02.401000 | 0:00:00.394998 | 0:00:02.401000 |\n", "| Average | 0.9259 | 0:00:02.820000 | 0:00:00.300499 | 0:00:01.560250 |\n", "| Std Dev. | 0.0113 | 0.4194098638987226 | 0.06653683936862459 | 1.295043427198018 |\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 | 0:00:03.440998 | 0:00:00.248999 | 0:00:03.440998 |\n", "| 15 | 0.9259 | 0:00:02.966000 | 0:00:00.228000 | 0:00:02.966000 |\n", "| 30 | 0.9352 | 0:00:02.472002 | 0:00:00.329998 | 0:00:02.472002 |\n", "| 45 | 0.9352 | 0:00:02.401000 | 0:00:00.394998 | 0:00:02.401000 |\n", "| Average | 0.9259 | 0:00:02.820000 | 0:00:00.300499 | 0:00:01.560250 |\n", "| Std Dev. | 0.0113 | 0.4194098638987226 | 0.06653683936862459 | 1.295043427198018 |\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 | 0.904 | 0:00:03.440998 | 0:00:00.248999 | 0:00:03.440998 |\n", "| 15 | 0.9235 | 0:00:02.966000 | 0:00:00.228000 | 0:00:02.966000 |\n", "| 30 | 0.9338 | 0:00:02.472002 | 0:00:00.329998 | 0:00:02.472002 |\n", "| 45 | 0.9324 | 0:00:02.401000 | 0:00:00.394998 | 0:00:02.401000 |\n", "| Average | 0.9234 | 0:00:02.820000 | 0:00:00.300499 | 0:00:01.560250 |\n", "| Std Dev. | 0.0119 | 0.4194098638987226 | 0.06653683936862459 | 1.295043427198018 |\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 | 0:00:03.440998 | 0:00:00.248999 | 0:00:03.440998 |\n", "| 15 | 0.9259 | 0:00:02.966000 | 0:00:00.228000 | 0:00:02.966000 |\n", "| 30 | 0.9352 | 0:00:02.472002 | 0:00:00.329998 | 0:00:02.472002 |\n", "| 45 | 0.9352 | 0:00:02.401000 | 0:00:00.394998 | 0:00:02.401000 |\n", "| Average | 0.9259 | 0:00:02.820000 | 0:00:00.300499 | 0:00:01.560250 |\n", "| Std Dev. | 0.0113 | 0.4194098638987226 | 0.06653683936862459 | 1.295043427198018 |\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 | 0:00:03.440998 | 0:00:00.248999 | 0:00:03.440998 |\n", "| 15 | 0.9583 | 0:00:02.966000 | 0:00:00.228000 | 0:00:02.966000 |\n", "| 30 | 0.9635 | 0:00:02.472002 | 0:00:00.329998 | 0:00:02.472002 |\n", "| 45 | 0.9635 | 0:00:02.401000 | 0:00:00.394998 | 0:00:02.401000 |\n", "| Average | 0.9583 | 0:00:02.820000 | 0:00:00.300499 | 0:00:01.560250 |\n", "| Std Dev. | 0.0064 | 0.4194098638987226 | 0.06653683936862459 | 1.295043427198018 |\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 | 0:00:03.440998 | 0:00:00.248999 | 0:00:03.440998 |\n", "| 15 | 0.8656 | 0:00:02.966000 | 0:00:00.228000 | 0:00:02.966000 |\n", "| 30 | 0.8818 | 0:00:02.472002 | 0:00:00.329998 | 0:00:02.472002 |\n", "| 45 | 0.8818 | 0:00:02.401000 | 0:00:00.394998 | 0:00:02.401000 |\n", "| Average | 0.8657 | 0:00:02.820000 | 0:00:00.300499 | 0:00:01.560250 |\n", "| Std Dev. | 0.0196 | 0.4194098638987226 | 0.06653683936862459 | 1.295043427198018 |\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 | 0:00:03.440998 | 0:00:00.248999 | 0:00:03.440998 |\n", "| 15 | 0.1759 | 0:00:02.966000 | 0:00:00.228000 | 0:00:02.966000 |\n", "| 30 | 0.1481 | 0:00:02.472002 | 0:00:00.329998 | 0:00:02.472002 |\n", "| 45 | 0.1667 | 0:00:02.401000 | 0:00:00.394998 | 0:00:02.401000 |\n", "| Average | 0.169 | 0:00:02.820000 | 0:00:00.300499 | 0:00:01.560250 |\n", "| Std Dev. | 0.0137 | 0.4194098638987226 | 0.06653683936862459 | 1.295043427198018 |\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 | 0.9352 | 0:00:02.327999 | 0:00:00.158001 | 0:00:02.327999 |\n", "| 15 | 0.9444 | 0:00:02.667002 | 0:00:00.200001 | 0:00:02.667002 |\n", "| 30 | 0.9352 | 0:00:02.564996 | 0:00:00.277000 | 0:00:02.564996 |\n", "| 45 | 0.9537 | 0:00:02.288007 | 0:00:00.436993 | 0:00:02.288007 |\n", "| Average | 0.9421 | 0:00:02.462001 | 0:00:00.267999 | 0:00:01.365000 |\n", "| Std Dev. | 0.0077 | 0.15879513530843933 | 0.1064934496495331 | 1.1053008920762861 |\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 | 0.9387 | 0:00:02.327999 | 0:00:00.158001 | 0:00:02.327999 |\n", "| 15 | 0.9457 | 0:00:02.667002 | 0:00:00.200001 | 0:00:02.667002 |\n", "| 30 | 0.9403 | 0:00:02.564996 | 0:00:00.277000 | 0:00:02.564996 |\n", "| 45 | 0.9569 | 0:00:02.288007 | 0:00:00.436993 | 0:00:02.288007 |\n", "| Average | 0.9454 | 0:00:02.462001 | 0:00:00.267999 | 0:00:01.365000 |\n", "| Std Dev. | 0.0071 | 0.15879513530843933 | 0.1064934496495331 | 1.1053008920762861 |\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 | 0.9352 | 0:00:02.327999 | 0:00:00.158001 | 0:00:02.327999 |\n", "| 15 | 0.9444 | 0:00:02.667002 | 0:00:00.200001 | 0:00:02.667002 |\n", "| 30 | 0.9352 | 0:00:02.564996 | 0:00:00.277000 | 0:00:02.564996 |\n", "| 45 | 0.9537 | 0:00:02.288007 | 0:00:00.436993 | 0:00:02.288007 |\n", "| Average | 0.9421 | 0:00:02.462001 | 0:00:00.267999 | 0:00:01.365000 |\n", "| Std Dev. | 0.0077 | 0.15879513530843933 | 0.1064934496495331 | 1.1053008920762861 |\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 | 0.9352 | 0:00:02.327999 | 0:00:00.158001 | 0:00:02.327999 |\n", "| 15 | 0.9444 | 0:00:02.667002 | 0:00:00.200001 | 0:00:02.667002 |\n", "| 30 | 0.9352 | 0:00:02.564996 | 0:00:00.277000 | 0:00:02.564996 |\n", "| 45 | 0.9537 | 0:00:02.288007 | 0:00:00.436993 | 0:00:02.288007 |\n", "| Average | 0.9421 | 0:00:02.462001 | 0:00:00.267999 | 0:00:01.365000 |\n", "| Std Dev. | 0.0077 | 0.15879513530843933 | 0.1064934496495331 | 1.1053008920762861 |\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 | 0.9352 | 0:00:02.327999 | 0:00:00.158001 | 0:00:02.327999 |\n", "| 15 | 0.9444 | 0:00:02.667002 | 0:00:00.200001 | 0:00:02.667002 |\n", "| 30 | 0.9352 | 0:00:02.564996 | 0:00:00.277000 | 0:00:02.564996 |\n", "| 45 | 0.9537 | 0:00:02.288007 | 0:00:00.436993 | 0:00:02.288007 |\n", "| Average | 0.9421 | 0:00:02.462001 | 0:00:00.267999 | 0:00:01.365000 |\n", "| Std Dev. | 0.0077 | 0.15879513530843933 | 0.1064934496495331 | 1.1053008920762861 |\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 | 0.9341 | 0:00:02.327999 | 0:00:00.158001 | 0:00:02.327999 |\n", "| 15 | 0.944 | 0:00:02.667002 | 0:00:00.200001 | 0:00:02.667002 |\n", "| 30 | 0.9348 | 0:00:02.564996 | 0:00:00.277000 | 0:00:02.564996 |\n", "| 45 | 0.9536 | 0:00:02.288007 | 0:00:00.436993 | 0:00:02.288007 |\n", "| Average | 0.9416 | 0:00:02.462001 | 0:00:00.267999 | 0:00:01.365000 |\n", "| Std Dev. | 0.0079 | 0.15879513530843933 | 0.1064934496495331 | 1.1053008920762861 |\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 | 0.9352 | 0:00:02.327999 | 0:00:00.158001 | 0:00:02.327999 |\n", "| 15 | 0.9444 | 0:00:02.667002 | 0:00:00.200001 | 0:00:02.667002 |\n", "| 30 | 0.9352 | 0:00:02.564996 | 0:00:00.277000 | 0:00:02.564996 |\n", "| 45 | 0.9537 | 0:00:02.288007 | 0:00:00.436993 | 0:00:02.288007 |\n", "| Average | 0.9421 | 0:00:02.462001 | 0:00:00.267999 | 0:00:01.365000 |\n", "| Std Dev. | 0.0077 | 0.15879513530843933 | 0.1064934496495331 | 1.1053008920762861 |\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 | 0.9635 | 0:00:02.327999 | 0:00:00.158001 | 0:00:02.327999 |\n", "| 15 | 0.9688 | 0:00:02.667002 | 0:00:00.200001 | 0:00:02.667002 |\n", "| 30 | 0.9635 | 0:00:02.564996 | 0:00:00.277000 | 0:00:02.564996 |\n", "| 45 | 0.974 | 0:00:02.288007 | 0:00:00.436993 | 0:00:02.288007 |\n", "| Average | 0.9674 | 0:00:02.462001 | 0:00:00.267999 | 0:00:01.365000 |\n", "| Std Dev. | 0.0043 | 0.15879513530843933 | 0.1064934496495331 | 1.1053008920762861 |\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 | 0.8818 | 0:00:02.327999 | 0:00:00.158001 | 0:00:02.327999 |\n", "| 15 | 0.8981 | 0:00:02.667002 | 0:00:00.200001 | 0:00:02.667002 |\n", "| 30 | 0.8818 | 0:00:02.564996 | 0:00:00.277000 | 0:00:02.564996 |\n", "| 45 | 0.9147 | 0:00:02.288007 | 0:00:00.436993 | 0:00:02.288007 |\n", "| Average | 0.8941 | 0:00:02.462001 | 0:00:00.267999 | 0:00:01.365000 |\n", "| Std Dev. | 0.0136 | 0.15879513530843933 | 0.1064934496495331 | 1.1053008920762861 |\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 | 0.2407 | 0:00:02.327999 | 0:00:00.158001 | 0:00:02.327999 |\n", "| 15 | 0.1759 | 0:00:02.667002 | 0:00:00.200001 | 0:00:02.667002 |\n", "| 30 | 0.2222 | 0:00:02.564996 | 0:00:00.277000 | 0:00:02.564996 |\n", "| 45 | 0.1852 | 0:00:02.288007 | 0:00:00.436993 | 0:00:02.288007 |\n", "| Average | 0.206 | 0:00:02.462001 | 0:00:00.267999 | 0:00:01.365000 |\n", "| Std Dev. | 0.0265 | 0.15879513530843933 | 0.1064934496495331 | 1.1053008920762861 |\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 | 0:00:02.273001 | 0:00:00.139000 | 0:00:02.273001 |\n", "| 15 | 0.9167 | 0:00:02.220999 | 0:00:00.193001 | 0:00:02.220999 |\n", "| 30 | 0.9167 | 0:00:02.352999 | 0:00:00.315003 | 0:00:02.352999 |\n", "| 45 | 0.9074 | 0:00:02.657000 | 0:00:00.409997 | 0:00:02.657000 |\n", "| Average | 0.912 | 0:00:02.376000 | 0:00:00.264250 | 0:00:01.320125 |\n", "| Std Dev. | 0.0046 | 0.1689113400761298 | 0.10557243236142402 | 1.065227585464185 |\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 | 0.9186 | 0:00:02.273001 | 0:00:00.139000 | 0:00:02.273001 |\n", "| 15 | 0.9236 | 0:00:02.220999 | 0:00:00.193001 | 0:00:02.220999 |\n", "| 30 | 0.9231 | 0:00:02.352999 | 0:00:00.315003 | 0:00:02.352999 |\n", "| 45 | 0.914 | 0:00:02.657000 | 0:00:00.409997 | 0:00:02.657000 |\n", "| Average | 0.9198 | 0:00:02.376000 | 0:00:00.264250 | 0:00:01.320125 |\n", "| Std Dev. | 0.0039 | 0.1689113400761298 | 0.10557243236142402 | 1.065227585464185 |\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 | 0:00:02.273001 | 0:00:00.139000 | 0:00:02.273001 |\n", "| 15 | 0.9167 | 0:00:02.220999 | 0:00:00.193001 | 0:00:02.220999 |\n", "| 30 | 0.9167 | 0:00:02.352999 | 0:00:00.315003 | 0:00:02.352999 |\n", "| 45 | 0.9074 | 0:00:02.657000 | 0:00:00.409997 | 0:00:02.657000 |\n", "| Average | 0.912 | 0:00:02.376000 | 0:00:00.264250 | 0:00:01.320125 |\n", "| Std Dev. | 0.0046 | 0.1689113400761298 | 0.10557243236142402 | 1.065227585464185 |\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 | 0:00:02.273001 | 0:00:00.139000 | 0:00:02.273001 |\n", "| 15 | 0.9167 | 0:00:02.220999 | 0:00:00.193001 | 0:00:02.220999 |\n", "| 30 | 0.9167 | 0:00:02.352999 | 0:00:00.315003 | 0:00:02.352999 |\n", "| 45 | 0.9074 | 0:00:02.657000 | 0:00:00.409997 | 0:00:02.657000 |\n", "| Average | 0.912 | 0:00:02.376000 | 0:00:00.264250 | 0:00:01.320125 |\n", "| Std Dev. | 0.0046 | 0.1689113400761298 | 0.10557243236142402 | 1.065227585464185 |\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 | 0:00:02.273001 | 0:00:00.139000 | 0:00:02.273001 |\n", "| 15 | 0.9167 | 0:00:02.220999 | 0:00:00.193001 | 0:00:02.220999 |\n", "| 30 | 0.9167 | 0:00:02.352999 | 0:00:00.315003 | 0:00:02.352999 |\n", "| 45 | 0.9074 | 0:00:02.657000 | 0:00:00.409997 | 0:00:02.657000 |\n", "| Average | 0.912 | 0:00:02.376000 | 0:00:00.264250 | 0:00:01.320125 |\n", "| Std Dev. | 0.0046 | 0.1689113400761298 | 0.10557243236142402 | 1.065227585464185 |\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 | 0.9079 | 0:00:02.273001 | 0:00:00.139000 | 0:00:02.273001 |\n", "| 15 | 0.9169 | 0:00:02.220999 | 0:00:00.193001 | 0:00:02.220999 |\n", "| 30 | 0.9174 | 0:00:02.352999 | 0:00:00.315003 | 0:00:02.352999 |\n", "| 45 | 0.9075 | 0:00:02.657000 | 0:00:00.409997 | 0:00:02.657000 |\n", "| Average | 0.9124 | 0:00:02.376000 | 0:00:00.264250 | 0:00:01.320125 |\n", "| Std Dev. | 0.0047 | 0.1689113400761298 | 0.10557243236142402 | 1.065227585464185 |\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 | 0:00:02.273001 | 0:00:00.139000 | 0:00:02.273001 |\n", "| 15 | 0.9167 | 0:00:02.220999 | 0:00:00.193001 | 0:00:02.220999 |\n", "| 30 | 0.9167 | 0:00:02.352999 | 0:00:00.315003 | 0:00:02.352999 |\n", "| 45 | 0.9074 | 0:00:02.657000 | 0:00:00.409997 | 0:00:02.657000 |\n", "| Average | 0.912 | 0:00:02.376000 | 0:00:00.264250 | 0:00:01.320125 |\n", "| Std Dev. | 0.0046 | 0.1689113400761298 | 0.10557243236142402 | 1.065227585464185 |\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 | 0:00:02.273001 | 0:00:00.139000 | 0:00:02.273001 |\n", "| 15 | 0.9531 | 0:00:02.220999 | 0:00:00.193001 | 0:00:02.220999 |\n", "| 30 | 0.9531 | 0:00:02.352999 | 0:00:00.315003 | 0:00:02.352999 |\n", "| 45 | 0.9479 | 0:00:02.657000 | 0:00:00.409997 | 0:00:02.657000 |\n", "| Average | 0.9505 | 0:00:02.376000 | 0:00:00.264250 | 0:00:01.320125 |\n", "| Std Dev. | 0.0026 | 0.1689113400761298 | 0.10557243236142402 | 1.065227585464185 |\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 | 0:00:02.273001 | 0:00:00.139000 | 0:00:02.273001 |\n", "| 15 | 0.8495 | 0:00:02.220999 | 0:00:00.193001 | 0:00:02.220999 |\n", "| 30 | 0.8495 | 0:00:02.352999 | 0:00:00.315003 | 0:00:02.352999 |\n", "| 45 | 0.8337 | 0:00:02.657000 | 0:00:00.409997 | 0:00:02.657000 |\n", "| Average | 0.8416 | 0:00:02.376000 | 0:00:00.264250 | 0:00:01.320125 |\n", "| Std Dev. | 0.0079 | 0.1689113400761298 | 0.10557243236142402 | 1.065227585464185 |\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 | 0.3056 | 0:00:02.273001 | 0:00:00.139000 | 0:00:02.273001 |\n", "| 15 | 0.2315 | 0:00:02.220999 | 0:00:00.193001 | 0:00:02.220999 |\n", "| 30 | 0.2222 | 0:00:02.352999 | 0:00:00.315003 | 0:00:02.352999 |\n", "| 45 | 0.2315 | 0:00:02.657000 | 0:00:00.409997 | 0:00:02.657000 |\n", "| Average | 0.2477 | 0:00:02.376000 | 0:00:00.264250 | 0:00:01.320125 |\n", "| Std Dev. | 0.0336 | 0.1689113400761298 | 0.10557243236142402 | 1.065227585464185 |\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 | 0.8519 | 0:00:02.413001 | 0:00:00.160999 | 0:00:02.413001 |\n", "| 15 | 0.8796 | 0:00:02.411002 | 0:00:00.194997 | 0:00:02.411002 |\n", "| 30 | 0.8981 | 0:00:02.199002 | 0:00:00.320999 | 0:00:02.199002 |\n", "| 45 | 0.8889 | 0:00:02.685000 | 0:00:00.411003 | 0:00:02.685000 |\n", "| Average | 0.8796 | 0:00:02.427001 | 0:00:00.272000 | 0:00:01.349500 |\n", "| Std Dev. | 0.0173 | 0.172481308078241 | 0.09996665475768073 | 1.086682835189364 |\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 | 0.8577 | 0:00:02.413001 | 0:00:00.160999 | 0:00:02.413001 |\n", "| 15 | 0.8857 | 0:00:02.411002 | 0:00:00.194997 | 0:00:02.411002 |\n", "| 30 | 0.9046 | 0:00:02.199002 | 0:00:00.320999 | 0:00:02.199002 |\n", "| 45 | 0.89 | 0:00:02.685000 | 0:00:00.411003 | 0:00:02.685000 |\n", "| Average | 0.8845 | 0:00:02.427001 | 0:00:00.272000 | 0:00:01.349500 |\n", "| Std Dev. | 0.017 | 0.172481308078241 | 0.09996665475768073 | 1.086682835189364 |\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 | 0.8519 | 0:00:02.413001 | 0:00:00.160999 | 0:00:02.413001 |\n", "| 15 | 0.8796 | 0:00:02.411002 | 0:00:00.194997 | 0:00:02.411002 |\n", "| 30 | 0.8981 | 0:00:02.199002 | 0:00:00.320999 | 0:00:02.199002 |\n", "| 45 | 0.8889 | 0:00:02.685000 | 0:00:00.411003 | 0:00:02.685000 |\n", "| Average | 0.8796 | 0:00:02.427001 | 0:00:00.272000 | 0:00:01.349500 |\n", "| Std Dev. | 0.0173 | 0.172481308078241 | 0.09996665475768073 | 1.086682835189364 |\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 | 0.8519 | 0:00:02.413001 | 0:00:00.160999 | 0:00:02.413001 |\n", "| 15 | 0.8796 | 0:00:02.411002 | 0:00:00.194997 | 0:00:02.411002 |\n", "| 30 | 0.8981 | 0:00:02.199002 | 0:00:00.320999 | 0:00:02.199002 |\n", "| 45 | 0.8889 | 0:00:02.685000 | 0:00:00.411003 | 0:00:02.685000 |\n", "| Average | 0.8796 | 0:00:02.427001 | 0:00:00.272000 | 0:00:01.349500 |\n", "| Std Dev. | 0.0173 | 0.172481308078241 | 0.09996665475768073 | 1.086682835189364 |\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 | 0.8519 | 0:00:02.413001 | 0:00:00.160999 | 0:00:02.413001 |\n", "| 15 | 0.8796 | 0:00:02.411002 | 0:00:00.194997 | 0:00:02.411002 |\n", "| 30 | 0.8981 | 0:00:02.199002 | 0:00:00.320999 | 0:00:02.199002 |\n", "| 45 | 0.8889 | 0:00:02.685000 | 0:00:00.411003 | 0:00:02.685000 |\n", "| Average | 0.8796 | 0:00:02.427001 | 0:00:00.272000 | 0:00:01.349500 |\n", "| Std Dev. | 0.0173 | 0.172481308078241 | 0.09996665475768073 | 1.086682835189364 |\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 | 0.8434 | 0:00:02.413001 | 0:00:00.160999 | 0:00:02.413001 |\n", "| 15 | 0.8723 | 0:00:02.411002 | 0:00:00.194997 | 0:00:02.411002 |\n", "| 30 | 0.8919 | 0:00:02.199002 | 0:00:00.320999 | 0:00:02.199002 |\n", "| 45 | 0.8821 | 0:00:02.685000 | 0:00:00.411003 | 0:00:02.685000 |\n", "| Average | 0.8724 | 0:00:02.427001 | 0:00:00.272000 | 0:00:01.349500 |\n", "| Std Dev. | 0.0181 | 0.172481308078241 | 0.09996665475768073 | 1.086682835189364 |\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 | 0.8519 | 0:00:02.413001 | 0:00:00.160999 | 0:00:02.413001 |\n", "| 15 | 0.8796 | 0:00:02.411002 | 0:00:00.194997 | 0:00:02.411002 |\n", "| 30 | 0.8981 | 0:00:02.199002 | 0:00:00.320999 | 0:00:02.199002 |\n", "| 45 | 0.8889 | 0:00:02.685000 | 0:00:00.411003 | 0:00:02.685000 |\n", "| Average | 0.8796 | 0:00:02.427001 | 0:00:00.272000 | 0:00:01.349500 |\n", "| Std Dev. | 0.0173 | 0.172481308078241 | 0.09996665475768073 | 1.086682835189364 |\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 | 0:00:02.413001 | 0:00:00.160999 | 0:00:02.413001 |\n", "| 15 | 0.9323 | 0:00:02.411002 | 0:00:00.194997 | 0:00:02.411002 |\n", "| 30 | 0.9427 | 0:00:02.199002 | 0:00:00.320999 | 0:00:02.199002 |\n", "| 45 | 0.9375 | 0:00:02.685000 | 0:00:00.411003 | 0:00:02.685000 |\n", "| Average | 0.9323 | 0:00:02.427001 | 0:00:00.272000 | 0:00:01.349500 |\n", "| Std Dev. | 0.0097 | 0.172481308078241 | 0.09996665475768073 | 1.086682835189364 |\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 | 0.7421 | 0:00:02.413001 | 0:00:00.160999 | 0:00:02.413001 |\n", "| 15 | 0.7871 | 0:00:02.411002 | 0:00:00.194997 | 0:00:02.411002 |\n", "| 30 | 0.818 | 0:00:02.199002 | 0:00:00.320999 | 0:00:02.199002 |\n", "| 45 | 0.8025 | 0:00:02.685000 | 0:00:00.411003 | 0:00:02.685000 |\n", "| Average | 0.7874 | 0:00:02.427001 | 0:00:00.272000 | 0:00:01.349500 |\n", "| Std Dev. | 0.0283 | 0.172481308078241 | 0.09996665475768073 | 1.086682835189364 |\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 | 0:00:02.413001 | 0:00:00.160999 | 0:00:02.413001 |\n", "| 15 | 0.4167 | 0:00:02.411002 | 0:00:00.194997 | 0:00:02.411002 |\n", "| 30 | 0.3611 | 0:00:02.199002 | 0:00:00.320999 | 0:00:02.199002 |\n", "| 45 | 0.3889 | 0:00:02.685000 | 0:00:00.411003 | 0:00:02.685000 |\n", "| Average | 0.4028 | 0:00:02.427001 | 0:00:00.272000 | 0:00:01.349500 |\n", "| Std Dev. | 0.0311 | 0.172481308078241 | 0.09996665475768073 | 1.086682835189364 |\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 | 0.9167 | 0:00:02.559999 | 0:00:00.127004 | 0:00:02.559999 |\n", "| 15 | 0.9074 | 0:00:02.332996 | 0:00:00.231001 | 0:00:02.332996 |\n", "| 30 | 0.8981 | 0:00:02.367000 | 0:00:00.301000 | 0:00:02.367000 |\n", "| 45 | 0.8981 | 0:00:02.231002 | 0:00:00.353997 | 0:00:02.231002 |\n", "| Average | 0.9051 | 0:00:02.372749 | 0:00:00.253251 | 0:00:01.313000 |\n", "| Std Dev. | 0.0077 | 0.11913046005565463 | 0.0849459249282126 | 1.064787639771242 |\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 | 0.9213 | 0:00:02.559999 | 0:00:00.127004 | 0:00:02.559999 |\n", "| 15 | 0.9106 | 0:00:02.332996 | 0:00:00.231001 | 0:00:02.332996 |\n", "| 30 | 0.8992 | 0:00:02.367000 | 0:00:00.301000 | 0:00:02.367000 |\n", "| 45 | 0.897 | 0:00:02.231002 | 0:00:00.353997 | 0:00:02.231002 |\n", "| Average | 0.907 | 0:00:02.372749 | 0:00:00.253251 | 0:00:01.313000 |\n", "| Std Dev. | 0.0097 | 0.11913046005565463 | 0.0849459249282126 | 1.064787639771242 |\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 | 0.9167 | 0:00:02.559999 | 0:00:00.127004 | 0:00:02.559999 |\n", "| 15 | 0.9074 | 0:00:02.332996 | 0:00:00.231001 | 0:00:02.332996 |\n", "| 30 | 0.8981 | 0:00:02.367000 | 0:00:00.301000 | 0:00:02.367000 |\n", "| 45 | 0.8981 | 0:00:02.231002 | 0:00:00.353997 | 0:00:02.231002 |\n", "| Average | 0.9051 | 0:00:02.372749 | 0:00:00.253251 | 0:00:01.313000 |\n", "| Std Dev. | 0.0077 | 0.11913046005565463 | 0.0849459249282126 | 1.064787639771242 |\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 | 0:00:02.559999 | 0:00:00.127004 | 0:00:02.559999 |\n", "| 15 | 0.9074 | 0:00:02.332996 | 0:00:00.231001 | 0:00:02.332996 |\n", "| 30 | 0.8981 | 0:00:02.367000 | 0:00:00.301000 | 0:00:02.367000 |\n", "| 45 | 0.8981 | 0:00:02.231002 | 0:00:00.353997 | 0:00:02.231002 |\n", "| Average | 0.9051 | 0:00:02.372749 | 0:00:00.253251 | 0:00:01.313000 |\n", "| Std Dev. | 0.0077 | 0.11913046005565463 | 0.0849459249282126 | 1.064787639771242 |\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 | 0.9167 | 0:00:02.559999 | 0:00:00.127004 | 0:00:02.559999 |\n", "| 15 | 0.9074 | 0:00:02.332996 | 0:00:00.231001 | 0:00:02.332996 |\n", "| 30 | 0.8981 | 0:00:02.367000 | 0:00:00.301000 | 0:00:02.367000 |\n", "| 45 | 0.8981 | 0:00:02.231002 | 0:00:00.353997 | 0:00:02.231002 |\n", "| Average | 0.9051 | 0:00:02.372749 | 0:00:00.253251 | 0:00:01.313000 |\n", "| Std Dev. | 0.0077 | 0.11913046005565463 | 0.0849459249282126 | 1.064787639771242 |\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 | 0.9152 | 0:00:02.559999 | 0:00:00.127004 | 0:00:02.559999 |\n", "| 15 | 0.9056 | 0:00:02.332996 | 0:00:00.231001 | 0:00:02.332996 |\n", "| 30 | 0.8971 | 0:00:02.367000 | 0:00:00.301000 | 0:00:02.367000 |\n", "| 45 | 0.8963 | 0:00:02.231002 | 0:00:00.353997 | 0:00:02.231002 |\n", "| Average | 0.9036 | 0:00:02.372749 | 0:00:00.253251 | 0:00:01.313000 |\n", "| Std Dev. | 0.0077 | 0.11913046005565463 | 0.0849459249282126 | 1.064787639771242 |\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 | 0.9167 | 0:00:02.559999 | 0:00:00.127004 | 0:00:02.559999 |\n", "| 15 | 0.9074 | 0:00:02.332996 | 0:00:00.231001 | 0:00:02.332996 |\n", "| 30 | 0.8981 | 0:00:02.367000 | 0:00:00.301000 | 0:00:02.367000 |\n", "| 45 | 0.8981 | 0:00:02.231002 | 0:00:00.353997 | 0:00:02.231002 |\n", "| Average | 0.9051 | 0:00:02.372749 | 0:00:00.253251 | 0:00:01.313000 |\n", "| Std Dev. | 0.0077 | 0.11913046005565463 | 0.0849459249282126 | 1.064787639771242 |\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 | 0.9531 | 0:00:02.559999 | 0:00:00.127004 | 0:00:02.559999 |\n", "| 15 | 0.9479 | 0:00:02.332996 | 0:00:00.231001 | 0:00:02.332996 |\n", "| 30 | 0.9427 | 0:00:02.367000 | 0:00:00.301000 | 0:00:02.367000 |\n", "| 45 | 0.9427 | 0:00:02.231002 | 0:00:00.353997 | 0:00:02.231002 |\n", "| Average | 0.9466 | 0:00:02.372749 | 0:00:00.253251 | 0:00:01.313000 |\n", "| Std Dev. | 0.0043 | 0.11913046005565463 | 0.0849459249282126 | 1.064787639771242 |\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 | 0.8495 | 0:00:02.559999 | 0:00:00.127004 | 0:00:02.559999 |\n", "| 15 | 0.8337 | 0:00:02.332996 | 0:00:00.231001 | 0:00:02.332996 |\n", "| 30 | 0.818 | 0:00:02.367000 | 0:00:00.301000 | 0:00:02.367000 |\n", "| 45 | 0.818 | 0:00:02.231002 | 0:00:00.353997 | 0:00:02.231002 |\n", "| Average | 0.8298 | 0:00:02.372749 | 0:00:00.253251 | 0:00:01.313000 |\n", "| Std Dev. | 0.0131 | 0.11913046005565463 | 0.0849459249282126 | 1.064787639771242 |\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 | 0:00:02.559999 | 0:00:00.127004 | 0:00:02.559999 |\n", "| 15 | 0.2685 | 0:00:02.332996 | 0:00:00.231001 | 0:00:02.332996 |\n", "| 30 | 0.3519 | 0:00:02.367000 | 0:00:00.301000 | 0:00:02.367000 |\n", "| 45 | 0.3796 | 0:00:02.231002 | 0:00:00.353997 | 0:00:02.231002 |\n", "| Average | 0.3079 | 0:00:02.372749 | 0:00:00.253251 | 0:00:01.313000 |\n", "| Std Dev. | 0.0601 | 0.11913046005565463 | 0.0849459249282126 | 1.064787639771242 |\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 | 0:00:02.300998 | 0:00:00.146001 | 0:00:02.300998 |\n", "| 15 | 0.8704 | 0:00:02.520000 | 0:00:00.250998 | 0:00:02.520000 |\n", "| 30 | 0.8704 | 0:00:02.547004 | 0:00:00.326996 | 0:00:02.547004 |\n", "| 45 | 0.8611 | 0:00:02.654001 | 0:00:00.437999 | 0:00:02.654001 |\n", "| Average | 0.8657 | 0:00:02.505501 | 0:00:00.290499 | 0:00:01.398000 |\n", "| Std Dev. | 0.0046 | 0.12826394673307148 | 0.106686925159963 | 1.1137662543694566 |\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 | 0.8749 | 0:00:02.300998 | 0:00:00.146001 | 0:00:02.300998 |\n", "| 15 | 0.8812 | 0:00:02.520000 | 0:00:00.250998 | 0:00:02.520000 |\n", "| 30 | 0.8768 | 0:00:02.547004 | 0:00:00.326996 | 0:00:02.547004 |\n", "| 45 | 0.8661 | 0:00:02.654001 | 0:00:00.437999 | 0:00:02.654001 |\n", "| Average | 0.8747 | 0:00:02.505501 | 0:00:00.290499 | 0:00:01.398000 |\n", "| Std Dev. | 0.0055 | 0.12826394673307148 | 0.106686925159963 | 1.1137662543694566 |\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 | 0:00:02.300998 | 0:00:00.146001 | 0:00:02.300998 |\n", "| 15 | 0.8704 | 0:00:02.520000 | 0:00:00.250998 | 0:00:02.520000 |\n", "| 30 | 0.8704 | 0:00:02.547004 | 0:00:00.326996 | 0:00:02.547004 |\n", "| 45 | 0.8611 | 0:00:02.654001 | 0:00:00.437999 | 0:00:02.654001 |\n", "| Average | 0.8657 | 0:00:02.505501 | 0:00:00.290499 | 0:00:01.398000 |\n", "| Std Dev. | 0.0046 | 0.12826394673307148 | 0.106686925159963 | 1.1137662543694566 |\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 | 0:00:02.300998 | 0:00:00.146001 | 0:00:02.300998 |\n", "| 15 | 0.8704 | 0:00:02.520000 | 0:00:00.250998 | 0:00:02.520000 |\n", "| 30 | 0.8704 | 0:00:02.547004 | 0:00:00.326996 | 0:00:02.547004 |\n", "| 45 | 0.8611 | 0:00:02.654001 | 0:00:00.437999 | 0:00:02.654001 |\n", "| Average | 0.8657 | 0:00:02.505501 | 0:00:00.290499 | 0:00:01.398000 |\n", "| Std Dev. | 0.0046 | 0.12826394673307148 | 0.106686925159963 | 1.1137662543694566 |\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 | 0:00:02.300998 | 0:00:00.146001 | 0:00:02.300998 |\n", "| 15 | 0.8704 | 0:00:02.520000 | 0:00:00.250998 | 0:00:02.520000 |\n", "| 30 | 0.8704 | 0:00:02.547004 | 0:00:00.326996 | 0:00:02.547004 |\n", "| 45 | 0.8611 | 0:00:02.654001 | 0:00:00.437999 | 0:00:02.654001 |\n", "| Average | 0.8657 | 0:00:02.505501 | 0:00:00.290499 | 0:00:01.398000 |\n", "| Std Dev. | 0.0046 | 0.12826394673307148 | 0.106686925159963 | 1.1137662543694566 |\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 | 0.8627 | 0:00:02.300998 | 0:00:00.146001 | 0:00:02.300998 |\n", "| 15 | 0.8721 | 0:00:02.520000 | 0:00:00.250998 | 0:00:02.520000 |\n", "| 30 | 0.8716 | 0:00:02.547004 | 0:00:00.326996 | 0:00:02.547004 |\n", "| 45 | 0.8616 | 0:00:02.654001 | 0:00:00.437999 | 0:00:02.654001 |\n", "| Average | 0.867 | 0:00:02.505501 | 0:00:00.290499 | 0:00:01.398000 |\n", "| Std Dev. | 0.0049 | 0.12826394673307148 | 0.106686925159963 | 1.1137662543694566 |\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 | 0:00:02.300998 | 0:00:00.146001 | 0:00:02.300998 |\n", "| 15 | 0.8704 | 0:00:02.520000 | 0:00:00.250998 | 0:00:02.520000 |\n", "| 30 | 0.8704 | 0:00:02.547004 | 0:00:00.326996 | 0:00:02.547004 |\n", "| 45 | 0.8611 | 0:00:02.654001 | 0:00:00.437999 | 0:00:02.654001 |\n", "| Average | 0.8657 | 0:00:02.505501 | 0:00:00.290499 | 0:00:01.398000 |\n", "| Std Dev. | 0.0046 | 0.12826394673307148 | 0.106686925159963 | 1.1137662543694566 |\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 | 0:00:02.300998 | 0:00:00.146001 | 0:00:02.300998 |\n", "| 15 | 0.9271 | 0:00:02.520000 | 0:00:00.250998 | 0:00:02.520000 |\n", "| 30 | 0.9271 | 0:00:02.547004 | 0:00:00.326996 | 0:00:02.547004 |\n", "| 45 | 0.9219 | 0:00:02.654001 | 0:00:00.437999 | 0:00:02.654001 |\n", "| Average | 0.9245 | 0:00:02.505501 | 0:00:00.290499 | 0:00:01.398000 |\n", "| Std Dev. | 0.0026 | 0.12826394673307148 | 0.106686925159963 | 1.1137662543694566 |\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 | 0:00:02.300998 | 0:00:00.146001 | 0:00:02.300998 |\n", "| 15 | 0.7719 | 0:00:02.520000 | 0:00:00.250998 | 0:00:02.520000 |\n", "| 30 | 0.7719 | 0:00:02.547004 | 0:00:00.326996 | 0:00:02.547004 |\n", "| 45 | 0.7569 | 0:00:02.654001 | 0:00:00.437999 | 0:00:02.654001 |\n", "| Average | 0.7644 | 0:00:02.505501 | 0:00:00.290499 | 0:00:01.398000 |\n", "| Std Dev. | 0.0075 | 0.12826394673307148 | 0.106686925159963 | 1.1137662543694566 |\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 | 0.4352 | 0:00:02.300998 | 0:00:00.146001 | 0:00:02.300998 |\n", "| 15 | 0.3611 | 0:00:02.520000 | 0:00:00.250998 | 0:00:02.520000 |\n", "| 30 | 0.3704 | 0:00:02.547004 | 0:00:00.326996 | 0:00:02.547004 |\n", "| 45 | 0.3519 | 0:00:02.654001 | 0:00:00.437999 | 0:00:02.654001 |\n", "| Average | 0.3796 | 0:00:02.505501 | 0:00:00.290499 | 0:00:01.398000 |\n", "| Std Dev. | 0.0327 | 0.12826394673307148 | 0.106686925159963 | 1.1137662543694566 |\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 | 0:00:02.783175 | 0:00:00.145002 | 0:00:02.783175 |\n", "| 15 | 0.9167 | 0:00:02.692998 | 0:00:00.213001 | 0:00:02.692998 |\n", "| 30 | 0.9074 | 0:00:02.493001 | 0:00:00.259999 | 0:00:02.493001 |\n", "| 45 | 0.9259 | 0:00:02.556999 | 0:00:00.465999 | 0:00:02.556999 |\n", "| Average | 0.9097 | 0:00:02.631543 | 0:00:00.271000 | 0:00:01.451272 |\n", "| Std Dev. | 0.0137 | 0.11348982026908985 | 0.11977611186648669 | 1.1860244631098737 |\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 | 0:00:02.783175 | 0:00:00.145002 | 0:00:02.783175 |\n", "| 15 | 0.9211 | 0:00:02.692998 | 0:00:00.213001 | 0:00:02.692998 |\n", "| 30 | 0.9153 | 0:00:02.493001 | 0:00:00.259999 | 0:00:02.493001 |\n", "| 45 | 0.9318 | 0:00:02.556999 | 0:00:00.465999 | 0:00:02.556999 |\n", "| Average | 0.9144 | 0:00:02.631543 | 0:00:00.271000 | 0:00:01.451272 |\n", "| Std Dev. | 0.0156 | 0.11348982026908985 | 0.11977611186648669 | 1.1860244631098737 |\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 | 0:00:02.783175 | 0:00:00.145002 | 0:00:02.783175 |\n", "| 15 | 0.9167 | 0:00:02.692998 | 0:00:00.213001 | 0:00:02.692998 |\n", "| 30 | 0.9074 | 0:00:02.493001 | 0:00:00.259999 | 0:00:02.493001 |\n", "| 45 | 0.9259 | 0:00:02.556999 | 0:00:00.465999 | 0:00:02.556999 |\n", "| Average | 0.9097 | 0:00:02.631543 | 0:00:00.271000 | 0:00:01.451272 |\n", "| Std Dev. | 0.0137 | 0.11348982026908985 | 0.11977611186648669 | 1.1860244631098737 |\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 | 0:00:02.783175 | 0:00:00.145002 | 0:00:02.783175 |\n", "| 15 | 0.9167 | 0:00:02.692998 | 0:00:00.213001 | 0:00:02.692998 |\n", "| 30 | 0.9074 | 0:00:02.493001 | 0:00:00.259999 | 0:00:02.493001 |\n", "| 45 | 0.9259 | 0:00:02.556999 | 0:00:00.465999 | 0:00:02.556999 |\n", "| Average | 0.9097 | 0:00:02.631543 | 0:00:00.271000 | 0:00:01.451272 |\n", "| Std Dev. | 0.0137 | 0.11348982026908985 | 0.11977611186648669 | 1.1860244631098737 |\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 | 0:00:02.783175 | 0:00:00.145002 | 0:00:02.783175 |\n", "| 15 | 0.9167 | 0:00:02.692998 | 0:00:00.213001 | 0:00:02.692998 |\n", "| 30 | 0.9074 | 0:00:02.493001 | 0:00:00.259999 | 0:00:02.493001 |\n", "| 45 | 0.9259 | 0:00:02.556999 | 0:00:00.465999 | 0:00:02.556999 |\n", "| Average | 0.9097 | 0:00:02.631543 | 0:00:00.271000 | 0:00:01.451272 |\n", "| Std Dev. | 0.0137 | 0.11348982026908985 | 0.11977611186648669 | 1.1860244631098737 |\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 | 0:00:02.783175 | 0:00:00.145002 | 0:00:02.783175 |\n", "| 15 | 0.9155 | 0:00:02.692998 | 0:00:00.213001 | 0:00:02.692998 |\n", "| 30 | 0.9064 | 0:00:02.493001 | 0:00:00.259999 | 0:00:02.493001 |\n", "| 45 | 0.9251 | 0:00:02.556999 | 0:00:00.465999 | 0:00:02.556999 |\n", "| Average | 0.9083 | 0:00:02.631543 | 0:00:00.271000 | 0:00:01.451272 |\n", "| Std Dev. | 0.0144 | 0.11348982026908985 | 0.11977611186648669 | 1.1860244631098737 |\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 | 0:00:02.783175 | 0:00:00.145002 | 0:00:02.783175 |\n", "| 15 | 0.9167 | 0:00:02.692998 | 0:00:00.213001 | 0:00:02.692998 |\n", "| 30 | 0.9074 | 0:00:02.493001 | 0:00:00.259999 | 0:00:02.493001 |\n", "| 45 | 0.9259 | 0:00:02.556999 | 0:00:00.465999 | 0:00:02.556999 |\n", "| Average | 0.9097 | 0:00:02.631543 | 0:00:00.271000 | 0:00:01.451272 |\n", "| Std Dev. | 0.0137 | 0.11348982026908985 | 0.11977611186648669 | 1.1860244631098737 |\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 | 0:00:02.783175 | 0:00:00.145002 | 0:00:02.783175 |\n", "| 15 | 0.9531 | 0:00:02.692998 | 0:00:00.213001 | 0:00:02.692998 |\n", "| 30 | 0.9479 | 0:00:02.493001 | 0:00:00.259999 | 0:00:02.493001 |\n", "| 45 | 0.9583 | 0:00:02.556999 | 0:00:00.465999 | 0:00:02.556999 |\n", "| Average | 0.9492 | 0:00:02.631543 | 0:00:00.271000 | 0:00:01.451272 |\n", "| Std Dev. | 0.0077 | 0.11348982026908985 | 0.11977611186648669 | 1.1860244631098737 |\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 | 0:00:02.783175 | 0:00:00.145002 | 0:00:02.783175 |\n", "| 15 | 0.8495 | 0:00:02.692998 | 0:00:00.213001 | 0:00:02.692998 |\n", "| 30 | 0.8337 | 0:00:02.493001 | 0:00:00.259999 | 0:00:02.493001 |\n", "| 45 | 0.8656 | 0:00:02.556999 | 0:00:00.465999 | 0:00:02.556999 |\n", "| Average | 0.8378 | 0:00:02.631543 | 0:00:00.271000 | 0:00:01.451272 |\n", "| Std Dev. | 0.0233 | 0.11348982026908985 | 0.11977611186648669 | 1.1860244631098737 |\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 | 0:00:02.783175 | 0:00:00.145002 | 0:00:02.783175 |\n", "| 15 | 0.213 | 0:00:02.692998 | 0:00:00.213001 | 0:00:02.692998 |\n", "| 30 | 0.2222 | 0:00:02.493001 | 0:00:00.259999 | 0:00:02.493001 |\n", "| 45 | 0.2037 | 0:00:02.556999 | 0:00:00.465999 | 0:00:02.556999 |\n", "| Average | 0.2315 | 0:00:02.631543 | 0:00:00.271000 | 0:00:01.451272 |\n", "| Std Dev. | 0.0327 | 0.11348982026908985 | 0.11977611186648669 | 1.1860244631098737 |\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 | 0.9352 | 0:00:02.481999 | 0:00:00.143000 | 0:00:02.481999 |\n", "| 15 | 0.963 | 0:00:02.306999 | 0:00:00.214002 | 0:00:02.306999 |\n", "| 30 | 0.9537 | 0:00:02.437001 | 0:00:00.300997 | 0:00:02.437001 |\n", "| 45 | 0.963 | 0:00:02.518000 | 0:00:00.372001 | 0:00:02.518000 |\n", "| Average | 0.9537 | 0:00:02.436000 | 0:00:00.257500 | 0:00:01.346750 |\n", "| Std Dev. | 0.0113 | 0.0798156192583677 | 0.08660970775315403 | 1.0924289709612494 |\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 | 0.9462 | 0:00:02.481999 | 0:00:00.143000 | 0:00:02.481999 |\n", "| 15 | 0.9692 | 0:00:02.306999 | 0:00:00.214002 | 0:00:02.306999 |\n", "| 30 | 0.9593 | 0:00:02.437001 | 0:00:00.300997 | 0:00:02.437001 |\n", "| 45 | 0.9692 | 0:00:02.518000 | 0:00:00.372001 | 0:00:02.518000 |\n", "| Average | 0.961 | 0:00:02.436000 | 0:00:00.257500 | 0:00:01.346750 |\n", "| Std Dev. | 0.0094 | 0.0798156192583677 | 0.08660970775315403 | 1.0924289709612494 |\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 | 0.9352 | 0:00:02.481999 | 0:00:00.143000 | 0:00:02.481999 |\n", "| 15 | 0.963 | 0:00:02.306999 | 0:00:00.214002 | 0:00:02.306999 |\n", "| 30 | 0.9537 | 0:00:02.437001 | 0:00:00.300997 | 0:00:02.437001 |\n", "| 45 | 0.963 | 0:00:02.518000 | 0:00:00.372001 | 0:00:02.518000 |\n", "| Average | 0.9537 | 0:00:02.436000 | 0:00:00.257500 | 0:00:01.346750 |\n", "| Std Dev. | 0.0113 | 0.0798156192583677 | 0.08660970775315403 | 1.0924289709612494 |\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 | 0.9352 | 0:00:02.481999 | 0:00:00.143000 | 0:00:02.481999 |\n", "| 15 | 0.963 | 0:00:02.306999 | 0:00:00.214002 | 0:00:02.306999 |\n", "| 30 | 0.9537 | 0:00:02.437001 | 0:00:00.300997 | 0:00:02.437001 |\n", "| 45 | 0.963 | 0:00:02.518000 | 0:00:00.372001 | 0:00:02.518000 |\n", "| Average | 0.9537 | 0:00:02.436000 | 0:00:00.257500 | 0:00:01.346750 |\n", "| Std Dev. | 0.0113 | 0.0798156192583677 | 0.08660970775315403 | 1.0924289709612494 |\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 | 0.9352 | 0:00:02.481999 | 0:00:00.143000 | 0:00:02.481999 |\n", "| 15 | 0.963 | 0:00:02.306999 | 0:00:00.214002 | 0:00:02.306999 |\n", "| 30 | 0.9537 | 0:00:02.437001 | 0:00:00.300997 | 0:00:02.437001 |\n", "| 45 | 0.963 | 0:00:02.518000 | 0:00:00.372001 | 0:00:02.518000 |\n", "| Average | 0.9537 | 0:00:02.436000 | 0:00:00.257500 | 0:00:01.346750 |\n", "| Std Dev. | 0.0113 | 0.0798156192583677 | 0.08660970775315403 | 1.0924289709612494 |\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 | 0.934 | 0:00:02.481999 | 0:00:00.143000 | 0:00:02.481999 |\n", "| 15 | 0.9625 | 0:00:02.306999 | 0:00:00.214002 | 0:00:02.306999 |\n", "| 30 | 0.9533 | 0:00:02.437001 | 0:00:00.300997 | 0:00:02.437001 |\n", "| 45 | 0.9625 | 0:00:02.518000 | 0:00:00.372001 | 0:00:02.518000 |\n", "| Average | 0.9531 | 0:00:02.436000 | 0:00:00.257500 | 0:00:01.346750 |\n", "| Std Dev. | 0.0116 | 0.0798156192583677 | 0.08660970775315403 | 1.0924289709612494 |\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 | 0.9352 | 0:00:02.481999 | 0:00:00.143000 | 0:00:02.481999 |\n", "| 15 | 0.963 | 0:00:02.306999 | 0:00:00.214002 | 0:00:02.306999 |\n", "| 30 | 0.9537 | 0:00:02.437001 | 0:00:00.300997 | 0:00:02.437001 |\n", "| 45 | 0.963 | 0:00:02.518000 | 0:00:00.372001 | 0:00:02.518000 |\n", "| Average | 0.9537 | 0:00:02.436000 | 0:00:00.257500 | 0:00:01.346750 |\n", "| Std Dev. | 0.0113 | 0.0798156192583677 | 0.08660970775315403 | 1.0924289709612494 |\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 | 0.9635 | 0:00:02.481999 | 0:00:00.143000 | 0:00:02.481999 |\n", "| 15 | 0.9792 | 0:00:02.306999 | 0:00:00.214002 | 0:00:02.306999 |\n", "| 30 | 0.974 | 0:00:02.437001 | 0:00:00.300997 | 0:00:02.437001 |\n", "| 45 | 0.9792 | 0:00:02.518000 | 0:00:00.372001 | 0:00:02.518000 |\n", "| Average | 0.974 | 0:00:02.436000 | 0:00:00.257500 | 0:00:01.346750 |\n", "| Std Dev. | 0.0064 | 0.0798156192583677 | 0.08660970775315403 | 1.0924289709612494 |\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 | 0.8818 | 0:00:02.481999 | 0:00:00.143000 | 0:00:02.481999 |\n", "| 15 | 0.9314 | 0:00:02.306999 | 0:00:00.214002 | 0:00:02.306999 |\n", "| 30 | 0.9147 | 0:00:02.437001 | 0:00:00.300997 | 0:00:02.437001 |\n", "| 45 | 0.9314 | 0:00:02.518000 | 0:00:00.372001 | 0:00:02.518000 |\n", "| Average | 0.9148 | 0:00:02.436000 | 0:00:00.257500 | 0:00:01.346750 |\n", "| Std Dev. | 0.0203 | 0.0798156192583677 | 0.08660970775315403 | 1.0924289709612494 |\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 | 0.1944 | 0:00:02.481999 | 0:00:00.143000 | 0:00:02.481999 |\n", "| 15 | 0.1481 | 0:00:02.306999 | 0:00:00.214002 | 0:00:02.306999 |\n", "| 30 | 0.1574 | 0:00:02.437001 | 0:00:00.300997 | 0:00:02.437001 |\n", "| 45 | 0.1481 | 0:00:02.518000 | 0:00:00.372001 | 0:00:02.518000 |\n", "| Average | 0.162 | 0:00:02.436000 | 0:00:00.257500 | 0:00:01.346750 |\n", "| Std Dev. | 0.0191 | 0.0798156192583677 | 0.08660970775315403 | 1.0924289709612494 |\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 | 0.9037 | 0.0296 | 0:00:02.596616 | 0:00:00.159201 | 0:00:02.755817 |\n", "| 15 | 0.9148 | 0.0264 | 0:00:02.557299 | 0:00:00.219000 | 0:00:02.776300 |\n", "| 30 | 0.9167 | 0.0241 | 0:00:02.537100 | 0:00:00.322899 | 0:00:02.860000 |\n", "| 45 | 0.9176 | 0.0294 | 0:00:02.525501 | 0:00:00.414799 | 0:00:02.940300 |\n", "| Average | 0.9132 | 0.0274 | 0:00:02.554129 | 0:00:00.278975 | 0:00:02.833104 |\n", "| Std Dev. | 0.0056 | 0.0023 | 0.0270404426 | 0.0978777305 | 0.0731682172 |\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 | 0.0296 | 0:00:02.596616 | 0:00:00.159201 | 0:00:02.755817 |\n", "| 15 | 0.9192 | 0.0251 | 0:00:02.557299 | 0:00:00.219000 | 0:00:02.776300 |\n", "| 30 | 0.9217 | 0.0234 | 0:00:02.537100 | 0:00:00.322899 | 0:00:02.860000 |\n", "| 45 | 0.9213 | 0.0297 | 0:00:02.525501 | 0:00:00.414799 | 0:00:02.940300 |\n", "| Average | 0.918 | 0.027 | 0:00:02.554129 | 0:00:00.278975 | 0:00:02.833104 |\n", "| Std Dev. | 0.0048 | 0.0028 | 0.0270404426 | 0.0978777305 | 0.0731682172 |\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 | 0.9037 | 0.0296 | 0:00:02.596616 | 0:00:00.159201 | 0:00:02.755817 |\n", "| 15 | 0.9148 | 0.0264 | 0:00:02.557299 | 0:00:00.219000 | 0:00:02.776300 |\n", "| 30 | 0.9167 | 0.0241 | 0:00:02.537100 | 0:00:00.322899 | 0:00:02.860000 |\n", "| 45 | 0.9176 | 0.0294 | 0:00:02.525501 | 0:00:00.414799 | 0:00:02.940300 |\n", "| Average | 0.9132 | 0.0274 | 0:00:02.554129 | 0:00:00.278975 | 0:00:02.833104 |\n", "| Std Dev. | 0.0056 | 0.0023 | 0.0270404426 | 0.0978777305 | 0.0731682172 |\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 | 0.9037 | 0.0296 | 0:00:02.596616 | 0:00:00.159201 | 0:00:02.755817 |\n", "| 15 | 0.9148 | 0.0264 | 0:00:02.557299 | 0:00:00.219000 | 0:00:02.776300 |\n", "| 30 | 0.9167 | 0.0241 | 0:00:02.537100 | 0:00:00.322899 | 0:00:02.860000 |\n", "| 45 | 0.9176 | 0.0294 | 0:00:02.525501 | 0:00:00.414799 | 0:00:02.940300 |\n", "| Average | 0.9132 | 0.0274 | 0:00:02.554129 | 0:00:00.278975 | 0:00:02.833104 |\n", "| Std Dev. | 0.0056 | 0.0023 | 0.0270404426 | 0.0978777305 | 0.0731682172 |\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 | 0.9037 | 0.0296 | 0:00:02.596616 | 0:00:00.159201 | 0:00:02.755817 |\n", "| 15 | 0.9148 | 0.0264 | 0:00:02.557299 | 0:00:00.219000 | 0:00:02.776300 |\n", "| 30 | 0.9167 | 0.0241 | 0:00:02.537100 | 0:00:00.322899 | 0:00:02.860000 |\n", "| 45 | 0.9176 | 0.0294 | 0:00:02.525501 | 0:00:00.414799 | 0:00:02.940300 |\n", "| Average | 0.9132 | 0.0274 | 0:00:02.554129 | 0:00:00.278975 | 0:00:02.833104 |\n", "| Std Dev. | 0.0056 | 0.0023 | 0.0270404426 | 0.0978777305 | 0.0731682172 |\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 | 0.9018 | 0.0307 | 0:00:02.596616 | 0:00:00.159201 | 0:00:02.755817 |\n", "| 15 | 0.9135 | 0.027 | 0:00:02.557299 | 0:00:00.219000 | 0:00:02.776300 |\n", "| 30 | 0.9158 | 0.0242 | 0:00:02.537100 | 0:00:00.322899 | 0:00:02.860000 |\n", "| 45 | 0.9164 | 0.0298 | 0:00:02.525501 | 0:00:00.414799 | 0:00:02.940300 |\n", "| Average | 0.9119 | 0.0279 | 0:00:02.554129 | 0:00:00.278975 | 0:00:02.833104 |\n", "| Std Dev. | 0.0059 | 0.0025 | 0.0270404426 | 0.0978777305 | 0.0731682172 |\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 | 0.9037 | 0.0296 | 0:00:02.596616 | 0:00:00.159201 | 0:00:02.755817 |\n", "| 15 | 0.9148 | 0.0264 | 0:00:02.557299 | 0:00:00.219000 | 0:00:02.776300 |\n", "| 30 | 0.9167 | 0.0241 | 0:00:02.537100 | 0:00:00.322899 | 0:00:02.860000 |\n", "| 45 | 0.9176 | 0.0294 | 0:00:02.525501 | 0:00:00.414799 | 0:00:02.940300 |\n", "| Average | 0.9132 | 0.0274 | 0:00:02.554129 | 0:00:00.278975 | 0:00:02.833104 |\n", "| Std Dev. | 0.0056 | 0.0023 | 0.0270404426 | 0.0978777305 | 0.0731682172 |\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 | 0.9458 | 0.0167 | 0:00:02.596616 | 0:00:00.159201 | 0:00:02.755817 |\n", "| 15 | 0.9521 | 0.0149 | 0:00:02.557299 | 0:00:00.219000 | 0:00:02.776300 |\n", "| 30 | 0.9531 | 0.0136 | 0:00:02.537100 | 0:00:00.322899 | 0:00:02.860000 |\n", "| 45 | 0.9536 | 0.0165 | 0:00:02.525501 | 0:00:00.414799 | 0:00:02.940300 |\n", "| Average | 0.9512 | 0.0154 | 0:00:02.554129 | 0:00:00.278975 | 0:00:02.833104 |\n", "| Std Dev. | 0.0031 | 0.0013 | 0.0270404426 | 0.0978777305 | 0.0731682172 |\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 | 0.8283 | 0.05 | 0:00:02.596616 | 0:00:00.159201 | 0:00:02.755817 |\n", "| 15 | 0.8471 | 0.0455 | 0:00:02.557299 | 0:00:00.219000 | 0:00:02.776300 |\n", "| 30 | 0.8501 | 0.0415 | 0:00:02.537100 | 0:00:00.322899 | 0:00:02.860000 |\n", "| 45 | 0.852 | 0.0505 | 0:00:02.525501 | 0:00:00.414799 | 0:00:02.940300 |\n", "| Average | 0.8444 | 0.0469 | 0:00:02.554129 | 0:00:00.278975 | 0:00:02.833104 |\n", "| Std Dev. | 0.0095 | 0.0037 | 0.0270404426 | 0.0978777305 | 0.0731682172 |\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 | 0.2704 | 0.0935 | 0:00:02.596616 | 0:00:00.159201 | 0:00:02.755817 |\n", "| 15 | 0.2435 | 0.0814 | 0:00:02.557299 | 0:00:00.219000 | 0:00:02.776300 |\n", "| 30 | 0.2417 | 0.0821 | 0:00:02.537100 | 0:00:00.322899 | 0:00:02.860000 |\n", "| 45 | 0.2463 | 0.0873 | 0:00:02.525501 | 0:00:00.414799 | 0:00:02.940300 |\n", "| Average | 0.2505 | 0.0861 | 0:00:02.554129 | 0:00:00.278975 | 0:00:02.833104 |\n", "| Std Dev. | 0.0116 | 0.0049 | 0.0270404426 | 0.0978777305 | 0.0731682172 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Latest Datasets\\\\ecoli'\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 | 0.7059 | 0:00:00.095996 | 0:00:00.024999 | 0:00:00.095996 |\n", "| 15 | 0.6765 | 0:00:00.097000 | 0:00:00.029001 | 0:00:00.097000 |\n", "| 30 | 0.6765 | 0:00:00.119999 | 0:00:00.036000 | 0:00:00.119999 |\n", "| 45 | 0.6471 | 0:00:00.097000 | 0:00:00.038000 | 0:00:00.097000 |\n", "| Average | 0.6765 | 0:00:00.102499 | 0:00:00.032000 | 0:00:00.067249 |\n", "| Std Dev. | 0.0208 | 0.010112031504811997 | 0.005244187050645478 | 0.036157877246467546 |\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 | 0.6924 | 0:00:00.095996 | 0:00:00.024999 | 0:00:00.095996 |\n", "| 15 | 0.6292 | 0:00:00.097000 | 0:00:00.029001 | 0:00:00.097000 |\n", "| 30 | 0.5 | 0:00:00.119999 | 0:00:00.036000 | 0:00:00.119999 |\n", "| 45 | 0.4945 | 0:00:00.097000 | 0:00:00.038000 | 0:00:00.097000 |\n", "| Average | 0.579 | 0:00:00.102499 | 0:00:00.032000 | 0:00:00.067249 |\n", "| Std Dev. | 0.0848 | 0.010112031504811997 | 0.005244187050645478 | 0.036157877246467546 |\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 | 0.7059 | 0:00:00.095996 | 0:00:00.024999 | 0:00:00.095996 |\n", "| 15 | 0.6765 | 0:00:00.097000 | 0:00:00.029001 | 0:00:00.097000 |\n", "| 30 | 0.6765 | 0:00:00.119999 | 0:00:00.036000 | 0:00:00.119999 |\n", "| 45 | 0.6471 | 0:00:00.097000 | 0:00:00.038000 | 0:00:00.097000 |\n", "| Average | 0.6765 | 0:00:00.102499 | 0:00:00.032000 | 0:00:00.067249 |\n", "| Std Dev. | 0.0208 | 0.010112031504811997 | 0.005244187050645478 | 0.036157877246467546 |\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 | 0.5827 | 0:00:00.095996 | 0:00:00.024999 | 0:00:00.095996 |\n", "| 15 | 0.5339 | 0:00:00.097000 | 0:00:00.029001 | 0:00:00.097000 |\n", "| 30 | 0.5714 | 0:00:00.119999 | 0:00:00.036000 | 0:00:00.119999 |\n", "| 45 | 0.5536 | 0:00:00.097000 | 0:00:00.038000 | 0:00:00.097000 |\n", "| Average | 0.5604 | 0:00:00.102499 | 0:00:00.032000 | 0:00:00.067249 |\n", "| Std Dev. | 0.0185 | 0.010112031504811997 | 0.005244187050645478 | 0.036157877246467546 |\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 | 0.7059 | 0:00:00.095996 | 0:00:00.024999 | 0:00:00.095996 |\n", "| 15 | 0.6765 | 0:00:00.097000 | 0:00:00.029001 | 0:00:00.097000 |\n", "| 30 | 0.6765 | 0:00:00.119999 | 0:00:00.036000 | 0:00:00.119999 |\n", "| 45 | 0.6471 | 0:00:00.097000 | 0:00:00.038000 | 0:00:00.097000 |\n", "| Average | 0.6765 | 0:00:00.102499 | 0:00:00.032000 | 0:00:00.067249 |\n", "| Std Dev. | 0.0208 | 0.010112031504811997 | 0.005244187050645478 | 0.036157877246467546 |\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 | 0.5651 | 0:00:00.095996 | 0:00:00.024999 | 0:00:00.095996 |\n", "| 15 | 0.4962 | 0:00:00.097000 | 0:00:00.029001 | 0:00:00.097000 |\n", "| 30 | 0.4903 | 0:00:00.119999 | 0:00:00.036000 | 0:00:00.119999 |\n", "| 45 | 0.471 | 0:00:00.097000 | 0:00:00.038000 | 0:00:00.097000 |\n", "| Average | 0.5056 | 0:00:00.102499 | 0:00:00.032000 | 0:00:00.067249 |\n", "| Std Dev. | 0.0355 | 0.010112031504811997 | 0.005244187050645478 | 0.036157877246467546 |\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 | 0.7059 | 0:00:00.095996 | 0:00:00.024999 | 0:00:00.095996 |\n", "| 15 | 0.6765 | 0:00:00.097000 | 0:00:00.029001 | 0:00:00.097000 |\n", "| 30 | 0.6765 | 0:00:00.119999 | 0:00:00.036000 | 0:00:00.119999 |\n", "| 45 | 0.6471 | 0:00:00.097000 | 0:00:00.038000 | 0:00:00.097000 |\n", "| Average | 0.6765 | 0:00:00.102499 | 0:00:00.032000 | 0:00:00.067249 |\n", "| Std Dev. | 0.0208 | 0.010112031504811997 | 0.005244187050645478 | 0.036157877246467546 |\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 | 0.8319 | 0:00:00.095996 | 0:00:00.024999 | 0:00:00.095996 |\n", "| 15 | 0.8151 | 0:00:00.097000 | 0:00:00.029001 | 0:00:00.097000 |\n", "| 30 | 0.8151 | 0:00:00.119999 | 0:00:00.036000 | 0:00:00.119999 |\n", "| 45 | 0.7983 | 0:00:00.097000 | 0:00:00.038000 | 0:00:00.097000 |\n", "| Average | 0.8151 | 0:00:00.102499 | 0:00:00.032000 | 0:00:00.067249 |\n", "| Std Dev. | 0.0119 | 0.010112031504811997 | 0.005244187050645478 | 0.036157877246467546 |\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 | 0.535 | 0:00:00.095996 | 0:00:00.024999 | 0:00:00.095996 |\n", "| 15 | 0.4981 | 0:00:00.097000 | 0:00:00.029001 | 0:00:00.097000 |\n", "| 30 | 0.4981 | 0:00:00.119999 | 0:00:00.036000 | 0:00:00.119999 |\n", "| 45 | 0.4628 | 0:00:00.097000 | 0:00:00.038000 | 0:00:00.097000 |\n", "| Average | 0.4985 | 0:00:00.102499 | 0:00:00.032000 | 0:00:00.067249 |\n", "| Std Dev. | 0.0255 | 0.010112031504811997 | 0.005244187050645478 | 0.036157877246467546 |\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 | 0.2941 | 0:00:00.095996 | 0:00:00.024999 | 0:00:00.095996 |\n", "| 15 | 0.3235 | 0:00:00.097000 | 0:00:00.029001 | 0:00:00.097000 |\n", "| 30 | 0.3235 | 0:00:00.119999 | 0:00:00.036000 | 0:00:00.119999 |\n", "| 45 | 0.3529 | 0:00:00.097000 | 0:00:00.038000 | 0:00:00.097000 |\n", "| Average | 0.3235 | 0:00:00.102499 | 0:00:00.032000 | 0:00:00.067249 |\n", "| Std Dev. | 0.0208 | 0.010112031504811997 | 0.005244187050645478 | 0.036157877246467546 |\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 | 0:00:00.078002 | 0:00:00.024002 | 0:00:00.078002 |\n", "| 15 | 1.0 | 0:00:00.080999 | 0:00:00.029997 | 0:00:00.080999 |\n", "| 30 | 0.8824 | 0:00:00.110000 | 0:00:00.037001 | 0:00:00.110000 |\n", "| 45 | 0.7941 | 0:00:00.119998 | 0:00:00.048002 | 0:00:00.119998 |\n", "| Average | 0.9191 | 0:00:00.097250 | 0:00:00.034751 | 0:00:00.066000 |\n", "| Std Dev. | 0.0867 | 0.018128843474921268 | 0.008927472437664072 | 0.034361624504220534 |\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 | 0:00:00.078002 | 0:00:00.024002 | 0:00:00.078002 |\n", "| 15 | 1.0 | 0:00:00.080999 | 0:00:00.029997 | 0:00:00.080999 |\n", "| 30 | 0.6875 | 0:00:00.110000 | 0:00:00.037001 | 0:00:00.110000 |\n", "| 45 | 0.65 | 0:00:00.119998 | 0:00:00.048002 | 0:00:00.119998 |\n", "| Average | 0.8344 | 0:00:00.097250 | 0:00:00.034751 | 0:00:00.066000 |\n", "| Std Dev. | 0.1662 | 0.018128843474921268 | 0.008927472437664072 | 0.034361624504220534 |\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 | 0:00:00.078002 | 0:00:00.024002 | 0:00:00.078002 |\n", "| 15 | 1.0 | 0:00:00.080999 | 0:00:00.029997 | 0:00:00.080999 |\n", "| 30 | 0.8824 | 0:00:00.110000 | 0:00:00.037001 | 0:00:00.110000 |\n", "| 45 | 0.7941 | 0:00:00.119998 | 0:00:00.048002 | 0:00:00.119998 |\n", "| Average | 0.9191 | 0:00:00.097250 | 0:00:00.034751 | 0:00:00.066000 |\n", "| Std Dev. | 0.0867 | 0.018128843474921268 | 0.008927472437664072 | 0.034361624504220534 |\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 | 0:00:00.078002 | 0:00:00.024002 | 0:00:00.078002 |\n", "| 15 | 1.0 | 0:00:00.080999 | 0:00:00.029997 | 0:00:00.080999 |\n", "| 30 | 0.725 | 0:00:00.110000 | 0:00:00.037001 | 0:00:00.110000 |\n", "| 45 | 0.65 | 0:00:00.119998 | 0:00:00.048002 | 0:00:00.119998 |\n", "| Average | 0.8438 | 0:00:00.097250 | 0:00:00.034751 | 0:00:00.066000 |\n", "| Std Dev. | 0.1585 | 0.018128843474921268 | 0.008927472437664072 | 0.034361624504220534 |\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 | 0:00:00.078002 | 0:00:00.024002 | 0:00:00.078002 |\n", "| 15 | 1.0 | 0:00:00.080999 | 0:00:00.029997 | 0:00:00.080999 |\n", "| 30 | 0.8824 | 0:00:00.110000 | 0:00:00.037001 | 0:00:00.110000 |\n", "| 45 | 0.7941 | 0:00:00.119998 | 0:00:00.048002 | 0:00:00.119998 |\n", "| Average | 0.9191 | 0:00:00.097250 | 0:00:00.034751 | 0:00:00.066000 |\n", "| Std Dev. | 0.0867 | 0.018128843474921268 | 0.008927472437664072 | 0.034361624504220534 |\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 | 0:00:00.078002 | 0:00:00.024002 | 0:00:00.078002 |\n", "| 15 | 1.0 | 0:00:00.080999 | 0:00:00.029997 | 0:00:00.080999 |\n", "| 30 | 0.6944 | 0:00:00.110000 | 0:00:00.037001 | 0:00:00.110000 |\n", "| 45 | 0.5833 | 0:00:00.119998 | 0:00:00.048002 | 0:00:00.119998 |\n", "| Average | 0.8194 | 0:00:00.097250 | 0:00:00.034751 | 0:00:00.066000 |\n", "| Std Dev. | 0.1848 | 0.018128843474921268 | 0.008927472437664072 | 0.034361624504220534 |\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 | 0:00:00.078002 | 0:00:00.024002 | 0:00:00.078002 |\n", "| 15 | 1.0 | 0:00:00.080999 | 0:00:00.029997 | 0:00:00.080999 |\n", "| 30 | 0.8824 | 0:00:00.110000 | 0:00:00.037001 | 0:00:00.110000 |\n", "| 45 | 0.7941 | 0:00:00.119998 | 0:00:00.048002 | 0:00:00.119998 |\n", "| Average | 0.9191 | 0:00:00.097250 | 0:00:00.034751 | 0:00:00.066000 |\n", "| Std Dev. | 0.0867 | 0.018128843474921268 | 0.008927472437664072 | 0.034361624504220534 |\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 | 0:00:00.078002 | 0:00:00.024002 | 0:00:00.078002 |\n", "| 15 | 1.0 | 0:00:00.080999 | 0:00:00.029997 | 0:00:00.080999 |\n", "| 30 | 0.9328 | 0:00:00.110000 | 0:00:00.037001 | 0:00:00.110000 |\n", "| 45 | 0.8824 | 0:00:00.119998 | 0:00:00.048002 | 0:00:00.119998 |\n", "| Average | 0.9538 | 0:00:00.097250 | 0:00:00.034751 | 0:00:00.066000 |\n", "| Std Dev. | 0.0495 | 0.018128843474921268 | 0.008927472437664072 | 0.034361624504220534 |\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 | 0:00:00.078002 | 0:00:00.024002 | 0:00:00.078002 |\n", "| 15 | 1.0 | 0:00:00.080999 | 0:00:00.029997 | 0:00:00.080999 |\n", "| 30 | 0.7933 | 0:00:00.110000 | 0:00:00.037001 | 0:00:00.110000 |\n", "| 45 | 0.6564 | 0:00:00.119998 | 0:00:00.048002 | 0:00:00.119998 |\n", "| Average | 0.8624 | 0:00:00.097250 | 0:00:00.034751 | 0:00:00.066000 |\n", "| Std Dev. | 0.1459 | 0.018128843474921268 | 0.008927472437664072 | 0.034361624504220534 |\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 | 0:00:00.078002 | 0:00:00.024002 | 0:00:00.078002 |\n", "| 15 | 0.0 | 0:00:00.080999 | 0:00:00.029997 | 0:00:00.080999 |\n", "| 30 | 0.1176 | 0:00:00.110000 | 0:00:00.037001 | 0:00:00.110000 |\n", "| 45 | 0.2059 | 0:00:00.119998 | 0:00:00.048002 | 0:00:00.119998 |\n", "| Average | 0.0809 | 0:00:00.097250 | 0:00:00.034751 | 0:00:00.066000 |\n", "| Std Dev. | 0.0867 | 0.018128843474921268 | 0.008927472437664072 | 0.034361624504220534 |\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 | 0:00:00.076000 | 0:00:00.025000 | 0:00:00.076000 |\n", "| 15 | 1.0 | 0:00:00.088999 | 0:00:00.034000 | 0:00:00.088999 |\n", "| 30 | 1.0 | 0:00:00.097000 | 0:00:00.033000 | 0:00:00.097000 |\n", "| 45 | 0.9706 | 0:00:00.123000 | 0:00:00.043002 | 0:00:00.123000 |\n", "| Average | 0.9926 | 0:00:00.096250 | 0:00:00.033750 | 0:00:00.065000 |\n", "| Std Dev. | 0.0127 | 0.0171666594060125 | 0.006379502634660468 | 0.03382650658368127 |\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 | 0:00:00.076000 | 0:00:00.025000 | 0:00:00.076000 |\n", "| 15 | 1.0 | 0:00:00.088999 | 0:00:00.034000 | 0:00:00.088999 |\n", "| 30 | 1.0 | 0:00:00.097000 | 0:00:00.033000 | 0:00:00.097000 |\n", "| 45 | 0.9286 | 0:00:00.123000 | 0:00:00.043002 | 0:00:00.123000 |\n", "| Average | 0.9821 | 0:00:00.096250 | 0:00:00.033750 | 0:00:00.065000 |\n", "| Std Dev. | 0.0309 | 0.0171666594060125 | 0.006379502634660468 | 0.03382650658368127 |\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 | 0:00:00.076000 | 0:00:00.025000 | 0:00:00.076000 |\n", "| 15 | 1.0 | 0:00:00.088999 | 0:00:00.034000 | 0:00:00.088999 |\n", "| 30 | 1.0 | 0:00:00.097000 | 0:00:00.033000 | 0:00:00.097000 |\n", "| 45 | 0.9706 | 0:00:00.123000 | 0:00:00.043002 | 0:00:00.123000 |\n", "| Average | 0.9926 | 0:00:00.096250 | 0:00:00.033750 | 0:00:00.065000 |\n", "| Std Dev. | 0.0127 | 0.0171666594060125 | 0.006379502634660468 | 0.03382650658368127 |\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 | 0:00:00.076000 | 0:00:00.025000 | 0:00:00.076000 |\n", "| 15 | 1.0 | 0:00:00.088999 | 0:00:00.034000 | 0:00:00.088999 |\n", "| 30 | 1.0 | 0:00:00.097000 | 0:00:00.033000 | 0:00:00.097000 |\n", "| 45 | 0.9524 | 0:00:00.123000 | 0:00:00.043002 | 0:00:00.123000 |\n", "| Average | 0.9881 | 0:00:00.096250 | 0:00:00.033750 | 0:00:00.065000 |\n", "| Std Dev. | 0.0206 | 0.0171666594060125 | 0.006379502634660468 | 0.03382650658368127 |\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 | 0:00:00.076000 | 0:00:00.025000 | 0:00:00.076000 |\n", "| 15 | 1.0 | 0:00:00.088999 | 0:00:00.034000 | 0:00:00.088999 |\n", "| 30 | 1.0 | 0:00:00.097000 | 0:00:00.033000 | 0:00:00.097000 |\n", "| 45 | 0.9706 | 0:00:00.123000 | 0:00:00.043002 | 0:00:00.123000 |\n", "| Average | 0.9926 | 0:00:00.096250 | 0:00:00.033750 | 0:00:00.065000 |\n", "| Std Dev. | 0.0127 | 0.0171666594060125 | 0.006379502634660468 | 0.03382650658368127 |\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 | 0:00:00.076000 | 0:00:00.025000 | 0:00:00.076000 |\n", "| 15 | 1.0 | 0:00:00.088999 | 0:00:00.034000 | 0:00:00.088999 |\n", "| 30 | 1.0 | 0:00:00.097000 | 0:00:00.033000 | 0:00:00.097000 |\n", "| 45 | 0.9238 | 0:00:00.123000 | 0:00:00.043002 | 0:00:00.123000 |\n", "| Average | 0.981 | 0:00:00.096250 | 0:00:00.033750 | 0:00:00.065000 |\n", "| Std Dev. | 0.033 | 0.0171666594060125 | 0.006379502634660468 | 0.03382650658368127 |\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 | 0:00:00.076000 | 0:00:00.025000 | 0:00:00.076000 |\n", "| 15 | 1.0 | 0:00:00.088999 | 0:00:00.034000 | 0:00:00.088999 |\n", "| 30 | 1.0 | 0:00:00.097000 | 0:00:00.033000 | 0:00:00.097000 |\n", "| 45 | 0.9706 | 0:00:00.123000 | 0:00:00.043002 | 0:00:00.123000 |\n", "| Average | 0.9926 | 0:00:00.096250 | 0:00:00.033750 | 0:00:00.065000 |\n", "| Std Dev. | 0.0127 | 0.0171666594060125 | 0.006379502634660468 | 0.03382650658368127 |\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 | 0:00:00.076000 | 0:00:00.025000 | 0:00:00.076000 |\n", "| 15 | 1.0 | 0:00:00.088999 | 0:00:00.034000 | 0:00:00.088999 |\n", "| 30 | 1.0 | 0:00:00.097000 | 0:00:00.033000 | 0:00:00.097000 |\n", "| 45 | 0.9832 | 0:00:00.123000 | 0:00:00.043002 | 0:00:00.123000 |\n", "| Average | 0.9958 | 0:00:00.096250 | 0:00:00.033750 | 0:00:00.065000 |\n", "| Std Dev. | 0.0073 | 0.0171666594060125 | 0.006379502634660468 | 0.03382650658368127 |\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 | 0:00:00.076000 | 0:00:00.025000 | 0:00:00.076000 |\n", "| 15 | 1.0 | 0:00:00.088999 | 0:00:00.034000 | 0:00:00.088999 |\n", "| 30 | 1.0 | 0:00:00.097000 | 0:00:00.033000 | 0:00:00.097000 |\n", "| 45 | 0.9457 | 0:00:00.123000 | 0:00:00.043002 | 0:00:00.123000 |\n", "| Average | 0.9864 | 0:00:00.096250 | 0:00:00.033750 | 0:00:00.065000 |\n", "| Std Dev. | 0.0235 | 0.0171666594060125 | 0.006379502634660468 | 0.03382650658368127 |\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 | 0:00:00.076000 | 0:00:00.025000 | 0:00:00.076000 |\n", "| 15 | 0.0 | 0:00:00.088999 | 0:00:00.034000 | 0:00:00.088999 |\n", "| 30 | 0.0 | 0:00:00.097000 | 0:00:00.033000 | 0:00:00.097000 |\n", "| 45 | 0.0294 | 0:00:00.123000 | 0:00:00.043002 | 0:00:00.123000 |\n", "| Average | 0.0074 | 0:00:00.096250 | 0:00:00.033750 | 0:00:00.065000 |\n", "| Std Dev. | 0.0127 | 0.0171666594060125 | 0.006379502634660468 | 0.03382650658368127 |\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 | 0:00:00.076000 | 0:00:00.024001 | 0:00:00.076000 |\n", "| 15 | 1.0 | 0:00:00.093000 | 0:00:00.028003 | 0:00:00.093000 |\n", "| 30 | 1.0 | 0:00:00.091996 | 0:00:00.047001 | 0:00:00.091996 |\n", "| 45 | 1.0 | 0:00:00.099002 | 0:00:00.045998 | 0:00:00.099002 |\n", "| Average | 1.0 | 0:00:00.090000 | 0:00:00.036250 | 0:00:00.063125 |\n", "| Std Dev. | 0.0 | 0.008515000349998435 | 0.010352066921587015 | 0.028496952129428318 |\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 | 0:00:00.076000 | 0:00:00.024001 | 0:00:00.076000 |\n", "| 15 | 1.0 | 0:00:00.093000 | 0:00:00.028003 | 0:00:00.093000 |\n", "| 30 | 1.0 | 0:00:00.091996 | 0:00:00.047001 | 0:00:00.091996 |\n", "| 45 | 1.0 | 0:00:00.099002 | 0:00:00.045998 | 0:00:00.099002 |\n", "| Average | 1.0 | 0:00:00.090000 | 0:00:00.036250 | 0:00:00.063125 |\n", "| Std Dev. | 0.0 | 0.008515000349998435 | 0.010352066921587015 | 0.028496952129428318 |\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 | 0:00:00.076000 | 0:00:00.024001 | 0:00:00.076000 |\n", "| 15 | 1.0 | 0:00:00.093000 | 0:00:00.028003 | 0:00:00.093000 |\n", "| 30 | 1.0 | 0:00:00.091996 | 0:00:00.047001 | 0:00:00.091996 |\n", "| 45 | 1.0 | 0:00:00.099002 | 0:00:00.045998 | 0:00:00.099002 |\n", "| Average | 1.0 | 0:00:00.090000 | 0:00:00.036250 | 0:00:00.063125 |\n", "| Std Dev. | 0.0 | 0.008515000349998435 | 0.010352066921587015 | 0.028496952129428318 |\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 | 0:00:00.076000 | 0:00:00.024001 | 0:00:00.076000 |\n", "| 15 | 1.0 | 0:00:00.093000 | 0:00:00.028003 | 0:00:00.093000 |\n", "| 30 | 1.0 | 0:00:00.091996 | 0:00:00.047001 | 0:00:00.091996 |\n", "| 45 | 1.0 | 0:00:00.099002 | 0:00:00.045998 | 0:00:00.099002 |\n", "| Average | 1.0 | 0:00:00.090000 | 0:00:00.036250 | 0:00:00.063125 |\n", "| Std Dev. | 0.0 | 0.008515000349998435 | 0.010352066921587015 | 0.028496952129428318 |\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 | 0:00:00.076000 | 0:00:00.024001 | 0:00:00.076000 |\n", "| 15 | 1.0 | 0:00:00.093000 | 0:00:00.028003 | 0:00:00.093000 |\n", "| 30 | 1.0 | 0:00:00.091996 | 0:00:00.047001 | 0:00:00.091996 |\n", "| 45 | 1.0 | 0:00:00.099002 | 0:00:00.045998 | 0:00:00.099002 |\n", "| Average | 1.0 | 0:00:00.090000 | 0:00:00.036250 | 0:00:00.063125 |\n", "| Std Dev. | 0.0 | 0.008515000349998435 | 0.010352066921587015 | 0.028496952129428318 |\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 | 0:00:00.076000 | 0:00:00.024001 | 0:00:00.076000 |\n", "| 15 | 1.0 | 0:00:00.093000 | 0:00:00.028003 | 0:00:00.093000 |\n", "| 30 | 1.0 | 0:00:00.091996 | 0:00:00.047001 | 0:00:00.091996 |\n", "| 45 | 1.0 | 0:00:00.099002 | 0:00:00.045998 | 0:00:00.099002 |\n", "| Average | 1.0 | 0:00:00.090000 | 0:00:00.036250 | 0:00:00.063125 |\n", "| Std Dev. | 0.0 | 0.008515000349998435 | 0.010352066921587015 | 0.028496952129428318 |\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 | 0:00:00.076000 | 0:00:00.024001 | 0:00:00.076000 |\n", "| 15 | 1.0 | 0:00:00.093000 | 0:00:00.028003 | 0:00:00.093000 |\n", "| 30 | 1.0 | 0:00:00.091996 | 0:00:00.047001 | 0:00:00.091996 |\n", "| 45 | 1.0 | 0:00:00.099002 | 0:00:00.045998 | 0:00:00.099002 |\n", "| Average | 1.0 | 0:00:00.090000 | 0:00:00.036250 | 0:00:00.063125 |\n", "| Std Dev. | 0.0 | 0.008515000349998435 | 0.010352066921587015 | 0.028496952129428318 |\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 | 0:00:00.076000 | 0:00:00.024001 | 0:00:00.076000 |\n", "| 15 | 1.0 | 0:00:00.093000 | 0:00:00.028003 | 0:00:00.093000 |\n", "| 30 | 1.0 | 0:00:00.091996 | 0:00:00.047001 | 0:00:00.091996 |\n", "| 45 | 1.0 | 0:00:00.099002 | 0:00:00.045998 | 0:00:00.099002 |\n", "| Average | 1.0 | 0:00:00.090000 | 0:00:00.036250 | 0:00:00.063125 |\n", "| Std Dev. | 0.0 | 0.008515000349998435 | 0.010352066921587015 | 0.028496952129428318 |\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 | 0:00:00.076000 | 0:00:00.024001 | 0:00:00.076000 |\n", "| 15 | 1.0 | 0:00:00.093000 | 0:00:00.028003 | 0:00:00.093000 |\n", "| 30 | 1.0 | 0:00:00.091996 | 0:00:00.047001 | 0:00:00.091996 |\n", "| 45 | 1.0 | 0:00:00.099002 | 0:00:00.045998 | 0:00:00.099002 |\n", "| Average | 1.0 | 0:00:00.090000 | 0:00:00.036250 | 0:00:00.063125 |\n", "| Std Dev. | 0.0 | 0.008515000349998435 | 0.010352066921587015 | 0.028496952129428318 |\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 | 0:00:00.076000 | 0:00:00.024001 | 0:00:00.076000 |\n", "| 15 | 0.0 | 0:00:00.093000 | 0:00:00.028003 | 0:00:00.093000 |\n", "| 30 | 0.0 | 0:00:00.091996 | 0:00:00.047001 | 0:00:00.091996 |\n", "| 45 | 0.0 | 0:00:00.099002 | 0:00:00.045998 | 0:00:00.099002 |\n", "| Average | 0.0 | 0:00:00.090000 | 0:00:00.036250 | 0:00:00.063125 |\n", "| Std Dev. | 0.0 | 0.008515000349998435 | 0.010352066921587015 | 0.028496952129428318 |\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 | 0:00:00.118999 | 0:00:00.031999 | 0:00:00.118999 |\n", "| 15 | 1.0 | 0:00:00.105000 | 0:00:00.027001 | 0:00:00.105000 |\n", "| 30 | 1.0 | 0:00:00.089998 | 0:00:00.033000 | 0:00:00.089998 |\n", "| 45 | 1.0 | 0:00:00.122000 | 0:00:00.051001 | 0:00:00.122000 |\n", "| Average | 1.0 | 0:00:00.108999 | 0:00:00.035750 | 0:00:00.072375 |\n", "| Std Dev. | 0.0 | 0.012708694755106944 | 0.00909347622118913 | 0.038255152016585234 |\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 | 0:00:00.118999 | 0:00:00.031999 | 0:00:00.118999 |\n", "| 15 | 1.0 | 0:00:00.105000 | 0:00:00.027001 | 0:00:00.105000 |\n", "| 30 | 1.0 | 0:00:00.089998 | 0:00:00.033000 | 0:00:00.089998 |\n", "| 45 | 1.0 | 0:00:00.122000 | 0:00:00.051001 | 0:00:00.122000 |\n", "| Average | 1.0 | 0:00:00.108999 | 0:00:00.035750 | 0:00:00.072375 |\n", "| Std Dev. | 0.0 | 0.012708694755106944 | 0.00909347622118913 | 0.038255152016585234 |\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 | 0:00:00.118999 | 0:00:00.031999 | 0:00:00.118999 |\n", "| 15 | 1.0 | 0:00:00.105000 | 0:00:00.027001 | 0:00:00.105000 |\n", "| 30 | 1.0 | 0:00:00.089998 | 0:00:00.033000 | 0:00:00.089998 |\n", "| 45 | 1.0 | 0:00:00.122000 | 0:00:00.051001 | 0:00:00.122000 |\n", "| Average | 1.0 | 0:00:00.108999 | 0:00:00.035750 | 0:00:00.072375 |\n", "| Std Dev. | 0.0 | 0.012708694755106944 | 0.00909347622118913 | 0.038255152016585234 |\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 | 0:00:00.118999 | 0:00:00.031999 | 0:00:00.118999 |\n", "| 15 | 1.0 | 0:00:00.105000 | 0:00:00.027001 | 0:00:00.105000 |\n", "| 30 | 1.0 | 0:00:00.089998 | 0:00:00.033000 | 0:00:00.089998 |\n", "| 45 | 1.0 | 0:00:00.122000 | 0:00:00.051001 | 0:00:00.122000 |\n", "| Average | 1.0 | 0:00:00.108999 | 0:00:00.035750 | 0:00:00.072375 |\n", "| Std Dev. | 0.0 | 0.012708694755106944 | 0.00909347622118913 | 0.038255152016585234 |\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 | 0:00:00.118999 | 0:00:00.031999 | 0:00:00.118999 |\n", "| 15 | 1.0 | 0:00:00.105000 | 0:00:00.027001 | 0:00:00.105000 |\n", "| 30 | 1.0 | 0:00:00.089998 | 0:00:00.033000 | 0:00:00.089998 |\n", "| 45 | 1.0 | 0:00:00.122000 | 0:00:00.051001 | 0:00:00.122000 |\n", "| Average | 1.0 | 0:00:00.108999 | 0:00:00.035750 | 0:00:00.072375 |\n", "| Std Dev. | 0.0 | 0.012708694755106944 | 0.00909347622118913 | 0.038255152016585234 |\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 | 0:00:00.118999 | 0:00:00.031999 | 0:00:00.118999 |\n", "| 15 | 1.0 | 0:00:00.105000 | 0:00:00.027001 | 0:00:00.105000 |\n", "| 30 | 1.0 | 0:00:00.089998 | 0:00:00.033000 | 0:00:00.089998 |\n", "| 45 | 1.0 | 0:00:00.122000 | 0:00:00.051001 | 0:00:00.122000 |\n", "| Average | 1.0 | 0:00:00.108999 | 0:00:00.035750 | 0:00:00.072375 |\n", "| Std Dev. | 0.0 | 0.012708694755106944 | 0.00909347622118913 | 0.038255152016585234 |\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 | 0:00:00.118999 | 0:00:00.031999 | 0:00:00.118999 |\n", "| 15 | 1.0 | 0:00:00.105000 | 0:00:00.027001 | 0:00:00.105000 |\n", "| 30 | 1.0 | 0:00:00.089998 | 0:00:00.033000 | 0:00:00.089998 |\n", "| 45 | 1.0 | 0:00:00.122000 | 0:00:00.051001 | 0:00:00.122000 |\n", "| Average | 1.0 | 0:00:00.108999 | 0:00:00.035750 | 0:00:00.072375 |\n", "| Std Dev. | 0.0 | 0.012708694755106944 | 0.00909347622118913 | 0.038255152016585234 |\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 | 0:00:00.118999 | 0:00:00.031999 | 0:00:00.118999 |\n", "| 15 | 1.0 | 0:00:00.105000 | 0:00:00.027001 | 0:00:00.105000 |\n", "| 30 | 1.0 | 0:00:00.089998 | 0:00:00.033000 | 0:00:00.089998 |\n", "| 45 | 1.0 | 0:00:00.122000 | 0:00:00.051001 | 0:00:00.122000 |\n", "| Average | 1.0 | 0:00:00.108999 | 0:00:00.035750 | 0:00:00.072375 |\n", "| Std Dev. | 0.0 | 0.012708694755106944 | 0.00909347622118913 | 0.038255152016585234 |\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 | 0:00:00.118999 | 0:00:00.031999 | 0:00:00.118999 |\n", "| 15 | 1.0 | 0:00:00.105000 | 0:00:00.027001 | 0:00:00.105000 |\n", "| 30 | 1.0 | 0:00:00.089998 | 0:00:00.033000 | 0:00:00.089998 |\n", "| 45 | 1.0 | 0:00:00.122000 | 0:00:00.051001 | 0:00:00.122000 |\n", "| Average | 1.0 | 0:00:00.108999 | 0:00:00.035750 | 0:00:00.072375 |\n", "| Std Dev. | 0.0 | 0.012708694755106944 | 0.00909347622118913 | 0.038255152016585234 |\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 | 0:00:00.118999 | 0:00:00.031999 | 0:00:00.118999 |\n", "| 15 | 0.0 | 0:00:00.105000 | 0:00:00.027001 | 0:00:00.105000 |\n", "| 30 | 0.0 | 0:00:00.089998 | 0:00:00.033000 | 0:00:00.089998 |\n", "| 45 | 0.0 | 0:00:00.122000 | 0:00:00.051001 | 0:00:00.122000 |\n", "| Average | 0.0 | 0:00:00.108999 | 0:00:00.035750 | 0:00:00.072375 |\n", "| Std Dev. | 0.0 | 0.012708694755106944 | 0.00909347622118913 | 0.038255152016585234 |\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 | 0:00:00.090997 | 0:00:00.030001 | 0:00:00.090997 |\n", "| 15 | 1.0 | 0:00:00.082999 | 0:00:00.033000 | 0:00:00.082999 |\n", "| 30 | 1.0 | 0:00:00.101000 | 0:00:00.034001 | 0:00:00.101000 |\n", "| 45 | 1.0 | 0:00:00.128000 | 0:00:00.040002 | 0:00:00.128000 |\n", "| Average | 1.0 | 0:00:00.100749 | 0:00:00.034251 | 0:00:00.067500 |\n", "| Std Dev. | 0.0 | 0.016976948342345515 | 0.003631709491347356 | 0.03544294563825146 |\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 | 0:00:00.090997 | 0:00:00.030001 | 0:00:00.090997 |\n", "| 15 | 1.0 | 0:00:00.082999 | 0:00:00.033000 | 0:00:00.082999 |\n", "| 30 | 1.0 | 0:00:00.101000 | 0:00:00.034001 | 0:00:00.101000 |\n", "| 45 | 1.0 | 0:00:00.128000 | 0:00:00.040002 | 0:00:00.128000 |\n", "| Average | 1.0 | 0:00:00.100749 | 0:00:00.034251 | 0:00:00.067500 |\n", "| Std Dev. | 0.0 | 0.016976948342345515 | 0.003631709491347356 | 0.03544294563825146 |\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 | 0:00:00.090997 | 0:00:00.030001 | 0:00:00.090997 |\n", "| 15 | 1.0 | 0:00:00.082999 | 0:00:00.033000 | 0:00:00.082999 |\n", "| 30 | 1.0 | 0:00:00.101000 | 0:00:00.034001 | 0:00:00.101000 |\n", "| 45 | 1.0 | 0:00:00.128000 | 0:00:00.040002 | 0:00:00.128000 |\n", "| Average | 1.0 | 0:00:00.100749 | 0:00:00.034251 | 0:00:00.067500 |\n", "| Std Dev. | 0.0 | 0.016976948342345515 | 0.003631709491347356 | 0.03544294563825146 |\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 | 0:00:00.090997 | 0:00:00.030001 | 0:00:00.090997 |\n", "| 15 | 1.0 | 0:00:00.082999 | 0:00:00.033000 | 0:00:00.082999 |\n", "| 30 | 1.0 | 0:00:00.101000 | 0:00:00.034001 | 0:00:00.101000 |\n", "| 45 | 1.0 | 0:00:00.128000 | 0:00:00.040002 | 0:00:00.128000 |\n", "| Average | 1.0 | 0:00:00.100749 | 0:00:00.034251 | 0:00:00.067500 |\n", "| Std Dev. | 0.0 | 0.016976948342345515 | 0.003631709491347356 | 0.03544294563825146 |\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 | 0:00:00.090997 | 0:00:00.030001 | 0:00:00.090997 |\n", "| 15 | 1.0 | 0:00:00.082999 | 0:00:00.033000 | 0:00:00.082999 |\n", "| 30 | 1.0 | 0:00:00.101000 | 0:00:00.034001 | 0:00:00.101000 |\n", "| 45 | 1.0 | 0:00:00.128000 | 0:00:00.040002 | 0:00:00.128000 |\n", "| Average | 1.0 | 0:00:00.100749 | 0:00:00.034251 | 0:00:00.067500 |\n", "| Std Dev. | 0.0 | 0.016976948342345515 | 0.003631709491347356 | 0.03544294563825146 |\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 | 0:00:00.090997 | 0:00:00.030001 | 0:00:00.090997 |\n", "| 15 | 1.0 | 0:00:00.082999 | 0:00:00.033000 | 0:00:00.082999 |\n", "| 30 | 1.0 | 0:00:00.101000 | 0:00:00.034001 | 0:00:00.101000 |\n", "| 45 | 1.0 | 0:00:00.128000 | 0:00:00.040002 | 0:00:00.128000 |\n", "| Average | 1.0 | 0:00:00.100749 | 0:00:00.034251 | 0:00:00.067500 |\n", "| Std Dev. | 0.0 | 0.016976948342345515 | 0.003631709491347356 | 0.03544294563825146 |\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 | 0:00:00.090997 | 0:00:00.030001 | 0:00:00.090997 |\n", "| 15 | 1.0 | 0:00:00.082999 | 0:00:00.033000 | 0:00:00.082999 |\n", "| 30 | 1.0 | 0:00:00.101000 | 0:00:00.034001 | 0:00:00.101000 |\n", "| 45 | 1.0 | 0:00:00.128000 | 0:00:00.040002 | 0:00:00.128000 |\n", "| Average | 1.0 | 0:00:00.100749 | 0:00:00.034251 | 0:00:00.067500 |\n", "| Std Dev. | 0.0 | 0.016976948342345515 | 0.003631709491347356 | 0.03544294563825146 |\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 | 0:00:00.090997 | 0:00:00.030001 | 0:00:00.090997 |\n", "| 15 | 1.0 | 0:00:00.082999 | 0:00:00.033000 | 0:00:00.082999 |\n", "| 30 | 1.0 | 0:00:00.101000 | 0:00:00.034001 | 0:00:00.101000 |\n", "| 45 | 1.0 | 0:00:00.128000 | 0:00:00.040002 | 0:00:00.128000 |\n", "| Average | 1.0 | 0:00:00.100749 | 0:00:00.034251 | 0:00:00.067500 |\n", "| Std Dev. | 0.0 | 0.016976948342345515 | 0.003631709491347356 | 0.03544294563825146 |\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 | 0:00:00.090997 | 0:00:00.030001 | 0:00:00.090997 |\n", "| 15 | 1.0 | 0:00:00.082999 | 0:00:00.033000 | 0:00:00.082999 |\n", "| 30 | 1.0 | 0:00:00.101000 | 0:00:00.034001 | 0:00:00.101000 |\n", "| 45 | 1.0 | 0:00:00.128000 | 0:00:00.040002 | 0:00:00.128000 |\n", "| Average | 1.0 | 0:00:00.100749 | 0:00:00.034251 | 0:00:00.067500 |\n", "| Std Dev. | 0.0 | 0.016976948342345515 | 0.003631709491347356 | 0.03544294563825146 |\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 | 0:00:00.090997 | 0:00:00.030001 | 0:00:00.090997 |\n", "| 15 | 0.0 | 0:00:00.082999 | 0:00:00.033000 | 0:00:00.082999 |\n", "| 30 | 0.0 | 0:00:00.101000 | 0:00:00.034001 | 0:00:00.101000 |\n", "| 45 | 0.0 | 0:00:00.128000 | 0:00:00.040002 | 0:00:00.128000 |\n", "| Average | 0.0 | 0:00:00.100749 | 0:00:00.034251 | 0:00:00.067500 |\n", "| Std Dev. | 0.0 | 0.016976948342345515 | 0.003631709491347356 | 0.03544294563825146 |\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 | 0:00:00.085001 | 0:00:00.023999 | 0:00:00.085001 |\n", "| 15 | 1.0 | 0:00:00.096000 | 0:00:00.026001 | 0:00:00.096000 |\n", "| 30 | 1.0 | 0:00:00.081002 | 0:00:00.039996 | 0:00:00.081002 |\n", "| 45 | 1.0 | 0:00:00.138001 | 0:00:00.048000 | 0:00:00.138001 |\n", "| Average | 1.0 | 0:00:00.100001 | 0:00:00.034499 | 0:00:00.067250 |\n", "| Std Dev. | 0.0 | 0.022616378984905875 | 0.009936712355882763 | 0.03711809380327143 |\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 | 0:00:00.085001 | 0:00:00.023999 | 0:00:00.085001 |\n", "| 15 | 1.0 | 0:00:00.096000 | 0:00:00.026001 | 0:00:00.096000 |\n", "| 30 | 1.0 | 0:00:00.081002 | 0:00:00.039996 | 0:00:00.081002 |\n", "| 45 | 1.0 | 0:00:00.138001 | 0:00:00.048000 | 0:00:00.138001 |\n", "| Average | 1.0 | 0:00:00.100001 | 0:00:00.034499 | 0:00:00.067250 |\n", "| Std Dev. | 0.0 | 0.022616378984905875 | 0.009936712355882763 | 0.03711809380327143 |\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 | 0:00:00.085001 | 0:00:00.023999 | 0:00:00.085001 |\n", "| 15 | 1.0 | 0:00:00.096000 | 0:00:00.026001 | 0:00:00.096000 |\n", "| 30 | 1.0 | 0:00:00.081002 | 0:00:00.039996 | 0:00:00.081002 |\n", "| 45 | 1.0 | 0:00:00.138001 | 0:00:00.048000 | 0:00:00.138001 |\n", "| Average | 1.0 | 0:00:00.100001 | 0:00:00.034499 | 0:00:00.067250 |\n", "| Std Dev. | 0.0 | 0.022616378984905875 | 0.009936712355882763 | 0.03711809380327143 |\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 | 0:00:00.085001 | 0:00:00.023999 | 0:00:00.085001 |\n", "| 15 | 1.0 | 0:00:00.096000 | 0:00:00.026001 | 0:00:00.096000 |\n", "| 30 | 1.0 | 0:00:00.081002 | 0:00:00.039996 | 0:00:00.081002 |\n", "| 45 | 1.0 | 0:00:00.138001 | 0:00:00.048000 | 0:00:00.138001 |\n", "| Average | 1.0 | 0:00:00.100001 | 0:00:00.034499 | 0:00:00.067250 |\n", "| Std Dev. | 0.0 | 0.022616378984905875 | 0.009936712355882763 | 0.03711809380327143 |\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 | 0:00:00.085001 | 0:00:00.023999 | 0:00:00.085001 |\n", "| 15 | 1.0 | 0:00:00.096000 | 0:00:00.026001 | 0:00:00.096000 |\n", "| 30 | 1.0 | 0:00:00.081002 | 0:00:00.039996 | 0:00:00.081002 |\n", "| 45 | 1.0 | 0:00:00.138001 | 0:00:00.048000 | 0:00:00.138001 |\n", "| Average | 1.0 | 0:00:00.100001 | 0:00:00.034499 | 0:00:00.067250 |\n", "| Std Dev. | 0.0 | 0.022616378984905875 | 0.009936712355882763 | 0.03711809380327143 |\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 | 0:00:00.085001 | 0:00:00.023999 | 0:00:00.085001 |\n", "| 15 | 1.0 | 0:00:00.096000 | 0:00:00.026001 | 0:00:00.096000 |\n", "| 30 | 1.0 | 0:00:00.081002 | 0:00:00.039996 | 0:00:00.081002 |\n", "| 45 | 1.0 | 0:00:00.138001 | 0:00:00.048000 | 0:00:00.138001 |\n", "| Average | 1.0 | 0:00:00.100001 | 0:00:00.034499 | 0:00:00.067250 |\n", "| Std Dev. | 0.0 | 0.022616378984905875 | 0.009936712355882763 | 0.03711809380327143 |\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 | 0:00:00.085001 | 0:00:00.023999 | 0:00:00.085001 |\n", "| 15 | 1.0 | 0:00:00.096000 | 0:00:00.026001 | 0:00:00.096000 |\n", "| 30 | 1.0 | 0:00:00.081002 | 0:00:00.039996 | 0:00:00.081002 |\n", "| 45 | 1.0 | 0:00:00.138001 | 0:00:00.048000 | 0:00:00.138001 |\n", "| Average | 1.0 | 0:00:00.100001 | 0:00:00.034499 | 0:00:00.067250 |\n", "| Std Dev. | 0.0 | 0.022616378984905875 | 0.009936712355882763 | 0.03711809380327143 |\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 | 0:00:00.085001 | 0:00:00.023999 | 0:00:00.085001 |\n", "| 15 | 1.0 | 0:00:00.096000 | 0:00:00.026001 | 0:00:00.096000 |\n", "| 30 | 1.0 | 0:00:00.081002 | 0:00:00.039996 | 0:00:00.081002 |\n", "| 45 | 1.0 | 0:00:00.138001 | 0:00:00.048000 | 0:00:00.138001 |\n", "| Average | 1.0 | 0:00:00.100001 | 0:00:00.034499 | 0:00:00.067250 |\n", "| Std Dev. | 0.0 | 0.022616378984905875 | 0.009936712355882763 | 0.03711809380327143 |\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 | 0:00:00.085001 | 0:00:00.023999 | 0:00:00.085001 |\n", "| 15 | 1.0 | 0:00:00.096000 | 0:00:00.026001 | 0:00:00.096000 |\n", "| 30 | 1.0 | 0:00:00.081002 | 0:00:00.039996 | 0:00:00.081002 |\n", "| 45 | 1.0 | 0:00:00.138001 | 0:00:00.048000 | 0:00:00.138001 |\n", "| Average | 1.0 | 0:00:00.100001 | 0:00:00.034499 | 0:00:00.067250 |\n", "| Std Dev. | 0.0 | 0.022616378984905875 | 0.009936712355882763 | 0.03711809380327143 |\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 | 0:00:00.085001 | 0:00:00.023999 | 0:00:00.085001 |\n", "| 15 | 0.0 | 0:00:00.096000 | 0:00:00.026001 | 0:00:00.096000 |\n", "| 30 | 0.0 | 0:00:00.081002 | 0:00:00.039996 | 0:00:00.081002 |\n", "| 45 | 0.0 | 0:00:00.138001 | 0:00:00.048000 | 0:00:00.138001 |\n", "| Average | 0.0 | 0:00:00.100001 | 0:00:00.034499 | 0:00:00.067250 |\n", "| Std Dev. | 0.0 | 0.022616378984905875 | 0.009936712355882763 | 0.03711809380327143 |\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 | 1.0 | 0:00:00.101999 | 0:00:00.042001 | 0:00:00.101999 |\n", "| 15 | 1.0 | 0:00:00.093002 | 0:00:00.033999 | 0:00:00.093002 |\n", "| 30 | 1.0 | 0:00:00.091998 | 0:00:00.044000 | 0:00:00.091998 |\n", "| 45 | 1.0 | 0:00:00.120999 | 0:00:00.042001 | 0:00:00.120999 |\n", "| Average | 1.0 | 0:00:00.102000 | 0:00:00.040500 | 0:00:00.071250 |\n", "| Std Dev. | 0.0 | 0.011640033235293553 | 0.0038408920357220974 | 0.03194794952277133 |\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 | 0:00:00.101999 | 0:00:00.042001 | 0:00:00.101999 |\n", "| 15 | 1.0 | 0:00:00.093002 | 0:00:00.033999 | 0:00:00.093002 |\n", "| 30 | 1.0 | 0:00:00.091998 | 0:00:00.044000 | 0:00:00.091998 |\n", "| 45 | 1.0 | 0:00:00.120999 | 0:00:00.042001 | 0:00:00.120999 |\n", "| Average | 1.0 | 0:00:00.102000 | 0:00:00.040500 | 0:00:00.071250 |\n", "| Std Dev. | 0.0 | 0.011640033235293553 | 0.0038408920357220974 | 0.03194794952277133 |\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 | 0:00:00.101999 | 0:00:00.042001 | 0:00:00.101999 |\n", "| 15 | 1.0 | 0:00:00.093002 | 0:00:00.033999 | 0:00:00.093002 |\n", "| 30 | 1.0 | 0:00:00.091998 | 0:00:00.044000 | 0:00:00.091998 |\n", "| 45 | 1.0 | 0:00:00.120999 | 0:00:00.042001 | 0:00:00.120999 |\n", "| Average | 1.0 | 0:00:00.102000 | 0:00:00.040500 | 0:00:00.071250 |\n", "| Std Dev. | 0.0 | 0.011640033235293553 | 0.0038408920357220974 | 0.03194794952277133 |\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 | 0:00:00.101999 | 0:00:00.042001 | 0:00:00.101999 |\n", "| 15 | 1.0 | 0:00:00.093002 | 0:00:00.033999 | 0:00:00.093002 |\n", "| 30 | 1.0 | 0:00:00.091998 | 0:00:00.044000 | 0:00:00.091998 |\n", "| 45 | 1.0 | 0:00:00.120999 | 0:00:00.042001 | 0:00:00.120999 |\n", "| Average | 1.0 | 0:00:00.102000 | 0:00:00.040500 | 0:00:00.071250 |\n", "| Std Dev. | 0.0 | 0.011640033235293553 | 0.0038408920357220974 | 0.03194794952277133 |\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 | 0:00:00.101999 | 0:00:00.042001 | 0:00:00.101999 |\n", "| 15 | 1.0 | 0:00:00.093002 | 0:00:00.033999 | 0:00:00.093002 |\n", "| 30 | 1.0 | 0:00:00.091998 | 0:00:00.044000 | 0:00:00.091998 |\n", "| 45 | 1.0 | 0:00:00.120999 | 0:00:00.042001 | 0:00:00.120999 |\n", "| Average | 1.0 | 0:00:00.102000 | 0:00:00.040500 | 0:00:00.071250 |\n", "| Std Dev. | 0.0 | 0.011640033235293553 | 0.0038408920357220974 | 0.03194794952277133 |\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 | 0:00:00.101999 | 0:00:00.042001 | 0:00:00.101999 |\n", "| 15 | 1.0 | 0:00:00.093002 | 0:00:00.033999 | 0:00:00.093002 |\n", "| 30 | 1.0 | 0:00:00.091998 | 0:00:00.044000 | 0:00:00.091998 |\n", "| 45 | 1.0 | 0:00:00.120999 | 0:00:00.042001 | 0:00:00.120999 |\n", "| Average | 1.0 | 0:00:00.102000 | 0:00:00.040500 | 0:00:00.071250 |\n", "| Std Dev. | 0.0 | 0.011640033235293553 | 0.0038408920357220974 | 0.03194794952277133 |\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 | 0:00:00.101999 | 0:00:00.042001 | 0:00:00.101999 |\n", "| 15 | 1.0 | 0:00:00.093002 | 0:00:00.033999 | 0:00:00.093002 |\n", "| 30 | 1.0 | 0:00:00.091998 | 0:00:00.044000 | 0:00:00.091998 |\n", "| 45 | 1.0 | 0:00:00.120999 | 0:00:00.042001 | 0:00:00.120999 |\n", "| Average | 1.0 | 0:00:00.102000 | 0:00:00.040500 | 0:00:00.071250 |\n", "| Std Dev. | 0.0 | 0.011640033235293553 | 0.0038408920357220974 | 0.03194794952277133 |\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 | 0:00:00.101999 | 0:00:00.042001 | 0:00:00.101999 |\n", "| 15 | 1.0 | 0:00:00.093002 | 0:00:00.033999 | 0:00:00.093002 |\n", "| 30 | 1.0 | 0:00:00.091998 | 0:00:00.044000 | 0:00:00.091998 |\n", "| 45 | 1.0 | 0:00:00.120999 | 0:00:00.042001 | 0:00:00.120999 |\n", "| Average | 1.0 | 0:00:00.102000 | 0:00:00.040500 | 0:00:00.071250 |\n", "| Std Dev. | 0.0 | 0.011640033235293553 | 0.0038408920357220974 | 0.03194794952277133 |\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 | 0:00:00.101999 | 0:00:00.042001 | 0:00:00.101999 |\n", "| 15 | 1.0 | 0:00:00.093002 | 0:00:00.033999 | 0:00:00.093002 |\n", "| 30 | 1.0 | 0:00:00.091998 | 0:00:00.044000 | 0:00:00.091998 |\n", "| 45 | 1.0 | 0:00:00.120999 | 0:00:00.042001 | 0:00:00.120999 |\n", "| Average | 1.0 | 0:00:00.102000 | 0:00:00.040500 | 0:00:00.071250 |\n", "| Std Dev. | 0.0 | 0.011640033235293553 | 0.0038408920357220974 | 0.03194794952277133 |\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 | 0:00:00.101999 | 0:00:00.042001 | 0:00:00.101999 |\n", "| 15 | 0.0 | 0:00:00.093002 | 0:00:00.033999 | 0:00:00.093002 |\n", "| 30 | 0.0 | 0:00:00.091998 | 0:00:00.044000 | 0:00:00.091998 |\n", "| 45 | 0.0 | 0:00:00.120999 | 0:00:00.042001 | 0:00:00.120999 |\n", "| Average | 0.0 | 0:00:00.102000 | 0:00:00.040500 | 0:00:00.071250 |\n", "| Std Dev. | 0.0 | 0.011640033235293553 | 0.0038408920357220974 | 0.03194794952277133 |\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 | 0:00:00.109000 | 0:00:00.042001 | 0:00:00.109000 |\n", "| 15 | 1.0 | 0:00:00.105000 | 0:00:00.027999 | 0:00:00.105000 |\n", "| 30 | 0.9697 | 0:00:00.087002 | 0:00:00.059998 | 0:00:00.087002 |\n", "| 45 | 0.9091 | 0:00:00.108001 | 0:00:00.040000 | 0:00:00.108001 |\n", "| Average | 0.9697 | 0:00:00.102251 | 0:00:00.042499 | 0:00:00.072375 |\n", "| Std Dev. | 0.0371 | 0.008926108498890547 | 0.011434270911974267 | 0.031587408808959515 |\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 | 0:00:00.109000 | 0:00:00.042001 | 0:00:00.109000 |\n", "| 15 | 1.0 | 0:00:00.105000 | 0:00:00.027999 | 0:00:00.105000 |\n", "| 30 | 0.8333 | 0:00:00.087002 | 0:00:00.059998 | 0:00:00.087002 |\n", "| 45 | 0.7143 | 0:00:00.108001 | 0:00:00.040000 | 0:00:00.108001 |\n", "| Average | 0.8869 | 0:00:00.102251 | 0:00:00.042499 | 0:00:00.072375 |\n", "| Std Dev. | 0.1207 | 0.008926108498890547 | 0.011434270911974267 | 0.031587408808959515 |\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 | 0:00:00.109000 | 0:00:00.042001 | 0:00:00.109000 |\n", "| 15 | 1.0 | 0:00:00.105000 | 0:00:00.027999 | 0:00:00.105000 |\n", "| 30 | 0.9697 | 0:00:00.087002 | 0:00:00.059998 | 0:00:00.087002 |\n", "| 45 | 0.9091 | 0:00:00.108001 | 0:00:00.040000 | 0:00:00.108001 |\n", "| Average | 0.9697 | 0:00:00.102251 | 0:00:00.042499 | 0:00:00.072375 |\n", "| Std Dev. | 0.0371 | 0.008926108498890547 | 0.011434270911974267 | 0.031587408808959515 |\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 | 0:00:00.109000 | 0:00:00.042001 | 0:00:00.109000 |\n", "| 15 | 1.0 | 0:00:00.105000 | 0:00:00.027999 | 0:00:00.105000 |\n", "| 30 | 0.75 | 0:00:00.087002 | 0:00:00.059998 | 0:00:00.087002 |\n", "| 45 | 0.6071 | 0:00:00.108001 | 0:00:00.040000 | 0:00:00.108001 |\n", "| Average | 0.8393 | 0:00:00.102251 | 0:00:00.042499 | 0:00:00.072375 |\n", "| Std Dev. | 0.1685 | 0.008926108498890547 | 0.011434270911974267 | 0.031587408808959515 |\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 | 0:00:00.109000 | 0:00:00.042001 | 0:00:00.109000 |\n", "| 15 | 1.0 | 0:00:00.105000 | 0:00:00.027999 | 0:00:00.105000 |\n", "| 30 | 0.9697 | 0:00:00.087002 | 0:00:00.059998 | 0:00:00.087002 |\n", "| 45 | 0.9091 | 0:00:00.108001 | 0:00:00.040000 | 0:00:00.108001 |\n", "| Average | 0.9697 | 0:00:00.102251 | 0:00:00.042499 | 0:00:00.072375 |\n", "| Std Dev. | 0.0371 | 0.008926108498890547 | 0.011434270911974267 | 0.031587408808959515 |\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 | 0:00:00.109000 | 0:00:00.042001 | 0:00:00.109000 |\n", "| 15 | 1.0 | 0:00:00.105000 | 0:00:00.027999 | 0:00:00.105000 |\n", "| 30 | 0.7778 | 0:00:00.087002 | 0:00:00.059998 | 0:00:00.087002 |\n", "| 45 | 0.6463 | 0:00:00.108001 | 0:00:00.040000 | 0:00:00.108001 |\n", "| Average | 0.856 | 0:00:00.102251 | 0:00:00.042499 | 0:00:00.072375 |\n", "| Std Dev. | 0.1513 | 0.008926108498890547 | 0.011434270911974267 | 0.031587408808959515 |\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 | 0:00:00.109000 | 0:00:00.042001 | 0:00:00.109000 |\n", "| 15 | 1.0 | 0:00:00.105000 | 0:00:00.027999 | 0:00:00.105000 |\n", "| 30 | 0.9697 | 0:00:00.087002 | 0:00:00.059998 | 0:00:00.087002 |\n", "| 45 | 0.9091 | 0:00:00.108001 | 0:00:00.040000 | 0:00:00.108001 |\n", "| Average | 0.9697 | 0:00:00.102251 | 0:00:00.042499 | 0:00:00.072375 |\n", "| Std Dev. | 0.0371 | 0.008926108498890547 | 0.011434270911974267 | 0.031587408808959515 |\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 | 0:00:00.109000 | 0:00:00.042001 | 0:00:00.109000 |\n", "| 15 | 1.0 | 0:00:00.105000 | 0:00:00.027999 | 0:00:00.105000 |\n", "| 30 | 0.9827 | 0:00:00.087002 | 0:00:00.059998 | 0:00:00.087002 |\n", "| 45 | 0.9481 | 0:00:00.108001 | 0:00:00.040000 | 0:00:00.108001 |\n", "| Average | 0.9827 | 0:00:00.102251 | 0:00:00.042499 | 0:00:00.072375 |\n", "| Std Dev. | 0.0212 | 0.008926108498890547 | 0.011434270911974267 | 0.031587408808959515 |\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 | 0:00:00.109000 | 0:00:00.042001 | 0:00:00.109000 |\n", "| 15 | 1.0 | 0:00:00.105000 | 0:00:00.027999 | 0:00:00.105000 |\n", "| 30 | 0.9441 | 0:00:00.087002 | 0:00:00.059998 | 0:00:00.087002 |\n", "| 45 | 0.8378 | 0:00:00.108001 | 0:00:00.040000 | 0:00:00.108001 |\n", "| Average | 0.9455 | 0:00:00.102251 | 0:00:00.042499 | 0:00:00.072375 |\n", "| Std Dev. | 0.0662 | 0.008926108498890547 | 0.011434270911974267 | 0.031587408808959515 |\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 | 0:00:00.109000 | 0:00:00.042001 | 0:00:00.109000 |\n", "| 15 | 0.0 | 0:00:00.105000 | 0:00:00.027999 | 0:00:00.105000 |\n", "| 30 | 0.0303 | 0:00:00.087002 | 0:00:00.059998 | 0:00:00.087002 |\n", "| 45 | 0.0909 | 0:00:00.108001 | 0:00:00.040000 | 0:00:00.108001 |\n", "| Average | 0.0303 | 0:00:00.102251 | 0:00:00.042499 | 0:00:00.072375 |\n", "| Std Dev. | 0.0371 | 0.008926108498890547 | 0.011434270911974267 | 0.031587408808959515 |\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 | 0.6061 | 0:00:00.074001 | 0:00:00.035998 | 0:00:00.074001 |\n", "| 15 | 0.4848 | 0:00:00.083001 | 0:00:00.032997 | 0:00:00.083001 |\n", "| 30 | 0.3939 | 0:00:00.094001 | 0:00:00.035004 | 0:00:00.094001 |\n", "| 45 | 0.3939 | 0:00:00.108001 | 0:00:00.062995 | 0:00:00.108001 |\n", "| Average | 0.4697 | 0:00:00.089751 | 0:00:00.041748 | 0:00:00.065750 |\n", "| Std Dev. | 0.087 | 0.012696130574480501 | 0.012314094071593944 | 0.027064307490709844 |\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 | 0:00:00.074001 | 0:00:00.035998 | 0:00:00.074001 |\n", "| 15 | 0.5079 | 0:00:00.083001 | 0:00:00.032997 | 0:00:00.083001 |\n", "| 30 | 0.3333 | 0:00:00.094001 | 0:00:00.035004 | 0:00:00.094001 |\n", "| 45 | 0.3333 | 0:00:00.108001 | 0:00:00.062995 | 0:00:00.108001 |\n", "| Average | 0.4495 | 0:00:00.089751 | 0:00:00.041748 | 0:00:00.065750 |\n", "| Std Dev. | 0.1231 | 0.012696130574480501 | 0.012314094071593944 | 0.027064307490709844 |\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 | 0:00:00.074001 | 0:00:00.035998 | 0:00:00.074001 |\n", "| 15 | 0.4848 | 0:00:00.083001 | 0:00:00.032997 | 0:00:00.083001 |\n", "| 30 | 0.3939 | 0:00:00.094001 | 0:00:00.035004 | 0:00:00.094001 |\n", "| 45 | 0.3939 | 0:00:00.108001 | 0:00:00.062995 | 0:00:00.108001 |\n", "| Average | 0.4697 | 0:00:00.089751 | 0:00:00.041748 | 0:00:00.065750 |\n", "| Std Dev. | 0.087 | 0.012696130574480501 | 0.012314094071593944 | 0.027064307490709844 |\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 | 0:00:00.074001 | 0:00:00.035998 | 0:00:00.074001 |\n", "| 15 | 0.4405 | 0:00:00.083001 | 0:00:00.032997 | 0:00:00.083001 |\n", "| 30 | 0.3571 | 0:00:00.094001 | 0:00:00.035004 | 0:00:00.094001 |\n", "| 45 | 0.3571 | 0:00:00.108001 | 0:00:00.062995 | 0:00:00.108001 |\n", "| Average | 0.4375 | 0:00:00.089751 | 0:00:00.041748 | 0:00:00.065750 |\n", "| Std Dev. | 0.0972 | 0.012696130574480501 | 0.012314094071593944 | 0.027064307490709844 |\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 | 0:00:00.074001 | 0:00:00.035998 | 0:00:00.074001 |\n", "| 15 | 0.4848 | 0:00:00.083001 | 0:00:00.032997 | 0:00:00.083001 |\n", "| 30 | 0.3939 | 0:00:00.094001 | 0:00:00.035004 | 0:00:00.094001 |\n", "| 45 | 0.3939 | 0:00:00.108001 | 0:00:00.062995 | 0:00:00.108001 |\n", "| Average | 0.4697 | 0:00:00.089751 | 0:00:00.041748 | 0:00:00.065750 |\n", "| Std Dev. | 0.087 | 0.012696130574480501 | 0.012314094071593944 | 0.027064307490709844 |\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 | 0:00:00.074001 | 0:00:00.035998 | 0:00:00.074001 |\n", "| 15 | 0.4146 | 0:00:00.083001 | 0:00:00.032997 | 0:00:00.083001 |\n", "| 30 | 0.3095 | 0:00:00.094001 | 0:00:00.035004 | 0:00:00.094001 |\n", "| 45 | 0.3095 | 0:00:00.108001 | 0:00:00.062995 | 0:00:00.108001 |\n", "| Average | 0.4032 | 0:00:00.089751 | 0:00:00.041748 | 0:00:00.065750 |\n", "| Std Dev. | 0.1103 | 0.012696130574480501 | 0.012314094071593944 | 0.027064307490709844 |\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 | 0:00:00.074001 | 0:00:00.035998 | 0:00:00.074001 |\n", "| 15 | 0.4848 | 0:00:00.083001 | 0:00:00.032997 | 0:00:00.083001 |\n", "| 30 | 0.3939 | 0:00:00.094001 | 0:00:00.035004 | 0:00:00.094001 |\n", "| 45 | 0.3939 | 0:00:00.108001 | 0:00:00.062995 | 0:00:00.108001 |\n", "| Average | 0.4697 | 0:00:00.089751 | 0:00:00.041748 | 0:00:00.065750 |\n", "| Std Dev. | 0.087 | 0.012696130574480501 | 0.012314094071593944 | 0.027064307490709844 |\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 | 0:00:00.074001 | 0:00:00.035998 | 0:00:00.074001 |\n", "| 15 | 0.7056 | 0:00:00.083001 | 0:00:00.032997 | 0:00:00.083001 |\n", "| 30 | 0.6537 | 0:00:00.094001 | 0:00:00.035004 | 0:00:00.094001 |\n", "| 45 | 0.6537 | 0:00:00.108001 | 0:00:00.062995 | 0:00:00.108001 |\n", "| Average | 0.697 | 0:00:00.089751 | 0:00:00.041748 | 0:00:00.065750 |\n", "| Std Dev. | 0.0497 | 0.012696130574480501 | 0.012314094071593944 | 0.027064307490709844 |\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 | 0:00:00.074001 | 0:00:00.035998 | 0:00:00.074001 |\n", "| 15 | 0.2995 | 0:00:00.083001 | 0:00:00.032997 | 0:00:00.083001 |\n", "| 30 | 0.2309 | 0:00:00.094001 | 0:00:00.035004 | 0:00:00.094001 |\n", "| 45 | 0.2309 | 0:00:00.108001 | 0:00:00.062995 | 0:00:00.108001 |\n", "| Average | 0.2945 | 0:00:00.089751 | 0:00:00.041748 | 0:00:00.065750 |\n", "| Std Dev. | 0.0758 | 0.012696130574480501 | 0.012314094071593944 | 0.027064307490709844 |\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 | 0:00:00.074001 | 0:00:00.035998 | 0:00:00.074001 |\n", "| 15 | 0.5152 | 0:00:00.083001 | 0:00:00.032997 | 0:00:00.083001 |\n", "| 30 | 0.6061 | 0:00:00.094001 | 0:00:00.035004 | 0:00:00.094001 |\n", "| 45 | 0.6061 | 0:00:00.108001 | 0:00:00.062995 | 0:00:00.108001 |\n", "| Average | 0.5303 | 0:00:00.089751 | 0:00:00.041748 | 0:00:00.065750 |\n", "| Std Dev. | 0.087 | 0.012696130574480501 | 0.012314094071593944 | 0.027064307490709844 |\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 | 0.9312 | 0.1394 | 0:00:00.090599 | 0:00:00.030400 | 0:00:00.120999 |\n", "| 15 | 0.9161 | 0.1731 | 0:00:00.092500 | 0:00:00.030200 | 0:00:00.122700 |\n", "| 30 | 0.8922 | 0.1925 | 0:00:00.096400 | 0:00:00.039900 | 0:00:00.136300 |\n", "| 45 | 0.8715 | 0.1945 | 0:00:00.116400 | 0:00:00.045900 | 0:00:00.162300 |\n", "| Average | 0.9028 | 0.1749 | 0:00:00.098975 | 0:00:00.036600 | 0:00:00.135575 |\n", "| Std Dev. | 0.0228 | 0.0221 | 0.0102756118 | 0.0066479449 | 0.0165301597 |\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 | 0.9316 | 0.1377 | 0:00:00.090599 | 0:00:00.030400 | 0:00:00.120999 |\n", "| 15 | 0.9137 | 0.1747 | 0:00:00.092500 | 0:00:00.030200 | 0:00:00.122700 |\n", "| 30 | 0.8354 | 0.2343 | 0:00:00.096400 | 0:00:00.039900 | 0:00:00.136300 |\n", "| 45 | 0.8121 | 0.2358 | 0:00:00.116400 | 0:00:00.045900 | 0:00:00.162300 |\n", "| Average | 0.8732 | 0.1956 | 0:00:00.098975 | 0:00:00.036600 | 0:00:00.135575 |\n", "| Std Dev. | 0.0505 | 0.0415 | 0.0102756118 | 0.0066479449 | 0.0165301597 |\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 | 0.9312 | 0.1394 | 0:00:00.090599 | 0:00:00.030400 | 0:00:00.120999 |\n", "| 15 | 0.9161 | 0.1731 | 0:00:00.092500 | 0:00:00.030200 | 0:00:00.122700 |\n", "| 30 | 0.8922 | 0.1925 | 0:00:00.096400 | 0:00:00.039900 | 0:00:00.136300 |\n", "| 45 | 0.8715 | 0.1945 | 0:00:00.116400 | 0:00:00.045900 | 0:00:00.162300 |\n", "| Average | 0.9028 | 0.1749 | 0:00:00.098975 | 0:00:00.036600 | 0:00:00.135575 |\n", "| Std Dev. | 0.0228 | 0.0221 | 0.0102756118 | 0.0066479449 | 0.0165301597 |\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 | 0.9178 | 0.1644 | 0:00:00.090599 | 0:00:00.030400 | 0:00:00.120999 |\n", "| 15 | 0.8974 | 0.2062 | 0:00:00.092500 | 0:00:00.030200 | 0:00:00.122700 |\n", "| 30 | 0.8404 | 0.2191 | 0:00:00.096400 | 0:00:00.039900 | 0:00:00.136300 |\n", "| 45 | 0.812 | 0.232 | 0:00:00.116400 | 0:00:00.045900 | 0:00:00.162300 |\n", "| Average | 0.8669 | 0.2054 | 0:00:00.098975 | 0:00:00.036600 | 0:00:00.135575 |\n", "| Std Dev. | 0.0425 | 0.0254 | 0.0102756118 | 0.0066479449 | 0.0165301597 |\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 | 0.9312 | 0.1394 | 0:00:00.090599 | 0:00:00.030400 | 0:00:00.120999 |\n", "| 15 | 0.9161 | 0.1731 | 0:00:00.092500 | 0:00:00.030200 | 0:00:00.122700 |\n", "| 30 | 0.8922 | 0.1925 | 0:00:00.096400 | 0:00:00.039900 | 0:00:00.136300 |\n", "| 45 | 0.8715 | 0.1945 | 0:00:00.116400 | 0:00:00.045900 | 0:00:00.162300 |\n", "| Average | 0.9028 | 0.1749 | 0:00:00.098975 | 0:00:00.036600 | 0:00:00.135575 |\n", "| Std Dev. | 0.0228 | 0.0221 | 0.0102756118 | 0.0066479449 | 0.0165301597 |\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 | 0.9144 | 0.1712 | 0:00:00.090599 | 0:00:00.030400 | 0:00:00.120999 |\n", "| 15 | 0.8911 | 0.2186 | 0:00:00.092500 | 0:00:00.030200 | 0:00:00.122700 |\n", "| 30 | 0.8272 | 0.241 | 0:00:00.096400 | 0:00:00.039900 | 0:00:00.136300 |\n", "| 45 | 0.7934 | 0.2518 | 0:00:00.116400 | 0:00:00.045900 | 0:00:00.162300 |\n", "| Average | 0.8565 | 0.2207 | 0:00:00.098975 | 0:00:00.036600 | 0:00:00.135575 |\n", "| Std Dev. | 0.0485 | 0.031 | 0.0102756118 | 0.0066479449 | 0.0165301597 |\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 | 0.9312 | 0.1394 | 0:00:00.090599 | 0:00:00.030400 | 0:00:00.120999 |\n", "| 15 | 0.9161 | 0.1731 | 0:00:00.092500 | 0:00:00.030200 | 0:00:00.122700 |\n", "| 30 | 0.8922 | 0.1925 | 0:00:00.096400 | 0:00:00.039900 | 0:00:00.136300 |\n", "| 45 | 0.8715 | 0.1945 | 0:00:00.116400 | 0:00:00.045900 | 0:00:00.162300 |\n", "| Average | 0.9028 | 0.1749 | 0:00:00.098975 | 0:00:00.036600 | 0:00:00.135575 |\n", "| Std Dev. | 0.0228 | 0.0221 | 0.0102756118 | 0.0066479449 | 0.0165301597 |\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 | 0.9607 | 0.0797 | 0:00:00.090599 | 0:00:00.030400 | 0:00:00.120999 |\n", "| 15 | 0.9521 | 0.0989 | 0:00:00.092500 | 0:00:00.030200 | 0:00:00.122700 |\n", "| 30 | 0.9384 | 0.11 | 0:00:00.096400 | 0:00:00.039900 | 0:00:00.136300 |\n", "| 45 | 0.9266 | 0.1111 | 0:00:00.116400 | 0:00:00.045900 | 0:00:00.162300 |\n", "| Average | 0.9444 | 0.0999 | 0:00:00.098975 | 0:00:00.036600 | 0:00:00.135575 |\n", "| Std Dev. | 0.013 | 0.0126 | 0.0102756118 | 0.0066479449 | 0.0165301597 |\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 | 0.8952 | 0.2113 | 0:00:00.090599 | 0:00:00.030400 | 0:00:00.120999 |\n", "| 15 | 0.8798 | 0.2446 | 0:00:00.092500 | 0:00:00.030200 | 0:00:00.122700 |\n", "| 30 | 0.8466 | 0.2557 | 0:00:00.096400 | 0:00:00.039900 | 0:00:00.136300 |\n", "| 45 | 0.8134 | 0.2606 | 0:00:00.116400 | 0:00:00.045900 | 0:00:00.162300 |\n", "| Average | 0.8587 | 0.2431 | 0:00:00.098975 | 0:00:00.036600 | 0:00:00.135575 |\n", "| Std Dev. | 0.0315 | 0.0192 | 0.0102756118 | 0.0066479449 | 0.0165301597 |\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 | 0.0688 | 0.1394 | 0:00:00.090599 | 0:00:00.030400 | 0:00:00.120999 |\n", "| 15 | 0.0839 | 0.1731 | 0:00:00.092500 | 0:00:00.030200 | 0:00:00.122700 |\n", "| 30 | 0.1078 | 0.1925 | 0:00:00.096400 | 0:00:00.039900 | 0:00:00.136300 |\n", "| 45 | 0.1285 | 0.1945 | 0:00:00.116400 | 0:00:00.045900 | 0:00:00.162300 |\n", "| Average | 0.0972 | 0.1749 | 0:00:00.098975 | 0:00:00.036600 | 0:00:00.135575 |\n", "| Std Dev. | 0.0228 | 0.0221 | 0.0102756118 | 0.0066479449 | 0.0165301597 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Latest Datasets\\\\glass'\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 | 0.6364 | 0:00:00.061000 | 0:00:00.013000 | 0:00:00.061000 |\n", "| 15 | 0.6364 | 0:00:00.040000 | 0:00:00.017000 | 0:00:00.040000 |\n", "| 30 | 0.6364 | 0:00:00.045001 | 0:00:00.025999 | 0:00:00.045001 |\n", "| 45 | 0.6364 | 0:00:00.055001 | 0:00:00.020999 | 0:00:00.055001 |\n", "| Average | 0.6364 | 0:00:00.050250 | 0:00:00.019249 | 0:00:00.034750 |\n", "| Std Dev. | 0.0 | 0.008227197458473612 | 0.004814697080521529 | 0.016902581407751784 |\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 | 0:00:00.061000 | 0:00:00.013000 | 0:00:00.061000 |\n", "| 15 | 0.4779 | 0:00:00.040000 | 0:00:00.017000 | 0:00:00.040000 |\n", "| 30 | 0.5422 | 0:00:00.045001 | 0:00:00.025999 | 0:00:00.045001 |\n", "| 45 | 0.5422 | 0:00:00.055001 | 0:00:00.020999 | 0:00:00.055001 |\n", "| Average | 0.5101 | 0:00:00.050250 | 0:00:00.019249 | 0:00:00.034750 |\n", "| Std Dev. | 0.0321 | 0.008227197458473612 | 0.004814697080521529 | 0.016902581407751784 |\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 | 0:00:00.061000 | 0:00:00.013000 | 0:00:00.061000 |\n", "| 15 | 0.6364 | 0:00:00.040000 | 0:00:00.017000 | 0:00:00.040000 |\n", "| 30 | 0.6364 | 0:00:00.045001 | 0:00:00.025999 | 0:00:00.045001 |\n", "| 45 | 0.6364 | 0:00:00.055001 | 0:00:00.020999 | 0:00:00.055001 |\n", "| Average | 0.6364 | 0:00:00.050250 | 0:00:00.019249 | 0:00:00.034750 |\n", "| Std Dev. | 0.0 | 0.008227197458473612 | 0.004814697080521529 | 0.016902581407751784 |\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 | 0:00:00.061000 | 0:00:00.013000 | 0:00:00.061000 |\n", "| 15 | 0.5238 | 0:00:00.040000 | 0:00:00.017000 | 0:00:00.040000 |\n", "| 30 | 0.6429 | 0:00:00.045001 | 0:00:00.025999 | 0:00:00.045001 |\n", "| 45 | 0.6429 | 0:00:00.055001 | 0:00:00.020999 | 0:00:00.055001 |\n", "| Average | 0.5833 | 0:00:00.050250 | 0:00:00.019249 | 0:00:00.034750 |\n", "| Std Dev. | 0.0595 | 0.008227197458473612 | 0.004814697080521529 | 0.016902581407751784 |\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 | 0:00:00.061000 | 0:00:00.013000 | 0:00:00.061000 |\n", "| 15 | 0.6364 | 0:00:00.040000 | 0:00:00.017000 | 0:00:00.040000 |\n", "| 30 | 0.6364 | 0:00:00.045001 | 0:00:00.025999 | 0:00:00.045001 |\n", "| 45 | 0.6364 | 0:00:00.055001 | 0:00:00.020999 | 0:00:00.055001 |\n", "| Average | 0.6364 | 0:00:00.050250 | 0:00:00.019249 | 0:00:00.034750 |\n", "| Std Dev. | 0.0 | 0.008227197458473612 | 0.004814697080521529 | 0.016902581407751784 |\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 | 0:00:00.061000 | 0:00:00.013000 | 0:00:00.061000 |\n", "| 15 | 0.4697 | 0:00:00.040000 | 0:00:00.017000 | 0:00:00.040000 |\n", "| 30 | 0.5389 | 0:00:00.045001 | 0:00:00.025999 | 0:00:00.045001 |\n", "| 45 | 0.5389 | 0:00:00.055001 | 0:00:00.020999 | 0:00:00.055001 |\n", "| Average | 0.5043 | 0:00:00.050250 | 0:00:00.019249 | 0:00:00.034750 |\n", "| Std Dev. | 0.0346 | 0.008227197458473612 | 0.004814697080521529 | 0.016902581407751784 |\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 | 0:00:00.061000 | 0:00:00.013000 | 0:00:00.061000 |\n", "| 15 | 0.6364 | 0:00:00.040000 | 0:00:00.017000 | 0:00:00.040000 |\n", "| 30 | 0.6364 | 0:00:00.045001 | 0:00:00.025999 | 0:00:00.045001 |\n", "| 45 | 0.6364 | 0:00:00.055001 | 0:00:00.020999 | 0:00:00.055001 |\n", "| Average | 0.6364 | 0:00:00.050250 | 0:00:00.019249 | 0:00:00.034750 |\n", "| Std Dev. | 0.0 | 0.008227197458473612 | 0.004814697080521529 | 0.016902581407751784 |\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 | 0:00:00.061000 | 0:00:00.013000 | 0:00:00.061000 |\n", "| 15 | 0.7879 | 0:00:00.040000 | 0:00:00.017000 | 0:00:00.040000 |\n", "| 30 | 0.7879 | 0:00:00.045001 | 0:00:00.025999 | 0:00:00.045001 |\n", "| 45 | 0.7879 | 0:00:00.055001 | 0:00:00.020999 | 0:00:00.055001 |\n", "| Average | 0.7879 | 0:00:00.050250 | 0:00:00.019249 | 0:00:00.034750 |\n", "| Std Dev. | 0.0 | 0.008227197458473612 | 0.004814697080521529 | 0.016902581407751784 |\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 | 0:00:00.061000 | 0:00:00.013000 | 0:00:00.061000 |\n", "| 15 | 0.4569 | 0:00:00.040000 | 0:00:00.017000 | 0:00:00.040000 |\n", "| 30 | 0.4569 | 0:00:00.045001 | 0:00:00.025999 | 0:00:00.045001 |\n", "| 45 | 0.4569 | 0:00:00.055001 | 0:00:00.020999 | 0:00:00.055001 |\n", "| Average | 0.4569 | 0:00:00.050250 | 0:00:00.019249 | 0:00:00.034750 |\n", "| Std Dev. | 0.0 | 0.008227197458473612 | 0.004814697080521529 | 0.016902581407751784 |\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 | 0:00:00.061000 | 0:00:00.013000 | 0:00:00.061000 |\n", "| 15 | 0.5455 | 0:00:00.040000 | 0:00:00.017000 | 0:00:00.040000 |\n", "| 30 | 0.5455 | 0:00:00.045001 | 0:00:00.025999 | 0:00:00.045001 |\n", "| 45 | 0.5455 | 0:00:00.055001 | 0:00:00.020999 | 0:00:00.055001 |\n", "| Average | 0.5455 | 0:00:00.050250 | 0:00:00.019249 | 0:00:00.034750 |\n", "| Std Dev. | 0.0 | 0.008227197458473612 | 0.004814697080521529 | 0.016902581407751784 |\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 | 0:00:00.051997 | 0:00:00.015001 | 0:00:00.051997 |\n", "| 15 | 1.0 | 0:00:00.048999 | 0:00:00.020002 | 0:00:00.048999 |\n", "| 30 | 0.8636 | 0:00:00.050000 | 0:00:00.021997 | 0:00:00.050000 |\n", "| 45 | 0.6818 | 0:00:00.068000 | 0:00:00.023000 | 0:00:00.068000 |\n", "| Average | 0.8864 | 0:00:00.054749 | 0:00:00.020000 | 0:00:00.037375 |\n", "| Std Dev. | 0.1306 | 0.00772603612853649 | 0.00308148121306167 | 0.01834299046461213 |\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 | 0:00:00.051997 | 0:00:00.015001 | 0:00:00.051997 |\n", "| 15 | 1.0 | 0:00:00.048999 | 0:00:00.020002 | 0:00:00.048999 |\n", "| 30 | 0.7857 | 0:00:00.050000 | 0:00:00.021997 | 0:00:00.050000 |\n", "| 45 | 0.7619 | 0:00:00.068000 | 0:00:00.023000 | 0:00:00.068000 |\n", "| Average | 0.8869 | 0:00:00.054749 | 0:00:00.020000 | 0:00:00.037375 |\n", "| Std Dev. | 0.1134 | 0.00772603612853649 | 0.00308148121306167 | 0.01834299046461213 |\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 | 0:00:00.051997 | 0:00:00.015001 | 0:00:00.051997 |\n", "| 15 | 1.0 | 0:00:00.048999 | 0:00:00.020002 | 0:00:00.048999 |\n", "| 30 | 0.8636 | 0:00:00.050000 | 0:00:00.021997 | 0:00:00.050000 |\n", "| 45 | 0.6818 | 0:00:00.068000 | 0:00:00.023000 | 0:00:00.068000 |\n", "| Average | 0.8864 | 0:00:00.054749 | 0:00:00.020000 | 0:00:00.037375 |\n", "| Std Dev. | 0.1306 | 0.00772603612853649 | 0.00308148121306167 | 0.01834299046461213 |\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 | 0:00:00.051997 | 0:00:00.015001 | 0:00:00.051997 |\n", "| 15 | 1.0 | 0:00:00.048999 | 0:00:00.020002 | 0:00:00.048999 |\n", "| 30 | 0.7687 | 0:00:00.050000 | 0:00:00.021997 | 0:00:00.050000 |\n", "| 45 | 0.6599 | 0:00:00.068000 | 0:00:00.023000 | 0:00:00.068000 |\n", "| Average | 0.8571 | 0:00:00.054749 | 0:00:00.020000 | 0:00:00.037375 |\n", "| Std Dev. | 0.1479 | 0.00772603612853649 | 0.00308148121306167 | 0.01834299046461213 |\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 | 0:00:00.051997 | 0:00:00.015001 | 0:00:00.051997 |\n", "| 15 | 1.0 | 0:00:00.048999 | 0:00:00.020002 | 0:00:00.048999 |\n", "| 30 | 0.8636 | 0:00:00.050000 | 0:00:00.021997 | 0:00:00.050000 |\n", "| 45 | 0.6818 | 0:00:00.068000 | 0:00:00.023000 | 0:00:00.068000 |\n", "| Average | 0.8864 | 0:00:00.054749 | 0:00:00.020000 | 0:00:00.037375 |\n", "| Std Dev. | 0.1306 | 0.00772603612853649 | 0.00308148121306167 | 0.01834299046461213 |\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 | 0:00:00.051997 | 0:00:00.015001 | 0:00:00.051997 |\n", "| 15 | 1.0 | 0:00:00.048999 | 0:00:00.020002 | 0:00:00.048999 |\n", "| 30 | 0.7571 | 0:00:00.050000 | 0:00:00.021997 | 0:00:00.050000 |\n", "| 45 | 0.6349 | 0:00:00.068000 | 0:00:00.023000 | 0:00:00.068000 |\n", "| Average | 0.848 | 0:00:00.054749 | 0:00:00.020000 | 0:00:00.037375 |\n", "| Std Dev. | 0.158 | 0.00772603612853649 | 0.00308148121306167 | 0.01834299046461213 |\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 | 0:00:00.051997 | 0:00:00.015001 | 0:00:00.051997 |\n", "| 15 | 1.0 | 0:00:00.048999 | 0:00:00.020002 | 0:00:00.048999 |\n", "| 30 | 0.8636 | 0:00:00.050000 | 0:00:00.021997 | 0:00:00.050000 |\n", "| 45 | 0.6818 | 0:00:00.068000 | 0:00:00.023000 | 0:00:00.068000 |\n", "| Average | 0.8864 | 0:00:00.054749 | 0:00:00.020000 | 0:00:00.037375 |\n", "| Std Dev. | 0.1306 | 0.00772603612853649 | 0.00308148121306167 | 0.01834299046461213 |\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 | 0:00:00.051997 | 0:00:00.015001 | 0:00:00.051997 |\n", "| 15 | 1.0 | 0:00:00.048999 | 0:00:00.020002 | 0:00:00.048999 |\n", "| 30 | 0.9205 | 0:00:00.050000 | 0:00:00.021997 | 0:00:00.050000 |\n", "| 45 | 0.8144 | 0:00:00.068000 | 0:00:00.023000 | 0:00:00.068000 |\n", "| Average | 0.9337 | 0:00:00.054749 | 0:00:00.020000 | 0:00:00.037375 |\n", "| Std Dev. | 0.0762 | 0.00772603612853649 | 0.00308148121306167 | 0.01834299046461213 |\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 | 0:00:00.051997 | 0:00:00.015001 | 0:00:00.051997 |\n", "| 15 | 1.0 | 0:00:00.048999 | 0:00:00.020002 | 0:00:00.048999 |\n", "| 30 | 0.7653 | 0:00:00.050000 | 0:00:00.021997 | 0:00:00.050000 |\n", "| 45 | 0.5103 | 0:00:00.068000 | 0:00:00.023000 | 0:00:00.068000 |\n", "| Average | 0.8189 | 0:00:00.054749 | 0:00:00.020000 | 0:00:00.037375 |\n", "| Std Dev. | 0.2023 | 0.00772603612853649 | 0.00308148121306167 | 0.01834299046461213 |\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 | 0:00:00.051997 | 0:00:00.015001 | 0:00:00.051997 |\n", "| 15 | 0.0 | 0:00:00.048999 | 0:00:00.020002 | 0:00:00.048999 |\n", "| 30 | 0.1364 | 0:00:00.050000 | 0:00:00.021997 | 0:00:00.050000 |\n", "| 45 | 0.3182 | 0:00:00.068000 | 0:00:00.023000 | 0:00:00.068000 |\n", "| Average | 0.1136 | 0:00:00.054749 | 0:00:00.020000 | 0:00:00.037375 |\n", "| Std Dev. | 0.1306 | 0.00772603612853649 | 0.00308148121306167 | 0.01834299046461213 |\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 | 0:00:00.042000 | 0:00:00.015000 | 0:00:00.042000 |\n", "| 15 | 1.0 | 0:00:00.045000 | 0:00:00.017000 | 0:00:00.045000 |\n", "| 30 | 1.0 | 0:00:00.049002 | 0:00:00.028000 | 0:00:00.049002 |\n", "| 45 | 1.0 | 0:00:00.051997 | 0:00:00.022000 | 0:00:00.051997 |\n", "| Average | 1.0 | 0:00:00.047000 | 0:00:00.020500 | 0:00:00.033750 |\n", "| Std Dev. | 0.0 | 0.0038071727502888945 | 0.005024858289690122 | 0.01397958073047854 |\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 | 0:00:00.042000 | 0:00:00.015000 | 0:00:00.042000 |\n", "| 15 | 1.0 | 0:00:00.045000 | 0:00:00.017000 | 0:00:00.045000 |\n", "| 30 | 1.0 | 0:00:00.049002 | 0:00:00.028000 | 0:00:00.049002 |\n", "| 45 | 1.0 | 0:00:00.051997 | 0:00:00.022000 | 0:00:00.051997 |\n", "| Average | 1.0 | 0:00:00.047000 | 0:00:00.020500 | 0:00:00.033750 |\n", "| Std Dev. | 0.0 | 0.0038071727502888945 | 0.005024858289690122 | 0.01397958073047854 |\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 | 0:00:00.042000 | 0:00:00.015000 | 0:00:00.042000 |\n", "| 15 | 1.0 | 0:00:00.045000 | 0:00:00.017000 | 0:00:00.045000 |\n", "| 30 | 1.0 | 0:00:00.049002 | 0:00:00.028000 | 0:00:00.049002 |\n", "| 45 | 1.0 | 0:00:00.051997 | 0:00:00.022000 | 0:00:00.051997 |\n", "| Average | 1.0 | 0:00:00.047000 | 0:00:00.020500 | 0:00:00.033750 |\n", "| Std Dev. | 0.0 | 0.0038071727502888945 | 0.005024858289690122 | 0.01397958073047854 |\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 | 0:00:00.042000 | 0:00:00.015000 | 0:00:00.042000 |\n", "| 15 | 1.0 | 0:00:00.045000 | 0:00:00.017000 | 0:00:00.045000 |\n", "| 30 | 1.0 | 0:00:00.049002 | 0:00:00.028000 | 0:00:00.049002 |\n", "| 45 | 1.0 | 0:00:00.051997 | 0:00:00.022000 | 0:00:00.051997 |\n", "| Average | 1.0 | 0:00:00.047000 | 0:00:00.020500 | 0:00:00.033750 |\n", "| Std Dev. | 0.0 | 0.0038071727502888945 | 0.005024858289690122 | 0.01397958073047854 |\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 | 0:00:00.042000 | 0:00:00.015000 | 0:00:00.042000 |\n", "| 15 | 1.0 | 0:00:00.045000 | 0:00:00.017000 | 0:00:00.045000 |\n", "| 30 | 1.0 | 0:00:00.049002 | 0:00:00.028000 | 0:00:00.049002 |\n", "| 45 | 1.0 | 0:00:00.051997 | 0:00:00.022000 | 0:00:00.051997 |\n", "| Average | 1.0 | 0:00:00.047000 | 0:00:00.020500 | 0:00:00.033750 |\n", "| Std Dev. | 0.0 | 0.0038071727502888945 | 0.005024858289690122 | 0.01397958073047854 |\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 | 0:00:00.042000 | 0:00:00.015000 | 0:00:00.042000 |\n", "| 15 | 1.0 | 0:00:00.045000 | 0:00:00.017000 | 0:00:00.045000 |\n", "| 30 | 1.0 | 0:00:00.049002 | 0:00:00.028000 | 0:00:00.049002 |\n", "| 45 | 1.0 | 0:00:00.051997 | 0:00:00.022000 | 0:00:00.051997 |\n", "| Average | 1.0 | 0:00:00.047000 | 0:00:00.020500 | 0:00:00.033750 |\n", "| Std Dev. | 0.0 | 0.0038071727502888945 | 0.005024858289690122 | 0.01397958073047854 |\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 | 0:00:00.042000 | 0:00:00.015000 | 0:00:00.042000 |\n", "| 15 | 1.0 | 0:00:00.045000 | 0:00:00.017000 | 0:00:00.045000 |\n", "| 30 | 1.0 | 0:00:00.049002 | 0:00:00.028000 | 0:00:00.049002 |\n", "| 45 | 1.0 | 0:00:00.051997 | 0:00:00.022000 | 0:00:00.051997 |\n", "| Average | 1.0 | 0:00:00.047000 | 0:00:00.020500 | 0:00:00.033750 |\n", "| Std Dev. | 0.0 | 0.0038071727502888945 | 0.005024858289690122 | 0.01397958073047854 |\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 | 0:00:00.042000 | 0:00:00.015000 | 0:00:00.042000 |\n", "| 15 | 1.0 | 0:00:00.045000 | 0:00:00.017000 | 0:00:00.045000 |\n", "| 30 | 1.0 | 0:00:00.049002 | 0:00:00.028000 | 0:00:00.049002 |\n", "| 45 | 1.0 | 0:00:00.051997 | 0:00:00.022000 | 0:00:00.051997 |\n", "| Average | 1.0 | 0:00:00.047000 | 0:00:00.020500 | 0:00:00.033750 |\n", "| Std Dev. | 0.0 | 0.0038071727502888945 | 0.005024858289690122 | 0.01397958073047854 |\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 | 0:00:00.042000 | 0:00:00.015000 | 0:00:00.042000 |\n", "| 15 | 1.0 | 0:00:00.045000 | 0:00:00.017000 | 0:00:00.045000 |\n", "| 30 | 1.0 | 0:00:00.049002 | 0:00:00.028000 | 0:00:00.049002 |\n", "| 45 | 1.0 | 0:00:00.051997 | 0:00:00.022000 | 0:00:00.051997 |\n", "| Average | 1.0 | 0:00:00.047000 | 0:00:00.020500 | 0:00:00.033750 |\n", "| Std Dev. | 0.0 | 0.0038071727502888945 | 0.005024858289690122 | 0.01397958073047854 |\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 | 0:00:00.042000 | 0:00:00.015000 | 0:00:00.042000 |\n", "| 15 | 0.0 | 0:00:00.045000 | 0:00:00.017000 | 0:00:00.045000 |\n", "| 30 | 0.0 | 0:00:00.049002 | 0:00:00.028000 | 0:00:00.049002 |\n", "| 45 | 0.0 | 0:00:00.051997 | 0:00:00.022000 | 0:00:00.051997 |\n", "| Average | 0.0 | 0:00:00.047000 | 0:00:00.020500 | 0:00:00.033750 |\n", "| Std Dev. | 0.0 | 0.0038071727502888945 | 0.005024858289690122 | 0.01397958073047854 |\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 | 0:00:00.044996 | 0:00:00.014001 | 0:00:00.044996 |\n", "| 15 | 1.0 | 0:00:00.055001 | 0:00:00.016001 | 0:00:00.055001 |\n", "| 30 | 1.0 | 0:00:00.057998 | 0:00:00.019000 | 0:00:00.057998 |\n", "| 45 | 1.0 | 0:00:00.065004 | 0:00:00.025996 | 0:00:00.065004 |\n", "| Average | 1.0 | 0:00:00.055750 | 0:00:00.018749 | 0:00:00.037250 |\n", "| Std Dev. | 0.0 | 0.007191851142433279 | 0.00454649501791018 | 0.019453762723399444 |\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 | 0:00:00.044996 | 0:00:00.014001 | 0:00:00.044996 |\n", "| 15 | 1.0 | 0:00:00.055001 | 0:00:00.016001 | 0:00:00.055001 |\n", "| 30 | 1.0 | 0:00:00.057998 | 0:00:00.019000 | 0:00:00.057998 |\n", "| 45 | 1.0 | 0:00:00.065004 | 0:00:00.025996 | 0:00:00.065004 |\n", "| Average | 1.0 | 0:00:00.055750 | 0:00:00.018749 | 0:00:00.037250 |\n", "| Std Dev. | 0.0 | 0.007191851142433279 | 0.00454649501791018 | 0.019453762723399444 |\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 | 0:00:00.044996 | 0:00:00.014001 | 0:00:00.044996 |\n", "| 15 | 1.0 | 0:00:00.055001 | 0:00:00.016001 | 0:00:00.055001 |\n", "| 30 | 1.0 | 0:00:00.057998 | 0:00:00.019000 | 0:00:00.057998 |\n", "| 45 | 1.0 | 0:00:00.065004 | 0:00:00.025996 | 0:00:00.065004 |\n", "| Average | 1.0 | 0:00:00.055750 | 0:00:00.018749 | 0:00:00.037250 |\n", "| Std Dev. | 0.0 | 0.007191851142433279 | 0.00454649501791018 | 0.019453762723399444 |\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 | 0:00:00.044996 | 0:00:00.014001 | 0:00:00.044996 |\n", "| 15 | 1.0 | 0:00:00.055001 | 0:00:00.016001 | 0:00:00.055001 |\n", "| 30 | 1.0 | 0:00:00.057998 | 0:00:00.019000 | 0:00:00.057998 |\n", "| 45 | 1.0 | 0:00:00.065004 | 0:00:00.025996 | 0:00:00.065004 |\n", "| Average | 1.0 | 0:00:00.055750 | 0:00:00.018749 | 0:00:00.037250 |\n", "| Std Dev. | 0.0 | 0.007191851142433279 | 0.00454649501791018 | 0.019453762723399444 |\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 | 0:00:00.044996 | 0:00:00.014001 | 0:00:00.044996 |\n", "| 15 | 1.0 | 0:00:00.055001 | 0:00:00.016001 | 0:00:00.055001 |\n", "| 30 | 1.0 | 0:00:00.057998 | 0:00:00.019000 | 0:00:00.057998 |\n", "| 45 | 1.0 | 0:00:00.065004 | 0:00:00.025996 | 0:00:00.065004 |\n", "| Average | 1.0 | 0:00:00.055750 | 0:00:00.018749 | 0:00:00.037250 |\n", "| Std Dev. | 0.0 | 0.007191851142433279 | 0.00454649501791018 | 0.019453762723399444 |\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 | 0:00:00.044996 | 0:00:00.014001 | 0:00:00.044996 |\n", "| 15 | 1.0 | 0:00:00.055001 | 0:00:00.016001 | 0:00:00.055001 |\n", "| 30 | 1.0 | 0:00:00.057998 | 0:00:00.019000 | 0:00:00.057998 |\n", "| 45 | 1.0 | 0:00:00.065004 | 0:00:00.025996 | 0:00:00.065004 |\n", "| Average | 1.0 | 0:00:00.055750 | 0:00:00.018749 | 0:00:00.037250 |\n", "| Std Dev. | 0.0 | 0.007191851142433279 | 0.00454649501791018 | 0.019453762723399444 |\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 | 0:00:00.044996 | 0:00:00.014001 | 0:00:00.044996 |\n", "| 15 | 1.0 | 0:00:00.055001 | 0:00:00.016001 | 0:00:00.055001 |\n", "| 30 | 1.0 | 0:00:00.057998 | 0:00:00.019000 | 0:00:00.057998 |\n", "| 45 | 1.0 | 0:00:00.065004 | 0:00:00.025996 | 0:00:00.065004 |\n", "| Average | 1.0 | 0:00:00.055750 | 0:00:00.018749 | 0:00:00.037250 |\n", "| Std Dev. | 0.0 | 0.007191851142433279 | 0.00454649501791018 | 0.019453762723399444 |\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 | 0:00:00.044996 | 0:00:00.014001 | 0:00:00.044996 |\n", "| 15 | 1.0 | 0:00:00.055001 | 0:00:00.016001 | 0:00:00.055001 |\n", "| 30 | 1.0 | 0:00:00.057998 | 0:00:00.019000 | 0:00:00.057998 |\n", "| 45 | 1.0 | 0:00:00.065004 | 0:00:00.025996 | 0:00:00.065004 |\n", "| Average | 1.0 | 0:00:00.055750 | 0:00:00.018749 | 0:00:00.037250 |\n", "| Std Dev. | 0.0 | 0.007191851142433279 | 0.00454649501791018 | 0.019453762723399444 |\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 | 0:00:00.044996 | 0:00:00.014001 | 0:00:00.044996 |\n", "| 15 | 1.0 | 0:00:00.055001 | 0:00:00.016001 | 0:00:00.055001 |\n", "| 30 | 1.0 | 0:00:00.057998 | 0:00:00.019000 | 0:00:00.057998 |\n", "| 45 | 1.0 | 0:00:00.065004 | 0:00:00.025996 | 0:00:00.065004 |\n", "| Average | 1.0 | 0:00:00.055750 | 0:00:00.018749 | 0:00:00.037250 |\n", "| Std Dev. | 0.0 | 0.007191851142433279 | 0.00454649501791018 | 0.019453762723399444 |\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 | 0:00:00.044996 | 0:00:00.014001 | 0:00:00.044996 |\n", "| 15 | 0.0 | 0:00:00.055001 | 0:00:00.016001 | 0:00:00.055001 |\n", "| 30 | 0.0 | 0:00:00.057998 | 0:00:00.019000 | 0:00:00.057998 |\n", "| 45 | 0.0 | 0:00:00.065004 | 0:00:00.025996 | 0:00:00.065004 |\n", "| Average | 0.0 | 0:00:00.055750 | 0:00:00.018749 | 0:00:00.037250 |\n", "| Std Dev. | 0.0 | 0.007191851142433279 | 0.00454649501791018 | 0.019453762723399444 |\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 | 0:00:00.045000 | 0:00:00.019000 | 0:00:00.045000 |\n", "| 15 | 1.0 | 0:00:00.048000 | 0:00:00.029001 | 0:00:00.048000 |\n", "| 30 | 1.0 | 0:00:00.076998 | 0:00:00.024004 | 0:00:00.076998 |\n", "| 45 | 1.0 | 0:00:00.053997 | 0:00:00.021000 | 0:00:00.053997 |\n", "| Average | 1.0 | 0:00:00.055999 | 0:00:00.023251 | 0:00:00.039625 |\n", "| Std Dev. | 0.0 | 0.012549451530640755 | 0.003767298637841259 | 0.018813304909374017 |\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 | 0:00:00.045000 | 0:00:00.019000 | 0:00:00.045000 |\n", "| 15 | 1.0 | 0:00:00.048000 | 0:00:00.029001 | 0:00:00.048000 |\n", "| 30 | 1.0 | 0:00:00.076998 | 0:00:00.024004 | 0:00:00.076998 |\n", "| 45 | 1.0 | 0:00:00.053997 | 0:00:00.021000 | 0:00:00.053997 |\n", "| Average | 1.0 | 0:00:00.055999 | 0:00:00.023251 | 0:00:00.039625 |\n", "| Std Dev. | 0.0 | 0.012549451530640755 | 0.003767298637841259 | 0.018813304909374017 |\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 | 0:00:00.045000 | 0:00:00.019000 | 0:00:00.045000 |\n", "| 15 | 1.0 | 0:00:00.048000 | 0:00:00.029001 | 0:00:00.048000 |\n", "| 30 | 1.0 | 0:00:00.076998 | 0:00:00.024004 | 0:00:00.076998 |\n", "| 45 | 1.0 | 0:00:00.053997 | 0:00:00.021000 | 0:00:00.053997 |\n", "| Average | 1.0 | 0:00:00.055999 | 0:00:00.023251 | 0:00:00.039625 |\n", "| Std Dev. | 0.0 | 0.012549451530640755 | 0.003767298637841259 | 0.018813304909374017 |\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 | 0:00:00.045000 | 0:00:00.019000 | 0:00:00.045000 |\n", "| 15 | 1.0 | 0:00:00.048000 | 0:00:00.029001 | 0:00:00.048000 |\n", "| 30 | 1.0 | 0:00:00.076998 | 0:00:00.024004 | 0:00:00.076998 |\n", "| 45 | 1.0 | 0:00:00.053997 | 0:00:00.021000 | 0:00:00.053997 |\n", "| Average | 1.0 | 0:00:00.055999 | 0:00:00.023251 | 0:00:00.039625 |\n", "| Std Dev. | 0.0 | 0.012549451530640755 | 0.003767298637841259 | 0.018813304909374017 |\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 | 0:00:00.045000 | 0:00:00.019000 | 0:00:00.045000 |\n", "| 15 | 1.0 | 0:00:00.048000 | 0:00:00.029001 | 0:00:00.048000 |\n", "| 30 | 1.0 | 0:00:00.076998 | 0:00:00.024004 | 0:00:00.076998 |\n", "| 45 | 1.0 | 0:00:00.053997 | 0:00:00.021000 | 0:00:00.053997 |\n", "| Average | 1.0 | 0:00:00.055999 | 0:00:00.023251 | 0:00:00.039625 |\n", "| Std Dev. | 0.0 | 0.012549451530640755 | 0.003767298637841259 | 0.018813304909374017 |\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 | 0:00:00.045000 | 0:00:00.019000 | 0:00:00.045000 |\n", "| 15 | 1.0 | 0:00:00.048000 | 0:00:00.029001 | 0:00:00.048000 |\n", "| 30 | 1.0 | 0:00:00.076998 | 0:00:00.024004 | 0:00:00.076998 |\n", "| 45 | 1.0 | 0:00:00.053997 | 0:00:00.021000 | 0:00:00.053997 |\n", "| Average | 1.0 | 0:00:00.055999 | 0:00:00.023251 | 0:00:00.039625 |\n", "| Std Dev. | 0.0 | 0.012549451530640755 | 0.003767298637841259 | 0.018813304909374017 |\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 | 0:00:00.045000 | 0:00:00.019000 | 0:00:00.045000 |\n", "| 15 | 1.0 | 0:00:00.048000 | 0:00:00.029001 | 0:00:00.048000 |\n", "| 30 | 1.0 | 0:00:00.076998 | 0:00:00.024004 | 0:00:00.076998 |\n", "| 45 | 1.0 | 0:00:00.053997 | 0:00:00.021000 | 0:00:00.053997 |\n", "| Average | 1.0 | 0:00:00.055999 | 0:00:00.023251 | 0:00:00.039625 |\n", "| Std Dev. | 0.0 | 0.012549451530640755 | 0.003767298637841259 | 0.018813304909374017 |\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 | 0:00:00.045000 | 0:00:00.019000 | 0:00:00.045000 |\n", "| 15 | 1.0 | 0:00:00.048000 | 0:00:00.029001 | 0:00:00.048000 |\n", "| 30 | 1.0 | 0:00:00.076998 | 0:00:00.024004 | 0:00:00.076998 |\n", "| 45 | 1.0 | 0:00:00.053997 | 0:00:00.021000 | 0:00:00.053997 |\n", "| Average | 1.0 | 0:00:00.055999 | 0:00:00.023251 | 0:00:00.039625 |\n", "| Std Dev. | 0.0 | 0.012549451530640755 | 0.003767298637841259 | 0.018813304909374017 |\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 | 0:00:00.045000 | 0:00:00.019000 | 0:00:00.045000 |\n", "| 15 | 1.0 | 0:00:00.048000 | 0:00:00.029001 | 0:00:00.048000 |\n", "| 30 | 1.0 | 0:00:00.076998 | 0:00:00.024004 | 0:00:00.076998 |\n", "| 45 | 1.0 | 0:00:00.053997 | 0:00:00.021000 | 0:00:00.053997 |\n", "| Average | 1.0 | 0:00:00.055999 | 0:00:00.023251 | 0:00:00.039625 |\n", "| Std Dev. | 0.0 | 0.012549451530640755 | 0.003767298637841259 | 0.018813304909374017 |\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 | 0:00:00.045000 | 0:00:00.019000 | 0:00:00.045000 |\n", "| 15 | 0.0 | 0:00:00.048000 | 0:00:00.029001 | 0:00:00.048000 |\n", "| 30 | 0.0 | 0:00:00.076998 | 0:00:00.024004 | 0:00:00.076998 |\n", "| 45 | 0.0 | 0:00:00.053997 | 0:00:00.021000 | 0:00:00.053997 |\n", "| Average | 0.0 | 0:00:00.055999 | 0:00:00.023251 | 0:00:00.039625 |\n", "| Std Dev. | 0.0 | 0.012549451530640755 | 0.003767298637841259 | 0.018813304909374017 |\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 | 0:00:00.043001 | 0:00:00.013000 | 0:00:00.043001 |\n", "| 15 | 1.0 | 0:00:00.057998 | 0:00:00.015001 | 0:00:00.057998 |\n", "| 30 | 1.0 | 0:00:00.046999 | 0:00:00.018001 | 0:00:00.046999 |\n", "| 45 | 1.0 | 0:00:00.052001 | 0:00:00.019999 | 0:00:00.052001 |\n", "| Average | 1.0 | 0:00:00.050000 | 0:00:00.016500 | 0:00:00.033250 |\n", "| Std Dev. | 0.0 | 0.005611750171337986 | 0.002692254577361284 | 0.01731856665313901 |\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 | 0:00:00.043001 | 0:00:00.013000 | 0:00:00.043001 |\n", "| 15 | 1.0 | 0:00:00.057998 | 0:00:00.015001 | 0:00:00.057998 |\n", "| 30 | 1.0 | 0:00:00.046999 | 0:00:00.018001 | 0:00:00.046999 |\n", "| 45 | 1.0 | 0:00:00.052001 | 0:00:00.019999 | 0:00:00.052001 |\n", "| Average | 1.0 | 0:00:00.050000 | 0:00:00.016500 | 0:00:00.033250 |\n", "| Std Dev. | 0.0 | 0.005611750171337986 | 0.002692254577361284 | 0.01731856665313901 |\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 | 0:00:00.043001 | 0:00:00.013000 | 0:00:00.043001 |\n", "| 15 | 1.0 | 0:00:00.057998 | 0:00:00.015001 | 0:00:00.057998 |\n", "| 30 | 1.0 | 0:00:00.046999 | 0:00:00.018001 | 0:00:00.046999 |\n", "| 45 | 1.0 | 0:00:00.052001 | 0:00:00.019999 | 0:00:00.052001 |\n", "| Average | 1.0 | 0:00:00.050000 | 0:00:00.016500 | 0:00:00.033250 |\n", "| Std Dev. | 0.0 | 0.005611750171337986 | 0.002692254577361284 | 0.01731856665313901 |\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 | 0:00:00.043001 | 0:00:00.013000 | 0:00:00.043001 |\n", "| 15 | 1.0 | 0:00:00.057998 | 0:00:00.015001 | 0:00:00.057998 |\n", "| 30 | 1.0 | 0:00:00.046999 | 0:00:00.018001 | 0:00:00.046999 |\n", "| 45 | 1.0 | 0:00:00.052001 | 0:00:00.019999 | 0:00:00.052001 |\n", "| Average | 1.0 | 0:00:00.050000 | 0:00:00.016500 | 0:00:00.033250 |\n", "| Std Dev. | 0.0 | 0.005611750171337986 | 0.002692254577361284 | 0.01731856665313901 |\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 | 0:00:00.043001 | 0:00:00.013000 | 0:00:00.043001 |\n", "| 15 | 1.0 | 0:00:00.057998 | 0:00:00.015001 | 0:00:00.057998 |\n", "| 30 | 1.0 | 0:00:00.046999 | 0:00:00.018001 | 0:00:00.046999 |\n", "| 45 | 1.0 | 0:00:00.052001 | 0:00:00.019999 | 0:00:00.052001 |\n", "| Average | 1.0 | 0:00:00.050000 | 0:00:00.016500 | 0:00:00.033250 |\n", "| Std Dev. | 0.0 | 0.005611750171337986 | 0.002692254577361284 | 0.01731856665313901 |\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 | 0:00:00.043001 | 0:00:00.013000 | 0:00:00.043001 |\n", "| 15 | 1.0 | 0:00:00.057998 | 0:00:00.015001 | 0:00:00.057998 |\n", "| 30 | 1.0 | 0:00:00.046999 | 0:00:00.018001 | 0:00:00.046999 |\n", "| 45 | 1.0 | 0:00:00.052001 | 0:00:00.019999 | 0:00:00.052001 |\n", "| Average | 1.0 | 0:00:00.050000 | 0:00:00.016500 | 0:00:00.033250 |\n", "| Std Dev. | 0.0 | 0.005611750171337986 | 0.002692254577361284 | 0.01731856665313901 |\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 | 0:00:00.043001 | 0:00:00.013000 | 0:00:00.043001 |\n", "| 15 | 1.0 | 0:00:00.057998 | 0:00:00.015001 | 0:00:00.057998 |\n", "| 30 | 1.0 | 0:00:00.046999 | 0:00:00.018001 | 0:00:00.046999 |\n", "| 45 | 1.0 | 0:00:00.052001 | 0:00:00.019999 | 0:00:00.052001 |\n", "| Average | 1.0 | 0:00:00.050000 | 0:00:00.016500 | 0:00:00.033250 |\n", "| Std Dev. | 0.0 | 0.005611750171337986 | 0.002692254577361284 | 0.01731856665313901 |\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 | 0:00:00.043001 | 0:00:00.013000 | 0:00:00.043001 |\n", "| 15 | 1.0 | 0:00:00.057998 | 0:00:00.015001 | 0:00:00.057998 |\n", "| 30 | 1.0 | 0:00:00.046999 | 0:00:00.018001 | 0:00:00.046999 |\n", "| 45 | 1.0 | 0:00:00.052001 | 0:00:00.019999 | 0:00:00.052001 |\n", "| Average | 1.0 | 0:00:00.050000 | 0:00:00.016500 | 0:00:00.033250 |\n", "| Std Dev. | 0.0 | 0.005611750171337986 | 0.002692254577361284 | 0.01731856665313901 |\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 | 0:00:00.043001 | 0:00:00.013000 | 0:00:00.043001 |\n", "| 15 | 1.0 | 0:00:00.057998 | 0:00:00.015001 | 0:00:00.057998 |\n", "| 30 | 1.0 | 0:00:00.046999 | 0:00:00.018001 | 0:00:00.046999 |\n", "| 45 | 1.0 | 0:00:00.052001 | 0:00:00.019999 | 0:00:00.052001 |\n", "| Average | 1.0 | 0:00:00.050000 | 0:00:00.016500 | 0:00:00.033250 |\n", "| Std Dev. | 0.0 | 0.005611750171337986 | 0.002692254577361284 | 0.01731856665313901 |\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 | 0:00:00.043001 | 0:00:00.013000 | 0:00:00.043001 |\n", "| 15 | 0.0 | 0:00:00.057998 | 0:00:00.015001 | 0:00:00.057998 |\n", "| 30 | 0.0 | 0:00:00.046999 | 0:00:00.018001 | 0:00:00.046999 |\n", "| 45 | 0.0 | 0:00:00.052001 | 0:00:00.019999 | 0:00:00.052001 |\n", "| Average | 0.0 | 0:00:00.050000 | 0:00:00.016500 | 0:00:00.033250 |\n", "| Std Dev. | 0.0 | 0.005611750171337986 | 0.002692254577361284 | 0.01731856665313901 |\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 | 0:00:00.048999 | 0:00:00.013000 | 0:00:00.048999 |\n", "| 15 | 1.0 | 0:00:00.046998 | 0:00:00.024001 | 0:00:00.046998 |\n", "| 30 | 1.0 | 0:00:00.064999 | 0:00:00.028002 | 0:00:00.064999 |\n", "| 45 | 1.0 | 0:00:00.080999 | 0:00:00.026999 | 0:00:00.080999 |\n", "| Average | 1.0 | 0:00:00.060499 | 0:00:00.023000 | 0:00:00.041750 |\n", "| Std Dev. | 0.0 | 0.013739152201432533 | 0.005958566160701172 | 0.021532828648821445 |\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 | 0:00:00.048999 | 0:00:00.013000 | 0:00:00.048999 |\n", "| 15 | 1.0 | 0:00:00.046998 | 0:00:00.024001 | 0:00:00.046998 |\n", "| 30 | 1.0 | 0:00:00.064999 | 0:00:00.028002 | 0:00:00.064999 |\n", "| 45 | 1.0 | 0:00:00.080999 | 0:00:00.026999 | 0:00:00.080999 |\n", "| Average | 1.0 | 0:00:00.060499 | 0:00:00.023000 | 0:00:00.041750 |\n", "| Std Dev. | 0.0 | 0.013739152201432533 | 0.005958566160701172 | 0.021532828648821445 |\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 | 0:00:00.048999 | 0:00:00.013000 | 0:00:00.048999 |\n", "| 15 | 1.0 | 0:00:00.046998 | 0:00:00.024001 | 0:00:00.046998 |\n", "| 30 | 1.0 | 0:00:00.064999 | 0:00:00.028002 | 0:00:00.064999 |\n", "| 45 | 1.0 | 0:00:00.080999 | 0:00:00.026999 | 0:00:00.080999 |\n", "| Average | 1.0 | 0:00:00.060499 | 0:00:00.023000 | 0:00:00.041750 |\n", "| Std Dev. | 0.0 | 0.013739152201432533 | 0.005958566160701172 | 0.021532828648821445 |\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 | 0:00:00.048999 | 0:00:00.013000 | 0:00:00.048999 |\n", "| 15 | 1.0 | 0:00:00.046998 | 0:00:00.024001 | 0:00:00.046998 |\n", "| 30 | 1.0 | 0:00:00.064999 | 0:00:00.028002 | 0:00:00.064999 |\n", "| 45 | 1.0 | 0:00:00.080999 | 0:00:00.026999 | 0:00:00.080999 |\n", "| Average | 1.0 | 0:00:00.060499 | 0:00:00.023000 | 0:00:00.041750 |\n", "| Std Dev. | 0.0 | 0.013739152201432533 | 0.005958566160701172 | 0.021532828648821445 |\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 | 0:00:00.048999 | 0:00:00.013000 | 0:00:00.048999 |\n", "| 15 | 1.0 | 0:00:00.046998 | 0:00:00.024001 | 0:00:00.046998 |\n", "| 30 | 1.0 | 0:00:00.064999 | 0:00:00.028002 | 0:00:00.064999 |\n", "| 45 | 1.0 | 0:00:00.080999 | 0:00:00.026999 | 0:00:00.080999 |\n", "| Average | 1.0 | 0:00:00.060499 | 0:00:00.023000 | 0:00:00.041750 |\n", "| Std Dev. | 0.0 | 0.013739152201432533 | 0.005958566160701172 | 0.021532828648821445 |\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 | 0:00:00.048999 | 0:00:00.013000 | 0:00:00.048999 |\n", "| 15 | 1.0 | 0:00:00.046998 | 0:00:00.024001 | 0:00:00.046998 |\n", "| 30 | 1.0 | 0:00:00.064999 | 0:00:00.028002 | 0:00:00.064999 |\n", "| 45 | 1.0 | 0:00:00.080999 | 0:00:00.026999 | 0:00:00.080999 |\n", "| Average | 1.0 | 0:00:00.060499 | 0:00:00.023000 | 0:00:00.041750 |\n", "| Std Dev. | 0.0 | 0.013739152201432533 | 0.005958566160701172 | 0.021532828648821445 |\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 | 0:00:00.048999 | 0:00:00.013000 | 0:00:00.048999 |\n", "| 15 | 1.0 | 0:00:00.046998 | 0:00:00.024001 | 0:00:00.046998 |\n", "| 30 | 1.0 | 0:00:00.064999 | 0:00:00.028002 | 0:00:00.064999 |\n", "| 45 | 1.0 | 0:00:00.080999 | 0:00:00.026999 | 0:00:00.080999 |\n", "| Average | 1.0 | 0:00:00.060499 | 0:00:00.023000 | 0:00:00.041750 |\n", "| Std Dev. | 0.0 | 0.013739152201432533 | 0.005958566160701172 | 0.021532828648821445 |\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 | 0:00:00.048999 | 0:00:00.013000 | 0:00:00.048999 |\n", "| 15 | 1.0 | 0:00:00.046998 | 0:00:00.024001 | 0:00:00.046998 |\n", "| 30 | 1.0 | 0:00:00.064999 | 0:00:00.028002 | 0:00:00.064999 |\n", "| 45 | 1.0 | 0:00:00.080999 | 0:00:00.026999 | 0:00:00.080999 |\n", "| Average | 1.0 | 0:00:00.060499 | 0:00:00.023000 | 0:00:00.041750 |\n", "| Std Dev. | 0.0 | 0.013739152201432533 | 0.005958566160701172 | 0.021532828648821445 |\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 | 0:00:00.048999 | 0:00:00.013000 | 0:00:00.048999 |\n", "| 15 | 1.0 | 0:00:00.046998 | 0:00:00.024001 | 0:00:00.046998 |\n", "| 30 | 1.0 | 0:00:00.064999 | 0:00:00.028002 | 0:00:00.064999 |\n", "| 45 | 1.0 | 0:00:00.080999 | 0:00:00.026999 | 0:00:00.080999 |\n", "| Average | 1.0 | 0:00:00.060499 | 0:00:00.023000 | 0:00:00.041750 |\n", "| Std Dev. | 0.0 | 0.013739152201432533 | 0.005958566160701172 | 0.021532828648821445 |\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 | 0:00:00.048999 | 0:00:00.013000 | 0:00:00.048999 |\n", "| 15 | 0.0 | 0:00:00.046998 | 0:00:00.024001 | 0:00:00.046998 |\n", "| 30 | 0.0 | 0:00:00.064999 | 0:00:00.028002 | 0:00:00.064999 |\n", "| 45 | 0.0 | 0:00:00.080999 | 0:00:00.026999 | 0:00:00.080999 |\n", "| Average | 0.0 | 0:00:00.060499 | 0:00:00.023000 | 0:00:00.041750 |\n", "| Std Dev. | 0.0 | 0.013739152201432533 | 0.005958566160701172 | 0.021532828648821445 |\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 | 0:00:00.055001 | 0:00:00.018000 | 0:00:00.055001 |\n", "| 15 | 1.0 | 0:00:00.058000 | 0:00:00.025000 | 0:00:00.058000 |\n", "| 30 | 1.0 | 0:00:00.049999 | 0:00:00.019000 | 0:00:00.049999 |\n", "| 45 | 1.0 | 0:00:00.100001 | 0:00:00.028000 | 0:00:00.100001 |\n", "| Average | 1.0 | 0:00:00.065751 | 0:00:00.022500 | 0:00:00.044125 |\n", "| Std Dev. | 0.0 | 0.019980165960304143 | 0.004153297928542408 | 0.02599769067244977 |\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 | 0:00:00.055001 | 0:00:00.018000 | 0:00:00.055001 |\n", "| 15 | 1.0 | 0:00:00.058000 | 0:00:00.025000 | 0:00:00.058000 |\n", "| 30 | 1.0 | 0:00:00.049999 | 0:00:00.019000 | 0:00:00.049999 |\n", "| 45 | 1.0 | 0:00:00.100001 | 0:00:00.028000 | 0:00:00.100001 |\n", "| Average | 1.0 | 0:00:00.065751 | 0:00:00.022500 | 0:00:00.044125 |\n", "| Std Dev. | 0.0 | 0.019980165960304143 | 0.004153297928542408 | 0.02599769067244977 |\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 | 0:00:00.055001 | 0:00:00.018000 | 0:00:00.055001 |\n", "| 15 | 1.0 | 0:00:00.058000 | 0:00:00.025000 | 0:00:00.058000 |\n", "| 30 | 1.0 | 0:00:00.049999 | 0:00:00.019000 | 0:00:00.049999 |\n", "| 45 | 1.0 | 0:00:00.100001 | 0:00:00.028000 | 0:00:00.100001 |\n", "| Average | 1.0 | 0:00:00.065751 | 0:00:00.022500 | 0:00:00.044125 |\n", "| Std Dev. | 0.0 | 0.019980165960304143 | 0.004153297928542408 | 0.02599769067244977 |\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 | 0:00:00.055001 | 0:00:00.018000 | 0:00:00.055001 |\n", "| 15 | 1.0 | 0:00:00.058000 | 0:00:00.025000 | 0:00:00.058000 |\n", "| 30 | 1.0 | 0:00:00.049999 | 0:00:00.019000 | 0:00:00.049999 |\n", "| 45 | 1.0 | 0:00:00.100001 | 0:00:00.028000 | 0:00:00.100001 |\n", "| Average | 1.0 | 0:00:00.065751 | 0:00:00.022500 | 0:00:00.044125 |\n", "| Std Dev. | 0.0 | 0.019980165960304143 | 0.004153297928542408 | 0.02599769067244977 |\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 | 0:00:00.055001 | 0:00:00.018000 | 0:00:00.055001 |\n", "| 15 | 1.0 | 0:00:00.058000 | 0:00:00.025000 | 0:00:00.058000 |\n", "| 30 | 1.0 | 0:00:00.049999 | 0:00:00.019000 | 0:00:00.049999 |\n", "| 45 | 1.0 | 0:00:00.100001 | 0:00:00.028000 | 0:00:00.100001 |\n", "| Average | 1.0 | 0:00:00.065751 | 0:00:00.022500 | 0:00:00.044125 |\n", "| Std Dev. | 0.0 | 0.019980165960304143 | 0.004153297928542408 | 0.02599769067244977 |\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 | 0:00:00.055001 | 0:00:00.018000 | 0:00:00.055001 |\n", "| 15 | 1.0 | 0:00:00.058000 | 0:00:00.025000 | 0:00:00.058000 |\n", "| 30 | 1.0 | 0:00:00.049999 | 0:00:00.019000 | 0:00:00.049999 |\n", "| 45 | 1.0 | 0:00:00.100001 | 0:00:00.028000 | 0:00:00.100001 |\n", "| Average | 1.0 | 0:00:00.065751 | 0:00:00.022500 | 0:00:00.044125 |\n", "| Std Dev. | 0.0 | 0.019980165960304143 | 0.004153297928542408 | 0.02599769067244977 |\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 | 0:00:00.055001 | 0:00:00.018000 | 0:00:00.055001 |\n", "| 15 | 1.0 | 0:00:00.058000 | 0:00:00.025000 | 0:00:00.058000 |\n", "| 30 | 1.0 | 0:00:00.049999 | 0:00:00.019000 | 0:00:00.049999 |\n", "| 45 | 1.0 | 0:00:00.100001 | 0:00:00.028000 | 0:00:00.100001 |\n", "| Average | 1.0 | 0:00:00.065751 | 0:00:00.022500 | 0:00:00.044125 |\n", "| Std Dev. | 0.0 | 0.019980165960304143 | 0.004153297928542408 | 0.02599769067244977 |\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 | 0:00:00.055001 | 0:00:00.018000 | 0:00:00.055001 |\n", "| 15 | 1.0 | 0:00:00.058000 | 0:00:00.025000 | 0:00:00.058000 |\n", "| 30 | 1.0 | 0:00:00.049999 | 0:00:00.019000 | 0:00:00.049999 |\n", "| 45 | 1.0 | 0:00:00.100001 | 0:00:00.028000 | 0:00:00.100001 |\n", "| Average | 1.0 | 0:00:00.065751 | 0:00:00.022500 | 0:00:00.044125 |\n", "| Std Dev. | 0.0 | 0.019980165960304143 | 0.004153297928542408 | 0.02599769067244977 |\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 | 0:00:00.055001 | 0:00:00.018000 | 0:00:00.055001 |\n", "| 15 | 1.0 | 0:00:00.058000 | 0:00:00.025000 | 0:00:00.058000 |\n", "| 30 | 1.0 | 0:00:00.049999 | 0:00:00.019000 | 0:00:00.049999 |\n", "| 45 | 1.0 | 0:00:00.100001 | 0:00:00.028000 | 0:00:00.100001 |\n", "| Average | 1.0 | 0:00:00.065751 | 0:00:00.022500 | 0:00:00.044125 |\n", "| Std Dev. | 0.0 | 0.019980165960304143 | 0.004153297928542408 | 0.02599769067244977 |\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 | 0:00:00.055001 | 0:00:00.018000 | 0:00:00.055001 |\n", "| 15 | 0.0 | 0:00:00.058000 | 0:00:00.025000 | 0:00:00.058000 |\n", "| 30 | 0.0 | 0:00:00.049999 | 0:00:00.019000 | 0:00:00.049999 |\n", "| 45 | 0.0 | 0:00:00.100001 | 0:00:00.028000 | 0:00:00.100001 |\n", "| Average | 0.0 | 0:00:00.065751 | 0:00:00.022500 | 0:00:00.044125 |\n", "| Std Dev. | 0.0 | 0.019980165960304143 | 0.004153297928542408 | 0.02599769067244977 |\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 | 0:00:00.057999 | 0:00:00.022001 | 0:00:00.057999 |\n", "| 15 | 1.0 | 0:00:00.056999 | 0:00:00.020000 | 0:00:00.056999 |\n", "| 30 | 1.0 | 0:00:00.062001 | 0:00:00.020999 | 0:00:00.062001 |\n", "| 45 | 1.0 | 0:00:00.093006 | 0:00:00.028996 | 0:00:00.093006 |\n", "| Average | 1.0 | 0:00:00.067502 | 0:00:00.022999 | 0:00:00.045250 |\n", "| Std Dev. | 0.0 | 0.014843686388578834 | 0.00353362567090852 | 0.024729135606306667 |\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 | 0:00:00.057999 | 0:00:00.022001 | 0:00:00.057999 |\n", "| 15 | 1.0 | 0:00:00.056999 | 0:00:00.020000 | 0:00:00.056999 |\n", "| 30 | 1.0 | 0:00:00.062001 | 0:00:00.020999 | 0:00:00.062001 |\n", "| 45 | 1.0 | 0:00:00.093006 | 0:00:00.028996 | 0:00:00.093006 |\n", "| Average | 1.0 | 0:00:00.067502 | 0:00:00.022999 | 0:00:00.045250 |\n", "| Std Dev. | 0.0 | 0.014843686388578834 | 0.00353362567090852 | 0.024729135606306667 |\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 | 0:00:00.057999 | 0:00:00.022001 | 0:00:00.057999 |\n", "| 15 | 1.0 | 0:00:00.056999 | 0:00:00.020000 | 0:00:00.056999 |\n", "| 30 | 1.0 | 0:00:00.062001 | 0:00:00.020999 | 0:00:00.062001 |\n", "| 45 | 1.0 | 0:00:00.093006 | 0:00:00.028996 | 0:00:00.093006 |\n", "| Average | 1.0 | 0:00:00.067502 | 0:00:00.022999 | 0:00:00.045250 |\n", "| Std Dev. | 0.0 | 0.014843686388578834 | 0.00353362567090852 | 0.024729135606306667 |\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 | 0:00:00.057999 | 0:00:00.022001 | 0:00:00.057999 |\n", "| 15 | 1.0 | 0:00:00.056999 | 0:00:00.020000 | 0:00:00.056999 |\n", "| 30 | 1.0 | 0:00:00.062001 | 0:00:00.020999 | 0:00:00.062001 |\n", "| 45 | 1.0 | 0:00:00.093006 | 0:00:00.028996 | 0:00:00.093006 |\n", "| Average | 1.0 | 0:00:00.067502 | 0:00:00.022999 | 0:00:00.045250 |\n", "| Std Dev. | 0.0 | 0.014843686388578834 | 0.00353362567090852 | 0.024729135606306667 |\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 | 0:00:00.057999 | 0:00:00.022001 | 0:00:00.057999 |\n", "| 15 | 1.0 | 0:00:00.056999 | 0:00:00.020000 | 0:00:00.056999 |\n", "| 30 | 1.0 | 0:00:00.062001 | 0:00:00.020999 | 0:00:00.062001 |\n", "| 45 | 1.0 | 0:00:00.093006 | 0:00:00.028996 | 0:00:00.093006 |\n", "| Average | 1.0 | 0:00:00.067502 | 0:00:00.022999 | 0:00:00.045250 |\n", "| Std Dev. | 0.0 | 0.014843686388578834 | 0.00353362567090852 | 0.024729135606306667 |\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 | 0:00:00.057999 | 0:00:00.022001 | 0:00:00.057999 |\n", "| 15 | 1.0 | 0:00:00.056999 | 0:00:00.020000 | 0:00:00.056999 |\n", "| 30 | 1.0 | 0:00:00.062001 | 0:00:00.020999 | 0:00:00.062001 |\n", "| 45 | 1.0 | 0:00:00.093006 | 0:00:00.028996 | 0:00:00.093006 |\n", "| Average | 1.0 | 0:00:00.067502 | 0:00:00.022999 | 0:00:00.045250 |\n", "| Std Dev. | 0.0 | 0.014843686388578834 | 0.00353362567090852 | 0.024729135606306667 |\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 | 0:00:00.057999 | 0:00:00.022001 | 0:00:00.057999 |\n", "| 15 | 1.0 | 0:00:00.056999 | 0:00:00.020000 | 0:00:00.056999 |\n", "| 30 | 1.0 | 0:00:00.062001 | 0:00:00.020999 | 0:00:00.062001 |\n", "| 45 | 1.0 | 0:00:00.093006 | 0:00:00.028996 | 0:00:00.093006 |\n", "| Average | 1.0 | 0:00:00.067502 | 0:00:00.022999 | 0:00:00.045250 |\n", "| Std Dev. | 0.0 | 0.014843686388578834 | 0.00353362567090852 | 0.024729135606306667 |\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 | 0:00:00.057999 | 0:00:00.022001 | 0:00:00.057999 |\n", "| 15 | 1.0 | 0:00:00.056999 | 0:00:00.020000 | 0:00:00.056999 |\n", "| 30 | 1.0 | 0:00:00.062001 | 0:00:00.020999 | 0:00:00.062001 |\n", "| 45 | 1.0 | 0:00:00.093006 | 0:00:00.028996 | 0:00:00.093006 |\n", "| Average | 1.0 | 0:00:00.067502 | 0:00:00.022999 | 0:00:00.045250 |\n", "| Std Dev. | 0.0 | 0.014843686388578834 | 0.00353362567090852 | 0.024729135606306667 |\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 | 0:00:00.057999 | 0:00:00.022001 | 0:00:00.057999 |\n", "| 15 | 1.0 | 0:00:00.056999 | 0:00:00.020000 | 0:00:00.056999 |\n", "| 30 | 1.0 | 0:00:00.062001 | 0:00:00.020999 | 0:00:00.062001 |\n", "| 45 | 1.0 | 0:00:00.093006 | 0:00:00.028996 | 0:00:00.093006 |\n", "| Average | 1.0 | 0:00:00.067502 | 0:00:00.022999 | 0:00:00.045250 |\n", "| Std Dev. | 0.0 | 0.014843686388578834 | 0.00353362567090852 | 0.024729135606306667 |\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 | 0:00:00.057999 | 0:00:00.022001 | 0:00:00.057999 |\n", "| 15 | 0.0 | 0:00:00.056999 | 0:00:00.020000 | 0:00:00.056999 |\n", "| 30 | 0.0 | 0:00:00.062001 | 0:00:00.020999 | 0:00:00.062001 |\n", "| 45 | 0.0 | 0:00:00.093006 | 0:00:00.028996 | 0:00:00.093006 |\n", "| Average | 0.0 | 0:00:00.067502 | 0:00:00.022999 | 0:00:00.045250 |\n", "| Std Dev. | 0.0 | 0.014843686388578834 | 0.00353362567090852 | 0.024729135606306667 |\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 | 0.6667 | 0:00:00.057000 | 0:00:00.016002 | 0:00:00.057000 |\n", "| 15 | 0.619 | 0:00:00.043000 | 0:00:00.020000 | 0:00:00.043000 |\n", "| 30 | 0.5238 | 0:00:00.064000 | 0:00:00.030001 | 0:00:00.064000 |\n", "| 45 | 0.4286 | 0:00:00.086000 | 0:00:00.030000 | 0:00:00.086000 |\n", "| Average | 0.5595 | 0:00:00.062500 | 0:00:00.024001 | 0:00:00.043250 |\n", "| Std Dev. | 0.0914 | 0.015532142599900819 | 0.006164121971533367 | 0.02258701317179651 |\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 | 0.8056 | 0:00:00.057000 | 0:00:00.016002 | 0:00:00.057000 |\n", "| 15 | 0.5536 | 0:00:00.043000 | 0:00:00.020000 | 0:00:00.043000 |\n", "| 30 | 0.5111 | 0:00:00.064000 | 0:00:00.030001 | 0:00:00.064000 |\n", "| 45 | 0.4375 | 0:00:00.086000 | 0:00:00.030000 | 0:00:00.086000 |\n", "| Average | 0.5769 | 0:00:00.062500 | 0:00:00.024001 | 0:00:00.043250 |\n", "| Std Dev. | 0.1384 | 0.015532142599900819 | 0.006164121971533367 | 0.02258701317179651 |\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 | 0:00:00.057000 | 0:00:00.016002 | 0:00:00.057000 |\n", "| 15 | 0.619 | 0:00:00.043000 | 0:00:00.020000 | 0:00:00.043000 |\n", "| 30 | 0.5238 | 0:00:00.064000 | 0:00:00.030001 | 0:00:00.064000 |\n", "| 45 | 0.4286 | 0:00:00.086000 | 0:00:00.030000 | 0:00:00.086000 |\n", "| Average | 0.5595 | 0:00:00.062500 | 0:00:00.024001 | 0:00:00.043250 |\n", "| Std Dev. | 0.0914 | 0.015532142599900819 | 0.006164121971533367 | 0.02258701317179651 |\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 | 0.8333 | 0:00:00.057000 | 0:00:00.016002 | 0:00:00.057000 |\n", "| 15 | 0.6071 | 0:00:00.043000 | 0:00:00.020000 | 0:00:00.043000 |\n", "| 30 | 0.5595 | 0:00:00.064000 | 0:00:00.030001 | 0:00:00.064000 |\n", "| 45 | 0.5119 | 0:00:00.086000 | 0:00:00.030000 | 0:00:00.086000 |\n", "| Average | 0.628 | 0:00:00.062500 | 0:00:00.024001 | 0:00:00.043250 |\n", "| Std Dev. | 0.1233 | 0.015532142599900819 | 0.006164121971533367 | 0.02258701317179651 |\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 | 0:00:00.057000 | 0:00:00.016002 | 0:00:00.057000 |\n", "| 15 | 0.619 | 0:00:00.043000 | 0:00:00.020000 | 0:00:00.043000 |\n", "| 30 | 0.5238 | 0:00:00.064000 | 0:00:00.030001 | 0:00:00.064000 |\n", "| 45 | 0.4286 | 0:00:00.086000 | 0:00:00.030000 | 0:00:00.086000 |\n", "| Average | 0.5595 | 0:00:00.062500 | 0:00:00.024001 | 0:00:00.043250 |\n", "| Std Dev. | 0.0914 | 0.015532142599900819 | 0.006164121971533367 | 0.02258701317179651 |\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 | 0.7815 | 0:00:00.057000 | 0:00:00.016002 | 0:00:00.057000 |\n", "| 15 | 0.5498 | 0:00:00.043000 | 0:00:00.020000 | 0:00:00.043000 |\n", "| 30 | 0.4962 | 0:00:00.064000 | 0:00:00.030001 | 0:00:00.064000 |\n", "| 45 | 0.4323 | 0:00:00.086000 | 0:00:00.030000 | 0:00:00.086000 |\n", "| Average | 0.5649 | 0:00:00.062500 | 0:00:00.024001 | 0:00:00.043250 |\n", "| Std Dev. | 0.1317 | 0.015532142599900819 | 0.006164121971533367 | 0.02258701317179651 |\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 | 0:00:00.057000 | 0:00:00.016002 | 0:00:00.057000 |\n", "| 15 | 0.619 | 0:00:00.043000 | 0:00:00.020000 | 0:00:00.043000 |\n", "| 30 | 0.5238 | 0:00:00.064000 | 0:00:00.030001 | 0:00:00.064000 |\n", "| 45 | 0.4286 | 0:00:00.086000 | 0:00:00.030000 | 0:00:00.086000 |\n", "| Average | 0.5595 | 0:00:00.062500 | 0:00:00.024001 | 0:00:00.043250 |\n", "| Std Dev. | 0.0914 | 0.015532142599900819 | 0.006164121971533367 | 0.02258701317179651 |\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 | 0.8056 | 0:00:00.057000 | 0:00:00.016002 | 0:00:00.057000 |\n", "| 15 | 0.7778 | 0:00:00.043000 | 0:00:00.020000 | 0:00:00.043000 |\n", "| 30 | 0.7222 | 0:00:00.064000 | 0:00:00.030001 | 0:00:00.064000 |\n", "| 45 | 0.6667 | 0:00:00.086000 | 0:00:00.030000 | 0:00:00.086000 |\n", "| Average | 0.7431 | 0:00:00.062500 | 0:00:00.024001 | 0:00:00.043250 |\n", "| Std Dev. | 0.0533 | 0.015532142599900819 | 0.006164121971533367 | 0.02258701317179651 |\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 | 0.4921 | 0:00:00.057000 | 0:00:00.016002 | 0:00:00.057000 |\n", "| 15 | 0.4376 | 0:00:00.043000 | 0:00:00.020000 | 0:00:00.043000 |\n", "| 30 | 0.3424 | 0:00:00.064000 | 0:00:00.030001 | 0:00:00.064000 |\n", "| 45 | 0.2653 | 0:00:00.086000 | 0:00:00.030000 | 0:00:00.086000 |\n", "| Average | 0.3844 | 0:00:00.062500 | 0:00:00.024001 | 0:00:00.043250 |\n", "| Std Dev. | 0.0871 | 0.015532142599900819 | 0.006164121971533367 | 0.02258701317179651 |\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 | 0.4762 | 0:00:00.057000 | 0:00:00.016002 | 0:00:00.057000 |\n", "| 15 | 0.5238 | 0:00:00.043000 | 0:00:00.020000 | 0:00:00.043000 |\n", "| 30 | 0.619 | 0:00:00.064000 | 0:00:00.030001 | 0:00:00.064000 |\n", "| 45 | 0.7143 | 0:00:00.086000 | 0:00:00.030000 | 0:00:00.086000 |\n", "| Average | 0.5833 | 0:00:00.062500 | 0:00:00.024001 | 0:00:00.043250 |\n", "| Std Dev. | 0.0914 | 0.015532142599900819 | 0.006164121971533367 | 0.02258701317179651 |\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 | 0.9303 | 0.1396 | 0:00:00.050699 | 0:00:00.015800 | 0:00:00.066500 |\n", "| 15 | 0.9255 | 0.149 | 0:00:00.049999 | 0:00:00.020301 | 0:00:00.070300 |\n", "| 30 | 0.9024 | 0.168 | 0:00:00.056700 | 0:00:00.023500 | 0:00:00.080200 |\n", "| 45 | 0.8747 | 0.2007 | 0:00:00.070601 | 0:00:00.024699 | 0:00:00.095300 |\n", "| Average | 0.9082 | 0.1643 | 0:00:00.057000 | 0:00:00.021075 | 0:00:00.078075 |\n", "| Std Dev. | 0.0221 | 0.0234 | 0.008273032 | 0.0034436518 | 0.0111314347 |\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 | 0.9283 | 0.1609 | 0:00:00.050699 | 0:00:00.015800 | 0:00:00.066500 |\n", "| 15 | 0.9031 | 0.1944 | 0:00:00.049999 | 0:00:00.020301 | 0:00:00.070300 |\n", "| 30 | 0.8839 | 0.1897 | 0:00:00.056700 | 0:00:00.023500 | 0:00:00.080200 |\n", "| 45 | 0.8742 | 0.206 | 0:00:00.070601 | 0:00:00.024699 | 0:00:00.095300 |\n", "| Average | 0.8974 | 0.1878 | 0:00:00.057000 | 0:00:00.021075 | 0:00:00.078075 |\n", "| Std Dev. | 0.0207 | 0.0166 | 0.008273032 | 0.0034436518 | 0.0111314347 |\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 | 0.9303 | 0.1396 | 0:00:00.050699 | 0:00:00.015800 | 0:00:00.066500 |\n", "| 15 | 0.9255 | 0.149 | 0:00:00.049999 | 0:00:00.020301 | 0:00:00.070300 |\n", "| 30 | 0.9024 | 0.168 | 0:00:00.056700 | 0:00:00.023500 | 0:00:00.080200 |\n", "| 45 | 0.8747 | 0.2007 | 0:00:00.070601 | 0:00:00.024699 | 0:00:00.095300 |\n", "| Average | 0.9082 | 0.1643 | 0:00:00.057000 | 0:00:00.021075 | 0:00:00.078075 |\n", "| Std Dev. | 0.0221 | 0.0234 | 0.008273032 | 0.0034436518 | 0.0111314347 |\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 | 0.9357 | 0.146 | 0:00:00.050699 | 0:00:00.015800 | 0:00:00.066500 |\n", "| 15 | 0.9131 | 0.1748 | 0:00:00.049999 | 0:00:00.020301 | 0:00:00.070300 |\n", "| 30 | 0.8971 | 0.1641 | 0:00:00.056700 | 0:00:00.023500 | 0:00:00.080200 |\n", "| 45 | 0.8815 | 0.1847 | 0:00:00.070601 | 0:00:00.024699 | 0:00:00.095300 |\n", "| Average | 0.9068 | 0.1674 | 0:00:00.057000 | 0:00:00.021075 | 0:00:00.078075 |\n", "| Std Dev. | 0.0201 | 0.0143 | 0.008273032 | 0.0034436518 | 0.0111314347 |\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 | 0.9303 | 0.1396 | 0:00:00.050699 | 0:00:00.015800 | 0:00:00.066500 |\n", "| 15 | 0.9255 | 0.149 | 0:00:00.049999 | 0:00:00.020301 | 0:00:00.070300 |\n", "| 30 | 0.9024 | 0.168 | 0:00:00.056700 | 0:00:00.023500 | 0:00:00.080200 |\n", "| 45 | 0.8747 | 0.2007 | 0:00:00.070601 | 0:00:00.024699 | 0:00:00.095300 |\n", "| Average | 0.9082 | 0.1643 | 0:00:00.057000 | 0:00:00.021075 | 0:00:00.078075 |\n", "| Std Dev. | 0.0221 | 0.0234 | 0.008273032 | 0.0034436518 | 0.0111314347 |\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 | 0.9251 | 0.1652 | 0:00:00.050699 | 0:00:00.015800 | 0:00:00.066500 |\n", "| 15 | 0.9019 | 0.1969 | 0:00:00.049999 | 0:00:00.020301 | 0:00:00.070300 |\n", "| 30 | 0.8792 | 0.1948 | 0:00:00.056700 | 0:00:00.023500 | 0:00:00.080200 |\n", "| 45 | 0.8606 | 0.2177 | 0:00:00.070601 | 0:00:00.024699 | 0:00:00.095300 |\n", "| Average | 0.8917 | 0.1937 | 0:00:00.057000 | 0:00:00.021075 | 0:00:00.078075 |\n", "| Std Dev. | 0.0242 | 0.0187 | 0.008273032 | 0.0034436518 | 0.0111314347 |\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 | 0.9303 | 0.1396 | 0:00:00.050699 | 0:00:00.015800 | 0:00:00.066500 |\n", "| 15 | 0.9255 | 0.149 | 0:00:00.049999 | 0:00:00.020301 | 0:00:00.070300 |\n", "| 30 | 0.9024 | 0.168 | 0:00:00.056700 | 0:00:00.023500 | 0:00:00.080200 |\n", "| 45 | 0.8747 | 0.2007 | 0:00:00.070601 | 0:00:00.024699 | 0:00:00.095300 |\n", "| Average | 0.9082 | 0.1643 | 0:00:00.057000 | 0:00:00.021075 | 0:00:00.078075 |\n", "| Std Dev. | 0.0221 | 0.0234 | 0.008273032 | 0.0034436518 | 0.0111314347 |\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 | 0.9593 | 0.0814 | 0:00:00.050699 | 0:00:00.015800 | 0:00:00.066500 |\n", "| 15 | 0.9566 | 0.0869 | 0:00:00.049999 | 0:00:00.020301 | 0:00:00.070300 |\n", "| 30 | 0.9431 | 0.098 | 0:00:00.056700 | 0:00:00.023500 | 0:00:00.080200 |\n", "| 45 | 0.9269 | 0.1171 | 0:00:00.070601 | 0:00:00.024699 | 0:00:00.095300 |\n", "| Average | 0.9465 | 0.0959 | 0:00:00.057000 | 0:00:00.021075 | 0:00:00.078075 |\n", "| Std Dev. | 0.0129 | 0.0136 | 0.008273032 | 0.0034436518 | 0.0111314347 |\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 | 0.8949 | 0.2104 | 0:00:00.050699 | 0:00:00.015800 | 0:00:00.066500 |\n", "| 15 | 0.8895 | 0.2211 | 0:00:00.049999 | 0:00:00.020301 | 0:00:00.070300 |\n", "| 30 | 0.8565 | 0.2401 | 0:00:00.056700 | 0:00:00.023500 | 0:00:00.080200 |\n", "| 45 | 0.8233 | 0.2761 | 0:00:00.070601 | 0:00:00.024699 | 0:00:00.095300 |\n", "| Average | 0.866 | 0.2369 | 0:00:00.057000 | 0:00:00.021075 | 0:00:00.078075 |\n", "| Std Dev. | 0.0287 | 0.025 | 0.008273032 | 0.0034436518 | 0.0111314347 |\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 | 0.1022 | 0.2049 | 0:00:00.050699 | 0:00:00.015800 | 0:00:00.066500 |\n", "| 15 | 0.1069 | 0.2139 | 0:00:00.049999 | 0:00:00.020301 | 0:00:00.070300 |\n", "| 30 | 0.1301 | 0.2302 | 0:00:00.056700 | 0:00:00.023500 | 0:00:00.080200 |\n", "| 45 | 0.1578 | 0.2569 | 0:00:00.070601 | 0:00:00.024699 | 0:00:00.095300 |\n", "| Average | 0.1242 | 0.2265 | 0:00:00.057000 | 0:00:00.021075 | 0:00:00.078075 |\n", "| Std Dev. | 0.0221 | 0.0198 | 0.008273032 | 0.0034436518 | 0.0111314347 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Latest Datasets\\\\haberman'\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 | 0.7419 | 0:00:00.098000 | 0:00:00.011001 | 0:00:00.098000 |\n", "| 15 | 0.7419 | 0:00:00.075998 | 0:00:00.011005 | 0:00:00.075998 |\n", "| 30 | 0.7419 | 0:00:00.105997 | 0:00:00.012999 | 0:00:00.105997 |\n", "| 45 | 0.7419 | 0:00:00.098000 | 0:00:00.019000 | 0:00:00.098000 |\n", "| Average | 0.7419 | 0:00:00.094499 | 0:00:00.013501 | 0:00:00.054000 |\n", "| Std Dev. | 0.0 | 0.011169126332433757 | 0.003277673237748564 | 0.04132684554517183 |\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 | 0:00:00.098000 | 0:00:00.011001 | 0:00:00.098000 |\n", "| 15 | 0.371 | 0:00:00.075998 | 0:00:00.011005 | 0:00:00.075998 |\n", "| 30 | 0.371 | 0:00:00.105997 | 0:00:00.012999 | 0:00:00.105997 |\n", "| 45 | 0.371 | 0:00:00.098000 | 0:00:00.019000 | 0:00:00.098000 |\n", "| Average | 0.371 | 0:00:00.094499 | 0:00:00.013501 | 0:00:00.054000 |\n", "| Std Dev. | 0.0 | 0.011169126332433757 | 0.003277673237748564 | 0.04132684554517183 |\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 | 0:00:00.098000 | 0:00:00.011001 | 0:00:00.098000 |\n", "| 15 | 0.7419 | 0:00:00.075998 | 0:00:00.011005 | 0:00:00.075998 |\n", "| 30 | 0.7419 | 0:00:00.105997 | 0:00:00.012999 | 0:00:00.105997 |\n", "| 45 | 0.7419 | 0:00:00.098000 | 0:00:00.019000 | 0:00:00.098000 |\n", "| Average | 0.7419 | 0:00:00.094499 | 0:00:00.013501 | 0:00:00.054000 |\n", "| Std Dev. | 0.0 | 0.011169126332433757 | 0.003277673237748564 | 0.04132684554517183 |\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 | 0:00:00.098000 | 0:00:00.011001 | 0:00:00.098000 |\n", "| 15 | 0.5 | 0:00:00.075998 | 0:00:00.011005 | 0:00:00.075998 |\n", "| 30 | 0.5 | 0:00:00.105997 | 0:00:00.012999 | 0:00:00.105997 |\n", "| 45 | 0.5 | 0:00:00.098000 | 0:00:00.019000 | 0:00:00.098000 |\n", "| Average | 0.5 | 0:00:00.094499 | 0:00:00.013501 | 0:00:00.054000 |\n", "| Std Dev. | 0.0 | 0.011169126332433757 | 0.003277673237748564 | 0.04132684554517183 |\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 | 0:00:00.098000 | 0:00:00.011001 | 0:00:00.098000 |\n", "| 15 | 0.7419 | 0:00:00.075998 | 0:00:00.011005 | 0:00:00.075998 |\n", "| 30 | 0.7419 | 0:00:00.105997 | 0:00:00.012999 | 0:00:00.105997 |\n", "| 45 | 0.7419 | 0:00:00.098000 | 0:00:00.019000 | 0:00:00.098000 |\n", "| Average | 0.7419 | 0:00:00.094499 | 0:00:00.013501 | 0:00:00.054000 |\n", "| Std Dev. | 0.0 | 0.011169126332433757 | 0.003277673237748564 | 0.04132684554517183 |\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 | 0:00:00.098000 | 0:00:00.011001 | 0:00:00.098000 |\n", "| 15 | 0.4259 | 0:00:00.075998 | 0:00:00.011005 | 0:00:00.075998 |\n", "| 30 | 0.4259 | 0:00:00.105997 | 0:00:00.012999 | 0:00:00.105997 |\n", "| 45 | 0.4259 | 0:00:00.098000 | 0:00:00.019000 | 0:00:00.098000 |\n", "| Average | 0.4259 | 0:00:00.094499 | 0:00:00.013501 | 0:00:00.054000 |\n", "| Std Dev. | 0.0 | 0.011169126332433757 | 0.003277673237748564 | 0.04132684554517183 |\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 | 0:00:00.098000 | 0:00:00.011001 | 0:00:00.098000 |\n", "| 15 | 0.7419 | 0:00:00.075998 | 0:00:00.011005 | 0:00:00.075998 |\n", "| 30 | 0.7419 | 0:00:00.105997 | 0:00:00.012999 | 0:00:00.105997 |\n", "| 45 | 0.7419 | 0:00:00.098000 | 0:00:00.019000 | 0:00:00.098000 |\n", "| Average | 0.7419 | 0:00:00.094499 | 0:00:00.013501 | 0:00:00.054000 |\n", "| Std Dev. | 0.0 | 0.011169126332433757 | 0.003277673237748564 | 0.04132684554517183 |\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 | 0:00:00.098000 | 0:00:00.011001 | 0:00:00.098000 |\n", "| 15 | 0.5 | 0:00:00.075998 | 0:00:00.011005 | 0:00:00.075998 |\n", "| 30 | 0.5 | 0:00:00.105997 | 0:00:00.012999 | 0:00:00.105997 |\n", "| 45 | 0.5 | 0:00:00.098000 | 0:00:00.019000 | 0:00:00.098000 |\n", "| Average | 0.5 | 0:00:00.094499 | 0:00:00.013501 | 0:00:00.054000 |\n", "| Std Dev. | 0.0 | 0.011169126332433757 | 0.003277673237748564 | 0.04132684554517183 |\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 | 0:00:00.098000 | 0:00:00.011001 | 0:00:00.098000 |\n", "| 15 | 0.2581 | 0:00:00.075998 | 0:00:00.011005 | 0:00:00.075998 |\n", "| 30 | 0.2581 | 0:00:00.105997 | 0:00:00.012999 | 0:00:00.105997 |\n", "| 45 | 0.2581 | 0:00:00.098000 | 0:00:00.019000 | 0:00:00.098000 |\n", "| Average | 0.2581 | 0:00:00.094499 | 0:00:00.013501 | 0:00:00.054000 |\n", "| Std Dev. | 0.0 | 0.011169126332433757 | 0.003277673237748564 | 0.04132684554517183 |\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 | 0:00:00.098000 | 0:00:00.011001 | 0:00:00.098000 |\n", "| 15 | 0.2581 | 0:00:00.075998 | 0:00:00.011005 | 0:00:00.075998 |\n", "| 30 | 0.2581 | 0:00:00.105997 | 0:00:00.012999 | 0:00:00.105997 |\n", "| 45 | 0.2581 | 0:00:00.098000 | 0:00:00.019000 | 0:00:00.098000 |\n", "| Average | 0.2581 | 0:00:00.094499 | 0:00:00.013501 | 0:00:00.054000 |\n", "| Std Dev. | 0.0 | 0.011169126332433757 | 0.003277673237748564 | 0.04132684554517183 |\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 | 0.4516 | 0:00:00.094999 | 0:00:00.009001 | 0:00:00.094999 |\n", "| 15 | 0.4516 | 0:00:00.105001 | 0:00:00.010998 | 0:00:00.105001 |\n", "| 30 | 0.6774 | 0:00:00.134007 | 0:00:00.022994 | 0:00:00.134007 |\n", "| 45 | 0.7097 | 0:00:00.117999 | 0:00:00.016000 | 0:00:00.117999 |\n", "| Average | 0.5726 | 0:00:00.113002 | 0:00:00.014748 | 0:00:00.063875 |\n", "| Std Dev. | 0.1215 | 0.014614243483058006 | 0.005400198835841277 | 0.05034680005984009 |\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 | 0.3182 | 0:00:00.094999 | 0:00:00.009001 | 0:00:00.094999 |\n", "| 15 | 0.3182 | 0:00:00.105001 | 0:00:00.010998 | 0:00:00.105001 |\n", "| 30 | 0.3621 | 0:00:00.134007 | 0:00:00.022994 | 0:00:00.134007 |\n", "| 45 | 0.3667 | 0:00:00.117999 | 0:00:00.016000 | 0:00:00.117999 |\n", "| Average | 0.3413 | 0:00:00.113002 | 0:00:00.014748 | 0:00:00.063875 |\n", "| Std Dev. | 0.0232 | 0.014614243483058006 | 0.005400198835841277 | 0.05034680005984009 |\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 | 0:00:00.094999 | 0:00:00.009001 | 0:00:00.094999 |\n", "| 15 | 0.4516 | 0:00:00.105001 | 0:00:00.010998 | 0:00:00.105001 |\n", "| 30 | 0.6774 | 0:00:00.134007 | 0:00:00.022994 | 0:00:00.134007 |\n", "| 45 | 0.7097 | 0:00:00.117999 | 0:00:00.016000 | 0:00:00.117999 |\n", "| Average | 0.5726 | 0:00:00.113002 | 0:00:00.014748 | 0:00:00.063875 |\n", "| Std Dev. | 0.1215 | 0.014614243483058006 | 0.005400198835841277 | 0.05034680005984009 |\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 | 0.3043 | 0:00:00.094999 | 0:00:00.009001 | 0:00:00.094999 |\n", "| 15 | 0.3043 | 0:00:00.105001 | 0:00:00.010998 | 0:00:00.105001 |\n", "| 30 | 0.4565 | 0:00:00.134007 | 0:00:00.022994 | 0:00:00.134007 |\n", "| 45 | 0.4783 | 0:00:00.117999 | 0:00:00.016000 | 0:00:00.117999 |\n", "| Average | 0.3859 | 0:00:00.113002 | 0:00:00.014748 | 0:00:00.063875 |\n", "| Std Dev. | 0.0819 | 0.014614243483058006 | 0.005400198835841277 | 0.05034680005984009 |\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 | 0:00:00.094999 | 0:00:00.009001 | 0:00:00.094999 |\n", "| 15 | 0.4516 | 0:00:00.105001 | 0:00:00.010998 | 0:00:00.105001 |\n", "| 30 | 0.6774 | 0:00:00.134007 | 0:00:00.022994 | 0:00:00.134007 |\n", "| 45 | 0.7097 | 0:00:00.117999 | 0:00:00.016000 | 0:00:00.117999 |\n", "| Average | 0.5726 | 0:00:00.113002 | 0:00:00.014748 | 0:00:00.063875 |\n", "| Std Dev. | 0.1215 | 0.014614243483058006 | 0.005400198835841277 | 0.05034680005984009 |\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 | 0.3111 | 0:00:00.094999 | 0:00:00.009001 | 0:00:00.094999 |\n", "| 15 | 0.3111 | 0:00:00.105001 | 0:00:00.010998 | 0:00:00.105001 |\n", "| 30 | 0.4038 | 0:00:00.134007 | 0:00:00.022994 | 0:00:00.134007 |\n", "| 45 | 0.4151 | 0:00:00.117999 | 0:00:00.016000 | 0:00:00.117999 |\n", "| Average | 0.3603 | 0:00:00.113002 | 0:00:00.014748 | 0:00:00.063875 |\n", "| Std Dev. | 0.0493 | 0.014614243483058006 | 0.005400198835841277 | 0.05034680005984009 |\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 | 0:00:00.094999 | 0:00:00.009001 | 0:00:00.094999 |\n", "| 15 | 0.4516 | 0:00:00.105001 | 0:00:00.010998 | 0:00:00.105001 |\n", "| 30 | 0.6774 | 0:00:00.134007 | 0:00:00.022994 | 0:00:00.134007 |\n", "| 45 | 0.7097 | 0:00:00.117999 | 0:00:00.016000 | 0:00:00.117999 |\n", "| Average | 0.5726 | 0:00:00.113002 | 0:00:00.014748 | 0:00:00.063875 |\n", "| Std Dev. | 0.1215 | 0.014614243483058006 | 0.005400198835841277 | 0.05034680005984009 |\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 | 0.3043 | 0:00:00.094999 | 0:00:00.009001 | 0:00:00.094999 |\n", "| 15 | 0.3043 | 0:00:00.105001 | 0:00:00.010998 | 0:00:00.105001 |\n", "| 30 | 0.4565 | 0:00:00.134007 | 0:00:00.022994 | 0:00:00.134007 |\n", "| 45 | 0.4783 | 0:00:00.117999 | 0:00:00.016000 | 0:00:00.117999 |\n", "| Average | 0.3859 | 0:00:00.113002 | 0:00:00.014748 | 0:00:00.063875 |\n", "| Std Dev. | 0.0819 | 0.014614243483058006 | 0.005400198835841277 | 0.05034680005984009 |\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 | 0:00:00.094999 | 0:00:00.009001 | 0:00:00.094999 |\n", "| 15 | 0.2581 | 0:00:00.105001 | 0:00:00.010998 | 0:00:00.105001 |\n", "| 30 | 0.2581 | 0:00:00.134007 | 0:00:00.022994 | 0:00:00.134007 |\n", "| 45 | 0.2581 | 0:00:00.117999 | 0:00:00.016000 | 0:00:00.117999 |\n", "| Average | 0.2581 | 0:00:00.113002 | 0:00:00.014748 | 0:00:00.063875 |\n", "| Std Dev. | 0.0 | 0.014614243483058006 | 0.005400198835841277 | 0.05034680005984009 |\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 | 0:00:00.094999 | 0:00:00.009001 | 0:00:00.094999 |\n", "| 15 | 0.5484 | 0:00:00.105001 | 0:00:00.010998 | 0:00:00.105001 |\n", "| 30 | 0.3226 | 0:00:00.134007 | 0:00:00.022994 | 0:00:00.134007 |\n", "| 45 | 0.2903 | 0:00:00.117999 | 0:00:00.016000 | 0:00:00.117999 |\n", "| Average | 0.4274 | 0:00:00.113002 | 0:00:00.014748 | 0:00:00.063875 |\n", "| Std Dev. | 0.1215 | 0.014614243483058006 | 0.005400198835841277 | 0.05034680005984009 |\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 | 0:00:00.113000 | 0:00:00.016000 | 0:00:00.113000 |\n", "| 15 | 0.2903 | 0:00:00.132001 | 0:00:00.017007 | 0:00:00.132001 |\n", "| 30 | 0.7742 | 0:00:00.161992 | 0:00:00.019000 | 0:00:00.161992 |\n", "| 45 | 0.7419 | 0:00:00.134000 | 0:00:00.021001 | 0:00:00.134000 |\n", "| Average | 0.4919 | 0:00:00.135248 | 0:00:00.018252 | 0:00:00.076750 |\n", "| Std Dev. | 0.2703 | 0.017480947811898233 | 0.0019192804127439746 | 0.059805179393613954 |\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 | 0:00:00.113000 | 0:00:00.016000 | 0:00:00.113000 |\n", "| 15 | 0.3687 | 0:00:00.132001 | 0:00:00.017007 | 0:00:00.132001 |\n", "| 30 | 0.7024 | 0:00:00.161992 | 0:00:00.019000 | 0:00:00.161992 |\n", "| 45 | 0.6293 | 0:00:00.134000 | 0:00:00.021001 | 0:00:00.134000 |\n", "| Average | 0.4768 | 0:00:00.135248 | 0:00:00.018252 | 0:00:00.076750 |\n", "| Std Dev. | 0.1992 | 0.017480947811898233 | 0.0019192804127439746 | 0.059805179393613954 |\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 | 0:00:00.113000 | 0:00:00.016000 | 0:00:00.113000 |\n", "| 15 | 0.2903 | 0:00:00.132001 | 0:00:00.017007 | 0:00:00.132001 |\n", "| 30 | 0.7742 | 0:00:00.161992 | 0:00:00.019000 | 0:00:00.161992 |\n", "| 45 | 0.7419 | 0:00:00.134000 | 0:00:00.021001 | 0:00:00.134000 |\n", "| Average | 0.4919 | 0:00:00.135248 | 0:00:00.018252 | 0:00:00.076750 |\n", "| Std Dev. | 0.2703 | 0.017480947811898233 | 0.0019192804127439746 | 0.059805179393613954 |\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 | 0:00:00.113000 | 0:00:00.016000 | 0:00:00.113000 |\n", "| 15 | 0.3587 | 0:00:00.132001 | 0:00:00.017007 | 0:00:00.132001 |\n", "| 30 | 0.6848 | 0:00:00.161992 | 0:00:00.019000 | 0:00:00.161992 |\n", "| 45 | 0.5408 | 0:00:00.134000 | 0:00:00.021001 | 0:00:00.134000 |\n", "| Average | 0.4334 | 0:00:00.135248 | 0:00:00.018252 | 0:00:00.076750 |\n", "| Std Dev. | 0.2006 | 0.017480947811898233 | 0.0019192804127439746 | 0.059805179393613954 |\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 | 0:00:00.113000 | 0:00:00.016000 | 0:00:00.113000 |\n", "| 15 | 0.2903 | 0:00:00.132001 | 0:00:00.017007 | 0:00:00.132001 |\n", "| 30 | 0.7742 | 0:00:00.161992 | 0:00:00.019000 | 0:00:00.161992 |\n", "| 45 | 0.7419 | 0:00:00.134000 | 0:00:00.021001 | 0:00:00.134000 |\n", "| Average | 0.4919 | 0:00:00.135248 | 0:00:00.018252 | 0:00:00.076750 |\n", "| Std Dev. | 0.2703 | 0.017480947811898233 | 0.0019192804127439746 | 0.059805179393613954 |\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 | 0:00:00.113000 | 0:00:00.016000 | 0:00:00.113000 |\n", "| 15 | 0.2896 | 0:00:00.132001 | 0:00:00.017007 | 0:00:00.132001 |\n", "| 30 | 0.6922 | 0:00:00.161992 | 0:00:00.019000 | 0:00:00.161992 |\n", "| 45 | 0.5231 | 0:00:00.134000 | 0:00:00.021001 | 0:00:00.134000 |\n", "| Average | 0.4146 | 0:00:00.135248 | 0:00:00.018252 | 0:00:00.076750 |\n", "| Std Dev. | 0.2078 | 0.017480947811898233 | 0.0019192804127439746 | 0.059805179393613954 |\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 | 0:00:00.113000 | 0:00:00.016000 | 0:00:00.113000 |\n", "| 15 | 0.2903 | 0:00:00.132001 | 0:00:00.017007 | 0:00:00.132001 |\n", "| 30 | 0.7742 | 0:00:00.161992 | 0:00:00.019000 | 0:00:00.161992 |\n", "| 45 | 0.7419 | 0:00:00.134000 | 0:00:00.021001 | 0:00:00.134000 |\n", "| Average | 0.4919 | 0:00:00.135248 | 0:00:00.018252 | 0:00:00.076750 |\n", "| Std Dev. | 0.2703 | 0.017480947811898233 | 0.0019192804127439746 | 0.059805179393613954 |\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 | 0:00:00.113000 | 0:00:00.016000 | 0:00:00.113000 |\n", "| 15 | 0.3587 | 0:00:00.132001 | 0:00:00.017007 | 0:00:00.132001 |\n", "| 30 | 0.6848 | 0:00:00.161992 | 0:00:00.019000 | 0:00:00.161992 |\n", "| 45 | 0.5408 | 0:00:00.134000 | 0:00:00.021001 | 0:00:00.134000 |\n", "| Average | 0.4334 | 0:00:00.135248 | 0:00:00.018252 | 0:00:00.076750 |\n", "| Std Dev. | 0.2006 | 0.017480947811898233 | 0.0019192804127439746 | 0.059805179393613954 |\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 | 0:00:00.113000 | 0:00:00.016000 | 0:00:00.113000 |\n", "| 15 | 0.2199 | 0:00:00.132001 | 0:00:00.017007 | 0:00:00.132001 |\n", "| 30 | 0.4147 | 0:00:00.161992 | 0:00:00.019000 | 0:00:00.161992 |\n", "| 45 | 0.2883 | 0:00:00.134000 | 0:00:00.021001 | 0:00:00.134000 |\n", "| Average | 0.2888 | 0:00:00.135248 | 0:00:00.018252 | 0:00:00.076750 |\n", "| Std Dev. | 0.0772 | 0.017480947811898233 | 0.0019192804127439746 | 0.059805179393613954 |\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 | 0:00:00.113000 | 0:00:00.016000 | 0:00:00.113000 |\n", "| 15 | 0.7097 | 0:00:00.132001 | 0:00:00.017007 | 0:00:00.132001 |\n", "| 30 | 0.2258 | 0:00:00.161992 | 0:00:00.019000 | 0:00:00.161992 |\n", "| 45 | 0.2581 | 0:00:00.134000 | 0:00:00.021001 | 0:00:00.134000 |\n", "| Average | 0.5081 | 0:00:00.135248 | 0:00:00.018252 | 0:00:00.076750 |\n", "| Std Dev. | 0.2703 | 0.017480947811898233 | 0.0019192804127439746 | 0.059805179393613954 |\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 | 0.4516 | 0:00:00.134998 | 0:00:00.016000 | 0:00:00.134998 |\n", "| 15 | 0.5161 | 0:00:00.166000 | 0:00:00.021000 | 0:00:00.166000 |\n", "| 30 | 0.4194 | 0:00:00.160000 | 0:00:00.013998 | 0:00:00.160000 |\n", "| 45 | 0.7419 | 0:00:00.138000 | 0:00:00.020000 | 0:00:00.138000 |\n", "| Average | 0.5323 | 0:00:00.149750 | 0:00:00.017750 | 0:00:00.083750 |\n", "| Std Dev. | 0.126 | 0.013461324258946623 | 0.00286208476477017 | 0.06671357665235186 |\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 | 0.4748 | 0:00:00.134998 | 0:00:00.016000 | 0:00:00.134998 |\n", "| 15 | 0.5399 | 0:00:00.166000 | 0:00:00.021000 | 0:00:00.166000 |\n", "| 30 | 0.4271 | 0:00:00.160000 | 0:00:00.013998 | 0:00:00.160000 |\n", "| 45 | 0.65 | 0:00:00.138000 | 0:00:00.020000 | 0:00:00.138000 |\n", "| Average | 0.5229 | 0:00:00.149750 | 0:00:00.017750 | 0:00:00.083750 |\n", "| Std Dev. | 0.0836 | 0.013461324258946623 | 0.00286208476477017 | 0.06671357665235186 |\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 | 0:00:00.134998 | 0:00:00.016000 | 0:00:00.134998 |\n", "| 15 | 0.5161 | 0:00:00.166000 | 0:00:00.021000 | 0:00:00.166000 |\n", "| 30 | 0.4194 | 0:00:00.160000 | 0:00:00.013998 | 0:00:00.160000 |\n", "| 45 | 0.7419 | 0:00:00.138000 | 0:00:00.020000 | 0:00:00.138000 |\n", "| Average | 0.5323 | 0:00:00.149750 | 0:00:00.017750 | 0:00:00.083750 |\n", "| Std Dev. | 0.126 | 0.013461324258946623 | 0.00286208476477017 | 0.06671357665235186 |\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 | 0.4674 | 0:00:00.134998 | 0:00:00.016000 | 0:00:00.134998 |\n", "| 15 | 0.5516 | 0:00:00.166000 | 0:00:00.021000 | 0:00:00.166000 |\n", "| 30 | 0.4049 | 0:00:00.160000 | 0:00:00.013998 | 0:00:00.160000 |\n", "| 45 | 0.6223 | 0:00:00.138000 | 0:00:00.020000 | 0:00:00.138000 |\n", "| Average | 0.5115 | 0:00:00.149750 | 0:00:00.017750 | 0:00:00.083750 |\n", "| Std Dev. | 0.0825 | 0.013461324258946623 | 0.00286208476477017 | 0.06671357665235186 |\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 | 0:00:00.134998 | 0:00:00.016000 | 0:00:00.134998 |\n", "| 15 | 0.5161 | 0:00:00.166000 | 0:00:00.021000 | 0:00:00.166000 |\n", "| 30 | 0.4194 | 0:00:00.160000 | 0:00:00.013998 | 0:00:00.160000 |\n", "| 45 | 0.7419 | 0:00:00.138000 | 0:00:00.020000 | 0:00:00.138000 |\n", "| Average | 0.5323 | 0:00:00.149750 | 0:00:00.017750 | 0:00:00.083750 |\n", "| Std Dev. | 0.126 | 0.013461324258946623 | 0.00286208476477017 | 0.06671357665235186 |\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 | 0.4303 | 0:00:00.134998 | 0:00:00.016000 | 0:00:00.134998 |\n", "| 15 | 0.4973 | 0:00:00.166000 | 0:00:00.021000 | 0:00:00.166000 |\n", "| 30 | 0.3882 | 0:00:00.160000 | 0:00:00.013998 | 0:00:00.160000 |\n", "| 45 | 0.631 | 0:00:00.138000 | 0:00:00.020000 | 0:00:00.138000 |\n", "| Average | 0.4867 | 0:00:00.149750 | 0:00:00.017750 | 0:00:00.083750 |\n", "| Std Dev. | 0.0919 | 0.013461324258946623 | 0.00286208476477017 | 0.06671357665235186 |\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 | 0:00:00.134998 | 0:00:00.016000 | 0:00:00.134998 |\n", "| 15 | 0.5161 | 0:00:00.166000 | 0:00:00.021000 | 0:00:00.166000 |\n", "| 30 | 0.4194 | 0:00:00.160000 | 0:00:00.013998 | 0:00:00.160000 |\n", "| 45 | 0.7419 | 0:00:00.138000 | 0:00:00.020000 | 0:00:00.138000 |\n", "| Average | 0.5323 | 0:00:00.149750 | 0:00:00.017750 | 0:00:00.083750 |\n", "| Std Dev. | 0.126 | 0.013461324258946623 | 0.00286208476477017 | 0.06671357665235186 |\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 | 0.4674 | 0:00:00.134998 | 0:00:00.016000 | 0:00:00.134998 |\n", "| 15 | 0.5516 | 0:00:00.166000 | 0:00:00.021000 | 0:00:00.166000 |\n", "| 30 | 0.4049 | 0:00:00.160000 | 0:00:00.013998 | 0:00:00.160000 |\n", "| 45 | 0.6223 | 0:00:00.138000 | 0:00:00.020000 | 0:00:00.138000 |\n", "| Average | 0.5115 | 0:00:00.149750 | 0:00:00.017750 | 0:00:00.083750 |\n", "| Std Dev. | 0.0825 | 0.013461324258946623 | 0.00286208476477017 | 0.06671357665235186 |\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 | 0.2467 | 0:00:00.134998 | 0:00:00.016000 | 0:00:00.134998 |\n", "| 15 | 0.2806 | 0:00:00.166000 | 0:00:00.021000 | 0:00:00.166000 |\n", "| 30 | 0.2316 | 0:00:00.160000 | 0:00:00.013998 | 0:00:00.160000 |\n", "| 45 | 0.3488 | 0:00:00.138000 | 0:00:00.020000 | 0:00:00.138000 |\n", "| Average | 0.2769 | 0:00:00.149750 | 0:00:00.017750 | 0:00:00.083750 |\n", "| Std Dev. | 0.0451 | 0.013461324258946623 | 0.00286208476477017 | 0.06671357665235186 |\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 | 0:00:00.134998 | 0:00:00.016000 | 0:00:00.134998 |\n", "| 15 | 0.4839 | 0:00:00.166000 | 0:00:00.021000 | 0:00:00.166000 |\n", "| 30 | 0.5806 | 0:00:00.160000 | 0:00:00.013998 | 0:00:00.160000 |\n", "| 45 | 0.2581 | 0:00:00.138000 | 0:00:00.020000 | 0:00:00.138000 |\n", "| Average | 0.4677 | 0:00:00.149750 | 0:00:00.017750 | 0:00:00.083750 |\n", "| Std Dev. | 0.126 | 0.013461324258946623 | 0.00286208476477017 | 0.06671357665235186 |\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 | 0.5806 | 0:00:00.113002 | 0:00:00.008998 | 0:00:00.113002 |\n", "| 15 | 0.5806 | 0:00:00.126000 | 0:00:00.011000 | 0:00:00.126000 |\n", "| 30 | 0.6129 | 0:00:00.142999 | 0:00:00.023000 | 0:00:00.142999 |\n", "| 45 | 0.7097 | 0:00:00.191001 | 0:00:00.026000 | 0:00:00.191001 |\n", "| Average | 0.621 | 0:00:00.143250 | 0:00:00.017250 | 0:00:00.080250 |\n", "| Std Dev. | 0.0529 | 0.029549669966133518 | 0.007361627789388953 | 0.06657882576145284 |\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 | 0.5114 | 0:00:00.113002 | 0:00:00.008998 | 0:00:00.113002 |\n", "| 15 | 0.4256 | 0:00:00.126000 | 0:00:00.011000 | 0:00:00.126000 |\n", "| 30 | 0.4433 | 0:00:00.142999 | 0:00:00.023000 | 0:00:00.142999 |\n", "| 45 | 0.5417 | 0:00:00.191001 | 0:00:00.026000 | 0:00:00.191001 |\n", "| Average | 0.4805 | 0:00:00.143250 | 0:00:00.017250 | 0:00:00.080250 |\n", "| Std Dev. | 0.0477 | 0.029549669966133518 | 0.007361627789388953 | 0.06657882576145284 |\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 | 0:00:00.113002 | 0:00:00.008998 | 0:00:00.113002 |\n", "| 15 | 0.5806 | 0:00:00.126000 | 0:00:00.011000 | 0:00:00.126000 |\n", "| 30 | 0.6129 | 0:00:00.142999 | 0:00:00.023000 | 0:00:00.142999 |\n", "| 45 | 0.7097 | 0:00:00.191001 | 0:00:00.026000 | 0:00:00.191001 |\n", "| Average | 0.621 | 0:00:00.143250 | 0:00:00.017250 | 0:00:00.080250 |\n", "| Std Dev. | 0.0529 | 0.029549669966133518 | 0.007361627789388953 | 0.06657882576145284 |\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 | 0.5136 | 0:00:00.113002 | 0:00:00.008998 | 0:00:00.113002 |\n", "| 15 | 0.4321 | 0:00:00.126000 | 0:00:00.011000 | 0:00:00.126000 |\n", "| 30 | 0.4538 | 0:00:00.142999 | 0:00:00.023000 | 0:00:00.142999 |\n", "| 45 | 0.519 | 0:00:00.191001 | 0:00:00.026000 | 0:00:00.191001 |\n", "| Average | 0.4796 | 0:00:00.143250 | 0:00:00.017250 | 0:00:00.080250 |\n", "| Std Dev. | 0.0375 | 0.029549669966133518 | 0.007361627789388953 | 0.06657882576145284 |\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 | 0:00:00.113002 | 0:00:00.008998 | 0:00:00.113002 |\n", "| 15 | 0.5806 | 0:00:00.126000 | 0:00:00.011000 | 0:00:00.126000 |\n", "| 30 | 0.6129 | 0:00:00.142999 | 0:00:00.023000 | 0:00:00.142999 |\n", "| 45 | 0.7097 | 0:00:00.191001 | 0:00:00.026000 | 0:00:00.191001 |\n", "| Average | 0.621 | 0:00:00.143250 | 0:00:00.017250 | 0:00:00.080250 |\n", "| Std Dev. | 0.0529 | 0.029549669966133518 | 0.007361627789388953 | 0.06657882576145284 |\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 | 0:00:00.113002 | 0:00:00.008998 | 0:00:00.113002 |\n", "| 15 | 0.4284 | 0:00:00.126000 | 0:00:00.011000 | 0:00:00.126000 |\n", "| 30 | 0.4464 | 0:00:00.142999 | 0:00:00.023000 | 0:00:00.142999 |\n", "| 45 | 0.5027 | 0:00:00.191001 | 0:00:00.026000 | 0:00:00.191001 |\n", "| Average | 0.4711 | 0:00:00.143250 | 0:00:00.017250 | 0:00:00.080250 |\n", "| Std Dev. | 0.0343 | 0.029549669966133518 | 0.007361627789388953 | 0.06657882576145284 |\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 | 0:00:00.113002 | 0:00:00.008998 | 0:00:00.113002 |\n", "| 15 | 0.5806 | 0:00:00.126000 | 0:00:00.011000 | 0:00:00.126000 |\n", "| 30 | 0.6129 | 0:00:00.142999 | 0:00:00.023000 | 0:00:00.142999 |\n", "| 45 | 0.7097 | 0:00:00.191001 | 0:00:00.026000 | 0:00:00.191001 |\n", "| Average | 0.621 | 0:00:00.143250 | 0:00:00.017250 | 0:00:00.080250 |\n", "| Std Dev. | 0.0529 | 0.029549669966133518 | 0.007361627789388953 | 0.06657882576145284 |\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 | 0.5136 | 0:00:00.113002 | 0:00:00.008998 | 0:00:00.113002 |\n", "| 15 | 0.4321 | 0:00:00.126000 | 0:00:00.011000 | 0:00:00.126000 |\n", "| 30 | 0.4538 | 0:00:00.142999 | 0:00:00.023000 | 0:00:00.142999 |\n", "| 45 | 0.519 | 0:00:00.191001 | 0:00:00.026000 | 0:00:00.191001 |\n", "| Average | 0.4796 | 0:00:00.143250 | 0:00:00.017250 | 0:00:00.080250 |\n", "| Std Dev. | 0.0375 | 0.029549669966133518 | 0.007361627789388953 | 0.06657882576145284 |\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 | 0.2636 | 0:00:00.113002 | 0:00:00.008998 | 0:00:00.113002 |\n", "| 15 | 0.2437 | 0:00:00.126000 | 0:00:00.011000 | 0:00:00.126000 |\n", "| 30 | 0.2466 | 0:00:00.142999 | 0:00:00.023000 | 0:00:00.142999 |\n", "| 45 | 0.2675 | 0:00:00.191001 | 0:00:00.026000 | 0:00:00.191001 |\n", "| Average | 0.2553 | 0:00:00.143250 | 0:00:00.017250 | 0:00:00.080250 |\n", "| Std Dev. | 0.0103 | 0.029549669966133518 | 0.007361627789388953 | 0.06657882576145284 |\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 | 0:00:00.113002 | 0:00:00.008998 | 0:00:00.113002 |\n", "| 15 | 0.4194 | 0:00:00.126000 | 0:00:00.011000 | 0:00:00.126000 |\n", "| 30 | 0.3871 | 0:00:00.142999 | 0:00:00.023000 | 0:00:00.142999 |\n", "| 45 | 0.2903 | 0:00:00.191001 | 0:00:00.026000 | 0:00:00.191001 |\n", "| Average | 0.379 | 0:00:00.143250 | 0:00:00.017250 | 0:00:00.080250 |\n", "| Std Dev. | 0.0529 | 0.029549669966133518 | 0.007361627789388953 | 0.06657882576145284 |\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 | 0.4516 | 0:00:00.116000 | 0:00:00.012000 | 0:00:00.116000 |\n", "| 15 | 0.6452 | 0:00:00.178001 | 0:00:00.019001 | 0:00:00.178001 |\n", "| 30 | 0.6129 | 0:00:00.218998 | 0:00:00.018000 | 0:00:00.218998 |\n", "| 45 | 0.5806 | 0:00:00.189000 | 0:00:00.022001 | 0:00:00.189000 |\n", "| Average | 0.5726 | 0:00:00.175500 | 0:00:00.017750 | 0:00:00.096625 |\n", "| Std Dev. | 0.0735 | 0.03748597775535285 | 0.003631791565453306 | 0.08324907781579725 |\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 | 0.4307 | 0:00:00.116000 | 0:00:00.012000 | 0:00:00.116000 |\n", "| 15 | 0.5571 | 0:00:00.178001 | 0:00:00.019001 | 0:00:00.178001 |\n", "| 30 | 0.497 | 0:00:00.218998 | 0:00:00.018000 | 0:00:00.218998 |\n", "| 45 | 0.3333 | 0:00:00.189000 | 0:00:00.022001 | 0:00:00.189000 |\n", "| Average | 0.4545 | 0:00:00.175500 | 0:00:00.017750 | 0:00:00.096625 |\n", "| Std Dev. | 0.083 | 0.03748597775535285 | 0.003631791565453306 | 0.08324907781579725 |\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 | 0:00:00.116000 | 0:00:00.012000 | 0:00:00.116000 |\n", "| 15 | 0.6452 | 0:00:00.178001 | 0:00:00.019001 | 0:00:00.178001 |\n", "| 30 | 0.6129 | 0:00:00.218998 | 0:00:00.018000 | 0:00:00.218998 |\n", "| 45 | 0.5806 | 0:00:00.189000 | 0:00:00.022001 | 0:00:00.189000 |\n", "| Average | 0.5726 | 0:00:00.175500 | 0:00:00.017750 | 0:00:00.096625 |\n", "| Std Dev. | 0.0735 | 0.03748597775535285 | 0.003631791565453306 | 0.08324907781579725 |\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 | 0.4167 | 0:00:00.116000 | 0:00:00.012000 | 0:00:00.116000 |\n", "| 15 | 0.553 | 0:00:00.178001 | 0:00:00.019001 | 0:00:00.178001 |\n", "| 30 | 0.4975 | 0:00:00.218998 | 0:00:00.018000 | 0:00:00.218998 |\n", "| 45 | 0.4091 | 0:00:00.189000 | 0:00:00.022001 | 0:00:00.189000 |\n", "| Average | 0.4691 | 0:00:00.175500 | 0:00:00.017750 | 0:00:00.096625 |\n", "| Std Dev. | 0.0596 | 0.03748597775535285 | 0.003631791565453306 | 0.08324907781579725 |\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 | 0:00:00.116000 | 0:00:00.012000 | 0:00:00.116000 |\n", "| 15 | 0.6452 | 0:00:00.178001 | 0:00:00.019001 | 0:00:00.178001 |\n", "| 30 | 0.6129 | 0:00:00.218998 | 0:00:00.018000 | 0:00:00.218998 |\n", "| 45 | 0.5806 | 0:00:00.189000 | 0:00:00.022001 | 0:00:00.189000 |\n", "| Average | 0.5726 | 0:00:00.175500 | 0:00:00.017750 | 0:00:00.096625 |\n", "| Std Dev. | 0.0735 | 0.03748597775535285 | 0.003631791565453306 | 0.08324907781579725 |\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 | 0.4125 | 0:00:00.116000 | 0:00:00.012000 | 0:00:00.116000 |\n", "| 15 | 0.5542 | 0:00:00.178001 | 0:00:00.019001 | 0:00:00.178001 |\n", "| 30 | 0.4946 | 0:00:00.218998 | 0:00:00.018000 | 0:00:00.218998 |\n", "| 45 | 0.3673 | 0:00:00.189000 | 0:00:00.022001 | 0:00:00.189000 |\n", "| Average | 0.4572 | 0:00:00.175500 | 0:00:00.017750 | 0:00:00.096625 |\n", "| Std Dev. | 0.0723 | 0.03748597775535285 | 0.003631791565453306 | 0.08324907781579725 |\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 | 0:00:00.116000 | 0:00:00.012000 | 0:00:00.116000 |\n", "| 15 | 0.6452 | 0:00:00.178001 | 0:00:00.019001 | 0:00:00.178001 |\n", "| 30 | 0.6129 | 0:00:00.218998 | 0:00:00.018000 | 0:00:00.218998 |\n", "| 45 | 0.5806 | 0:00:00.189000 | 0:00:00.022001 | 0:00:00.189000 |\n", "| Average | 0.5726 | 0:00:00.175500 | 0:00:00.017750 | 0:00:00.096625 |\n", "| Std Dev. | 0.0735 | 0.03748597775535285 | 0.003631791565453306 | 0.08324907781579725 |\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 | 0.4167 | 0:00:00.116000 | 0:00:00.012000 | 0:00:00.116000 |\n", "| 15 | 0.553 | 0:00:00.178001 | 0:00:00.019001 | 0:00:00.178001 |\n", "| 30 | 0.4975 | 0:00:00.218998 | 0:00:00.018000 | 0:00:00.218998 |\n", "| 45 | 0.4091 | 0:00:00.189000 | 0:00:00.022001 | 0:00:00.189000 |\n", "| Average | 0.4691 | 0:00:00.175500 | 0:00:00.017750 | 0:00:00.096625 |\n", "| Std Dev. | 0.0596 | 0.03748597775535285 | 0.003631791565453306 | 0.08324907781579725 |\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 | 0.265 | 0:00:00.116000 | 0:00:00.012000 | 0:00:00.116000 |\n", "| 15 | 0.3185 | 0:00:00.178001 | 0:00:00.019001 | 0:00:00.178001 |\n", "| 30 | 0.2893 | 0:00:00.218998 | 0:00:00.018000 | 0:00:00.218998 |\n", "| 45 | 0.2903 | 0:00:00.189000 | 0:00:00.022001 | 0:00:00.189000 |\n", "| Average | 0.2908 | 0:00:00.175500 | 0:00:00.017750 | 0:00:00.096625 |\n", "| Std Dev. | 0.019 | 0.03748597775535285 | 0.003631791565453306 | 0.08324907781579725 |\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 | 0:00:00.116000 | 0:00:00.012000 | 0:00:00.116000 |\n", "| 15 | 0.3548 | 0:00:00.178001 | 0:00:00.019001 | 0:00:00.178001 |\n", "| 30 | 0.3871 | 0:00:00.218998 | 0:00:00.018000 | 0:00:00.218998 |\n", "| 45 | 0.4194 | 0:00:00.189000 | 0:00:00.022001 | 0:00:00.189000 |\n", "| Average | 0.4274 | 0:00:00.175500 | 0:00:00.017750 | 0:00:00.096625 |\n", "| Std Dev. | 0.0735 | 0.03748597775535285 | 0.003631791565453306 | 0.08324907781579725 |\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 | 0.6333 | 0:00:00.128999 | 0:00:00.009001 | 0:00:00.128999 |\n", "| 15 | 0.6667 | 0:00:00.148000 | 0:00:00.019000 | 0:00:00.148000 |\n", "| 30 | 0.7333 | 0:00:00.152000 | 0:00:00.015011 | 0:00:00.152000 |\n", "| 45 | 0.7333 | 0:00:00.160989 | 0:00:00.016002 | 0:00:00.160989 |\n", "| Average | 0.6917 | 0:00:00.147497 | 0:00:00.014753 | 0:00:00.081125 |\n", "| Std Dev. | 0.0433 | 0.011669732183087657 | 0.003631597245401458 | 0.06693212326070054 |\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 | 0.3519 | 0:00:00.128999 | 0:00:00.009001 | 0:00:00.128999 |\n", "| 15 | 0.3571 | 0:00:00.148000 | 0:00:00.019000 | 0:00:00.148000 |\n", "| 30 | 0.3667 | 0:00:00.152000 | 0:00:00.015011 | 0:00:00.152000 |\n", "| 45 | 0.3667 | 0:00:00.160989 | 0:00:00.016002 | 0:00:00.160989 |\n", "| Average | 0.3606 | 0:00:00.147497 | 0:00:00.014753 | 0:00:00.081125 |\n", "| Std Dev. | 0.0064 | 0.011669732183087657 | 0.003631597245401458 | 0.06693212326070054 |\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 | 0.6333 | 0:00:00.128999 | 0:00:00.009001 | 0:00:00.128999 |\n", "| 15 | 0.6667 | 0:00:00.148000 | 0:00:00.019000 | 0:00:00.148000 |\n", "| 30 | 0.7333 | 0:00:00.152000 | 0:00:00.015011 | 0:00:00.152000 |\n", "| 45 | 0.7333 | 0:00:00.160989 | 0:00:00.016002 | 0:00:00.160989 |\n", "| Average | 0.6917 | 0:00:00.147497 | 0:00:00.014753 | 0:00:00.081125 |\n", "| Std Dev. | 0.0433 | 0.011669732183087657 | 0.003631597245401458 | 0.06693212326070054 |\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 | 0.4318 | 0:00:00.128999 | 0:00:00.009001 | 0:00:00.128999 |\n", "| 15 | 0.4545 | 0:00:00.148000 | 0:00:00.019000 | 0:00:00.148000 |\n", "| 30 | 0.5 | 0:00:00.152000 | 0:00:00.015011 | 0:00:00.152000 |\n", "| 45 | 0.5 | 0:00:00.160989 | 0:00:00.016002 | 0:00:00.160989 |\n", "| Average | 0.4716 | 0:00:00.147497 | 0:00:00.014753 | 0:00:00.081125 |\n", "| Std Dev. | 0.0295 | 0.011669732183087657 | 0.003631597245401458 | 0.06693212326070054 |\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 | 0.6333 | 0:00:00.128999 | 0:00:00.009001 | 0:00:00.128999 |\n", "| 15 | 0.6667 | 0:00:00.148000 | 0:00:00.019000 | 0:00:00.148000 |\n", "| 30 | 0.7333 | 0:00:00.152000 | 0:00:00.015011 | 0:00:00.152000 |\n", "| 45 | 0.7333 | 0:00:00.160989 | 0:00:00.016002 | 0:00:00.160989 |\n", "| Average | 0.6917 | 0:00:00.147497 | 0:00:00.014753 | 0:00:00.081125 |\n", "| Std Dev. | 0.0433 | 0.011669732183087657 | 0.003631597245401458 | 0.06693212326070054 |\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 | 0.3878 | 0:00:00.128999 | 0:00:00.009001 | 0:00:00.128999 |\n", "| 15 | 0.4 | 0:00:00.148000 | 0:00:00.019000 | 0:00:00.148000 |\n", "| 30 | 0.4231 | 0:00:00.152000 | 0:00:00.015011 | 0:00:00.152000 |\n", "| 45 | 0.4231 | 0:00:00.160989 | 0:00:00.016002 | 0:00:00.160989 |\n", "| Average | 0.4085 | 0:00:00.147497 | 0:00:00.014753 | 0:00:00.081125 |\n", "| Std Dev. | 0.0152 | 0.011669732183087657 | 0.003631597245401458 | 0.06693212326070054 |\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 | 0.6333 | 0:00:00.128999 | 0:00:00.009001 | 0:00:00.128999 |\n", "| 15 | 0.6667 | 0:00:00.148000 | 0:00:00.019000 | 0:00:00.148000 |\n", "| 30 | 0.7333 | 0:00:00.152000 | 0:00:00.015011 | 0:00:00.152000 |\n", "| 45 | 0.7333 | 0:00:00.160989 | 0:00:00.016002 | 0:00:00.160989 |\n", "| Average | 0.6917 | 0:00:00.147497 | 0:00:00.014753 | 0:00:00.081125 |\n", "| Std Dev. | 0.0433 | 0.011669732183087657 | 0.003631597245401458 | 0.06693212326070054 |\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 | 0.4318 | 0:00:00.128999 | 0:00:00.009001 | 0:00:00.128999 |\n", "| 15 | 0.4545 | 0:00:00.148000 | 0:00:00.019000 | 0:00:00.148000 |\n", "| 30 | 0.5 | 0:00:00.152000 | 0:00:00.015011 | 0:00:00.152000 |\n", "| 45 | 0.5 | 0:00:00.160989 | 0:00:00.016002 | 0:00:00.160989 |\n", "| Average | 0.4716 | 0:00:00.147497 | 0:00:00.014753 | 0:00:00.081125 |\n", "| Std Dev. | 0.0295 | 0.011669732183087657 | 0.003631597245401458 | 0.06693212326070054 |\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 | 0:00:00.128999 | 0:00:00.009001 | 0:00:00.128999 |\n", "| 15 | 0.2667 | 0:00:00.148000 | 0:00:00.019000 | 0:00:00.148000 |\n", "| 30 | 0.2667 | 0:00:00.152000 | 0:00:00.015011 | 0:00:00.152000 |\n", "| 45 | 0.2667 | 0:00:00.160989 | 0:00:00.016002 | 0:00:00.160989 |\n", "| Average | 0.2667 | 0:00:00.147497 | 0:00:00.014753 | 0:00:00.081125 |\n", "| Std Dev. | 0.0 | 0.011669732183087657 | 0.003631597245401458 | 0.06693212326070054 |\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 | 0.3667 | 0:00:00.128999 | 0:00:00.009001 | 0:00:00.128999 |\n", "| 15 | 0.3333 | 0:00:00.148000 | 0:00:00.019000 | 0:00:00.148000 |\n", "| 30 | 0.2667 | 0:00:00.152000 | 0:00:00.015011 | 0:00:00.152000 |\n", "| 45 | 0.2667 | 0:00:00.160989 | 0:00:00.016002 | 0:00:00.160989 |\n", "| Average | 0.3083 | 0:00:00.147497 | 0:00:00.014753 | 0:00:00.081125 |\n", "| Std Dev. | 0.0433 | 0.011669732183087657 | 0.003631597245401458 | 0.06693212326070054 |\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 | 0:00:00.123999 | 0:00:00.015008 | 0:00:00.123999 |\n", "| 15 | 0.7333 | 0:00:00.125992 | 0:00:00.013999 | 0:00:00.125992 |\n", "| 30 | 0.7333 | 0:00:00.162002 | 0:00:00.026999 | 0:00:00.162002 |\n", "| 45 | 0.7333 | 0:00:00.160000 | 0:00:00.025999 | 0:00:00.160000 |\n", "| Average | 0.6833 | 0:00:00.142998 | 0:00:00.020501 | 0:00:00.081750 |\n", "| Std Dev. | 0.0866 | 0.018030536523844013 | 0.0060187035994207815 | 0.06270594332129442 |\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 | 0.45 | 0:00:00.123999 | 0:00:00.015008 | 0:00:00.123999 |\n", "| 15 | 0.3667 | 0:00:00.125992 | 0:00:00.013999 | 0:00:00.125992 |\n", "| 30 | 0.3667 | 0:00:00.162002 | 0:00:00.026999 | 0:00:00.162002 |\n", "| 45 | 0.3667 | 0:00:00.160000 | 0:00:00.025999 | 0:00:00.160000 |\n", "| Average | 0.3875 | 0:00:00.142998 | 0:00:00.020501 | 0:00:00.081750 |\n", "| Std Dev. | 0.0361 | 0.018030536523844013 | 0.0060187035994207815 | 0.06270594332129442 |\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 | 0:00:00.123999 | 0:00:00.015008 | 0:00:00.123999 |\n", "| 15 | 0.7333 | 0:00:00.125992 | 0:00:00.013999 | 0:00:00.125992 |\n", "| 30 | 0.7333 | 0:00:00.162002 | 0:00:00.026999 | 0:00:00.162002 |\n", "| 45 | 0.7333 | 0:00:00.160000 | 0:00:00.025999 | 0:00:00.160000 |\n", "| Average | 0.6833 | 0:00:00.142998 | 0:00:00.020501 | 0:00:00.081750 |\n", "| Std Dev. | 0.0866 | 0.018030536523844013 | 0.0060187035994207815 | 0.06270594332129442 |\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 | 0.4432 | 0:00:00.123999 | 0:00:00.015008 | 0:00:00.123999 |\n", "| 15 | 0.5 | 0:00:00.125992 | 0:00:00.013999 | 0:00:00.125992 |\n", "| 30 | 0.5 | 0:00:00.162002 | 0:00:00.026999 | 0:00:00.162002 |\n", "| 45 | 0.5 | 0:00:00.160000 | 0:00:00.025999 | 0:00:00.160000 |\n", "| Average | 0.4858 | 0:00:00.142998 | 0:00:00.020501 | 0:00:00.081750 |\n", "| Std Dev. | 0.0246 | 0.018030536523844013 | 0.0060187035994207815 | 0.06270594332129442 |\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 | 0:00:00.123999 | 0:00:00.015008 | 0:00:00.123999 |\n", "| 15 | 0.7333 | 0:00:00.125992 | 0:00:00.013999 | 0:00:00.125992 |\n", "| 30 | 0.7333 | 0:00:00.162002 | 0:00:00.026999 | 0:00:00.162002 |\n", "| 45 | 0.7333 | 0:00:00.160000 | 0:00:00.025999 | 0:00:00.160000 |\n", "| Average | 0.6833 | 0:00:00.142998 | 0:00:00.020501 | 0:00:00.081750 |\n", "| Std Dev. | 0.0866 | 0.018030536523844013 | 0.0060187035994207815 | 0.06270594332129442 |\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 | 0.4444 | 0:00:00.123999 | 0:00:00.015008 | 0:00:00.123999 |\n", "| 15 | 0.4231 | 0:00:00.125992 | 0:00:00.013999 | 0:00:00.125992 |\n", "| 30 | 0.4231 | 0:00:00.162002 | 0:00:00.026999 | 0:00:00.162002 |\n", "| 45 | 0.4231 | 0:00:00.160000 | 0:00:00.025999 | 0:00:00.160000 |\n", "| Average | 0.4284 | 0:00:00.142998 | 0:00:00.020501 | 0:00:00.081750 |\n", "| Std Dev. | 0.0093 | 0.018030536523844013 | 0.0060187035994207815 | 0.06270594332129442 |\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 | 0:00:00.123999 | 0:00:00.015008 | 0:00:00.123999 |\n", "| 15 | 0.7333 | 0:00:00.125992 | 0:00:00.013999 | 0:00:00.125992 |\n", "| 30 | 0.7333 | 0:00:00.162002 | 0:00:00.026999 | 0:00:00.162002 |\n", "| 45 | 0.7333 | 0:00:00.160000 | 0:00:00.025999 | 0:00:00.160000 |\n", "| Average | 0.6833 | 0:00:00.142998 | 0:00:00.020501 | 0:00:00.081750 |\n", "| Std Dev. | 0.0866 | 0.018030536523844013 | 0.0060187035994207815 | 0.06270594332129442 |\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 | 0.4432 | 0:00:00.123999 | 0:00:00.015008 | 0:00:00.123999 |\n", "| 15 | 0.5 | 0:00:00.125992 | 0:00:00.013999 | 0:00:00.125992 |\n", "| 30 | 0.5 | 0:00:00.162002 | 0:00:00.026999 | 0:00:00.162002 |\n", "| 45 | 0.5 | 0:00:00.160000 | 0:00:00.025999 | 0:00:00.160000 |\n", "| Average | 0.4858 | 0:00:00.142998 | 0:00:00.020501 | 0:00:00.081750 |\n", "| Std Dev. | 0.0246 | 0.018030536523844013 | 0.0060187035994207815 | 0.06270594332129442 |\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 | 0.25 | 0:00:00.123999 | 0:00:00.015008 | 0:00:00.123999 |\n", "| 15 | 0.2667 | 0:00:00.125992 | 0:00:00.013999 | 0:00:00.125992 |\n", "| 30 | 0.2667 | 0:00:00.162002 | 0:00:00.026999 | 0:00:00.162002 |\n", "| 45 | 0.2667 | 0:00:00.160000 | 0:00:00.025999 | 0:00:00.160000 |\n", "| Average | 0.2625 | 0:00:00.142998 | 0:00:00.020501 | 0:00:00.081750 |\n", "| Std Dev. | 0.0072 | 0.018030536523844013 | 0.0060187035994207815 | 0.06270594332129442 |\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 | 0:00:00.123999 | 0:00:00.015008 | 0:00:00.123999 |\n", "| 15 | 0.2667 | 0:00:00.125992 | 0:00:00.013999 | 0:00:00.125992 |\n", "| 30 | 0.2667 | 0:00:00.162002 | 0:00:00.026999 | 0:00:00.162002 |\n", "| 45 | 0.2667 | 0:00:00.160000 | 0:00:00.025999 | 0:00:00.160000 |\n", "| Average | 0.3167 | 0:00:00.142998 | 0:00:00.020501 | 0:00:00.081750 |\n", "| Std Dev. | 0.0866 | 0.018030536523844013 | 0.0060187035994207815 | 0.06270594332129442 |\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 | 0.6667 | 0:00:00.089000 | 0:00:00.018003 | 0:00:00.089000 |\n", "| 15 | 0.6667 | 0:00:00.138001 | 0:00:00.022998 | 0:00:00.138001 |\n", "| 30 | 0.7333 | 0:00:00.177001 | 0:00:00.025999 | 0:00:00.177001 |\n", "| 45 | 0.7333 | 0:00:00.168999 | 0:00:00.027001 | 0:00:00.168999 |\n", "| Average | 0.7 | 0:00:00.143250 | 0:00:00.023500 | 0:00:00.083375 |\n", "| Std Dev. | 0.0333 | 0.03454252913006773 | 0.003499040039969156 | 0.06471271408472405 |\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 | 0.5417 | 0:00:00.089000 | 0:00:00.018003 | 0:00:00.089000 |\n", "| 15 | 0.3571 | 0:00:00.138001 | 0:00:00.022998 | 0:00:00.138001 |\n", "| 30 | 0.3667 | 0:00:00.177001 | 0:00:00.025999 | 0:00:00.177001 |\n", "| 45 | 0.3667 | 0:00:00.168999 | 0:00:00.027001 | 0:00:00.168999 |\n", "| Average | 0.408 | 0:00:00.143250 | 0:00:00.023500 | 0:00:00.083375 |\n", "| Std Dev. | 0.0772 | 0.03454252913006773 | 0.003499040039969156 | 0.06471271408472405 |\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 | 0:00:00.089000 | 0:00:00.018003 | 0:00:00.089000 |\n", "| 15 | 0.6667 | 0:00:00.138001 | 0:00:00.022998 | 0:00:00.138001 |\n", "| 30 | 0.7333 | 0:00:00.177001 | 0:00:00.025999 | 0:00:00.177001 |\n", "| 45 | 0.7333 | 0:00:00.168999 | 0:00:00.027001 | 0:00:00.168999 |\n", "| Average | 0.7 | 0:00:00.143250 | 0:00:00.023500 | 0:00:00.083375 |\n", "| Std Dev. | 0.0333 | 0.03454252913006773 | 0.003499040039969156 | 0.06471271408472405 |\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 | 0.5341 | 0:00:00.089000 | 0:00:00.018003 | 0:00:00.089000 |\n", "| 15 | 0.4545 | 0:00:00.138001 | 0:00:00.022998 | 0:00:00.138001 |\n", "| 30 | 0.5 | 0:00:00.177001 | 0:00:00.025999 | 0:00:00.177001 |\n", "| 45 | 0.5 | 0:00:00.168999 | 0:00:00.027001 | 0:00:00.168999 |\n", "| Average | 0.4972 | 0:00:00.143250 | 0:00:00.023500 | 0:00:00.083375 |\n", "| Std Dev. | 0.0283 | 0.03454252913006773 | 0.003499040039969156 | 0.06471271408472405 |\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 | 0:00:00.089000 | 0:00:00.018003 | 0:00:00.089000 |\n", "| 15 | 0.6667 | 0:00:00.138001 | 0:00:00.022998 | 0:00:00.138001 |\n", "| 30 | 0.7333 | 0:00:00.177001 | 0:00:00.025999 | 0:00:00.177001 |\n", "| 45 | 0.7333 | 0:00:00.168999 | 0:00:00.027001 | 0:00:00.168999 |\n", "| Average | 0.7 | 0:00:00.143250 | 0:00:00.023500 | 0:00:00.083375 |\n", "| Std Dev. | 0.0333 | 0.03454252913006773 | 0.003499040039969156 | 0.06471271408472405 |\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 | 0.5342 | 0:00:00.089000 | 0:00:00.018003 | 0:00:00.089000 |\n", "| 15 | 0.4 | 0:00:00.138001 | 0:00:00.022998 | 0:00:00.138001 |\n", "| 30 | 0.4231 | 0:00:00.177001 | 0:00:00.025999 | 0:00:00.177001 |\n", "| 45 | 0.4231 | 0:00:00.168999 | 0:00:00.027001 | 0:00:00.168999 |\n", "| Average | 0.4451 | 0:00:00.143250 | 0:00:00.023500 | 0:00:00.083375 |\n", "| Std Dev. | 0.0523 | 0.03454252913006773 | 0.003499040039969156 | 0.06471271408472405 |\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 | 0:00:00.089000 | 0:00:00.018003 | 0:00:00.089000 |\n", "| 15 | 0.6667 | 0:00:00.138001 | 0:00:00.022998 | 0:00:00.138001 |\n", "| 30 | 0.7333 | 0:00:00.177001 | 0:00:00.025999 | 0:00:00.177001 |\n", "| 45 | 0.7333 | 0:00:00.168999 | 0:00:00.027001 | 0:00:00.168999 |\n", "| Average | 0.7 | 0:00:00.143250 | 0:00:00.023500 | 0:00:00.083375 |\n", "| Std Dev. | 0.0333 | 0.03454252913006773 | 0.003499040039969156 | 0.06471271408472405 |\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 | 0.5341 | 0:00:00.089000 | 0:00:00.018003 | 0:00:00.089000 |\n", "| 15 | 0.4545 | 0:00:00.138001 | 0:00:00.022998 | 0:00:00.138001 |\n", "| 30 | 0.5 | 0:00:00.177001 | 0:00:00.025999 | 0:00:00.177001 |\n", "| 45 | 0.5 | 0:00:00.168999 | 0:00:00.027001 | 0:00:00.168999 |\n", "| Average | 0.4972 | 0:00:00.143250 | 0:00:00.023500 | 0:00:00.083375 |\n", "| Std Dev. | 0.0283 | 0.03454252913006773 | 0.003499040039969156 | 0.06471271408472405 |\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 | 0.2833 | 0:00:00.089000 | 0:00:00.018003 | 0:00:00.089000 |\n", "| 15 | 0.2667 | 0:00:00.138001 | 0:00:00.022998 | 0:00:00.138001 |\n", "| 30 | 0.2667 | 0:00:00.177001 | 0:00:00.025999 | 0:00:00.177001 |\n", "| 45 | 0.2667 | 0:00:00.168999 | 0:00:00.027001 | 0:00:00.168999 |\n", "| Average | 0.2708 | 0:00:00.143250 | 0:00:00.023500 | 0:00:00.083375 |\n", "| Std Dev. | 0.0072 | 0.03454252913006773 | 0.003499040039969156 | 0.06471271408472405 |\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 | 0:00:00.089000 | 0:00:00.018003 | 0:00:00.089000 |\n", "| 15 | 0.3333 | 0:00:00.138001 | 0:00:00.022998 | 0:00:00.138001 |\n", "| 30 | 0.2667 | 0:00:00.177001 | 0:00:00.025999 | 0:00:00.177001 |\n", "| 45 | 0.2667 | 0:00:00.168999 | 0:00:00.027001 | 0:00:00.168999 |\n", "| Average | 0.3 | 0:00:00.143250 | 0:00:00.023500 | 0:00:00.083375 |\n", "| Std Dev. | 0.0333 | 0.03454252913006773 | 0.003499040039969156 | 0.06471271408472405 |\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 | 0:00:00.075999 | 0:00:00.014000 | 0:00:00.075999 |\n", "| 15 | 0.7333 | 0:00:00.094000 | 0:00:00.021000 | 0:00:00.094000 |\n", "| 30 | 0.7333 | 0:00:00.123004 | 0:00:00.022996 | 0:00:00.123004 |\n", "| 45 | 0.7333 | 0:00:00.131000 | 0:00:00.024000 | 0:00:00.131000 |\n", "| Average | 0.6917 | 0:00:00.106001 | 0:00:00.020499 | 0:00:00.063250 |\n", "| Std Dev. | 0.0722 | 0.022125683535135793 | 0.0039045292403665065 | 0.04560734084815517 |\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 | 0:00:00.075999 | 0:00:00.014000 | 0:00:00.075999 |\n", "| 15 | 0.625 | 0:00:00.094000 | 0:00:00.021000 | 0:00:00.094000 |\n", "| 30 | 0.3667 | 0:00:00.123004 | 0:00:00.022996 | 0:00:00.123004 |\n", "| 45 | 0.3667 | 0:00:00.131000 | 0:00:00.024000 | 0:00:00.131000 |\n", "| Average | 0.4566 | 0:00:00.106001 | 0:00:00.020499 | 0:00:00.063250 |\n", "| Std Dev. | 0.1057 | 0.022125683535135793 | 0.0039045292403665065 | 0.04560734084815517 |\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 | 0:00:00.075999 | 0:00:00.014000 | 0:00:00.075999 |\n", "| 15 | 0.7333 | 0:00:00.094000 | 0:00:00.021000 | 0:00:00.094000 |\n", "| 30 | 0.7333 | 0:00:00.123004 | 0:00:00.022996 | 0:00:00.123004 |\n", "| 45 | 0.7333 | 0:00:00.131000 | 0:00:00.024000 | 0:00:00.131000 |\n", "| Average | 0.6917 | 0:00:00.106001 | 0:00:00.020499 | 0:00:00.063250 |\n", "| Std Dev. | 0.0722 | 0.022125683535135793 | 0.0039045292403665065 | 0.04560734084815517 |\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 | 0:00:00.075999 | 0:00:00.014000 | 0:00:00.075999 |\n", "| 15 | 0.5398 | 0:00:00.094000 | 0:00:00.021000 | 0:00:00.094000 |\n", "| 30 | 0.5 | 0:00:00.123004 | 0:00:00.022996 | 0:00:00.123004 |\n", "| 45 | 0.5 | 0:00:00.131000 | 0:00:00.024000 | 0:00:00.131000 |\n", "| Average | 0.5014 | 0:00:00.106001 | 0:00:00.020499 | 0:00:00.063250 |\n", "| Std Dev. | 0.0262 | 0.022125683535135793 | 0.0039045292403665065 | 0.04560734084815517 |\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 | 0:00:00.075999 | 0:00:00.014000 | 0:00:00.075999 |\n", "| 15 | 0.7333 | 0:00:00.094000 | 0:00:00.021000 | 0:00:00.094000 |\n", "| 30 | 0.7333 | 0:00:00.123004 | 0:00:00.022996 | 0:00:00.123004 |\n", "| 45 | 0.7333 | 0:00:00.131000 | 0:00:00.024000 | 0:00:00.131000 |\n", "| Average | 0.6917 | 0:00:00.106001 | 0:00:00.020499 | 0:00:00.063250 |\n", "| Std Dev. | 0.0722 | 0.022125683535135793 | 0.0039045292403665065 | 0.04560734084815517 |\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 | 0:00:00.075999 | 0:00:00.014000 | 0:00:00.075999 |\n", "| 15 | 0.52 | 0:00:00.094000 | 0:00:00.021000 | 0:00:00.094000 |\n", "| 30 | 0.4231 | 0:00:00.123004 | 0:00:00.022996 | 0:00:00.123004 |\n", "| 45 | 0.4231 | 0:00:00.131000 | 0:00:00.024000 | 0:00:00.131000 |\n", "| Average | 0.4582 | 0:00:00.106001 | 0:00:00.020499 | 0:00:00.063250 |\n", "| Std Dev. | 0.0399 | 0.022125683535135793 | 0.0039045292403665065 | 0.04560734084815517 |\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 | 0:00:00.075999 | 0:00:00.014000 | 0:00:00.075999 |\n", "| 15 | 0.7333 | 0:00:00.094000 | 0:00:00.021000 | 0:00:00.094000 |\n", "| 30 | 0.7333 | 0:00:00.123004 | 0:00:00.022996 | 0:00:00.123004 |\n", "| 45 | 0.7333 | 0:00:00.131000 | 0:00:00.024000 | 0:00:00.131000 |\n", "| Average | 0.6917 | 0:00:00.106001 | 0:00:00.020499 | 0:00:00.063250 |\n", "| Std Dev. | 0.0722 | 0.022125683535135793 | 0.0039045292403665065 | 0.04560734084815517 |\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 | 0:00:00.075999 | 0:00:00.014000 | 0:00:00.075999 |\n", "| 15 | 0.5398 | 0:00:00.094000 | 0:00:00.021000 | 0:00:00.094000 |\n", "| 30 | 0.5 | 0:00:00.123004 | 0:00:00.022996 | 0:00:00.123004 |\n", "| 45 | 0.5 | 0:00:00.131000 | 0:00:00.024000 | 0:00:00.131000 |\n", "| Average | 0.5014 | 0:00:00.106001 | 0:00:00.020499 | 0:00:00.063250 |\n", "| Std Dev. | 0.0262 | 0.022125683535135793 | 0.0039045292403665065 | 0.04560734084815517 |\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 | 0:00:00.075999 | 0:00:00.014000 | 0:00:00.075999 |\n", "| 15 | 0.2958 | 0:00:00.094000 | 0:00:00.021000 | 0:00:00.094000 |\n", "| 30 | 0.2667 | 0:00:00.123004 | 0:00:00.022996 | 0:00:00.123004 |\n", "| 45 | 0.2667 | 0:00:00.131000 | 0:00:00.024000 | 0:00:00.131000 |\n", "| Average | 0.2712 | 0:00:00.106001 | 0:00:00.020499 | 0:00:00.063250 |\n", "| Std Dev. | 0.0149 | 0.022125683535135793 | 0.0039045292403665065 | 0.04560734084815517 |\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 | 0:00:00.075999 | 0:00:00.014000 | 0:00:00.075999 |\n", "| 15 | 0.2667 | 0:00:00.094000 | 0:00:00.021000 | 0:00:00.094000 |\n", "| 30 | 0.2667 | 0:00:00.123004 | 0:00:00.022996 | 0:00:00.123004 |\n", "| 45 | 0.2667 | 0:00:00.131000 | 0:00:00.024000 | 0:00:00.131000 |\n", "| Average | 0.3083 | 0:00:00.106001 | 0:00:00.020499 | 0:00:00.063250 |\n", "| Std Dev. | 0.0722 | 0.022125683535135793 | 0.0039045292403665065 | 0.04560734084815517 |\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 | 0.5239 | 0.1524 | 0:00:00.108800 | 0:00:00.012901 | 0:00:00.121701 |\n", "| 15 | 0.6026 | 0.1385 | 0:00:00.128899 | 0:00:00.016701 | 0:00:00.145600 |\n", "| 30 | 0.6772 | 0.1005 | 0:00:00.153800 | 0:00:00.020100 | 0:00:00.173900 |\n", "| 45 | 0.7159 | 0.0465 | 0:00:00.148899 | 0:00:00.021700 | 0:00:00.170599 |\n", "| Average | 0.6299 | 0.1095 | 0:00:00.135099 | 0:00:00.017850 | 0:00:00.152950 |\n", "| Std Dev. | 0.0735 | 0.041 | 0.0178203007 | 0.003379974 | 0.0211003804 |\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 | 0.4125 | 0.0958 | 0:00:00.108800 | 0:00:00.012901 | 0:00:00.121701 |\n", "| 15 | 0.4286 | 0.1003 | 0:00:00.128899 | 0:00:00.016701 | 0:00:00.145600 |\n", "| 30 | 0.427 | 0.1014 | 0:00:00.153800 | 0:00:00.020100 | 0:00:00.173900 |\n", "| 45 | 0.4359 | 0.1154 | 0:00:00.148899 | 0:00:00.021700 | 0:00:00.170599 |\n", "| Average | 0.426 | 0.1032 | 0:00:00.135099 | 0:00:00.017850 | 0:00:00.152950 |\n", "| Std Dev. | 0.0085 | 0.0073 | 0.0178203007 | 0.003379974 | 0.0211003804 |\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 | 0.5239 | 0.1524 | 0:00:00.108800 | 0:00:00.012901 | 0:00:00.121701 |\n", "| 15 | 0.6026 | 0.1385 | 0:00:00.128899 | 0:00:00.016701 | 0:00:00.145600 |\n", "| 30 | 0.6772 | 0.1005 | 0:00:00.153800 | 0:00:00.020100 | 0:00:00.173900 |\n", "| 45 | 0.7159 | 0.0465 | 0:00:00.148899 | 0:00:00.021700 | 0:00:00.170599 |\n", "| Average | 0.6299 | 0.1095 | 0:00:00.135099 | 0:00:00.017850 | 0:00:00.152950 |\n", "| Std Dev. | 0.0735 | 0.041 | 0.0178203007 | 0.003379974 | 0.0211003804 |\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 | 0.4226 | 0.1094 | 0:00:00.108800 | 0:00:00.012901 | 0:00:00.121701 |\n", "| 15 | 0.4649 | 0.0786 | 0:00:00.128899 | 0:00:00.016701 | 0:00:00.145600 |\n", "| 30 | 0.4997 | 0.0687 | 0:00:00.153800 | 0:00:00.020100 | 0:00:00.173900 |\n", "| 45 | 0.5069 | 0.0502 | 0:00:00.148899 | 0:00:00.021700 | 0:00:00.170599 |\n", "| Average | 0.4735 | 0.0767 | 0:00:00.135099 | 0:00:00.017850 | 0:00:00.152950 |\n", "| Std Dev. | 0.0334 | 0.0214 | 0.0178203007 | 0.003379974 | 0.0211003804 |\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 | 0.5239 | 0.1524 | 0:00:00.108800 | 0:00:00.012901 | 0:00:00.121701 |\n", "| 15 | 0.6026 | 0.1385 | 0:00:00.128899 | 0:00:00.016701 | 0:00:00.145600 |\n", "| 30 | 0.6772 | 0.1005 | 0:00:00.153800 | 0:00:00.020100 | 0:00:00.173900 |\n", "| 45 | 0.7159 | 0.0465 | 0:00:00.148899 | 0:00:00.021700 | 0:00:00.170599 |\n", "| Average | 0.6299 | 0.1095 | 0:00:00.135099 | 0:00:00.017850 | 0:00:00.152950 |\n", "| Std Dev. | 0.0735 | 0.041 | 0.0178203007 | 0.003379974 | 0.0211003804 |\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 | 0.4073 | 0.1029 | 0:00:00.108800 | 0:00:00.012901 | 0:00:00.121701 |\n", "| 15 | 0.425 | 0.0797 | 0:00:00.128899 | 0:00:00.016701 | 0:00:00.145600 |\n", "| 30 | 0.4543 | 0.0836 | 0:00:00.153800 | 0:00:00.020100 | 0:00:00.173900 |\n", "| 45 | 0.4557 | 0.0722 | 0:00:00.148899 | 0:00:00.021700 | 0:00:00.170599 |\n", "| Average | 0.4356 | 0.0846 | 0:00:00.135099 | 0:00:00.017850 | 0:00:00.152950 |\n", "| Std Dev. | 0.0204 | 0.0113 | 0.0178203007 | 0.003379974 | 0.0211003804 |\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 | 0.5239 | 0.1524 | 0:00:00.108800 | 0:00:00.012901 | 0:00:00.121701 |\n", "| 15 | 0.6026 | 0.1385 | 0:00:00.128899 | 0:00:00.016701 | 0:00:00.145600 |\n", "| 30 | 0.6772 | 0.1005 | 0:00:00.153800 | 0:00:00.020100 | 0:00:00.173900 |\n", "| 45 | 0.7159 | 0.0465 | 0:00:00.148899 | 0:00:00.021700 | 0:00:00.170599 |\n", "| Average | 0.6299 | 0.1095 | 0:00:00.135099 | 0:00:00.017850 | 0:00:00.152950 |\n", "| Std Dev. | 0.0735 | 0.041 | 0.0178203007 | 0.003379974 | 0.0211003804 |\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 | 0.4226 | 0.1094 | 0:00:00.108800 | 0:00:00.012901 | 0:00:00.121701 |\n", "| 15 | 0.4649 | 0.0786 | 0:00:00.128899 | 0:00:00.016701 | 0:00:00.145600 |\n", "| 30 | 0.4997 | 0.0687 | 0:00:00.153800 | 0:00:00.020100 | 0:00:00.173900 |\n", "| 45 | 0.5069 | 0.0502 | 0:00:00.148899 | 0:00:00.021700 | 0:00:00.170599 |\n", "| Average | 0.4735 | 0.0767 | 0:00:00.135099 | 0:00:00.017850 | 0:00:00.152950 |\n", "| Std Dev. | 0.0334 | 0.0214 | 0.0178203007 | 0.003379974 | 0.0211003804 |\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 | 0.2579 | 0.0129 | 0:00:00.108800 | 0:00:00.012901 | 0:00:00.121701 |\n", "| 15 | 0.2675 | 0.0257 | 0:00:00.128899 | 0:00:00.016701 | 0:00:00.145600 |\n", "| 30 | 0.2765 | 0.0482 | 0:00:00.153800 | 0:00:00.020100 | 0:00:00.173900 |\n", "| 45 | 0.2778 | 0.0259 | 0:00:00.148899 | 0:00:00.021700 | 0:00:00.170599 |\n", "| Average | 0.2699 | 0.0282 | 0:00:00.135099 | 0:00:00.017850 | 0:00:00.152950 |\n", "| Std Dev. | 0.008 | 0.0127 | 0.0178203007 | 0.003379974 | 0.0211003804 |\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 | 0.4761 | 0.1524 | 0:00:00.108800 | 0:00:00.012901 | 0:00:00.121701 |\n", "| 15 | 0.3974 | 0.1385 | 0:00:00.128899 | 0:00:00.016701 | 0:00:00.145600 |\n", "| 30 | 0.3228 | 0.1005 | 0:00:00.153800 | 0:00:00.020100 | 0:00:00.173900 |\n", "| 45 | 0.2841 | 0.0465 | 0:00:00.148899 | 0:00:00.021700 | 0:00:00.170599 |\n", "| Average | 0.3701 | 0.1095 | 0:00:00.135099 | 0:00:00.017850 | 0:00:00.152950 |\n", "| Std Dev. | 0.0735 | 0.041 | 0.0178203007 | 0.003379974 | 0.0211003804 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Latest Datasets\\\\Hill_Valley'\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 | 0.6557 | 0:00:00.850000 | 0:00:00.023999 | 0:00:00.850000 |\n", "| 15 | 0.623 | 0:00:00.740001 | 0:00:00.032000 | 0:00:00.740001 |\n", "| 30 | 0.5738 | 0:00:00.668998 | 0:00:00.041001 | 0:00:00.668998 |\n", "| 45 | 0.5246 | 0:00:00.801001 | 0:00:00.062001 | 0:00:00.801001 |\n", "| Average | 0.5943 | 0:00:00.765000 | 0:00:00.039750 | 0:00:00.402375 |\n", "| Std Dev. | 0.0497 | 0.06775368436993622 | 0.014184707649509961 | 0.36591358942272806 |\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 | 0.6559 | 0:00:00.850000 | 0:00:00.023999 | 0:00:00.850000 |\n", "| 15 | 0.6228 | 0:00:00.740001 | 0:00:00.032000 | 0:00:00.740001 |\n", "| 30 | 0.5744 | 0:00:00.668998 | 0:00:00.041001 | 0:00:00.668998 |\n", "| 45 | 0.5247 | 0:00:00.801001 | 0:00:00.062001 | 0:00:00.801001 |\n", "| Average | 0.5945 | 0:00:00.765000 | 0:00:00.039750 | 0:00:00.402375 |\n", "| Std Dev. | 0.0496 | 0.06775368436993622 | 0.014184707649509961 | 0.36591358942272806 |\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 | 0.6557 | 0:00:00.850000 | 0:00:00.023999 | 0:00:00.850000 |\n", "| 15 | 0.623 | 0:00:00.740001 | 0:00:00.032000 | 0:00:00.740001 |\n", "| 30 | 0.5738 | 0:00:00.668998 | 0:00:00.041001 | 0:00:00.668998 |\n", "| 45 | 0.5246 | 0:00:00.801001 | 0:00:00.062001 | 0:00:00.801001 |\n", "| Average | 0.5943 | 0:00:00.765000 | 0:00:00.039750 | 0:00:00.402375 |\n", "| Std Dev. | 0.0497 | 0.06775368436993622 | 0.014184707649509961 | 0.36591358942272806 |\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 | 0.6559 | 0:00:00.850000 | 0:00:00.023999 | 0:00:00.850000 |\n", "| 15 | 0.6226 | 0:00:00.740001 | 0:00:00.032000 | 0:00:00.740001 |\n", "| 30 | 0.5742 | 0:00:00.668998 | 0:00:00.041001 | 0:00:00.668998 |\n", "| 45 | 0.5247 | 0:00:00.801001 | 0:00:00.062001 | 0:00:00.801001 |\n", "| Average | 0.5944 | 0:00:00.765000 | 0:00:00.039750 | 0:00:00.402375 |\n", "| Std Dev. | 0.0496 | 0.06775368436993622 | 0.014184707649509961 | 0.36591358942272806 |\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 | 0.6557 | 0:00:00.850000 | 0:00:00.023999 | 0:00:00.850000 |\n", "| 15 | 0.623 | 0:00:00.740001 | 0:00:00.032000 | 0:00:00.740001 |\n", "| 30 | 0.5738 | 0:00:00.668998 | 0:00:00.041001 | 0:00:00.668998 |\n", "| 45 | 0.5246 | 0:00:00.801001 | 0:00:00.062001 | 0:00:00.801001 |\n", "| Average | 0.5943 | 0:00:00.765000 | 0:00:00.039750 | 0:00:00.402375 |\n", "| Std Dev. | 0.0497 | 0.06775368436993622 | 0.014184707649509961 | 0.36591358942272806 |\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 | 0.6557 | 0:00:00.850000 | 0:00:00.023999 | 0:00:00.850000 |\n", "| 15 | 0.6225 | 0:00:00.740001 | 0:00:00.032000 | 0:00:00.740001 |\n", "| 30 | 0.5737 | 0:00:00.668998 | 0:00:00.041001 | 0:00:00.668998 |\n", "| 45 | 0.5246 | 0:00:00.801001 | 0:00:00.062001 | 0:00:00.801001 |\n", "| Average | 0.5941 | 0:00:00.765000 | 0:00:00.039750 | 0:00:00.402375 |\n", "| Std Dev. | 0.0496 | 0.06775368436993622 | 0.014184707649509961 | 0.36591358942272806 |\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 | 0.6557 | 0:00:00.850000 | 0:00:00.023999 | 0:00:00.850000 |\n", "| 15 | 0.623 | 0:00:00.740001 | 0:00:00.032000 | 0:00:00.740001 |\n", "| 30 | 0.5738 | 0:00:00.668998 | 0:00:00.041001 | 0:00:00.668998 |\n", "| 45 | 0.5246 | 0:00:00.801001 | 0:00:00.062001 | 0:00:00.801001 |\n", "| Average | 0.5943 | 0:00:00.765000 | 0:00:00.039750 | 0:00:00.402375 |\n", "| Std Dev. | 0.0497 | 0.06775368436993622 | 0.014184707649509961 | 0.36591358942272806 |\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 | 0.6559 | 0:00:00.850000 | 0:00:00.023999 | 0:00:00.850000 |\n", "| 15 | 0.6226 | 0:00:00.740001 | 0:00:00.032000 | 0:00:00.740001 |\n", "| 30 | 0.5742 | 0:00:00.668998 | 0:00:00.041001 | 0:00:00.668998 |\n", "| 45 | 0.5247 | 0:00:00.801001 | 0:00:00.062001 | 0:00:00.801001 |\n", "| Average | 0.5944 | 0:00:00.765000 | 0:00:00.039750 | 0:00:00.402375 |\n", "| Std Dev. | 0.0496 | 0.06775368436993622 | 0.014184707649509961 | 0.36591358942272806 |\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 | 0.6104 | 0:00:00.850000 | 0:00:00.023999 | 0:00:00.850000 |\n", "| 15 | 0.5836 | 0:00:00.740001 | 0:00:00.032000 | 0:00:00.740001 |\n", "| 30 | 0.551 | 0:00:00.668998 | 0:00:00.041001 | 0:00:00.668998 |\n", "| 45 | 0.5212 | 0:00:00.801001 | 0:00:00.062001 | 0:00:00.801001 |\n", "| Average | 0.5665 | 0:00:00.765000 | 0:00:00.039750 | 0:00:00.402375 |\n", "| Std Dev. | 0.0336 | 0.06775368436993622 | 0.014184707649509961 | 0.36591358942272806 |\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 | 0.3443 | 0:00:00.850000 | 0:00:00.023999 | 0:00:00.850000 |\n", "| 15 | 0.377 | 0:00:00.740001 | 0:00:00.032000 | 0:00:00.740001 |\n", "| 30 | 0.4262 | 0:00:00.668998 | 0:00:00.041001 | 0:00:00.668998 |\n", "| 45 | 0.4754 | 0:00:00.801001 | 0:00:00.062001 | 0:00:00.801001 |\n", "| Average | 0.4057 | 0:00:00.765000 | 0:00:00.039750 | 0:00:00.402375 |\n", "| Std Dev. | 0.0497 | 0.06775368436993622 | 0.014184707649509961 | 0.36591358942272806 |\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 | 0.541 | 0:00:00.974000 | 0:00:00.034001 | 0:00:00.974000 |\n", "| 15 | 0.5574 | 0:00:00.911000 | 0:00:00.039000 | 0:00:00.911000 |\n", "| 30 | 0.5902 | 0:00:00.862000 | 0:00:00.053000 | 0:00:00.862000 |\n", "| 45 | 0.5902 | 0:00:00.889000 | 0:00:00.055000 | 0:00:00.889000 |\n", "| Average | 0.5697 | 0:00:00.909000 | 0:00:00.045250 | 0:00:00.477125 |\n", "| Std Dev. | 0.0213 | 0.04134594051854751 | 0.00895438120871681 | 0.4329097677339836 |\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 | 0.5406 | 0:00:00.974000 | 0:00:00.034001 | 0:00:00.974000 |\n", "| 15 | 0.5571 | 0:00:00.911000 | 0:00:00.039000 | 0:00:00.911000 |\n", "| 30 | 0.5917 | 0:00:00.862000 | 0:00:00.053000 | 0:00:00.862000 |\n", "| 45 | 0.59 | 0:00:00.889000 | 0:00:00.055000 | 0:00:00.889000 |\n", "| Average | 0.5698 | 0:00:00.909000 | 0:00:00.045250 | 0:00:00.477125 |\n", "| Std Dev. | 0.0218 | 0.04134594051854751 | 0.00895438120871681 | 0.4329097677339836 |\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 | 0.541 | 0:00:00.974000 | 0:00:00.034001 | 0:00:00.974000 |\n", "| 15 | 0.5574 | 0:00:00.911000 | 0:00:00.039000 | 0:00:00.911000 |\n", "| 30 | 0.5902 | 0:00:00.862000 | 0:00:00.053000 | 0:00:00.862000 |\n", "| 45 | 0.5902 | 0:00:00.889000 | 0:00:00.055000 | 0:00:00.889000 |\n", "| Average | 0.5697 | 0:00:00.909000 | 0:00:00.045250 | 0:00:00.477125 |\n", "| Std Dev. | 0.0213 | 0.04134594051854751 | 0.00895438120871681 | 0.4329097677339836 |\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 | 0.5403 | 0:00:00.974000 | 0:00:00.034001 | 0:00:00.974000 |\n", "| 15 | 0.557 | 0:00:00.911000 | 0:00:00.039000 | 0:00:00.911000 |\n", "| 30 | 0.5887 | 0:00:00.862000 | 0:00:00.053000 | 0:00:00.862000 |\n", "| 45 | 0.5898 | 0:00:00.889000 | 0:00:00.055000 | 0:00:00.889000 |\n", "| Average | 0.569 | 0:00:00.909000 | 0:00:00.045250 | 0:00:00.477125 |\n", "| Std Dev. | 0.0211 | 0.04134594051854751 | 0.00895438120871681 | 0.4329097677339836 |\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 | 0.541 | 0:00:00.974000 | 0:00:00.034001 | 0:00:00.974000 |\n", "| 15 | 0.5574 | 0:00:00.911000 | 0:00:00.039000 | 0:00:00.911000 |\n", "| 30 | 0.5902 | 0:00:00.862000 | 0:00:00.053000 | 0:00:00.862000 |\n", "| 45 | 0.5902 | 0:00:00.889000 | 0:00:00.055000 | 0:00:00.889000 |\n", "| Average | 0.5697 | 0:00:00.909000 | 0:00:00.045250 | 0:00:00.477125 |\n", "| Std Dev. | 0.0213 | 0.04134594051854751 | 0.00895438120871681 | 0.4329097677339836 |\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 | 0.5399 | 0:00:00.974000 | 0:00:00.034001 | 0:00:00.974000 |\n", "| 15 | 0.5569 | 0:00:00.911000 | 0:00:00.039000 | 0:00:00.911000 |\n", "| 30 | 0.5862 | 0:00:00.862000 | 0:00:00.053000 | 0:00:00.862000 |\n", "| 45 | 0.5897 | 0:00:00.889000 | 0:00:00.055000 | 0:00:00.889000 |\n", "| Average | 0.5682 | 0:00:00.909000 | 0:00:00.045250 | 0:00:00.477125 |\n", "| Std Dev. | 0.0207 | 0.04134594051854751 | 0.00895438120871681 | 0.4329097677339836 |\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 | 0.541 | 0:00:00.974000 | 0:00:00.034001 | 0:00:00.974000 |\n", "| 15 | 0.5574 | 0:00:00.911000 | 0:00:00.039000 | 0:00:00.911000 |\n", "| 30 | 0.5902 | 0:00:00.862000 | 0:00:00.053000 | 0:00:00.862000 |\n", "| 45 | 0.5902 | 0:00:00.889000 | 0:00:00.055000 | 0:00:00.889000 |\n", "| Average | 0.5697 | 0:00:00.909000 | 0:00:00.045250 | 0:00:00.477125 |\n", "| Std Dev. | 0.0213 | 0.04134594051854751 | 0.00895438120871681 | 0.4329097677339836 |\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 | 0.5403 | 0:00:00.974000 | 0:00:00.034001 | 0:00:00.974000 |\n", "| 15 | 0.557 | 0:00:00.911000 | 0:00:00.039000 | 0:00:00.911000 |\n", "| 30 | 0.5887 | 0:00:00.862000 | 0:00:00.053000 | 0:00:00.862000 |\n", "| 45 | 0.5898 | 0:00:00.889000 | 0:00:00.055000 | 0:00:00.889000 |\n", "| Average | 0.569 | 0:00:00.909000 | 0:00:00.045250 | 0:00:00.477125 |\n", "| Std Dev. | 0.0211 | 0.04134594051854751 | 0.00895438120871681 | 0.4329097677339836 |\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 | 0.5298 | 0:00:00.974000 | 0:00:00.034001 | 0:00:00.974000 |\n", "| 15 | 0.5397 | 0:00:00.911000 | 0:00:00.039000 | 0:00:00.911000 |\n", "| 30 | 0.5591 | 0:00:00.862000 | 0:00:00.053000 | 0:00:00.862000 |\n", "| 45 | 0.5606 | 0:00:00.889000 | 0:00:00.055000 | 0:00:00.889000 |\n", "| Average | 0.5473 | 0:00:00.909000 | 0:00:00.045250 | 0:00:00.477125 |\n", "| Std Dev. | 0.013 | 0.04134594051854751 | 0.00895438120871681 | 0.4329097677339836 |\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 | 0.459 | 0:00:00.974000 | 0:00:00.034001 | 0:00:00.974000 |\n", "| 15 | 0.4426 | 0:00:00.911000 | 0:00:00.039000 | 0:00:00.911000 |\n", "| 30 | 0.4098 | 0:00:00.862000 | 0:00:00.053000 | 0:00:00.862000 |\n", "| 45 | 0.4098 | 0:00:00.889000 | 0:00:00.055000 | 0:00:00.889000 |\n", "| Average | 0.4303 | 0:00:00.909000 | 0:00:00.045250 | 0:00:00.477125 |\n", "| Std Dev. | 0.0213 | 0.04134594051854751 | 0.00895438120871681 | 0.4329097677339836 |\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 | 0.5902 | 0:00:00.891001 | 0:00:00.036000 | 0:00:00.891001 |\n", "| 15 | 0.6066 | 0:00:00.893000 | 0:00:00.044001 | 0:00:00.893000 |\n", "| 30 | 0.459 | 0:00:00.959000 | 0:00:00.049999 | 0:00:00.959000 |\n", "| 45 | 0.4426 | 0:00:00.800003 | 0:00:00.057998 | 0:00:00.800003 |\n", "| Average | 0.5246 | 0:00:00.885751 | 0:00:00.047000 | 0:00:00.466375 |\n", "| Std Dev. | 0.0742 | 0.05656460373818901 | 0.00806152555197709 | 0.421317206924816 |\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 | 0.5904 | 0:00:00.891001 | 0:00:00.036000 | 0:00:00.891001 |\n", "| 15 | 0.6098 | 0:00:00.893000 | 0:00:00.044001 | 0:00:00.893000 |\n", "| 30 | 0.4486 | 0:00:00.959000 | 0:00:00.049999 | 0:00:00.959000 |\n", "| 45 | 0.4401 | 0:00:00.800003 | 0:00:00.057998 | 0:00:00.800003 |\n", "| Average | 0.5222 | 0:00:00.885751 | 0:00:00.047000 | 0:00:00.466375 |\n", "| Std Dev. | 0.0782 | 0.05656460373818901 | 0.00806152555197709 | 0.421317206924816 |\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 | 0:00:00.891001 | 0:00:00.036000 | 0:00:00.891001 |\n", "| 15 | 0.6066 | 0:00:00.893000 | 0:00:00.044001 | 0:00:00.893000 |\n", "| 30 | 0.459 | 0:00:00.959000 | 0:00:00.049999 | 0:00:00.959000 |\n", "| 45 | 0.4426 | 0:00:00.800003 | 0:00:00.057998 | 0:00:00.800003 |\n", "| Average | 0.5246 | 0:00:00.885751 | 0:00:00.047000 | 0:00:00.466375 |\n", "| Std Dev. | 0.0742 | 0.05656460373818901 | 0.00806152555197709 | 0.421317206924816 |\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 | 0.5892 | 0:00:00.891001 | 0:00:00.036000 | 0:00:00.891001 |\n", "| 15 | 0.6048 | 0:00:00.893000 | 0:00:00.044001 | 0:00:00.893000 |\n", "| 30 | 0.4559 | 0:00:00.959000 | 0:00:00.049999 | 0:00:00.959000 |\n", "| 45 | 0.4414 | 0:00:00.800003 | 0:00:00.057998 | 0:00:00.800003 |\n", "| Average | 0.5228 | 0:00:00.885751 | 0:00:00.047000 | 0:00:00.466375 |\n", "| Std Dev. | 0.0746 | 0.05656460373818901 | 0.00806152555197709 | 0.421317206924816 |\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 | 0:00:00.891001 | 0:00:00.036000 | 0:00:00.891001 |\n", "| 15 | 0.6066 | 0:00:00.893000 | 0:00:00.044001 | 0:00:00.893000 |\n", "| 30 | 0.459 | 0:00:00.959000 | 0:00:00.049999 | 0:00:00.959000 |\n", "| 45 | 0.4426 | 0:00:00.800003 | 0:00:00.057998 | 0:00:00.800003 |\n", "| Average | 0.5246 | 0:00:00.885751 | 0:00:00.047000 | 0:00:00.466375 |\n", "| Std Dev. | 0.0742 | 0.05656460373818901 | 0.00806152555197709 | 0.421317206924816 |\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 | 0.5884 | 0:00:00.891001 | 0:00:00.036000 | 0:00:00.891001 |\n", "| 15 | 0.6013 | 0:00:00.893000 | 0:00:00.044001 | 0:00:00.893000 |\n", "| 30 | 0.4372 | 0:00:00.959000 | 0:00:00.049999 | 0:00:00.959000 |\n", "| 45 | 0.4389 | 0:00:00.800003 | 0:00:00.057998 | 0:00:00.800003 |\n", "| Average | 0.5164 | 0:00:00.885751 | 0:00:00.047000 | 0:00:00.466375 |\n", "| Std Dev. | 0.0785 | 0.05656460373818901 | 0.00806152555197709 | 0.421317206924816 |\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 | 0:00:00.891001 | 0:00:00.036000 | 0:00:00.891001 |\n", "| 15 | 0.6066 | 0:00:00.893000 | 0:00:00.044001 | 0:00:00.893000 |\n", "| 30 | 0.459 | 0:00:00.959000 | 0:00:00.049999 | 0:00:00.959000 |\n", "| 45 | 0.4426 | 0:00:00.800003 | 0:00:00.057998 | 0:00:00.800003 |\n", "| Average | 0.5246 | 0:00:00.885751 | 0:00:00.047000 | 0:00:00.466375 |\n", "| Std Dev. | 0.0742 | 0.05656460373818901 | 0.00806152555197709 | 0.421317206924816 |\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 | 0.5892 | 0:00:00.891001 | 0:00:00.036000 | 0:00:00.891001 |\n", "| 15 | 0.6048 | 0:00:00.893000 | 0:00:00.044001 | 0:00:00.893000 |\n", "| 30 | 0.4559 | 0:00:00.959000 | 0:00:00.049999 | 0:00:00.959000 |\n", "| 45 | 0.4414 | 0:00:00.800003 | 0:00:00.057998 | 0:00:00.800003 |\n", "| Average | 0.5228 | 0:00:00.885751 | 0:00:00.047000 | 0:00:00.466375 |\n", "| Std Dev. | 0.0746 | 0.05656460373818901 | 0.00806152555197709 | 0.421317206924816 |\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 | 0.5598 | 0:00:00.891001 | 0:00:00.036000 | 0:00:00.891001 |\n", "| 15 | 0.5695 | 0:00:00.893000 | 0:00:00.044001 | 0:00:00.893000 |\n", "| 30 | 0.4875 | 0:00:00.959000 | 0:00:00.049999 | 0:00:00.959000 |\n", "| 45 | 0.4818 | 0:00:00.800003 | 0:00:00.057998 | 0:00:00.800003 |\n", "| Average | 0.5247 | 0:00:00.885751 | 0:00:00.047000 | 0:00:00.466375 |\n", "| Std Dev. | 0.0402 | 0.05656460373818901 | 0.00806152555197709 | 0.421317206924816 |\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 | 0:00:00.891001 | 0:00:00.036000 | 0:00:00.891001 |\n", "| 15 | 0.3934 | 0:00:00.893000 | 0:00:00.044001 | 0:00:00.893000 |\n", "| 30 | 0.541 | 0:00:00.959000 | 0:00:00.049999 | 0:00:00.959000 |\n", "| 45 | 0.5574 | 0:00:00.800003 | 0:00:00.057998 | 0:00:00.800003 |\n", "| Average | 0.4754 | 0:00:00.885751 | 0:00:00.047000 | 0:00:00.466375 |\n", "| Std Dev. | 0.0742 | 0.05656460373818901 | 0.00806152555197709 | 0.421317206924816 |\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 | 0.5574 | 0:00:00.755000 | 0:00:00.026999 | 0:00:00.755000 |\n", "| 15 | 0.4918 | 0:00:00.916000 | 0:00:00.042001 | 0:00:00.916000 |\n", "| 30 | 0.6066 | 0:00:00.931000 | 0:00:00.055001 | 0:00:00.931000 |\n", "| 45 | 0.5902 | 0:00:01.086000 | 0:00:00.069000 | 0:00:01.086000 |\n", "| Average | 0.5615 | 0:00:00.922000 | 0:00:00.048250 | 0:00:00.485125 |\n", "| Std Dev. | 0.044 | 0.11715581841874165 | 0.015546705760789384 | 0.44479570125140105 |\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 | 0.5572 | 0:00:00.755000 | 0:00:00.026999 | 0:00:00.755000 |\n", "| 15 | 0.49 | 0:00:00.916000 | 0:00:00.042001 | 0:00:00.916000 |\n", "| 30 | 0.6098 | 0:00:00.931000 | 0:00:00.055001 | 0:00:00.931000 |\n", "| 45 | 0.5904 | 0:00:01.086000 | 0:00:00.069000 | 0:00:01.086000 |\n", "| Average | 0.5619 | 0:00:00.922000 | 0:00:00.048250 | 0:00:00.485125 |\n", "| Std Dev. | 0.0455 | 0.11715581841874165 | 0.015546705760789384 | 0.44479570125140105 |\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 | 0.5574 | 0:00:00.755000 | 0:00:00.026999 | 0:00:00.755000 |\n", "| 15 | 0.4918 | 0:00:00.916000 | 0:00:00.042001 | 0:00:00.916000 |\n", "| 30 | 0.6066 | 0:00:00.931000 | 0:00:00.055001 | 0:00:00.931000 |\n", "| 45 | 0.5902 | 0:00:01.086000 | 0:00:00.069000 | 0:00:01.086000 |\n", "| Average | 0.5615 | 0:00:00.922000 | 0:00:00.048250 | 0:00:00.485125 |\n", "| Std Dev. | 0.044 | 0.11715581841874165 | 0.015546705760789384 | 0.44479570125140105 |\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 | 0.5565 | 0:00:00.755000 | 0:00:00.026999 | 0:00:00.755000 |\n", "| 15 | 0.4903 | 0:00:00.916000 | 0:00:00.042001 | 0:00:00.916000 |\n", "| 30 | 0.6048 | 0:00:00.931000 | 0:00:00.055001 | 0:00:00.931000 |\n", "| 45 | 0.5892 | 0:00:01.086000 | 0:00:00.069000 | 0:00:01.086000 |\n", "| Average | 0.5602 | 0:00:00.922000 | 0:00:00.048250 | 0:00:00.485125 |\n", "| Std Dev. | 0.044 | 0.11715581841874165 | 0.015546705760789384 | 0.44479570125140105 |\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 | 0.5574 | 0:00:00.755000 | 0:00:00.026999 | 0:00:00.755000 |\n", "| 15 | 0.4918 | 0:00:00.916000 | 0:00:00.042001 | 0:00:00.916000 |\n", "| 30 | 0.6066 | 0:00:00.931000 | 0:00:00.055001 | 0:00:00.931000 |\n", "| 45 | 0.5902 | 0:00:01.086000 | 0:00:00.069000 | 0:00:01.086000 |\n", "| Average | 0.5615 | 0:00:00.922000 | 0:00:00.048250 | 0:00:00.485125 |\n", "| Std Dev. | 0.044 | 0.11715581841874165 | 0.015546705760789384 | 0.44479570125140105 |\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 | 0.5555 | 0:00:00.755000 | 0:00:00.026999 | 0:00:00.755000 |\n", "| 15 | 0.4868 | 0:00:00.916000 | 0:00:00.042001 | 0:00:00.916000 |\n", "| 30 | 0.6013 | 0:00:00.931000 | 0:00:00.055001 | 0:00:00.931000 |\n", "| 45 | 0.5884 | 0:00:01.086000 | 0:00:00.069000 | 0:00:01.086000 |\n", "| Average | 0.558 | 0:00:00.922000 | 0:00:00.048250 | 0:00:00.485125 |\n", "| Std Dev. | 0.0444 | 0.11715581841874165 | 0.015546705760789384 | 0.44479570125140105 |\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 | 0.5574 | 0:00:00.755000 | 0:00:00.026999 | 0:00:00.755000 |\n", "| 15 | 0.4918 | 0:00:00.916000 | 0:00:00.042001 | 0:00:00.916000 |\n", "| 30 | 0.6066 | 0:00:00.931000 | 0:00:00.055001 | 0:00:00.931000 |\n", "| 45 | 0.5902 | 0:00:01.086000 | 0:00:00.069000 | 0:00:01.086000 |\n", "| Average | 0.5615 | 0:00:00.922000 | 0:00:00.048250 | 0:00:00.485125 |\n", "| Std Dev. | 0.044 | 0.11715581841874165 | 0.015546705760789384 | 0.44479570125140105 |\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 | 0.5565 | 0:00:00.755000 | 0:00:00.026999 | 0:00:00.755000 |\n", "| 15 | 0.4903 | 0:00:00.916000 | 0:00:00.042001 | 0:00:00.916000 |\n", "| 30 | 0.6048 | 0:00:00.931000 | 0:00:00.055001 | 0:00:00.931000 |\n", "| 45 | 0.5892 | 0:00:01.086000 | 0:00:00.069000 | 0:00:01.086000 |\n", "| Average | 0.5602 | 0:00:00.922000 | 0:00:00.048250 | 0:00:00.485125 |\n", "| Std Dev. | 0.044 | 0.11715581841874165 | 0.015546705760789384 | 0.44479570125140105 |\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 | 0.5392 | 0:00:00.755000 | 0:00:00.026999 | 0:00:00.755000 |\n", "| 15 | 0.5034 | 0:00:00.916000 | 0:00:00.042001 | 0:00:00.916000 |\n", "| 30 | 0.5695 | 0:00:00.931000 | 0:00:00.055001 | 0:00:00.931000 |\n", "| 45 | 0.5598 | 0:00:01.086000 | 0:00:00.069000 | 0:00:01.086000 |\n", "| Average | 0.543 | 0:00:00.922000 | 0:00:00.048250 | 0:00:00.485125 |\n", "| Std Dev. | 0.0253 | 0.11715581841874165 | 0.015546705760789384 | 0.44479570125140105 |\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 | 0.4426 | 0:00:00.755000 | 0:00:00.026999 | 0:00:00.755000 |\n", "| 15 | 0.5082 | 0:00:00.916000 | 0:00:00.042001 | 0:00:00.916000 |\n", "| 30 | 0.3934 | 0:00:00.931000 | 0:00:00.055001 | 0:00:00.931000 |\n", "| 45 | 0.4098 | 0:00:01.086000 | 0:00:00.069000 | 0:00:01.086000 |\n", "| Average | 0.4385 | 0:00:00.922000 | 0:00:00.048250 | 0:00:00.485125 |\n", "| Std Dev. | 0.044 | 0.11715581841874165 | 0.015546705760789384 | 0.44479570125140105 |\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 | 0.6721 | 0:00:01.052001 | 0:00:00.035000 | 0:00:01.052001 |\n", "| 15 | 0.6885 | 0:00:00.924999 | 0:00:00.043998 | 0:00:00.924999 |\n", "| 30 | 0.541 | 0:00:00.760001 | 0:00:00.047003 | 0:00:00.760001 |\n", "| 45 | 0.4918 | 0:00:00.671999 | 0:00:00.054998 | 0:00:00.671999 |\n", "| Average | 0.5984 | 0:00:00.852250 | 0:00:00.045250 | 0:00:00.448750 |\n", "| Std Dev. | 0.084 | 0.14679346538791932 | 0.007154198538479345 | 0.41666795763384423 |\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 | 0.6821 | 0:00:01.052001 | 0:00:00.035000 | 0:00:01.052001 |\n", "| 15 | 0.692 | 0:00:00.924999 | 0:00:00.043998 | 0:00:00.924999 |\n", "| 30 | 0.5372 | 0:00:00.760001 | 0:00:00.047003 | 0:00:00.760001 |\n", "| 45 | 0.4897 | 0:00:00.671999 | 0:00:00.054998 | 0:00:00.671999 |\n", "| Average | 0.6003 | 0:00:00.852250 | 0:00:00.045250 | 0:00:00.448750 |\n", "| Std Dev. | 0.0885 | 0.14679346538791932 | 0.007154198538479345 | 0.41666795763384423 |\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 | 0.6721 | 0:00:01.052001 | 0:00:00.035000 | 0:00:01.052001 |\n", "| 15 | 0.6885 | 0:00:00.924999 | 0:00:00.043998 | 0:00:00.924999 |\n", "| 30 | 0.541 | 0:00:00.760001 | 0:00:00.047003 | 0:00:00.760001 |\n", "| 45 | 0.4918 | 0:00:00.671999 | 0:00:00.054998 | 0:00:00.671999 |\n", "| Average | 0.5984 | 0:00:00.852250 | 0:00:00.045250 | 0:00:00.448750 |\n", "| Std Dev. | 0.084 | 0.14679346538791932 | 0.007154198538479345 | 0.41666795763384423 |\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 | 0.6649 | 0:00:01.052001 | 0:00:00.035000 | 0:00:01.052001 |\n", "| 15 | 0.6837 | 0:00:00.924999 | 0:00:00.043998 | 0:00:00.924999 |\n", "| 30 | 0.535 | 0:00:00.760001 | 0:00:00.047003 | 0:00:00.760001 |\n", "| 45 | 0.4898 | 0:00:00.671999 | 0:00:00.054998 | 0:00:00.671999 |\n", "| Average | 0.5933 | 0:00:00.852250 | 0:00:00.045250 | 0:00:00.448750 |\n", "| Std Dev. | 0.0828 | 0.14679346538791932 | 0.007154198538479345 | 0.41666795763384423 |\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 | 0.6721 | 0:00:01.052001 | 0:00:00.035000 | 0:00:01.052001 |\n", "| 15 | 0.6885 | 0:00:00.924999 | 0:00:00.043998 | 0:00:00.924999 |\n", "| 30 | 0.541 | 0:00:00.760001 | 0:00:00.047003 | 0:00:00.760001 |\n", "| 45 | 0.4918 | 0:00:00.671999 | 0:00:00.054998 | 0:00:00.671999 |\n", "| Average | 0.5984 | 0:00:00.852250 | 0:00:00.045250 | 0:00:00.448750 |\n", "| Std Dev. | 0.084 | 0.14679346538791932 | 0.007154198538479345 | 0.41666795763384423 |\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 | 0.6611 | 0:00:01.052001 | 0:00:00.035000 | 0:00:01.052001 |\n", "| 15 | 0.6831 | 0:00:00.924999 | 0:00:00.043998 | 0:00:00.924999 |\n", "| 30 | 0.5308 | 0:00:00.760001 | 0:00:00.047003 | 0:00:00.760001 |\n", "| 45 | 0.4896 | 0:00:00.671999 | 0:00:00.054998 | 0:00:00.671999 |\n", "| Average | 0.5911 | 0:00:00.852250 | 0:00:00.045250 | 0:00:00.448750 |\n", "| Std Dev. | 0.0826 | 0.14679346538791932 | 0.007154198538479345 | 0.41666795763384423 |\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 | 0.6721 | 0:00:01.052001 | 0:00:00.035000 | 0:00:01.052001 |\n", "| 15 | 0.6885 | 0:00:00.924999 | 0:00:00.043998 | 0:00:00.924999 |\n", "| 30 | 0.541 | 0:00:00.760001 | 0:00:00.047003 | 0:00:00.760001 |\n", "| 45 | 0.4918 | 0:00:00.671999 | 0:00:00.054998 | 0:00:00.671999 |\n", "| Average | 0.5984 | 0:00:00.852250 | 0:00:00.045250 | 0:00:00.448750 |\n", "| Std Dev. | 0.084 | 0.14679346538791932 | 0.007154198538479345 | 0.41666795763384423 |\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 | 0.6649 | 0:00:01.052001 | 0:00:00.035000 | 0:00:01.052001 |\n", "| 15 | 0.6837 | 0:00:00.924999 | 0:00:00.043998 | 0:00:00.924999 |\n", "| 30 | 0.535 | 0:00:00.760001 | 0:00:00.047003 | 0:00:00.760001 |\n", "| 45 | 0.4898 | 0:00:00.671999 | 0:00:00.054998 | 0:00:00.671999 |\n", "| Average | 0.5933 | 0:00:00.852250 | 0:00:00.045250 | 0:00:00.448750 |\n", "| Std Dev. | 0.0828 | 0.14679346538791932 | 0.007154198538479345 | 0.41666795763384423 |\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 | 0.6265 | 0:00:01.052001 | 0:00:00.035000 | 0:00:01.052001 |\n", "| 15 | 0.6426 | 0:00:00.924999 | 0:00:00.043998 | 0:00:00.924999 |\n", "| 30 | 0.543 | 0:00:00.760001 | 0:00:00.047003 | 0:00:00.760001 |\n", "| 45 | 0.5196 | 0:00:00.671999 | 0:00:00.054998 | 0:00:00.671999 |\n", "| Average | 0.5829 | 0:00:00.852250 | 0:00:00.045250 | 0:00:00.448750 |\n", "| Std Dev. | 0.0526 | 0.14679346538791932 | 0.007154198538479345 | 0.41666795763384423 |\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 | 0.3279 | 0:00:01.052001 | 0:00:00.035000 | 0:00:01.052001 |\n", "| 15 | 0.3115 | 0:00:00.924999 | 0:00:00.043998 | 0:00:00.924999 |\n", "| 30 | 0.459 | 0:00:00.760001 | 0:00:00.047003 | 0:00:00.760001 |\n", "| 45 | 0.5082 | 0:00:00.671999 | 0:00:00.054998 | 0:00:00.671999 |\n", "| Average | 0.4016 | 0:00:00.852250 | 0:00:00.045250 | 0:00:00.448750 |\n", "| Std Dev. | 0.084 | 0.14679346538791932 | 0.007154198538479345 | 0.41666795763384423 |\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 | 0:00:00.681001 | 0:00:00.059001 | 0:00:00.681001 |\n", "| 15 | 0.55 | 0:00:00.772998 | 0:00:00.028001 | 0:00:00.772998 |\n", "| 30 | 0.6 | 0:00:00.902000 | 0:00:00.050000 | 0:00:00.902000 |\n", "| 45 | 0.5667 | 0:00:00.671002 | 0:00:00.054997 | 0:00:00.671002 |\n", "| Average | 0.5667 | 0:00:00.756750 | 0:00:00.048000 | 0:00:00.402375 |\n", "| Std Dev. | 0.0204 | 0.092806708831792 | 0.011978743156639401 | 0.3604998515596585 |\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 | 0.55 | 0:00:00.681001 | 0:00:00.059001 | 0:00:00.681001 |\n", "| 15 | 0.55 | 0:00:00.772998 | 0:00:00.028001 | 0:00:00.772998 |\n", "| 30 | 0.6007 | 0:00:00.902000 | 0:00:00.050000 | 0:00:00.902000 |\n", "| 45 | 0.5673 | 0:00:00.671002 | 0:00:00.054997 | 0:00:00.671002 |\n", "| Average | 0.567 | 0:00:00.756750 | 0:00:00.048000 | 0:00:00.402375 |\n", "| Std Dev. | 0.0207 | 0.092806708831792 | 0.011978743156639401 | 0.3604998515596585 |\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 | 0:00:00.681001 | 0:00:00.059001 | 0:00:00.681001 |\n", "| 15 | 0.55 | 0:00:00.772998 | 0:00:00.028001 | 0:00:00.772998 |\n", "| 30 | 0.6 | 0:00:00.902000 | 0:00:00.050000 | 0:00:00.902000 |\n", "| 45 | 0.5667 | 0:00:00.671002 | 0:00:00.054997 | 0:00:00.671002 |\n", "| Average | 0.5667 | 0:00:00.756750 | 0:00:00.048000 | 0:00:00.402375 |\n", "| Std Dev. | 0.0204 | 0.092806708831792 | 0.011978743156639401 | 0.3604998515596585 |\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 | 0.5501 | 0:00:00.681001 | 0:00:00.059001 | 0:00:00.681001 |\n", "| 15 | 0.5501 | 0:00:00.772998 | 0:00:00.028001 | 0:00:00.772998 |\n", "| 30 | 0.6007 | 0:00:00.902000 | 0:00:00.050000 | 0:00:00.902000 |\n", "| 45 | 0.5673 | 0:00:00.671002 | 0:00:00.054997 | 0:00:00.671002 |\n", "| Average | 0.567 | 0:00:00.756750 | 0:00:00.048000 | 0:00:00.402375 |\n", "| Std Dev. | 0.0207 | 0.092806708831792 | 0.011978743156639401 | 0.3604998515596585 |\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 | 0:00:00.681001 | 0:00:00.059001 | 0:00:00.681001 |\n", "| 15 | 0.55 | 0:00:00.772998 | 0:00:00.028001 | 0:00:00.772998 |\n", "| 30 | 0.6 | 0:00:00.902000 | 0:00:00.050000 | 0:00:00.902000 |\n", "| 45 | 0.5667 | 0:00:00.671002 | 0:00:00.054997 | 0:00:00.671002 |\n", "| Average | 0.5667 | 0:00:00.756750 | 0:00:00.048000 | 0:00:00.402375 |\n", "| Std Dev. | 0.0204 | 0.092806708831792 | 0.011978743156639401 | 0.3604998515596585 |\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 | 0.5499 | 0:00:00.681001 | 0:00:00.059001 | 0:00:00.681001 |\n", "| 15 | 0.5499 | 0:00:00.772998 | 0:00:00.028001 | 0:00:00.772998 |\n", "| 30 | 0.6 | 0:00:00.902000 | 0:00:00.050000 | 0:00:00.902000 |\n", "| 45 | 0.5667 | 0:00:00.671002 | 0:00:00.054997 | 0:00:00.671002 |\n", "| Average | 0.5666 | 0:00:00.756750 | 0:00:00.048000 | 0:00:00.402375 |\n", "| Std Dev. | 0.0205 | 0.092806708831792 | 0.011978743156639401 | 0.3604998515596585 |\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 | 0:00:00.681001 | 0:00:00.059001 | 0:00:00.681001 |\n", "| 15 | 0.55 | 0:00:00.772998 | 0:00:00.028001 | 0:00:00.772998 |\n", "| 30 | 0.6 | 0:00:00.902000 | 0:00:00.050000 | 0:00:00.902000 |\n", "| 45 | 0.5667 | 0:00:00.671002 | 0:00:00.054997 | 0:00:00.671002 |\n", "| Average | 0.5667 | 0:00:00.756750 | 0:00:00.048000 | 0:00:00.402375 |\n", "| Std Dev. | 0.0204 | 0.092806708831792 | 0.011978743156639401 | 0.3604998515596585 |\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 | 0.5501 | 0:00:00.681001 | 0:00:00.059001 | 0:00:00.681001 |\n", "| 15 | 0.5501 | 0:00:00.772998 | 0:00:00.028001 | 0:00:00.772998 |\n", "| 30 | 0.6007 | 0:00:00.902000 | 0:00:00.050000 | 0:00:00.902000 |\n", "| 45 | 0.5673 | 0:00:00.671002 | 0:00:00.054997 | 0:00:00.671002 |\n", "| Average | 0.567 | 0:00:00.756750 | 0:00:00.048000 | 0:00:00.402375 |\n", "| Std Dev. | 0.0207 | 0.092806708831792 | 0.011978743156639401 | 0.3604998515596585 |\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 | 0.5441 | 0:00:00.681001 | 0:00:00.059001 | 0:00:00.681001 |\n", "| 15 | 0.5441 | 0:00:00.772998 | 0:00:00.028001 | 0:00:00.772998 |\n", "| 30 | 0.5771 | 0:00:00.902000 | 0:00:00.050000 | 0:00:00.902000 |\n", "| 45 | 0.5548 | 0:00:00.671002 | 0:00:00.054997 | 0:00:00.671002 |\n", "| Average | 0.555 | 0:00:00.756750 | 0:00:00.048000 | 0:00:00.402375 |\n", "| Std Dev. | 0.0135 | 0.092806708831792 | 0.011978743156639401 | 0.3604998515596585 |\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 | 0:00:00.681001 | 0:00:00.059001 | 0:00:00.681001 |\n", "| 15 | 0.45 | 0:00:00.772998 | 0:00:00.028001 | 0:00:00.772998 |\n", "| 30 | 0.4 | 0:00:00.902000 | 0:00:00.050000 | 0:00:00.902000 |\n", "| 45 | 0.4333 | 0:00:00.671002 | 0:00:00.054997 | 0:00:00.671002 |\n", "| Average | 0.4333 | 0:00:00.756750 | 0:00:00.048000 | 0:00:00.402375 |\n", "| Std Dev. | 0.0204 | 0.092806708831792 | 0.011978743156639401 | 0.3604998515596585 |\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 | 0.6333 | 0:00:00.770000 | 0:00:00.027000 | 0:00:00.770000 |\n", "| 15 | 0.7 | 0:00:00.660002 | 0:00:00.022000 | 0:00:00.660002 |\n", "| 30 | 0.6833 | 0:00:00.513998 | 0:00:00.027002 | 0:00:00.513998 |\n", "| 45 | 0.6333 | 0:00:00.512999 | 0:00:00.041000 | 0:00:00.512999 |\n", "| Average | 0.6625 | 0:00:00.614250 | 0:00:00.029250 | 0:00:00.321750 |\n", "| Std Dev. | 0.0298 | 0.10799729807387728 | 0.007084109436209246 | 0.30234561329548226 |\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 | 0.6329 | 0:00:00.770000 | 0:00:00.027000 | 0:00:00.770000 |\n", "| 15 | 0.7029 | 0:00:00.660002 | 0:00:00.022000 | 0:00:00.660002 |\n", "| 30 | 0.6833 | 0:00:00.513998 | 0:00:00.027002 | 0:00:00.513998 |\n", "| 45 | 0.6329 | 0:00:00.512999 | 0:00:00.041000 | 0:00:00.512999 |\n", "| Average | 0.663 | 0:00:00.614250 | 0:00:00.029250 | 0:00:00.321750 |\n", "| Std Dev. | 0.0309 | 0.10799729807387728 | 0.007084109436209246 | 0.30234561329548226 |\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 | 0.6333 | 0:00:00.770000 | 0:00:00.027000 | 0:00:00.770000 |\n", "| 15 | 0.7 | 0:00:00.660002 | 0:00:00.022000 | 0:00:00.660002 |\n", "| 30 | 0.6833 | 0:00:00.513998 | 0:00:00.027002 | 0:00:00.513998 |\n", "| 45 | 0.6333 | 0:00:00.512999 | 0:00:00.041000 | 0:00:00.512999 |\n", "| Average | 0.6625 | 0:00:00.614250 | 0:00:00.029250 | 0:00:00.321750 |\n", "| Std Dev. | 0.0298 | 0.10799729807387728 | 0.007084109436209246 | 0.30234561329548226 |\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 | 0.6329 | 0:00:00.770000 | 0:00:00.027000 | 0:00:00.770000 |\n", "| 15 | 0.6974 | 0:00:00.660002 | 0:00:00.022000 | 0:00:00.660002 |\n", "| 30 | 0.6835 | 0:00:00.513998 | 0:00:00.027002 | 0:00:00.513998 |\n", "| 45 | 0.6329 | 0:00:00.512999 | 0:00:00.041000 | 0:00:00.512999 |\n", "| Average | 0.6617 | 0:00:00.614250 | 0:00:00.029250 | 0:00:00.321750 |\n", "| Std Dev. | 0.0292 | 0.10799729807387728 | 0.007084109436209246 | 0.30234561329548226 |\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 | 0.6333 | 0:00:00.770000 | 0:00:00.027000 | 0:00:00.770000 |\n", "| 15 | 0.7 | 0:00:00.660002 | 0:00:00.022000 | 0:00:00.660002 |\n", "| 30 | 0.6833 | 0:00:00.513998 | 0:00:00.027002 | 0:00:00.513998 |\n", "| 45 | 0.6333 | 0:00:00.512999 | 0:00:00.041000 | 0:00:00.512999 |\n", "| Average | 0.6625 | 0:00:00.614250 | 0:00:00.029250 | 0:00:00.321750 |\n", "| Std Dev. | 0.0298 | 0.10799729807387728 | 0.007084109436209246 | 0.30234561329548226 |\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 | 0.6329 | 0:00:00.770000 | 0:00:00.027000 | 0:00:00.770000 |\n", "| 15 | 0.697 | 0:00:00.660002 | 0:00:00.022000 | 0:00:00.660002 |\n", "| 30 | 0.6832 | 0:00:00.513998 | 0:00:00.027002 | 0:00:00.513998 |\n", "| 45 | 0.6329 | 0:00:00.512999 | 0:00:00.041000 | 0:00:00.512999 |\n", "| Average | 0.6615 | 0:00:00.614250 | 0:00:00.029250 | 0:00:00.321750 |\n", "| Std Dev. | 0.029 | 0.10799729807387728 | 0.007084109436209246 | 0.30234561329548226 |\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 | 0.6333 | 0:00:00.770000 | 0:00:00.027000 | 0:00:00.770000 |\n", "| 15 | 0.7 | 0:00:00.660002 | 0:00:00.022000 | 0:00:00.660002 |\n", "| 30 | 0.6833 | 0:00:00.513998 | 0:00:00.027002 | 0:00:00.513998 |\n", "| 45 | 0.6333 | 0:00:00.512999 | 0:00:00.041000 | 0:00:00.512999 |\n", "| Average | 0.6625 | 0:00:00.614250 | 0:00:00.029250 | 0:00:00.321750 |\n", "| Std Dev. | 0.0298 | 0.10799729807387728 | 0.007084109436209246 | 0.30234561329548226 |\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 | 0.6329 | 0:00:00.770000 | 0:00:00.027000 | 0:00:00.770000 |\n", "| 15 | 0.6974 | 0:00:00.660002 | 0:00:00.022000 | 0:00:00.660002 |\n", "| 30 | 0.6835 | 0:00:00.513998 | 0:00:00.027002 | 0:00:00.513998 |\n", "| 45 | 0.6329 | 0:00:00.512999 | 0:00:00.041000 | 0:00:00.512999 |\n", "| Average | 0.6617 | 0:00:00.614250 | 0:00:00.029250 | 0:00:00.321750 |\n", "| Std Dev. | 0.0292 | 0.10799729807387728 | 0.007084109436209246 | 0.30234561329548226 |\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 | 0.5996 | 0:00:00.770000 | 0:00:00.027000 | 0:00:00.770000 |\n", "| 15 | 0.6475 | 0:00:00.660002 | 0:00:00.022000 | 0:00:00.660002 |\n", "| 30 | 0.6409 | 0:00:00.513998 | 0:00:00.027002 | 0:00:00.513998 |\n", "| 45 | 0.5996 | 0:00:00.512999 | 0:00:00.041000 | 0:00:00.512999 |\n", "| Average | 0.6219 | 0:00:00.614250 | 0:00:00.029250 | 0:00:00.321750 |\n", "| Std Dev. | 0.0224 | 0.10799729807387728 | 0.007084109436209246 | 0.30234561329548226 |\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 | 0.3667 | 0:00:00.770000 | 0:00:00.027000 | 0:00:00.770000 |\n", "| 15 | 0.3 | 0:00:00.660002 | 0:00:00.022000 | 0:00:00.660002 |\n", "| 30 | 0.3167 | 0:00:00.513998 | 0:00:00.027002 | 0:00:00.513998 |\n", "| 45 | 0.3667 | 0:00:00.512999 | 0:00:00.041000 | 0:00:00.512999 |\n", "| Average | 0.3375 | 0:00:00.614250 | 0:00:00.029250 | 0:00:00.321750 |\n", "| Std Dev. | 0.0298 | 0.10799729807387728 | 0.007084109436209246 | 0.30234561329548226 |\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 | 0.6667 | 0:00:00.629000 | 0:00:00.017999 | 0:00:00.629000 |\n", "| 15 | 0.6 | 0:00:00.612002 | 0:00:00.032000 | 0:00:00.612002 |\n", "| 30 | 0.5667 | 0:00:00.667001 | 0:00:00.027001 | 0:00:00.667001 |\n", "| 45 | 0.5667 | 0:00:00.603998 | 0:00:00.033000 | 0:00:00.603998 |\n", "| Average | 0.6 | 0:00:00.628000 | 0:00:00.027500 | 0:00:00.327750 |\n", "| Std Dev. | 0.0408 | 0.024259720168797107 | 0.005937343119462064 | 0.3007690532547442 |\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 | 0.6667 | 0:00:00.629000 | 0:00:00.017999 | 0:00:00.629000 |\n", "| 15 | 0.6007 | 0:00:00.612002 | 0:00:00.032000 | 0:00:00.612002 |\n", "| 30 | 0.5788 | 0:00:00.667001 | 0:00:00.027001 | 0:00:00.667001 |\n", "| 45 | 0.5841 | 0:00:00.603998 | 0:00:00.033000 | 0:00:00.603998 |\n", "| Average | 0.6075 | 0:00:00.628000 | 0:00:00.027500 | 0:00:00.327750 |\n", "| Std Dev. | 0.0351 | 0.024259720168797107 | 0.005937343119462064 | 0.3007690532547442 |\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 | 0:00:00.629000 | 0:00:00.017999 | 0:00:00.629000 |\n", "| 15 | 0.6 | 0:00:00.612002 | 0:00:00.032000 | 0:00:00.612002 |\n", "| 30 | 0.5667 | 0:00:00.667001 | 0:00:00.027001 | 0:00:00.667001 |\n", "| 45 | 0.5667 | 0:00:00.603998 | 0:00:00.033000 | 0:00:00.603998 |\n", "| Average | 0.6 | 0:00:00.628000 | 0:00:00.027500 | 0:00:00.327750 |\n", "| Std Dev. | 0.0408 | 0.024259720168797107 | 0.005937343119462064 | 0.3007690532547442 |\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 | 0.6652 | 0:00:00.629000 | 0:00:00.017999 | 0:00:00.629000 |\n", "| 15 | 0.6007 | 0:00:00.612002 | 0:00:00.032000 | 0:00:00.612002 |\n", "| 30 | 0.5717 | 0:00:00.667001 | 0:00:00.027001 | 0:00:00.667001 |\n", "| 45 | 0.5729 | 0:00:00.603998 | 0:00:00.033000 | 0:00:00.603998 |\n", "| Average | 0.6026 | 0:00:00.628000 | 0:00:00.027500 | 0:00:00.327750 |\n", "| Std Dev. | 0.0379 | 0.024259720168797107 | 0.005937343119462064 | 0.3007690532547442 |\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 | 0:00:00.629000 | 0:00:00.017999 | 0:00:00.629000 |\n", "| 15 | 0.6 | 0:00:00.612002 | 0:00:00.032000 | 0:00:00.612002 |\n", "| 30 | 0.5667 | 0:00:00.667001 | 0:00:00.027001 | 0:00:00.667001 |\n", "| 45 | 0.5667 | 0:00:00.603998 | 0:00:00.033000 | 0:00:00.603998 |\n", "| Average | 0.6 | 0:00:00.628000 | 0:00:00.027500 | 0:00:00.327750 |\n", "| Std Dev. | 0.0408 | 0.024259720168797107 | 0.005937343119462064 | 0.3007690532547442 |\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 | 0.6652 | 0:00:00.629000 | 0:00:00.017999 | 0:00:00.629000 |\n", "| 15 | 0.6 | 0:00:00.612002 | 0:00:00.032000 | 0:00:00.612002 |\n", "| 30 | 0.5588 | 0:00:00.667001 | 0:00:00.027001 | 0:00:00.667001 |\n", "| 45 | 0.5543 | 0:00:00.603998 | 0:00:00.033000 | 0:00:00.603998 |\n", "| Average | 0.5946 | 0:00:00.628000 | 0:00:00.027500 | 0:00:00.327750 |\n", "| Std Dev. | 0.0445 | 0.024259720168797107 | 0.005937343119462064 | 0.3007690532547442 |\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 | 0:00:00.629000 | 0:00:00.017999 | 0:00:00.629000 |\n", "| 15 | 0.6 | 0:00:00.612002 | 0:00:00.032000 | 0:00:00.612002 |\n", "| 30 | 0.5667 | 0:00:00.667001 | 0:00:00.027001 | 0:00:00.667001 |\n", "| 45 | 0.5667 | 0:00:00.603998 | 0:00:00.033000 | 0:00:00.603998 |\n", "| Average | 0.6 | 0:00:00.628000 | 0:00:00.027500 | 0:00:00.327750 |\n", "| Std Dev. | 0.0408 | 0.024259720168797107 | 0.005937343119462064 | 0.3007690532547442 |\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 | 0.6652 | 0:00:00.629000 | 0:00:00.017999 | 0:00:00.629000 |\n", "| 15 | 0.6007 | 0:00:00.612002 | 0:00:00.032000 | 0:00:00.612002 |\n", "| 30 | 0.5717 | 0:00:00.667001 | 0:00:00.027001 | 0:00:00.667001 |\n", "| 45 | 0.5729 | 0:00:00.603998 | 0:00:00.033000 | 0:00:00.603998 |\n", "| Average | 0.6026 | 0:00:00.628000 | 0:00:00.027500 | 0:00:00.327750 |\n", "| Std Dev. | 0.0379 | 0.024259720168797107 | 0.005937343119462064 | 0.3007690532547442 |\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 | 0.6231 | 0:00:00.629000 | 0:00:00.017999 | 0:00:00.629000 |\n", "| 15 | 0.5771 | 0:00:00.612002 | 0:00:00.032000 | 0:00:00.612002 |\n", "| 30 | 0.5596 | 0:00:00.667001 | 0:00:00.027001 | 0:00:00.667001 |\n", "| 45 | 0.5611 | 0:00:00.603998 | 0:00:00.033000 | 0:00:00.603998 |\n", "| Average | 0.5802 | 0:00:00.628000 | 0:00:00.027500 | 0:00:00.327750 |\n", "| Std Dev. | 0.0257 | 0.024259720168797107 | 0.005937343119462064 | 0.3007690532547442 |\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 | 0:00:00.629000 | 0:00:00.017999 | 0:00:00.629000 |\n", "| 15 | 0.4 | 0:00:00.612002 | 0:00:00.032000 | 0:00:00.612002 |\n", "| 30 | 0.4333 | 0:00:00.667001 | 0:00:00.027001 | 0:00:00.667001 |\n", "| 45 | 0.4333 | 0:00:00.603998 | 0:00:00.033000 | 0:00:00.603998 |\n", "| Average | 0.4 | 0:00:00.628000 | 0:00:00.027500 | 0:00:00.327750 |\n", "| Std Dev. | 0.0408 | 0.024259720168797107 | 0.005937343119462064 | 0.3007690532547442 |\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 | 0.5833 | 0:00:00.577000 | 0:00:00.019999 | 0:00:00.577000 |\n", "| 15 | 0.6167 | 0:00:00.593002 | 0:00:00.029998 | 0:00:00.593002 |\n", "| 30 | 0.5 | 0:00:00.574002 | 0:00:00.030999 | 0:00:00.574002 |\n", "| 45 | 0.5833 | 0:00:00.536999 | 0:00:00.036000 | 0:00:00.536999 |\n", "| Average | 0.5708 | 0:00:00.570251 | 0:00:00.029249 | 0:00:00.299750 |\n", "| Std Dev. | 0.0431 | 0.020511931198221384 | 0.005804371075611081 | 0.27092041344502615 |\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 | 0.5848 | 0:00:00.577000 | 0:00:00.019999 | 0:00:00.577000 |\n", "| 15 | 0.6183 | 0:00:00.593002 | 0:00:00.029998 | 0:00:00.593002 |\n", "| 30 | 0.5006 | 0:00:00.574002 | 0:00:00.030999 | 0:00:00.574002 |\n", "| 45 | 0.5848 | 0:00:00.536999 | 0:00:00.036000 | 0:00:00.536999 |\n", "| Average | 0.5721 | 0:00:00.570251 | 0:00:00.029249 | 0:00:00.299750 |\n", "| Std Dev. | 0.0435 | 0.020511931198221384 | 0.005804371075611081 | 0.27092041344502615 |\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 | 0.5833 | 0:00:00.577000 | 0:00:00.019999 | 0:00:00.577000 |\n", "| 15 | 0.6167 | 0:00:00.593002 | 0:00:00.029998 | 0:00:00.593002 |\n", "| 30 | 0.5 | 0:00:00.574002 | 0:00:00.030999 | 0:00:00.574002 |\n", "| 45 | 0.5833 | 0:00:00.536999 | 0:00:00.036000 | 0:00:00.536999 |\n", "| Average | 0.5708 | 0:00:00.570251 | 0:00:00.029249 | 0:00:00.299750 |\n", "| Std Dev. | 0.0431 | 0.020511931198221384 | 0.005804371075611081 | 0.27092041344502615 |\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 | 0.5845 | 0:00:00.577000 | 0:00:00.019999 | 0:00:00.577000 |\n", "| 15 | 0.6179 | 0:00:00.593002 | 0:00:00.029998 | 0:00:00.593002 |\n", "| 30 | 0.5006 | 0:00:00.574002 | 0:00:00.030999 | 0:00:00.574002 |\n", "| 45 | 0.5845 | 0:00:00.536999 | 0:00:00.036000 | 0:00:00.536999 |\n", "| Average | 0.5719 | 0:00:00.570251 | 0:00:00.029249 | 0:00:00.299750 |\n", "| Std Dev. | 0.0434 | 0.020511931198221384 | 0.005804371075611081 | 0.27092041344502615 |\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 | 0.5833 | 0:00:00.577000 | 0:00:00.019999 | 0:00:00.577000 |\n", "| 15 | 0.6167 | 0:00:00.593002 | 0:00:00.029998 | 0:00:00.593002 |\n", "| 30 | 0.5 | 0:00:00.574002 | 0:00:00.030999 | 0:00:00.574002 |\n", "| 45 | 0.5833 | 0:00:00.536999 | 0:00:00.036000 | 0:00:00.536999 |\n", "| Average | 0.5708 | 0:00:00.570251 | 0:00:00.029249 | 0:00:00.299750 |\n", "| Std Dev. | 0.0431 | 0.020511931198221384 | 0.005804371075611081 | 0.27092041344502615 |\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 | 0.5832 | 0:00:00.577000 | 0:00:00.019999 | 0:00:00.577000 |\n", "| 15 | 0.6166 | 0:00:00.593002 | 0:00:00.029998 | 0:00:00.593002 |\n", "| 30 | 0.5 | 0:00:00.574002 | 0:00:00.030999 | 0:00:00.574002 |\n", "| 45 | 0.5832 | 0:00:00.536999 | 0:00:00.036000 | 0:00:00.536999 |\n", "| Average | 0.5707 | 0:00:00.570251 | 0:00:00.029249 | 0:00:00.299750 |\n", "| Std Dev. | 0.0431 | 0.020511931198221384 | 0.005804371075611081 | 0.27092041344502615 |\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 | 0.5833 | 0:00:00.577000 | 0:00:00.019999 | 0:00:00.577000 |\n", "| 15 | 0.6167 | 0:00:00.593002 | 0:00:00.029998 | 0:00:00.593002 |\n", "| 30 | 0.5 | 0:00:00.574002 | 0:00:00.030999 | 0:00:00.574002 |\n", "| 45 | 0.5833 | 0:00:00.536999 | 0:00:00.036000 | 0:00:00.536999 |\n", "| Average | 0.5708 | 0:00:00.570251 | 0:00:00.029249 | 0:00:00.299750 |\n", "| Std Dev. | 0.0431 | 0.020511931198221384 | 0.005804371075611081 | 0.27092041344502615 |\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 | 0.5845 | 0:00:00.577000 | 0:00:00.019999 | 0:00:00.577000 |\n", "| 15 | 0.6179 | 0:00:00.593002 | 0:00:00.029998 | 0:00:00.593002 |\n", "| 30 | 0.5006 | 0:00:00.574002 | 0:00:00.030999 | 0:00:00.574002 |\n", "| 45 | 0.5845 | 0:00:00.536999 | 0:00:00.036000 | 0:00:00.536999 |\n", "| Average | 0.5719 | 0:00:00.570251 | 0:00:00.029249 | 0:00:00.299750 |\n", "| Std Dev. | 0.0434 | 0.020511931198221384 | 0.005804371075611081 | 0.27092041344502615 |\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 | 0.5663 | 0:00:00.577000 | 0:00:00.019999 | 0:00:00.577000 |\n", "| 15 | 0.5899 | 0:00:00.593002 | 0:00:00.029998 | 0:00:00.593002 |\n", "| 30 | 0.5169 | 0:00:00.574002 | 0:00:00.030999 | 0:00:00.574002 |\n", "| 45 | 0.5663 | 0:00:00.536999 | 0:00:00.036000 | 0:00:00.536999 |\n", "| Average | 0.5599 | 0:00:00.570251 | 0:00:00.029249 | 0:00:00.299750 |\n", "| Std Dev. | 0.0266 | 0.020511931198221384 | 0.005804371075611081 | 0.27092041344502615 |\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 | 0.4167 | 0:00:00.577000 | 0:00:00.019999 | 0:00:00.577000 |\n", "| 15 | 0.3833 | 0:00:00.593002 | 0:00:00.029998 | 0:00:00.593002 |\n", "| 30 | 0.5 | 0:00:00.574002 | 0:00:00.030999 | 0:00:00.574002 |\n", "| 45 | 0.4167 | 0:00:00.536999 | 0:00:00.036000 | 0:00:00.536999 |\n", "| Average | 0.4292 | 0:00:00.570251 | 0:00:00.029249 | 0:00:00.299750 |\n", "| Std Dev. | 0.0431 | 0.020511931198221384 | 0.005804371075611081 | 0.27092041344502615 |\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 | 0:00:00.549000 | 0:00:00.018000 | 0:00:00.549000 |\n", "| 15 | 0.5667 | 0:00:00.567001 | 0:00:00.026999 | 0:00:00.567001 |\n", "| 30 | 0.5833 | 0:00:00.619004 | 0:00:00.028996 | 0:00:00.619004 |\n", "| 45 | 0.5667 | 0:00:00.526000 | 0:00:00.033001 | 0:00:00.526000 |\n", "| Average | 0.5583 | 0:00:00.565251 | 0:00:00.026749 | 0:00:00.296000 |\n", "| Std Dev. | 0.025 | 0.03426795394719639 | 0.005493974246602191 | 0.27036700467669394 |\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 | 0.5147 | 0:00:00.549000 | 0:00:00.018000 | 0:00:00.549000 |\n", "| 15 | 0.5673 | 0:00:00.567001 | 0:00:00.026999 | 0:00:00.567001 |\n", "| 30 | 0.5826 | 0:00:00.619004 | 0:00:00.028996 | 0:00:00.619004 |\n", "| 45 | 0.5657 | 0:00:00.526000 | 0:00:00.033001 | 0:00:00.526000 |\n", "| Average | 0.5576 | 0:00:00.565251 | 0:00:00.026749 | 0:00:00.296000 |\n", "| Std Dev. | 0.0256 | 0.03426795394719639 | 0.005493974246602191 | 0.27036700467669394 |\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 | 0:00:00.549000 | 0:00:00.018000 | 0:00:00.549000 |\n", "| 15 | 0.5667 | 0:00:00.567001 | 0:00:00.026999 | 0:00:00.567001 |\n", "| 30 | 0.5833 | 0:00:00.619004 | 0:00:00.028996 | 0:00:00.619004 |\n", "| 45 | 0.5667 | 0:00:00.526000 | 0:00:00.033001 | 0:00:00.526000 |\n", "| Average | 0.5583 | 0:00:00.565251 | 0:00:00.026749 | 0:00:00.296000 |\n", "| Std Dev. | 0.025 | 0.03426795394719639 | 0.005493974246602191 | 0.27036700467669394 |\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 | 0.5145 | 0:00:00.549000 | 0:00:00.018000 | 0:00:00.549000 |\n", "| 15 | 0.5673 | 0:00:00.567001 | 0:00:00.026999 | 0:00:00.567001 |\n", "| 30 | 0.5812 | 0:00:00.619004 | 0:00:00.028996 | 0:00:00.619004 |\n", "| 45 | 0.564 | 0:00:00.526000 | 0:00:00.033001 | 0:00:00.526000 |\n", "| Average | 0.5567 | 0:00:00.565251 | 0:00:00.026749 | 0:00:00.296000 |\n", "| Std Dev. | 0.0252 | 0.03426795394719639 | 0.005493974246602191 | 0.27036700467669394 |\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 | 0:00:00.549000 | 0:00:00.018000 | 0:00:00.549000 |\n", "| 15 | 0.5667 | 0:00:00.567001 | 0:00:00.026999 | 0:00:00.567001 |\n", "| 30 | 0.5833 | 0:00:00.619004 | 0:00:00.028996 | 0:00:00.619004 |\n", "| 45 | 0.5667 | 0:00:00.526000 | 0:00:00.033001 | 0:00:00.526000 |\n", "| Average | 0.5583 | 0:00:00.565251 | 0:00:00.026749 | 0:00:00.296000 |\n", "| Std Dev. | 0.025 | 0.03426795394719639 | 0.005493974246602191 | 0.27036700467669394 |\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 | 0.5133 | 0:00:00.549000 | 0:00:00.018000 | 0:00:00.549000 |\n", "| 15 | 0.5667 | 0:00:00.567001 | 0:00:00.026999 | 0:00:00.567001 |\n", "| 30 | 0.5804 | 0:00:00.619004 | 0:00:00.028996 | 0:00:00.619004 |\n", "| 45 | 0.5623 | 0:00:00.526000 | 0:00:00.033001 | 0:00:00.526000 |\n", "| Average | 0.5557 | 0:00:00.565251 | 0:00:00.026749 | 0:00:00.296000 |\n", "| Std Dev. | 0.0254 | 0.03426795394719639 | 0.005493974246602191 | 0.27036700467669394 |\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 | 0:00:00.549000 | 0:00:00.018000 | 0:00:00.549000 |\n", "| 15 | 0.5667 | 0:00:00.567001 | 0:00:00.026999 | 0:00:00.567001 |\n", "| 30 | 0.5833 | 0:00:00.619004 | 0:00:00.028996 | 0:00:00.619004 |\n", "| 45 | 0.5667 | 0:00:00.526000 | 0:00:00.033001 | 0:00:00.526000 |\n", "| Average | 0.5583 | 0:00:00.565251 | 0:00:00.026749 | 0:00:00.296000 |\n", "| Std Dev. | 0.025 | 0.03426795394719639 | 0.005493974246602191 | 0.27036700467669394 |\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 | 0.5145 | 0:00:00.549000 | 0:00:00.018000 | 0:00:00.549000 |\n", "| 15 | 0.5673 | 0:00:00.567001 | 0:00:00.026999 | 0:00:00.567001 |\n", "| 30 | 0.5812 | 0:00:00.619004 | 0:00:00.028996 | 0:00:00.619004 |\n", "| 45 | 0.564 | 0:00:00.526000 | 0:00:00.033001 | 0:00:00.526000 |\n", "| Average | 0.5567 | 0:00:00.565251 | 0:00:00.026749 | 0:00:00.296000 |\n", "| Std Dev. | 0.0252 | 0.03426795394719639 | 0.005493974246602191 | 0.27036700467669394 |\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 | 0.5241 | 0:00:00.549000 | 0:00:00.018000 | 0:00:00.549000 |\n", "| 15 | 0.5548 | 0:00:00.567001 | 0:00:00.026999 | 0:00:00.567001 |\n", "| 30 | 0.5628 | 0:00:00.619004 | 0:00:00.028996 | 0:00:00.619004 |\n", "| 45 | 0.552 | 0:00:00.526000 | 0:00:00.033001 | 0:00:00.526000 |\n", "| Average | 0.5484 | 0:00:00.565251 | 0:00:00.026749 | 0:00:00.296000 |\n", "| Std Dev. | 0.0146 | 0.03426795394719639 | 0.005493974246602191 | 0.27036700467669394 |\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 | 0:00:00.549000 | 0:00:00.018000 | 0:00:00.549000 |\n", "| 15 | 0.4333 | 0:00:00.567001 | 0:00:00.026999 | 0:00:00.567001 |\n", "| 30 | 0.4167 | 0:00:00.619004 | 0:00:00.028996 | 0:00:00.619004 |\n", "| 45 | 0.4333 | 0:00:00.526000 | 0:00:00.033001 | 0:00:00.526000 |\n", "| Average | 0.4417 | 0:00:00.565251 | 0:00:00.026749 | 0:00:00.296000 |\n", "| Std Dev. | 0.025 | 0.03426795394719639 | 0.005493974246602191 | 0.27036700467669394 |\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 | 0.5966 | 0.0537 | 0:00:00.772800 | 0:00:00.029800 | 0:00:00.802600 |\n", "| 15 | 0.6001 | 0.0598 | 0:00:00.759000 | 0:00:00.034000 | 0:00:00.793000 |\n", "| 30 | 0.5704 | 0.0581 | 0:00:00.745700 | 0:00:00.041000 | 0:00:00.786701 |\n", "| 45 | 0.5556 | 0.0523 | 0:00:00.709900 | 0:00:00.049699 | 0:00:00.759599 |\n", "| Average | 0.5807 | 0.056 | 0:00:00.746850 | 0:00:00.038625 | 0:00:00.785475 |\n", "| Std Dev. | 0.0185 | 0.0031 | 0.0233863067 | 0.0075425632 | 0.0159761332 |\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 | 0.5975 | 0.0555 | 0:00:00.772800 | 0:00:00.029800 | 0:00:00.802600 |\n", "| 15 | 0.6011 | 0.0612 | 0:00:00.759000 | 0:00:00.034000 | 0:00:00.793000 |\n", "| 30 | 0.5708 | 0.0606 | 0:00:00.745700 | 0:00:00.041000 | 0:00:00.786701 |\n", "| 45 | 0.557 | 0.0537 | 0:00:00.709900 | 0:00:00.049699 | 0:00:00.759599 |\n", "| Average | 0.5816 | 0.0578 | 0:00:00.746850 | 0:00:00.038625 | 0:00:00.785475 |\n", "| Std Dev. | 0.0184 | 0.0032 | 0.0233863067 | 0.0075425632 | 0.0159761332 |\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 | 0.5966 | 0.0537 | 0:00:00.772800 | 0:00:00.029800 | 0:00:00.802600 |\n", "| 15 | 0.6001 | 0.0598 | 0:00:00.759000 | 0:00:00.034000 | 0:00:00.793000 |\n", "| 30 | 0.5704 | 0.0581 | 0:00:00.745700 | 0:00:00.041000 | 0:00:00.786701 |\n", "| 45 | 0.5556 | 0.0523 | 0:00:00.709900 | 0:00:00.049699 | 0:00:00.759599 |\n", "| Average | 0.5807 | 0.056 | 0:00:00.746850 | 0:00:00.038625 | 0:00:00.785475 |\n", "| Std Dev. | 0.0185 | 0.0031 | 0.0233863067 | 0.0075425632 | 0.0159761332 |\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 | 0.5954 | 0.053 | 0:00:00.772800 | 0:00:00.029800 | 0:00:00.802600 |\n", "| 15 | 0.5992 | 0.059 | 0:00:00.759000 | 0:00:00.034000 | 0:00:00.793000 |\n", "| 30 | 0.5696 | 0.0588 | 0:00:00.745700 | 0:00:00.041000 | 0:00:00.786701 |\n", "| 45 | 0.5557 | 0.0529 | 0:00:00.709900 | 0:00:00.049699 | 0:00:00.759599 |\n", "| Average | 0.58 | 0.0559 | 0:00:00.746850 | 0:00:00.038625 | 0:00:00.785475 |\n", "| Std Dev. | 0.0181 | 0.003 | 0.0233863067 | 0.0075425632 | 0.0159761332 |\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 | 0.5966 | 0.0537 | 0:00:00.772800 | 0:00:00.029800 | 0:00:00.802600 |\n", "| 15 | 0.6001 | 0.0598 | 0:00:00.759000 | 0:00:00.034000 | 0:00:00.793000 |\n", "| 30 | 0.5704 | 0.0581 | 0:00:00.745700 | 0:00:00.041000 | 0:00:00.786701 |\n", "| 45 | 0.5556 | 0.0523 | 0:00:00.709900 | 0:00:00.049699 | 0:00:00.759599 |\n", "| Average | 0.5807 | 0.056 | 0:00:00.746850 | 0:00:00.038625 | 0:00:00.785475 |\n", "| Std Dev. | 0.0185 | 0.0031 | 0.0233863067 | 0.0075425632 | 0.0159761332 |\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 | 0.5945 | 0.0528 | 0:00:00.772800 | 0:00:00.029800 | 0:00:00.802600 |\n", "| 15 | 0.5981 | 0.0594 | 0:00:00.759000 | 0:00:00.034000 | 0:00:00.793000 |\n", "| 30 | 0.5652 | 0.0625 | 0:00:00.745700 | 0:00:00.041000 | 0:00:00.786701 |\n", "| 45 | 0.5531 | 0.0529 | 0:00:00.709900 | 0:00:00.049699 | 0:00:00.759599 |\n", "| Average | 0.5777 | 0.0569 | 0:00:00.746850 | 0:00:00.038625 | 0:00:00.785475 |\n", "| Std Dev. | 0.0191 | 0.0042 | 0.0233863067 | 0.0075425632 | 0.0159761332 |\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 | 0.5966 | 0.0537 | 0:00:00.772800 | 0:00:00.029800 | 0:00:00.802600 |\n", "| 15 | 0.6001 | 0.0598 | 0:00:00.759000 | 0:00:00.034000 | 0:00:00.793000 |\n", "| 30 | 0.5704 | 0.0581 | 0:00:00.745700 | 0:00:00.041000 | 0:00:00.786701 |\n", "| 45 | 0.5556 | 0.0523 | 0:00:00.709900 | 0:00:00.049699 | 0:00:00.759599 |\n", "| Average | 0.5807 | 0.056 | 0:00:00.746850 | 0:00:00.038625 | 0:00:00.785475 |\n", "| Std Dev. | 0.0185 | 0.0031 | 0.0233863067 | 0.0075425632 | 0.0159761332 |\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 | 0.5954 | 0.053 | 0:00:00.772800 | 0:00:00.029800 | 0:00:00.802600 |\n", "| 15 | 0.5992 | 0.059 | 0:00:00.759000 | 0:00:00.034000 | 0:00:00.793000 |\n", "| 30 | 0.5696 | 0.0588 | 0:00:00.745700 | 0:00:00.041000 | 0:00:00.786701 |\n", "| 45 | 0.5557 | 0.0529 | 0:00:00.709900 | 0:00:00.049699 | 0:00:00.759599 |\n", "| Average | 0.58 | 0.0559 | 0:00:00.746850 | 0:00:00.038625 | 0:00:00.785475 |\n", "| Std Dev. | 0.0181 | 0.003 | 0.0233863067 | 0.0075425632 | 0.0159761332 |\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 | 0.5723 | 0.0373 | 0:00:00.772800 | 0:00:00.029800 | 0:00:00.802600 |\n", "| 15 | 0.5752 | 0.0423 | 0:00:00.759000 | 0:00:00.034000 | 0:00:00.793000 |\n", "| 30 | 0.5567 | 0.0378 | 0:00:00.745700 | 0:00:00.041000 | 0:00:00.786701 |\n", "| 45 | 0.5477 | 0.0307 | 0:00:00.709900 | 0:00:00.049699 | 0:00:00.759599 |\n", "| Average | 0.563 | 0.037 | 0:00:00.746850 | 0:00:00.038625 | 0:00:00.785475 |\n", "| Std Dev. | 0.0113 | 0.0041 | 0.0233863067 | 0.0075425632 | 0.0159761332 |\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 | 0.4034 | 0.0537 | 0:00:00.772800 | 0:00:00.029800 | 0:00:00.802600 |\n", "| 15 | 0.3999 | 0.0598 | 0:00:00.759000 | 0:00:00.034000 | 0:00:00.793000 |\n", "| 30 | 0.4296 | 0.0581 | 0:00:00.745700 | 0:00:00.041000 | 0:00:00.786701 |\n", "| 45 | 0.4444 | 0.0523 | 0:00:00.709900 | 0:00:00.049699 | 0:00:00.759599 |\n", "| Average | 0.4193 | 0.056 | 0:00:00.746850 | 0:00:00.038625 | 0:00:00.785475 |\n", "| Std Dev. | 0.0185 | 0.0031 | 0.0233863067 | 0.0075425632 | 0.0159761332 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Latest Datasets\\\\ionosphere'\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 | 0:00:00.184000 | 0:00:00.010002 | 0:00:00.184000 |\n", "| 15 | 0.9143 | 0:00:00.218998 | 0:00:00.013000 | 0:00:00.218998 |\n", "| 30 | 0.9143 | 0:00:00.159999 | 0:00:00.018000 | 0:00:00.159999 |\n", "| 45 | 0.9429 | 0:00:00.200000 | 0:00:00.017000 | 0:00:00.200000 |\n", "| Average | 0.9214 | 0:00:00.190749 | 0:00:00.014501 | 0:00:00.102625 |\n", "| Std Dev. | 0.0124 | 0.021648841540804747 | 0.003200901908281551 | 0.08947257504273623 |\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 | 0:00:00.184000 | 0:00:00.010002 | 0:00:00.184000 |\n", "| 15 | 0.9149 | 0:00:00.218998 | 0:00:00.013000 | 0:00:00.218998 |\n", "| 30 | 0.9149 | 0:00:00.159999 | 0:00:00.018000 | 0:00:00.159999 |\n", "| 45 | 0.9583 | 0:00:00.200000 | 0:00:00.017000 | 0:00:00.200000 |\n", "| Average | 0.9257 | 0:00:00.190749 | 0:00:00.014501 | 0:00:00.102625 |\n", "| Std Dev. | 0.0188 | 0.021648841540804747 | 0.003200901908281551 | 0.08947257504273623 |\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 | 0:00:00.184000 | 0:00:00.010002 | 0:00:00.184000 |\n", "| 15 | 0.9143 | 0:00:00.218998 | 0:00:00.013000 | 0:00:00.218998 |\n", "| 30 | 0.9143 | 0:00:00.159999 | 0:00:00.018000 | 0:00:00.159999 |\n", "| 45 | 0.9429 | 0:00:00.200000 | 0:00:00.017000 | 0:00:00.200000 |\n", "| Average | 0.9214 | 0:00:00.190749 | 0:00:00.014501 | 0:00:00.102625 |\n", "| Std Dev. | 0.0124 | 0.021648841540804747 | 0.003200901908281551 | 0.08947257504273623 |\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 | 0:00:00.184000 | 0:00:00.010002 | 0:00:00.184000 |\n", "| 15 | 0.9003 | 0:00:00.218998 | 0:00:00.013000 | 0:00:00.218998 |\n", "| 30 | 0.9003 | 0:00:00.159999 | 0:00:00.018000 | 0:00:00.159999 |\n", "| 45 | 0.9231 | 0:00:00.200000 | 0:00:00.017000 | 0:00:00.200000 |\n", "| Average | 0.906 | 0:00:00.190749 | 0:00:00.014501 | 0:00:00.102625 |\n", "| Std Dev. | 0.0098 | 0.021648841540804747 | 0.003200901908281551 | 0.08947257504273623 |\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 | 0:00:00.184000 | 0:00:00.010002 | 0:00:00.184000 |\n", "| 15 | 0.9143 | 0:00:00.218998 | 0:00:00.013000 | 0:00:00.218998 |\n", "| 30 | 0.9143 | 0:00:00.159999 | 0:00:00.018000 | 0:00:00.159999 |\n", "| 45 | 0.9429 | 0:00:00.200000 | 0:00:00.017000 | 0:00:00.200000 |\n", "| Average | 0.9214 | 0:00:00.190749 | 0:00:00.014501 | 0:00:00.102625 |\n", "| Std Dev. | 0.0124 | 0.021648841540804747 | 0.003200901908281551 | 0.08947257504273623 |\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 | 0.9067 | 0:00:00.184000 | 0:00:00.010002 | 0:00:00.184000 |\n", "| 15 | 0.9067 | 0:00:00.218998 | 0:00:00.013000 | 0:00:00.218998 |\n", "| 30 | 0.9067 | 0:00:00.159999 | 0:00:00.018000 | 0:00:00.159999 |\n", "| 45 | 0.9366 | 0:00:00.200000 | 0:00:00.017000 | 0:00:00.200000 |\n", "| Average | 0.9141 | 0:00:00.190749 | 0:00:00.014501 | 0:00:00.102625 |\n", "| Std Dev. | 0.013 | 0.021648841540804747 | 0.003200901908281551 | 0.08947257504273623 |\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 | 0:00:00.184000 | 0:00:00.010002 | 0:00:00.184000 |\n", "| 15 | 0.9143 | 0:00:00.218998 | 0:00:00.013000 | 0:00:00.218998 |\n", "| 30 | 0.9143 | 0:00:00.159999 | 0:00:00.018000 | 0:00:00.159999 |\n", "| 45 | 0.9429 | 0:00:00.200000 | 0:00:00.017000 | 0:00:00.200000 |\n", "| Average | 0.9214 | 0:00:00.190749 | 0:00:00.014501 | 0:00:00.102625 |\n", "| Std Dev. | 0.0124 | 0.021648841540804747 | 0.003200901908281551 | 0.08947257504273623 |\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 | 0.9003 | 0:00:00.184000 | 0:00:00.010002 | 0:00:00.184000 |\n", "| 15 | 0.9003 | 0:00:00.218998 | 0:00:00.013000 | 0:00:00.218998 |\n", "| 30 | 0.9003 | 0:00:00.159999 | 0:00:00.018000 | 0:00:00.159999 |\n", "| 45 | 0.9231 | 0:00:00.200000 | 0:00:00.017000 | 0:00:00.200000 |\n", "| Average | 0.906 | 0:00:00.190749 | 0:00:00.014501 | 0:00:00.102625 |\n", "| Std Dev. | 0.0098 | 0.021648841540804747 | 0.003200901908281551 | 0.08947257504273623 |\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 | 0.8328 | 0:00:00.184000 | 0:00:00.010002 | 0:00:00.184000 |\n", "| 15 | 0.8328 | 0:00:00.218998 | 0:00:00.013000 | 0:00:00.218998 |\n", "| 30 | 0.8328 | 0:00:00.159999 | 0:00:00.018000 | 0:00:00.159999 |\n", "| 45 | 0.9033 | 0:00:00.200000 | 0:00:00.017000 | 0:00:00.200000 |\n", "| Average | 0.8504 | 0:00:00.190749 | 0:00:00.014501 | 0:00:00.102625 |\n", "| Std Dev. | 0.0305 | 0.021648841540804747 | 0.003200901908281551 | 0.08947257504273623 |\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 | 0:00:00.184000 | 0:00:00.010002 | 0:00:00.184000 |\n", "| 15 | 0.0857 | 0:00:00.218998 | 0:00:00.013000 | 0:00:00.218998 |\n", "| 30 | 0.0857 | 0:00:00.159999 | 0:00:00.018000 | 0:00:00.159999 |\n", "| 45 | 0.0571 | 0:00:00.200000 | 0:00:00.017000 | 0:00:00.200000 |\n", "| Average | 0.0786 | 0:00:00.190749 | 0:00:00.014501 | 0:00:00.102625 |\n", "| Std Dev. | 0.0124 | 0.021648841540804747 | 0.003200901908281551 | 0.08947257504273623 |\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 | 0.8857 | 0:00:00.175001 | 0:00:00.011002 | 0:00:00.175001 |\n", "| 15 | 0.8857 | 0:00:00.191997 | 0:00:00.011000 | 0:00:00.191997 |\n", "| 30 | 0.9143 | 0:00:00.204001 | 0:00:00.019003 | 0:00:00.204001 |\n", "| 45 | 0.9143 | 0:00:00.202999 | 0:00:00.018996 | 0:00:00.202999 |\n", "| Average | 0.9 | 0:00:00.193500 | 0:00:00.015000 | 0:00:00.104250 |\n", "| Std Dev. | 0.0143 | 0.011672494183430958 | 0.003999233878353838 | 0.08967507380364137 |\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 | 0:00:00.175001 | 0:00:00.011002 | 0:00:00.175001 |\n", "| 15 | 0.892 | 0:00:00.191997 | 0:00:00.011000 | 0:00:00.191997 |\n", "| 30 | 0.9149 | 0:00:00.204001 | 0:00:00.019003 | 0:00:00.204001 |\n", "| 45 | 0.9149 | 0:00:00.202999 | 0:00:00.018996 | 0:00:00.202999 |\n", "| Average | 0.9035 | 0:00:00.193500 | 0:00:00.015000 | 0:00:00.104250 |\n", "| Std Dev. | 0.0114 | 0.011672494183430958 | 0.003999233878353838 | 0.08967507380364137 |\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 | 0:00:00.175001 | 0:00:00.011002 | 0:00:00.175001 |\n", "| 15 | 0.8857 | 0:00:00.191997 | 0:00:00.011000 | 0:00:00.191997 |\n", "| 30 | 0.9143 | 0:00:00.204001 | 0:00:00.019003 | 0:00:00.204001 |\n", "| 45 | 0.9143 | 0:00:00.202999 | 0:00:00.018996 | 0:00:00.202999 |\n", "| Average | 0.9 | 0:00:00.193500 | 0:00:00.015000 | 0:00:00.104250 |\n", "| Std Dev. | 0.0143 | 0.011672494183430958 | 0.003999233878353838 | 0.08967507380364137 |\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 | 0:00:00.175001 | 0:00:00.011002 | 0:00:00.175001 |\n", "| 15 | 0.8619 | 0:00:00.191997 | 0:00:00.011000 | 0:00:00.191997 |\n", "| 30 | 0.9003 | 0:00:00.204001 | 0:00:00.019003 | 0:00:00.204001 |\n", "| 45 | 0.9003 | 0:00:00.202999 | 0:00:00.018996 | 0:00:00.202999 |\n", "| Average | 0.8811 | 0:00:00.193500 | 0:00:00.015000 | 0:00:00.104250 |\n", "| Std Dev. | 0.0192 | 0.011672494183430958 | 0.003999233878353838 | 0.08967507380364137 |\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 | 0:00:00.175001 | 0:00:00.011002 | 0:00:00.175001 |\n", "| 15 | 0.8857 | 0:00:00.191997 | 0:00:00.011000 | 0:00:00.191997 |\n", "| 30 | 0.9143 | 0:00:00.204001 | 0:00:00.019003 | 0:00:00.204001 |\n", "| 45 | 0.9143 | 0:00:00.202999 | 0:00:00.018996 | 0:00:00.202999 |\n", "| Average | 0.9 | 0:00:00.193500 | 0:00:00.015000 | 0:00:00.104250 |\n", "| Std Dev. | 0.0143 | 0.011672494183430958 | 0.003999233878353838 | 0.08967507380364137 |\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 | 0:00:00.175001 | 0:00:00.011002 | 0:00:00.175001 |\n", "| 15 | 0.8732 | 0:00:00.191997 | 0:00:00.011000 | 0:00:00.191997 |\n", "| 30 | 0.9067 | 0:00:00.204001 | 0:00:00.019003 | 0:00:00.204001 |\n", "| 45 | 0.9067 | 0:00:00.202999 | 0:00:00.018996 | 0:00:00.202999 |\n", "| Average | 0.8899 | 0:00:00.193500 | 0:00:00.015000 | 0:00:00.104250 |\n", "| Std Dev. | 0.0167 | 0.011672494183430958 | 0.003999233878353838 | 0.08967507380364137 |\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 | 0:00:00.175001 | 0:00:00.011002 | 0:00:00.175001 |\n", "| 15 | 0.8857 | 0:00:00.191997 | 0:00:00.011000 | 0:00:00.191997 |\n", "| 30 | 0.9143 | 0:00:00.204001 | 0:00:00.019003 | 0:00:00.204001 |\n", "| 45 | 0.9143 | 0:00:00.202999 | 0:00:00.018996 | 0:00:00.202999 |\n", "| Average | 0.9 | 0:00:00.193500 | 0:00:00.015000 | 0:00:00.104250 |\n", "| Std Dev. | 0.0143 | 0.011672494183430958 | 0.003999233878353838 | 0.08967507380364137 |\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 | 0:00:00.175001 | 0:00:00.011002 | 0:00:00.175001 |\n", "| 15 | 0.8619 | 0:00:00.191997 | 0:00:00.011000 | 0:00:00.191997 |\n", "| 30 | 0.9003 | 0:00:00.204001 | 0:00:00.019003 | 0:00:00.204001 |\n", "| 45 | 0.9003 | 0:00:00.202999 | 0:00:00.018996 | 0:00:00.202999 |\n", "| Average | 0.8811 | 0:00:00.193500 | 0:00:00.015000 | 0:00:00.104250 |\n", "| Std Dev. | 0.0192 | 0.011672494183430958 | 0.003999233878353838 | 0.08967507380364137 |\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 | 0:00:00.175001 | 0:00:00.011002 | 0:00:00.175001 |\n", "| 15 | 0.785 | 0:00:00.191997 | 0:00:00.011000 | 0:00:00.191997 |\n", "| 30 | 0.8328 | 0:00:00.204001 | 0:00:00.019003 | 0:00:00.204001 |\n", "| 45 | 0.8328 | 0:00:00.202999 | 0:00:00.018996 | 0:00:00.202999 |\n", "| Average | 0.8089 | 0:00:00.193500 | 0:00:00.015000 | 0:00:00.104250 |\n", "| Std Dev. | 0.0239 | 0.011672494183430958 | 0.003999233878353838 | 0.08967507380364137 |\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 | 0:00:00.175001 | 0:00:00.011002 | 0:00:00.175001 |\n", "| 15 | 0.1143 | 0:00:00.191997 | 0:00:00.011000 | 0:00:00.191997 |\n", "| 30 | 0.0857 | 0:00:00.204001 | 0:00:00.019003 | 0:00:00.204001 |\n", "| 45 | 0.0857 | 0:00:00.202999 | 0:00:00.018996 | 0:00:00.202999 |\n", "| Average | 0.1 | 0:00:00.193500 | 0:00:00.015000 | 0:00:00.104250 |\n", "| Std Dev. | 0.0143 | 0.011672494183430958 | 0.003999233878353838 | 0.08967507380364137 |\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 | 0:00:00.210000 | 0:00:00.010000 | 0:00:00.210000 |\n", "| 15 | 0.9143 | 0:00:00.192000 | 0:00:00.013001 | 0:00:00.192000 |\n", "| 30 | 0.8857 | 0:00:00.174999 | 0:00:00.015000 | 0:00:00.174999 |\n", "| 45 | 0.8857 | 0:00:00.187000 | 0:00:00.025001 | 0:00:00.187000 |\n", "| Average | 0.9 | 0:00:00.191000 | 0:00:00.015751 | 0:00:00.103375 |\n", "| Std Dev. | 0.0143 | 0.01259004885748539 | 0.005629347443432543 | 0.08816544397962492 |\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 | 0:00:00.210000 | 0:00:00.010000 | 0:00:00.210000 |\n", "| 15 | 0.9048 | 0:00:00.192000 | 0:00:00.013001 | 0:00:00.192000 |\n", "| 30 | 0.875 | 0:00:00.174999 | 0:00:00.015000 | 0:00:00.174999 |\n", "| 45 | 0.875 | 0:00:00.187000 | 0:00:00.025001 | 0:00:00.187000 |\n", "| Average | 0.8899 | 0:00:00.191000 | 0:00:00.015751 | 0:00:00.103375 |\n", "| Std Dev. | 0.0149 | 0.01259004885748539 | 0.005629347443432543 | 0.08816544397962492 |\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 | 0:00:00.210000 | 0:00:00.010000 | 0:00:00.210000 |\n", "| 15 | 0.9143 | 0:00:00.192000 | 0:00:00.013001 | 0:00:00.192000 |\n", "| 30 | 0.8857 | 0:00:00.174999 | 0:00:00.015000 | 0:00:00.174999 |\n", "| 45 | 0.8857 | 0:00:00.187000 | 0:00:00.025001 | 0:00:00.187000 |\n", "| Average | 0.9 | 0:00:00.191000 | 0:00:00.015751 | 0:00:00.103375 |\n", "| Std Dev. | 0.0143 | 0.01259004885748539 | 0.005629347443432543 | 0.08816544397962492 |\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 | 0:00:00.210000 | 0:00:00.010000 | 0:00:00.210000 |\n", "| 15 | 0.9161 | 0:00:00.192000 | 0:00:00.013001 | 0:00:00.192000 |\n", "| 30 | 0.8934 | 0:00:00.174999 | 0:00:00.015000 | 0:00:00.174999 |\n", "| 45 | 0.8934 | 0:00:00.187000 | 0:00:00.025001 | 0:00:00.187000 |\n", "| Average | 0.9047 | 0:00:00.191000 | 0:00:00.015751 | 0:00:00.103375 |\n", "| Std Dev. | 0.0114 | 0.01259004885748539 | 0.005629347443432543 | 0.08816544397962492 |\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 | 0:00:00.210000 | 0:00:00.010000 | 0:00:00.210000 |\n", "| 15 | 0.9143 | 0:00:00.192000 | 0:00:00.013001 | 0:00:00.192000 |\n", "| 30 | 0.8857 | 0:00:00.174999 | 0:00:00.015000 | 0:00:00.174999 |\n", "| 45 | 0.8857 | 0:00:00.187000 | 0:00:00.025001 | 0:00:00.187000 |\n", "| Average | 0.9 | 0:00:00.191000 | 0:00:00.015751 | 0:00:00.103375 |\n", "| Std Dev. | 0.0143 | 0.01259004885748539 | 0.005629347443432543 | 0.08816544397962492 |\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 | 0:00:00.210000 | 0:00:00.010000 | 0:00:00.210000 |\n", "| 15 | 0.9096 | 0:00:00.192000 | 0:00:00.013001 | 0:00:00.192000 |\n", "| 30 | 0.881 | 0:00:00.174999 | 0:00:00.015000 | 0:00:00.174999 |\n", "| 45 | 0.881 | 0:00:00.187000 | 0:00:00.025001 | 0:00:00.187000 |\n", "| Average | 0.8953 | 0:00:00.191000 | 0:00:00.015751 | 0:00:00.103375 |\n", "| Std Dev. | 0.0143 | 0.01259004885748539 | 0.005629347443432543 | 0.08816544397962492 |\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 | 0:00:00.210000 | 0:00:00.010000 | 0:00:00.210000 |\n", "| 15 | 0.9143 | 0:00:00.192000 | 0:00:00.013001 | 0:00:00.192000 |\n", "| 30 | 0.8857 | 0:00:00.174999 | 0:00:00.015000 | 0:00:00.174999 |\n", "| 45 | 0.8857 | 0:00:00.187000 | 0:00:00.025001 | 0:00:00.187000 |\n", "| Average | 0.9 | 0:00:00.191000 | 0:00:00.015751 | 0:00:00.103375 |\n", "| Std Dev. | 0.0143 | 0.01259004885748539 | 0.005629347443432543 | 0.08816544397962492 |\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 | 0:00:00.210000 | 0:00:00.010000 | 0:00:00.210000 |\n", "| 15 | 0.9161 | 0:00:00.192000 | 0:00:00.013001 | 0:00:00.192000 |\n", "| 30 | 0.8934 | 0:00:00.174999 | 0:00:00.015000 | 0:00:00.174999 |\n", "| 45 | 0.8934 | 0:00:00.187000 | 0:00:00.025001 | 0:00:00.187000 |\n", "| Average | 0.9047 | 0:00:00.191000 | 0:00:00.015751 | 0:00:00.103375 |\n", "| Std Dev. | 0.0114 | 0.01259004885748539 | 0.005629347443432543 | 0.08816544397962492 |\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 | 0:00:00.210000 | 0:00:00.010000 | 0:00:00.210000 |\n", "| 15 | 0.8198 | 0:00:00.192000 | 0:00:00.013001 | 0:00:00.192000 |\n", "| 30 | 0.767 | 0:00:00.174999 | 0:00:00.015000 | 0:00:00.174999 |\n", "| 45 | 0.767 | 0:00:00.187000 | 0:00:00.025001 | 0:00:00.187000 |\n", "| Average | 0.7934 | 0:00:00.191000 | 0:00:00.015751 | 0:00:00.103375 |\n", "| Std Dev. | 0.0264 | 0.01259004885748539 | 0.005629347443432543 | 0.08816544397962492 |\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 | 0:00:00.210000 | 0:00:00.010000 | 0:00:00.210000 |\n", "| 15 | 0.0857 | 0:00:00.192000 | 0:00:00.013001 | 0:00:00.192000 |\n", "| 30 | 0.1143 | 0:00:00.174999 | 0:00:00.015000 | 0:00:00.174999 |\n", "| 45 | 0.1143 | 0:00:00.187000 | 0:00:00.025001 | 0:00:00.187000 |\n", "| Average | 0.1 | 0:00:00.191000 | 0:00:00.015751 | 0:00:00.103375 |\n", "| Std Dev. | 0.0143 | 0.01259004885748539 | 0.005629347443432543 | 0.08816544397962492 |\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 | 0.8286 | 0:00:00.164001 | 0:00:00.015000 | 0:00:00.164001 |\n", "| 15 | 0.8571 | 0:00:00.230999 | 0:00:00.013000 | 0:00:00.230999 |\n", "| 30 | 0.8571 | 0:00:00.205000 | 0:00:00.017999 | 0:00:00.205000 |\n", "| 45 | 0.9143 | 0:00:00.191000 | 0:00:00.019003 | 0:00:00.191000 |\n", "| Average | 0.8643 | 0:00:00.197750 | 0:00:00.016250 | 0:00:00.107000 |\n", "| Std Dev. | 0.0311 | 0.024200285133187015 | 0.0023855814268761827 | 0.09236463437103741 |\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 | 0.8258 | 0:00:00.164001 | 0:00:00.015000 | 0:00:00.164001 |\n", "| 15 | 0.8452 | 0:00:00.230999 | 0:00:00.013000 | 0:00:00.230999 |\n", "| 30 | 0.8452 | 0:00:00.205000 | 0:00:00.017999 | 0:00:00.205000 |\n", "| 45 | 0.9048 | 0:00:00.191000 | 0:00:00.019003 | 0:00:00.191000 |\n", "| Average | 0.8552 | 0:00:00.197750 | 0:00:00.016250 | 0:00:00.107000 |\n", "| Std Dev. | 0.0297 | 0.024200285133187015 | 0.0023855814268761827 | 0.09236463437103741 |\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 | 0:00:00.164001 | 0:00:00.015000 | 0:00:00.164001 |\n", "| 15 | 0.8571 | 0:00:00.230999 | 0:00:00.013000 | 0:00:00.230999 |\n", "| 30 | 0.8571 | 0:00:00.205000 | 0:00:00.017999 | 0:00:00.205000 |\n", "| 45 | 0.9143 | 0:00:00.191000 | 0:00:00.019003 | 0:00:00.191000 |\n", "| Average | 0.8643 | 0:00:00.197750 | 0:00:00.016250 | 0:00:00.107000 |\n", "| Std Dev. | 0.0311 | 0.024200285133187015 | 0.0023855814268761827 | 0.09236463437103741 |\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 | 0.8007 | 0:00:00.164001 | 0:00:00.015000 | 0:00:00.164001 |\n", "| 15 | 0.8549 | 0:00:00.230999 | 0:00:00.013000 | 0:00:00.230999 |\n", "| 30 | 0.8549 | 0:00:00.205000 | 0:00:00.017999 | 0:00:00.205000 |\n", "| 45 | 0.9161 | 0:00:00.191000 | 0:00:00.019003 | 0:00:00.191000 |\n", "| Average | 0.8566 | 0:00:00.197750 | 0:00:00.016250 | 0:00:00.107000 |\n", "| Std Dev. | 0.0408 | 0.024200285133187015 | 0.0023855814268761827 | 0.09236463437103741 |\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 | 0:00:00.164001 | 0:00:00.015000 | 0:00:00.164001 |\n", "| 15 | 0.8571 | 0:00:00.230999 | 0:00:00.013000 | 0:00:00.230999 |\n", "| 30 | 0.8571 | 0:00:00.205000 | 0:00:00.017999 | 0:00:00.205000 |\n", "| 45 | 0.9143 | 0:00:00.191000 | 0:00:00.019003 | 0:00:00.191000 |\n", "| Average | 0.8643 | 0:00:00.197750 | 0:00:00.016250 | 0:00:00.107000 |\n", "| Std Dev. | 0.0311 | 0.024200285133187015 | 0.0023855814268761827 | 0.09236463437103741 |\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 | 0.8098 | 0:00:00.164001 | 0:00:00.015000 | 0:00:00.164001 |\n", "| 15 | 0.8493 | 0:00:00.230999 | 0:00:00.013000 | 0:00:00.230999 |\n", "| 30 | 0.8493 | 0:00:00.205000 | 0:00:00.017999 | 0:00:00.205000 |\n", "| 45 | 0.9096 | 0:00:00.191000 | 0:00:00.019003 | 0:00:00.191000 |\n", "| Average | 0.8545 | 0:00:00.197750 | 0:00:00.016250 | 0:00:00.107000 |\n", "| Std Dev. | 0.0357 | 0.024200285133187015 | 0.0023855814268761827 | 0.09236463437103741 |\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 | 0:00:00.164001 | 0:00:00.015000 | 0:00:00.164001 |\n", "| 15 | 0.8571 | 0:00:00.230999 | 0:00:00.013000 | 0:00:00.230999 |\n", "| 30 | 0.8571 | 0:00:00.205000 | 0:00:00.017999 | 0:00:00.205000 |\n", "| 45 | 0.9143 | 0:00:00.191000 | 0:00:00.019003 | 0:00:00.191000 |\n", "| Average | 0.8643 | 0:00:00.197750 | 0:00:00.016250 | 0:00:00.107000 |\n", "| Std Dev. | 0.0311 | 0.024200285133187015 | 0.0023855814268761827 | 0.09236463437103741 |\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 | 0.8007 | 0:00:00.164001 | 0:00:00.015000 | 0:00:00.164001 |\n", "| 15 | 0.8549 | 0:00:00.230999 | 0:00:00.013000 | 0:00:00.230999 |\n", "| 30 | 0.8549 | 0:00:00.205000 | 0:00:00.017999 | 0:00:00.205000 |\n", "| 45 | 0.9161 | 0:00:00.191000 | 0:00:00.019003 | 0:00:00.191000 |\n", "| Average | 0.8566 | 0:00:00.197750 | 0:00:00.016250 | 0:00:00.107000 |\n", "| Std Dev. | 0.0408 | 0.024200285133187015 | 0.0023855814268761827 | 0.09236463437103741 |\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 | 0.6807 | 0:00:00.164001 | 0:00:00.015000 | 0:00:00.164001 |\n", "| 15 | 0.722 | 0:00:00.230999 | 0:00:00.013000 | 0:00:00.230999 |\n", "| 30 | 0.722 | 0:00:00.205000 | 0:00:00.017999 | 0:00:00.205000 |\n", "| 45 | 0.8198 | 0:00:00.191000 | 0:00:00.019003 | 0:00:00.191000 |\n", "| Average | 0.7361 | 0:00:00.197750 | 0:00:00.016250 | 0:00:00.107000 |\n", "| Std Dev. | 0.0512 | 0.024200285133187015 | 0.0023855814268761827 | 0.09236463437103741 |\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 | 0:00:00.164001 | 0:00:00.015000 | 0:00:00.164001 |\n", "| 15 | 0.1429 | 0:00:00.230999 | 0:00:00.013000 | 0:00:00.230999 |\n", "| 30 | 0.1429 | 0:00:00.205000 | 0:00:00.017999 | 0:00:00.205000 |\n", "| 45 | 0.0857 | 0:00:00.191000 | 0:00:00.019003 | 0:00:00.191000 |\n", "| Average | 0.1357 | 0:00:00.197750 | 0:00:00.016250 | 0:00:00.107000 |\n", "| Std Dev. | 0.0311 | 0.024200285133187015 | 0.0023855814268761827 | 0.09236463437103741 |\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 | 0.8286 | 0:00:00.203999 | 0:00:00.012001 | 0:00:00.203999 |\n", "| 15 | 0.8571 | 0:00:00.197999 | 0:00:00.012002 | 0:00:00.197999 |\n", "| 30 | 0.8571 | 0:00:00.213000 | 0:00:00.025005 | 0:00:00.213000 |\n", "| 45 | 0.9143 | 0:00:00.183995 | 0:00:00.018999 | 0:00:00.183995 |\n", "| Average | 0.8643 | 0:00:00.199748 | 0:00:00.017002 | 0:00:00.108375 |\n", "| Std Dev. | 0.0311 | 0.010546385739646369 | 0.005432642941578071 | 0.09175746594429555 |\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 | 0:00:00.203999 | 0:00:00.012001 | 0:00:00.203999 |\n", "| 15 | 0.87 | 0:00:00.197999 | 0:00:00.012002 | 0:00:00.197999 |\n", "| 30 | 0.87 | 0:00:00.213000 | 0:00:00.025005 | 0:00:00.213000 |\n", "| 45 | 0.9149 | 0:00:00.183995 | 0:00:00.018999 | 0:00:00.183995 |\n", "| Average | 0.8758 | 0:00:00.199748 | 0:00:00.017002 | 0:00:00.108375 |\n", "| Std Dev. | 0.0242 | 0.010546385739646369 | 0.005432642941578071 | 0.09175746594429555 |\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 | 0:00:00.203999 | 0:00:00.012001 | 0:00:00.203999 |\n", "| 15 | 0.8571 | 0:00:00.197999 | 0:00:00.012002 | 0:00:00.197999 |\n", "| 30 | 0.8571 | 0:00:00.213000 | 0:00:00.025005 | 0:00:00.213000 |\n", "| 45 | 0.9143 | 0:00:00.183995 | 0:00:00.018999 | 0:00:00.183995 |\n", "| Average | 0.8643 | 0:00:00.199748 | 0:00:00.017002 | 0:00:00.108375 |\n", "| Std Dev. | 0.0311 | 0.010546385739646369 | 0.005432642941578071 | 0.09175746594429555 |\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 | 0:00:00.203999 | 0:00:00.012001 | 0:00:00.203999 |\n", "| 15 | 0.8234 | 0:00:00.197999 | 0:00:00.012002 | 0:00:00.197999 |\n", "| 30 | 0.8234 | 0:00:00.213000 | 0:00:00.025005 | 0:00:00.213000 |\n", "| 45 | 0.9003 | 0:00:00.183995 | 0:00:00.018999 | 0:00:00.183995 |\n", "| Average | 0.833 | 0:00:00.199748 | 0:00:00.017002 | 0:00:00.108375 |\n", "| Std Dev. | 0.0419 | 0.010546385739646369 | 0.005432642941578071 | 0.09175746594429555 |\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 | 0:00:00.203999 | 0:00:00.012001 | 0:00:00.203999 |\n", "| 15 | 0.8571 | 0:00:00.197999 | 0:00:00.012002 | 0:00:00.197999 |\n", "| 30 | 0.8571 | 0:00:00.213000 | 0:00:00.025005 | 0:00:00.213000 |\n", "| 45 | 0.9143 | 0:00:00.183995 | 0:00:00.018999 | 0:00:00.183995 |\n", "| Average | 0.8643 | 0:00:00.199748 | 0:00:00.017002 | 0:00:00.108375 |\n", "| Std Dev. | 0.0311 | 0.010546385739646369 | 0.005432642941578071 | 0.09175746594429555 |\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 | 0:00:00.203999 | 0:00:00.012001 | 0:00:00.203999 |\n", "| 15 | 0.8381 | 0:00:00.197999 | 0:00:00.012002 | 0:00:00.197999 |\n", "| 30 | 0.8381 | 0:00:00.213000 | 0:00:00.025005 | 0:00:00.213000 |\n", "| 45 | 0.9067 | 0:00:00.183995 | 0:00:00.018999 | 0:00:00.183995 |\n", "| Average | 0.846 | 0:00:00.199748 | 0:00:00.017002 | 0:00:00.108375 |\n", "| Std Dev. | 0.0381 | 0.010546385739646369 | 0.005432642941578071 | 0.09175746594429555 |\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 | 0:00:00.203999 | 0:00:00.012001 | 0:00:00.203999 |\n", "| 15 | 0.8571 | 0:00:00.197999 | 0:00:00.012002 | 0:00:00.197999 |\n", "| 30 | 0.8571 | 0:00:00.213000 | 0:00:00.025005 | 0:00:00.213000 |\n", "| 45 | 0.9143 | 0:00:00.183995 | 0:00:00.018999 | 0:00:00.183995 |\n", "| Average | 0.8643 | 0:00:00.199748 | 0:00:00.017002 | 0:00:00.108375 |\n", "| Std Dev. | 0.0311 | 0.010546385739646369 | 0.005432642941578071 | 0.09175746594429555 |\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 | 0:00:00.203999 | 0:00:00.012001 | 0:00:00.203999 |\n", "| 15 | 0.8234 | 0:00:00.197999 | 0:00:00.012002 | 0:00:00.197999 |\n", "| 30 | 0.8234 | 0:00:00.213000 | 0:00:00.025005 | 0:00:00.213000 |\n", "| 45 | 0.9003 | 0:00:00.183995 | 0:00:00.018999 | 0:00:00.183995 |\n", "| Average | 0.833 | 0:00:00.199748 | 0:00:00.017002 | 0:00:00.108375 |\n", "| Std Dev. | 0.0419 | 0.010546385739646369 | 0.005432642941578071 | 0.09175746594429555 |\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 | 0:00:00.203999 | 0:00:00.012001 | 0:00:00.203999 |\n", "| 15 | 0.7374 | 0:00:00.197999 | 0:00:00.012002 | 0:00:00.197999 |\n", "| 30 | 0.7374 | 0:00:00.213000 | 0:00:00.025005 | 0:00:00.213000 |\n", "| 45 | 0.8328 | 0:00:00.183995 | 0:00:00.018999 | 0:00:00.183995 |\n", "| Average | 0.7493 | 0:00:00.199748 | 0:00:00.017002 | 0:00:00.108375 |\n", "| Std Dev. | 0.0519 | 0.010546385739646369 | 0.005432642941578071 | 0.09175746594429555 |\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 | 0:00:00.203999 | 0:00:00.012001 | 0:00:00.203999 |\n", "| 15 | 0.1429 | 0:00:00.197999 | 0:00:00.012002 | 0:00:00.197999 |\n", "| 30 | 0.1429 | 0:00:00.213000 | 0:00:00.025005 | 0:00:00.213000 |\n", "| 45 | 0.0857 | 0:00:00.183995 | 0:00:00.018999 | 0:00:00.183995 |\n", "| Average | 0.1357 | 0:00:00.199748 | 0:00:00.017002 | 0:00:00.108375 |\n", "| Std Dev. | 0.0311 | 0.010546385739646369 | 0.005432642941578071 | 0.09175746594429555 |\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 | 0:00:00.180999 | 0:00:00.010000 | 0:00:00.180999 |\n", "| 15 | 0.8286 | 0:00:00.171000 | 0:00:00.013005 | 0:00:00.171000 |\n", "| 30 | 0.8857 | 0:00:00.165997 | 0:00:00.023999 | 0:00:00.165997 |\n", "| 45 | 0.9143 | 0:00:00.191001 | 0:00:00.021998 | 0:00:00.191001 |\n", "| Average | 0.8571 | 0:00:00.177249 | 0:00:00.017250 | 0:00:00.097250 |\n", "| Std Dev. | 0.0452 | 0.009602808211740796 | 0.005888208917340632 | 0.08039498718348212 |\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 | 0:00:00.180999 | 0:00:00.010000 | 0:00:00.180999 |\n", "| 15 | 0.8483 | 0:00:00.171000 | 0:00:00.013005 | 0:00:00.171000 |\n", "| 30 | 0.892 | 0:00:00.165997 | 0:00:00.023999 | 0:00:00.165997 |\n", "| 45 | 0.94 | 0:00:00.191001 | 0:00:00.021998 | 0:00:00.191001 |\n", "| Average | 0.8899 | 0:00:00.177249 | 0:00:00.017250 | 0:00:00.097250 |\n", "| Std Dev. | 0.033 | 0.009602808211740796 | 0.005888208917340632 | 0.08039498718348212 |\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 | 0:00:00.180999 | 0:00:00.010000 | 0:00:00.180999 |\n", "| 15 | 0.8286 | 0:00:00.171000 | 0:00:00.013005 | 0:00:00.171000 |\n", "| 30 | 0.8857 | 0:00:00.165997 | 0:00:00.023999 | 0:00:00.165997 |\n", "| 45 | 0.9143 | 0:00:00.191001 | 0:00:00.021998 | 0:00:00.191001 |\n", "| Average | 0.8571 | 0:00:00.177249 | 0:00:00.017250 | 0:00:00.097250 |\n", "| Std Dev. | 0.0452 | 0.009602808211740796 | 0.005888208917340632 | 0.08039498718348212 |\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 | 0:00:00.180999 | 0:00:00.010000 | 0:00:00.180999 |\n", "| 15 | 0.785 | 0:00:00.171000 | 0:00:00.013005 | 0:00:00.171000 |\n", "| 30 | 0.8619 | 0:00:00.165997 | 0:00:00.023999 | 0:00:00.165997 |\n", "| 45 | 0.8846 | 0:00:00.191001 | 0:00:00.021998 | 0:00:00.191001 |\n", "| Average | 0.8156 | 0:00:00.177249 | 0:00:00.017250 | 0:00:00.097250 |\n", "| Std Dev. | 0.0613 | 0.009602808211740796 | 0.005888208917340632 | 0.08039498718348212 |\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 | 0:00:00.180999 | 0:00:00.010000 | 0:00:00.180999 |\n", "| 15 | 0.8286 | 0:00:00.171000 | 0:00:00.013005 | 0:00:00.171000 |\n", "| 30 | 0.8857 | 0:00:00.165997 | 0:00:00.023999 | 0:00:00.165997 |\n", "| 45 | 0.9143 | 0:00:00.191001 | 0:00:00.021998 | 0:00:00.191001 |\n", "| Average | 0.8571 | 0:00:00.177249 | 0:00:00.017250 | 0:00:00.097250 |\n", "| Std Dev. | 0.0452 | 0.009602808211740796 | 0.005888208917340632 | 0.08039498718348212 |\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 | 0:00:00.180999 | 0:00:00.010000 | 0:00:00.180999 |\n", "| 15 | 0.8011 | 0:00:00.171000 | 0:00:00.013005 | 0:00:00.171000 |\n", "| 30 | 0.8732 | 0:00:00.165997 | 0:00:00.023999 | 0:00:00.165997 |\n", "| 45 | 0.9029 | 0:00:00.191001 | 0:00:00.021998 | 0:00:00.191001 |\n", "| Average | 0.8311 | 0:00:00.177249 | 0:00:00.017250 | 0:00:00.097250 |\n", "| Std Dev. | 0.061 | 0.009602808211740796 | 0.005888208917340632 | 0.08039498718348212 |\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 | 0:00:00.180999 | 0:00:00.010000 | 0:00:00.180999 |\n", "| 15 | 0.8286 | 0:00:00.171000 | 0:00:00.013005 | 0:00:00.171000 |\n", "| 30 | 0.8857 | 0:00:00.165997 | 0:00:00.023999 | 0:00:00.165997 |\n", "| 45 | 0.9143 | 0:00:00.191001 | 0:00:00.021998 | 0:00:00.191001 |\n", "| Average | 0.8571 | 0:00:00.177249 | 0:00:00.017250 | 0:00:00.097250 |\n", "| Std Dev. | 0.0452 | 0.009602808211740796 | 0.005888208917340632 | 0.08039498718348212 |\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 | 0:00:00.180999 | 0:00:00.010000 | 0:00:00.180999 |\n", "| 15 | 0.785 | 0:00:00.171000 | 0:00:00.013005 | 0:00:00.171000 |\n", "| 30 | 0.8619 | 0:00:00.165997 | 0:00:00.023999 | 0:00:00.165997 |\n", "| 45 | 0.8846 | 0:00:00.191001 | 0:00:00.021998 | 0:00:00.191001 |\n", "| Average | 0.8156 | 0:00:00.177249 | 0:00:00.017250 | 0:00:00.097250 |\n", "| Std Dev. | 0.0613 | 0.009602808211740796 | 0.005888208917340632 | 0.08039498718348212 |\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 | 0:00:00.180999 | 0:00:00.010000 | 0:00:00.180999 |\n", "| 15 | 0.6899 | 0:00:00.171000 | 0:00:00.013005 | 0:00:00.171000 |\n", "| 30 | 0.785 | 0:00:00.165997 | 0:00:00.023999 | 0:00:00.165997 |\n", "| 45 | 0.8549 | 0:00:00.191001 | 0:00:00.021998 | 0:00:00.191001 |\n", "| Average | 0.7478 | 0:00:00.177249 | 0:00:00.017250 | 0:00:00.097250 |\n", "| Std Dev. | 0.0769 | 0.009602808211740796 | 0.005888208917340632 | 0.08039498718348212 |\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 | 0:00:00.180999 | 0:00:00.010000 | 0:00:00.180999 |\n", "| 15 | 0.1714 | 0:00:00.171000 | 0:00:00.013005 | 0:00:00.171000 |\n", "| 30 | 0.1143 | 0:00:00.165997 | 0:00:00.023999 | 0:00:00.165997 |\n", "| 45 | 0.0857 | 0:00:00.191001 | 0:00:00.021998 | 0:00:00.191001 |\n", "| Average | 0.1429 | 0:00:00.177249 | 0:00:00.017250 | 0:00:00.097250 |\n", "| Std Dev. | 0.0452 | 0.009602808211740796 | 0.005888208917340632 | 0.08039498718348212 |\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 | 0.9429 | 0:00:00.171999 | 0:00:00.010000 | 0:00:00.171999 |\n", "| 15 | 0.9429 | 0:00:00.216001 | 0:00:00.020999 | 0:00:00.216001 |\n", "| 30 | 1.0 | 0:00:00.184003 | 0:00:00.015000 | 0:00:00.184003 |\n", "| 45 | 1.0 | 0:00:00.185999 | 0:00:00.015998 | 0:00:00.185999 |\n", "| Average | 0.9714 | 0:00:00.189501 | 0:00:00.015499 | 0:00:00.102500 |\n", "| Std Dev. | 0.0286 | 0.016210278498263255 | 0.003904681626695178 | 0.08779587520756298 |\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 | 0:00:00.171999 | 0:00:00.010000 | 0:00:00.171999 |\n", "| 15 | 0.9366 | 0:00:00.216001 | 0:00:00.020999 | 0:00:00.216001 |\n", "| 30 | 1.0 | 0:00:00.184003 | 0:00:00.015000 | 0:00:00.184003 |\n", "| 45 | 1.0 | 0:00:00.185999 | 0:00:00.015998 | 0:00:00.185999 |\n", "| Average | 0.9741 | 0:00:00.189501 | 0:00:00.015499 | 0:00:00.102500 |\n", "| Std Dev. | 0.0271 | 0.016210278498263255 | 0.003904681626695178 | 0.08779587520756298 |\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 | 0:00:00.171999 | 0:00:00.010000 | 0:00:00.171999 |\n", "| 15 | 0.9429 | 0:00:00.216001 | 0:00:00.020999 | 0:00:00.216001 |\n", "| 30 | 1.0 | 0:00:00.184003 | 0:00:00.015000 | 0:00:00.184003 |\n", "| 45 | 1.0 | 0:00:00.185999 | 0:00:00.015998 | 0:00:00.185999 |\n", "| Average | 0.9714 | 0:00:00.189501 | 0:00:00.015499 | 0:00:00.102500 |\n", "| Std Dev. | 0.0286 | 0.016210278498263255 | 0.003904681626695178 | 0.08779587520756298 |\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 | 0:00:00.171999 | 0:00:00.010000 | 0:00:00.171999 |\n", "| 15 | 0.9366 | 0:00:00.216001 | 0:00:00.020999 | 0:00:00.216001 |\n", "| 30 | 1.0 | 0:00:00.184003 | 0:00:00.015000 | 0:00:00.184003 |\n", "| 45 | 1.0 | 0:00:00.185999 | 0:00:00.015998 | 0:00:00.185999 |\n", "| Average | 0.9633 | 0:00:00.189501 | 0:00:00.015499 | 0:00:00.102500 |\n", "| Std Dev. | 0.0374 | 0.016210278498263255 | 0.003904681626695178 | 0.08779587520756298 |\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 | 0:00:00.171999 | 0:00:00.010000 | 0:00:00.171999 |\n", "| 15 | 0.9429 | 0:00:00.216001 | 0:00:00.020999 | 0:00:00.216001 |\n", "| 30 | 1.0 | 0:00:00.184003 | 0:00:00.015000 | 0:00:00.184003 |\n", "| 45 | 1.0 | 0:00:00.185999 | 0:00:00.015998 | 0:00:00.185999 |\n", "| Average | 0.9714 | 0:00:00.189501 | 0:00:00.015499 | 0:00:00.102500 |\n", "| Std Dev. | 0.0286 | 0.016210278498263255 | 0.003904681626695178 | 0.08779587520756298 |\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 | 0:00:00.171999 | 0:00:00.010000 | 0:00:00.171999 |\n", "| 15 | 0.9366 | 0:00:00.216001 | 0:00:00.020999 | 0:00:00.216001 |\n", "| 30 | 1.0 | 0:00:00.184003 | 0:00:00.015000 | 0:00:00.184003 |\n", "| 45 | 1.0 | 0:00:00.185999 | 0:00:00.015998 | 0:00:00.185999 |\n", "| Average | 0.9676 | 0:00:00.189501 | 0:00:00.015499 | 0:00:00.102500 |\n", "| Std Dev. | 0.0324 | 0.016210278498263255 | 0.003904681626695178 | 0.08779587520756298 |\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 | 0:00:00.171999 | 0:00:00.010000 | 0:00:00.171999 |\n", "| 15 | 0.9429 | 0:00:00.216001 | 0:00:00.020999 | 0:00:00.216001 |\n", "| 30 | 1.0 | 0:00:00.184003 | 0:00:00.015000 | 0:00:00.184003 |\n", "| 45 | 1.0 | 0:00:00.185999 | 0:00:00.015998 | 0:00:00.185999 |\n", "| Average | 0.9714 | 0:00:00.189501 | 0:00:00.015499 | 0:00:00.102500 |\n", "| Std Dev. | 0.0286 | 0.016210278498263255 | 0.003904681626695178 | 0.08779587520756298 |\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 | 0:00:00.171999 | 0:00:00.010000 | 0:00:00.171999 |\n", "| 15 | 0.9366 | 0:00:00.216001 | 0:00:00.020999 | 0:00:00.216001 |\n", "| 30 | 1.0 | 0:00:00.184003 | 0:00:00.015000 | 0:00:00.184003 |\n", "| 45 | 1.0 | 0:00:00.185999 | 0:00:00.015998 | 0:00:00.185999 |\n", "| Average | 0.9633 | 0:00:00.189501 | 0:00:00.015499 | 0:00:00.102500 |\n", "| Std Dev. | 0.0374 | 0.016210278498263255 | 0.003904681626695178 | 0.08779587520756298 |\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 | 0:00:00.171999 | 0:00:00.010000 | 0:00:00.171999 |\n", "| 15 | 0.8688 | 0:00:00.216001 | 0:00:00.020999 | 0:00:00.216001 |\n", "| 30 | 1.0 | 0:00:00.184003 | 0:00:00.015000 | 0:00:00.184003 |\n", "| 45 | 1.0 | 0:00:00.185999 | 0:00:00.015998 | 0:00:00.185999 |\n", "| Average | 0.9398 | 0:00:00.189501 | 0:00:00.015499 | 0:00:00.102500 |\n", "| Std Dev. | 0.0607 | 0.016210278498263255 | 0.003904681626695178 | 0.08779587520756298 |\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 | 0:00:00.171999 | 0:00:00.010000 | 0:00:00.171999 |\n", "| 15 | 0.0571 | 0:00:00.216001 | 0:00:00.020999 | 0:00:00.216001 |\n", "| 30 | 0.0 | 0:00:00.184003 | 0:00:00.015000 | 0:00:00.184003 |\n", "| 45 | 0.0 | 0:00:00.185999 | 0:00:00.015998 | 0:00:00.185999 |\n", "| Average | 0.0286 | 0:00:00.189501 | 0:00:00.015499 | 0:00:00.102500 |\n", "| Std Dev. | 0.0286 | 0.016210278498263255 | 0.003904681626695178 | 0.08779587520756298 |\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 | 1.0 | 0:00:00.215001 | 0:00:00.011001 | 0:00:00.215001 |\n", "| 15 | 0.9714 | 0:00:00.184998 | 0:00:00.018000 | 0:00:00.184998 |\n", "| 30 | 0.9429 | 0:00:00.165000 | 0:00:00.015999 | 0:00:00.165000 |\n", "| 45 | 0.9429 | 0:00:00.183000 | 0:00:00.017001 | 0:00:00.183000 |\n", "| Average | 0.9643 | 0:00:00.187000 | 0:00:00.015500 | 0:00:00.101250 |\n", "| Std Dev. | 0.0237 | 0.017944798424568545 | 0.0026921327770070744 | 0.08670432684342862 |\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 | 0:00:00.215001 | 0:00:00.011001 | 0:00:00.215001 |\n", "| 15 | 0.9615 | 0:00:00.184998 | 0:00:00.018000 | 0:00:00.184998 |\n", "| 30 | 0.9366 | 0:00:00.165000 | 0:00:00.015999 | 0:00:00.165000 |\n", "| 45 | 0.9366 | 0:00:00.183000 | 0:00:00.017001 | 0:00:00.183000 |\n", "| Average | 0.9587 | 0:00:00.187000 | 0:00:00.015500 | 0:00:00.101250 |\n", "| Std Dev. | 0.0259 | 0.017944798424568545 | 0.0026921327770070744 | 0.08670432684342862 |\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 | 0:00:00.215001 | 0:00:00.011001 | 0:00:00.215001 |\n", "| 15 | 0.9714 | 0:00:00.184998 | 0:00:00.018000 | 0:00:00.184998 |\n", "| 30 | 0.9429 | 0:00:00.165000 | 0:00:00.015999 | 0:00:00.165000 |\n", "| 45 | 0.9429 | 0:00:00.183000 | 0:00:00.017001 | 0:00:00.183000 |\n", "| Average | 0.9643 | 0:00:00.187000 | 0:00:00.015500 | 0:00:00.101250 |\n", "| Std Dev. | 0.0237 | 0.017944798424568545 | 0.0026921327770070744 | 0.08670432684342862 |\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 | 0:00:00.215001 | 0:00:00.011001 | 0:00:00.215001 |\n", "| 15 | 0.9783 | 0:00:00.184998 | 0:00:00.018000 | 0:00:00.184998 |\n", "| 30 | 0.9366 | 0:00:00.165000 | 0:00:00.015999 | 0:00:00.165000 |\n", "| 45 | 0.9366 | 0:00:00.183000 | 0:00:00.017001 | 0:00:00.183000 |\n", "| Average | 0.9629 | 0:00:00.187000 | 0:00:00.015500 | 0:00:00.101250 |\n", "| Std Dev. | 0.0274 | 0.017944798424568545 | 0.0026921327770070744 | 0.08670432684342862 |\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 | 0:00:00.215001 | 0:00:00.011001 | 0:00:00.215001 |\n", "| 15 | 0.9714 | 0:00:00.184998 | 0:00:00.018000 | 0:00:00.184998 |\n", "| 30 | 0.9429 | 0:00:00.165000 | 0:00:00.015999 | 0:00:00.165000 |\n", "| 45 | 0.9429 | 0:00:00.183000 | 0:00:00.017001 | 0:00:00.183000 |\n", "| Average | 0.9643 | 0:00:00.187000 | 0:00:00.015500 | 0:00:00.101250 |\n", "| Std Dev. | 0.0237 | 0.017944798424568545 | 0.0026921327770070744 | 0.08670432684342862 |\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 | 0:00:00.215001 | 0:00:00.011001 | 0:00:00.215001 |\n", "| 15 | 0.9689 | 0:00:00.184998 | 0:00:00.018000 | 0:00:00.184998 |\n", "| 30 | 0.9366 | 0:00:00.165000 | 0:00:00.015999 | 0:00:00.165000 |\n", "| 45 | 0.9366 | 0:00:00.183000 | 0:00:00.017001 | 0:00:00.183000 |\n", "| Average | 0.9605 | 0:00:00.187000 | 0:00:00.015500 | 0:00:00.101250 |\n", "| Std Dev. | 0.0263 | 0.017944798424568545 | 0.0026921327770070744 | 0.08670432684342862 |\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 | 0:00:00.215001 | 0:00:00.011001 | 0:00:00.215001 |\n", "| 15 | 0.9714 | 0:00:00.184998 | 0:00:00.018000 | 0:00:00.184998 |\n", "| 30 | 0.9429 | 0:00:00.165000 | 0:00:00.015999 | 0:00:00.165000 |\n", "| 45 | 0.9429 | 0:00:00.183000 | 0:00:00.017001 | 0:00:00.183000 |\n", "| Average | 0.9643 | 0:00:00.187000 | 0:00:00.015500 | 0:00:00.101250 |\n", "| Std Dev. | 0.0237 | 0.017944798424568545 | 0.0026921327770070744 | 0.08670432684342862 |\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 | 0:00:00.215001 | 0:00:00.011001 | 0:00:00.215001 |\n", "| 15 | 0.9783 | 0:00:00.184998 | 0:00:00.018000 | 0:00:00.184998 |\n", "| 30 | 0.9366 | 0:00:00.165000 | 0:00:00.015999 | 0:00:00.165000 |\n", "| 45 | 0.9366 | 0:00:00.183000 | 0:00:00.017001 | 0:00:00.183000 |\n", "| Average | 0.9629 | 0:00:00.187000 | 0:00:00.015500 | 0:00:00.101250 |\n", "| Std Dev. | 0.0274 | 0.017944798424568545 | 0.0026921327770070744 | 0.08670432684342862 |\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 | 0:00:00.215001 | 0:00:00.011001 | 0:00:00.215001 |\n", "| 15 | 0.9231 | 0:00:00.184998 | 0:00:00.018000 | 0:00:00.184998 |\n", "| 30 | 0.8688 | 0:00:00.165000 | 0:00:00.015999 | 0:00:00.165000 |\n", "| 45 | 0.8688 | 0:00:00.183000 | 0:00:00.017001 | 0:00:00.183000 |\n", "| Average | 0.9152 | 0:00:00.187000 | 0:00:00.015500 | 0:00:00.101250 |\n", "| Std Dev. | 0.0537 | 0.017944798424568545 | 0.0026921327770070744 | 0.08670432684342862 |\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 | 0:00:00.215001 | 0:00:00.011001 | 0:00:00.215001 |\n", "| 15 | 0.0286 | 0:00:00.184998 | 0:00:00.018000 | 0:00:00.184998 |\n", "| 30 | 0.0571 | 0:00:00.165000 | 0:00:00.015999 | 0:00:00.165000 |\n", "| 45 | 0.0571 | 0:00:00.183000 | 0:00:00.017001 | 0:00:00.183000 |\n", "| Average | 0.0357 | 0:00:00.187000 | 0:00:00.015500 | 0:00:00.101250 |\n", "| Std Dev. | 0.0237 | 0.017944798424568545 | 0.0026921327770070744 | 0.08670432684342862 |\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 | 0:00:00.159000 | 0:00:00.014000 | 0:00:00.159000 |\n", "| 15 | 1.0 | 0:00:00.179999 | 0:00:00.014002 | 0:00:00.179999 |\n", "| 30 | 1.0 | 0:00:00.228997 | 0:00:00.020004 | 0:00:00.228997 |\n", "| 45 | 1.0 | 0:00:00.212997 | 0:00:00.017999 | 0:00:00.212997 |\n", "| Average | 0.9929 | 0:00:00.195248 | 0:00:00.016501 | 0:00:00.105875 |\n", "| Std Dev. | 0.0124 | 0.027388078246824196 | 0.0025985193924912093 | 0.09146606618638752 |\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 | 0:00:00.159000 | 0:00:00.014000 | 0:00:00.159000 |\n", "| 15 | 1.0 | 0:00:00.179999 | 0:00:00.014002 | 0:00:00.179999 |\n", "| 30 | 1.0 | 0:00:00.228997 | 0:00:00.020004 | 0:00:00.228997 |\n", "| 45 | 1.0 | 0:00:00.212997 | 0:00:00.017999 | 0:00:00.212997 |\n", "| Average | 0.9948 | 0:00:00.195248 | 0:00:00.016501 | 0:00:00.105875 |\n", "| Std Dev. | 0.009 | 0.027388078246824196 | 0.0025985193924912093 | 0.09146606618638752 |\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 | 0:00:00.159000 | 0:00:00.014000 | 0:00:00.159000 |\n", "| 15 | 1.0 | 0:00:00.179999 | 0:00:00.014002 | 0:00:00.179999 |\n", "| 30 | 1.0 | 0:00:00.228997 | 0:00:00.020004 | 0:00:00.228997 |\n", "| 45 | 1.0 | 0:00:00.212997 | 0:00:00.017999 | 0:00:00.212997 |\n", "| Average | 0.9929 | 0:00:00.195248 | 0:00:00.016501 | 0:00:00.105875 |\n", "| Std Dev. | 0.0124 | 0.027388078246824196 | 0.0025985193924912093 | 0.09146606618638752 |\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 | 0:00:00.159000 | 0:00:00.014000 | 0:00:00.159000 |\n", "| 15 | 1.0 | 0:00:00.179999 | 0:00:00.014002 | 0:00:00.179999 |\n", "| 30 | 1.0 | 0:00:00.228997 | 0:00:00.020004 | 0:00:00.228997 |\n", "| 45 | 1.0 | 0:00:00.212997 | 0:00:00.017999 | 0:00:00.212997 |\n", "| Average | 0.9896 | 0:00:00.195248 | 0:00:00.016501 | 0:00:00.105875 |\n", "| Std Dev. | 0.018 | 0.027388078246824196 | 0.0025985193924912093 | 0.09146606618638752 |\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 | 0:00:00.159000 | 0:00:00.014000 | 0:00:00.159000 |\n", "| 15 | 1.0 | 0:00:00.179999 | 0:00:00.014002 | 0:00:00.179999 |\n", "| 30 | 1.0 | 0:00:00.228997 | 0:00:00.020004 | 0:00:00.228997 |\n", "| 45 | 1.0 | 0:00:00.212997 | 0:00:00.017999 | 0:00:00.212997 |\n", "| Average | 0.9929 | 0:00:00.195248 | 0:00:00.016501 | 0:00:00.105875 |\n", "| Std Dev. | 0.0124 | 0.027388078246824196 | 0.0025985193924912093 | 0.09146606618638752 |\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 | 0:00:00.159000 | 0:00:00.014000 | 0:00:00.159000 |\n", "| 15 | 1.0 | 0:00:00.179999 | 0:00:00.014002 | 0:00:00.179999 |\n", "| 30 | 1.0 | 0:00:00.228997 | 0:00:00.020004 | 0:00:00.228997 |\n", "| 45 | 1.0 | 0:00:00.212997 | 0:00:00.017999 | 0:00:00.212997 |\n", "| Average | 0.9919 | 0:00:00.195248 | 0:00:00.016501 | 0:00:00.105875 |\n", "| Std Dev. | 0.014 | 0.027388078246824196 | 0.0025985193924912093 | 0.09146606618638752 |\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 | 0:00:00.159000 | 0:00:00.014000 | 0:00:00.159000 |\n", "| 15 | 1.0 | 0:00:00.179999 | 0:00:00.014002 | 0:00:00.179999 |\n", "| 30 | 1.0 | 0:00:00.228997 | 0:00:00.020004 | 0:00:00.228997 |\n", "| 45 | 1.0 | 0:00:00.212997 | 0:00:00.017999 | 0:00:00.212997 |\n", "| Average | 0.9929 | 0:00:00.195248 | 0:00:00.016501 | 0:00:00.105875 |\n", "| Std Dev. | 0.0124 | 0.027388078246824196 | 0.0025985193924912093 | 0.09146606618638752 |\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 | 0:00:00.159000 | 0:00:00.014000 | 0:00:00.159000 |\n", "| 15 | 1.0 | 0:00:00.179999 | 0:00:00.014002 | 0:00:00.179999 |\n", "| 30 | 1.0 | 0:00:00.228997 | 0:00:00.020004 | 0:00:00.228997 |\n", "| 45 | 1.0 | 0:00:00.212997 | 0:00:00.017999 | 0:00:00.212997 |\n", "| Average | 0.9896 | 0:00:00.195248 | 0:00:00.016501 | 0:00:00.105875 |\n", "| Std Dev. | 0.018 | 0.027388078246824196 | 0.0025985193924912093 | 0.09146606618638752 |\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 | 0:00:00.159000 | 0:00:00.014000 | 0:00:00.159000 |\n", "| 15 | 1.0 | 0:00:00.179999 | 0:00:00.014002 | 0:00:00.179999 |\n", "| 30 | 1.0 | 0:00:00.228997 | 0:00:00.020004 | 0:00:00.228997 |\n", "| 45 | 1.0 | 0:00:00.212997 | 0:00:00.017999 | 0:00:00.212997 |\n", "| Average | 0.9863 | 0:00:00.195248 | 0:00:00.016501 | 0:00:00.105875 |\n", "| Std Dev. | 0.0237 | 0.027388078246824196 | 0.0025985193924912093 | 0.09146606618638752 |\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 | 0:00:00.159000 | 0:00:00.014000 | 0:00:00.159000 |\n", "| 15 | 0.0 | 0:00:00.179999 | 0:00:00.014002 | 0:00:00.179999 |\n", "| 30 | 0.0 | 0:00:00.228997 | 0:00:00.020004 | 0:00:00.228997 |\n", "| 45 | 0.0 | 0:00:00.212997 | 0:00:00.017999 | 0:00:00.212997 |\n", "| Average | 0.0071 | 0:00:00.195248 | 0:00:00.016501 | 0:00:00.105875 |\n", "| Std Dev. | 0.0124 | 0.027388078246824196 | 0.0025985193924912093 | 0.09146606618638752 |\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 | 0:00:00.178999 | 0:00:00.012001 | 0:00:00.178999 |\n", "| 15 | 0.9429 | 0:00:00.183999 | 0:00:00.011000 | 0:00:00.183999 |\n", "| 30 | 0.9143 | 0:00:00.195001 | 0:00:00.023998 | 0:00:00.195001 |\n", "| 45 | 0.9429 | 0:00:00.196000 | 0:00:00.018002 | 0:00:00.196000 |\n", "| Average | 0.9357 | 0:00:00.188500 | 0:00:00.016250 | 0:00:00.102375 |\n", "| Std Dev. | 0.0124 | 0.007229281684454181 | 0.00521357699426998 | 0.08635507685955775 |\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 | 0:00:00.178999 | 0:00:00.012001 | 0:00:00.178999 |\n", "| 15 | 0.96 | 0:00:00.183999 | 0:00:00.011000 | 0:00:00.183999 |\n", "| 30 | 0.9129 | 0:00:00.195001 | 0:00:00.023998 | 0:00:00.195001 |\n", "| 45 | 0.9366 | 0:00:00.196000 | 0:00:00.018002 | 0:00:00.196000 |\n", "| Average | 0.9424 | 0:00:00.188500 | 0:00:00.016250 | 0:00:00.102375 |\n", "| Std Dev. | 0.0195 | 0.007229281684454181 | 0.00521357699426998 | 0.08635507685955775 |\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 | 0:00:00.178999 | 0:00:00.012001 | 0:00:00.178999 |\n", "| 15 | 0.9429 | 0:00:00.183999 | 0:00:00.011000 | 0:00:00.183999 |\n", "| 30 | 0.9143 | 0:00:00.195001 | 0:00:00.023998 | 0:00:00.195001 |\n", "| 45 | 0.9429 | 0:00:00.196000 | 0:00:00.018002 | 0:00:00.196000 |\n", "| Average | 0.9357 | 0:00:00.188500 | 0:00:00.016250 | 0:00:00.102375 |\n", "| Std Dev. | 0.0124 | 0.007229281684454181 | 0.00521357699426998 | 0.08635507685955775 |\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 | 0:00:00.178999 | 0:00:00.012001 | 0:00:00.178999 |\n", "| 15 | 0.9167 | 0:00:00.183999 | 0:00:00.011000 | 0:00:00.183999 |\n", "| 30 | 0.8949 | 0:00:00.195001 | 0:00:00.023998 | 0:00:00.195001 |\n", "| 45 | 0.9366 | 0:00:00.196000 | 0:00:00.018002 | 0:00:00.196000 |\n", "| Average | 0.9162 | 0:00:00.188500 | 0:00:00.016250 | 0:00:00.102375 |\n", "| Std Dev. | 0.0147 | 0.007229281684454181 | 0.00521357699426998 | 0.08635507685955775 |\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 | 0:00:00.178999 | 0:00:00.012001 | 0:00:00.178999 |\n", "| 15 | 0.9429 | 0:00:00.183999 | 0:00:00.011000 | 0:00:00.183999 |\n", "| 30 | 0.9143 | 0:00:00.195001 | 0:00:00.023998 | 0:00:00.195001 |\n", "| 45 | 0.9429 | 0:00:00.196000 | 0:00:00.018002 | 0:00:00.196000 |\n", "| Average | 0.9357 | 0:00:00.188500 | 0:00:00.016250 | 0:00:00.102375 |\n", "| Std Dev. | 0.0124 | 0.007229281684454181 | 0.00521357699426998 | 0.08635507685955775 |\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 | 0:00:00.178999 | 0:00:00.012001 | 0:00:00.178999 |\n", "| 15 | 0.9337 | 0:00:00.183999 | 0:00:00.011000 | 0:00:00.183999 |\n", "| 30 | 0.9029 | 0:00:00.195001 | 0:00:00.023998 | 0:00:00.195001 |\n", "| 45 | 0.9366 | 0:00:00.196000 | 0:00:00.018002 | 0:00:00.196000 |\n", "| Average | 0.9267 | 0:00:00.188500 | 0:00:00.016250 | 0:00:00.102375 |\n", "| Std Dev. | 0.0138 | 0.007229281684454181 | 0.00521357699426998 | 0.08635507685955775 |\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 | 0:00:00.178999 | 0:00:00.012001 | 0:00:00.178999 |\n", "| 15 | 0.9429 | 0:00:00.183999 | 0:00:00.011000 | 0:00:00.183999 |\n", "| 30 | 0.9143 | 0:00:00.195001 | 0:00:00.023998 | 0:00:00.195001 |\n", "| 45 | 0.9429 | 0:00:00.196000 | 0:00:00.018002 | 0:00:00.196000 |\n", "| Average | 0.9357 | 0:00:00.188500 | 0:00:00.016250 | 0:00:00.102375 |\n", "| Std Dev. | 0.0124 | 0.007229281684454181 | 0.00521357699426998 | 0.08635507685955775 |\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 | 0:00:00.178999 | 0:00:00.012001 | 0:00:00.178999 |\n", "| 15 | 0.9167 | 0:00:00.183999 | 0:00:00.011000 | 0:00:00.183999 |\n", "| 30 | 0.8949 | 0:00:00.195001 | 0:00:00.023998 | 0:00:00.195001 |\n", "| 45 | 0.9366 | 0:00:00.196000 | 0:00:00.018002 | 0:00:00.196000 |\n", "| Average | 0.9162 | 0:00:00.188500 | 0:00:00.016250 | 0:00:00.102375 |\n", "| Std Dev. | 0.0147 | 0.007229281684454181 | 0.00521357699426998 | 0.08635507685955775 |\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 | 0:00:00.178999 | 0:00:00.012001 | 0:00:00.178999 |\n", "| 15 | 0.8905 | 0:00:00.183999 | 0:00:00.011000 | 0:00:00.183999 |\n", "| 30 | 0.8147 | 0:00:00.195001 | 0:00:00.023998 | 0:00:00.195001 |\n", "| 45 | 0.8688 | 0:00:00.196000 | 0:00:00.018002 | 0:00:00.196000 |\n", "| Average | 0.8661 | 0:00:00.188500 | 0:00:00.016250 | 0:00:00.102375 |\n", "| Std Dev. | 0.031 | 0.007229281684454181 | 0.00521357699426998 | 0.08635507685955775 |\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 | 0:00:00.178999 | 0:00:00.012001 | 0:00:00.178999 |\n", "| 15 | 0.0571 | 0:00:00.183999 | 0:00:00.011000 | 0:00:00.183999 |\n", "| 30 | 0.0857 | 0:00:00.195001 | 0:00:00.023998 | 0:00:00.195001 |\n", "| 45 | 0.0571 | 0:00:00.196000 | 0:00:00.018002 | 0:00:00.196000 |\n", "| Average | 0.0643 | 0:00:00.188500 | 0:00:00.016250 | 0:00:00.102375 |\n", "| Std Dev. | 0.0124 | 0.007229281684454181 | 0.00521357699426998 | 0.08635507685955775 |\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 | 0.9029 | 0.0629 | 0:00:00.184300 | 0:00:00.011501 | 0:00:00.195801 |\n", "| 15 | 0.9114 | 0.0518 | 0:00:00.196799 | 0:00:00.013901 | 0:00:00.210700 |\n", "| 30 | 0.9171 | 0.0486 | 0:00:00.189600 | 0:00:00.019401 | 0:00:00.209000 |\n", "| 45 | 0.9371 | 0.0357 | 0:00:00.193399 | 0:00:00.019000 | 0:00:00.212399 |\n", "| Average | 0.9171 | 0.0497 | 0:00:00.191024 | 0:00:00.015951 | 0:00:00.206975 |\n", "| Std Dev. | 0.0126 | 0.0097 | 0.0046431391 | 0.003361677 | 0.006562449 |\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 | 0.9164 | 0.0545 | 0:00:00.184300 | 0:00:00.011501 | 0:00:00.195801 |\n", "| 15 | 0.9133 | 0.0488 | 0:00:00.196799 | 0:00:00.013901 | 0:00:00.210700 |\n", "| 30 | 0.9161 | 0.0489 | 0:00:00.189600 | 0:00:00.019401 | 0:00:00.209000 |\n", "| 45 | 0.9381 | 0.0378 | 0:00:00.193399 | 0:00:00.019000 | 0:00:00.212399 |\n", "| Average | 0.921 | 0.0475 | 0:00:00.191024 | 0:00:00.015951 | 0:00:00.206975 |\n", "| Std Dev. | 0.0099 | 0.0061 | 0.0046431391 | 0.003361677 | 0.006562449 |\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 | 0.9029 | 0.0629 | 0:00:00.184300 | 0:00:00.011501 | 0:00:00.195801 |\n", "| 15 | 0.9114 | 0.0518 | 0:00:00.196799 | 0:00:00.013901 | 0:00:00.210700 |\n", "| 30 | 0.9171 | 0.0486 | 0:00:00.189600 | 0:00:00.019401 | 0:00:00.209000 |\n", "| 45 | 0.9371 | 0.0357 | 0:00:00.193399 | 0:00:00.019000 | 0:00:00.212399 |\n", "| Average | 0.9171 | 0.0497 | 0:00:00.191024 | 0:00:00.015951 | 0:00:00.206975 |\n", "| Std Dev. | 0.0126 | 0.0097 | 0.0046431391 | 0.003361677 | 0.006562449 |\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 | 0.8786 | 0.0793 | 0:00:00.184300 | 0:00:00.011501 | 0:00:00.195801 |\n", "| 15 | 0.8973 | 0.0636 | 0:00:00.196799 | 0:00:00.013901 | 0:00:00.210700 |\n", "| 30 | 0.9066 | 0.0551 | 0:00:00.189600 | 0:00:00.019401 | 0:00:00.209000 |\n", "| 45 | 0.9291 | 0.0391 | 0:00:00.193399 | 0:00:00.019000 | 0:00:00.212399 |\n", "| Average | 0.9029 | 0.0593 | 0:00:00.191024 | 0:00:00.015951 | 0:00:00.206975 |\n", "| Std Dev. | 0.0182 | 0.0145 | 0.0046431391 | 0.003361677 | 0.006562449 |\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 | 0.9029 | 0.0629 | 0:00:00.184300 | 0:00:00.011501 | 0:00:00.195801 |\n", "| 15 | 0.9114 | 0.0518 | 0:00:00.196799 | 0:00:00.013901 | 0:00:00.210700 |\n", "| 30 | 0.9171 | 0.0486 | 0:00:00.189600 | 0:00:00.019401 | 0:00:00.209000 |\n", "| 45 | 0.9371 | 0.0357 | 0:00:00.193399 | 0:00:00.019000 | 0:00:00.212399 |\n", "| Average | 0.9171 | 0.0497 | 0:00:00.191024 | 0:00:00.015951 | 0:00:00.206975 |\n", "| Std Dev. | 0.0126 | 0.0097 | 0.0046431391 | 0.003361677 | 0.006562449 |\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 | 0.8883 | 0.0759 | 0:00:00.184300 | 0:00:00.011501 | 0:00:00.195801 |\n", "| 15 | 0.9017 | 0.0585 | 0:00:00.196799 | 0:00:00.013901 | 0:00:00.210700 |\n", "| 30 | 0.9094 | 0.0529 | 0:00:00.189600 | 0:00:00.019401 | 0:00:00.209000 |\n", "| 45 | 0.9316 | 0.0381 | 0:00:00.193399 | 0:00:00.019000 | 0:00:00.212399 |\n", "| Average | 0.9078 | 0.0564 | 0:00:00.191024 | 0:00:00.015951 | 0:00:00.206975 |\n", "| Std Dev. | 0.0157 | 0.0135 | 0.0046431391 | 0.003361677 | 0.006562449 |\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 | 0.9029 | 0.0629 | 0:00:00.184300 | 0:00:00.011501 | 0:00:00.195801 |\n", "| 15 | 0.9114 | 0.0518 | 0:00:00.196799 | 0:00:00.013901 | 0:00:00.210700 |\n", "| 30 | 0.9171 | 0.0486 | 0:00:00.189600 | 0:00:00.019401 | 0:00:00.209000 |\n", "| 45 | 0.9371 | 0.0357 | 0:00:00.193399 | 0:00:00.019000 | 0:00:00.212399 |\n", "| Average | 0.9171 | 0.0497 | 0:00:00.191024 | 0:00:00.015951 | 0:00:00.206975 |\n", "| Std Dev. | 0.0126 | 0.0097 | 0.0046431391 | 0.003361677 | 0.006562449 |\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 | 0.8786 | 0.0793 | 0:00:00.184300 | 0:00:00.011501 | 0:00:00.195801 |\n", "| 15 | 0.8973 | 0.0636 | 0:00:00.196799 | 0:00:00.013901 | 0:00:00.210700 |\n", "| 30 | 0.9066 | 0.0551 | 0:00:00.189600 | 0:00:00.019401 | 0:00:00.209000 |\n", "| 45 | 0.9291 | 0.0391 | 0:00:00.193399 | 0:00:00.019000 | 0:00:00.212399 |\n", "| Average | 0.9029 | 0.0593 | 0:00:00.191024 | 0:00:00.015951 | 0:00:00.206975 |\n", "| Std Dev. | 0.0182 | 0.0145 | 0.0046431391 | 0.003361677 | 0.006562449 |\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 | 0.8196 | 0.1099 | 0:00:00.184300 | 0:00:00.011501 | 0:00:00.195801 |\n", "| 15 | 0.8269 | 0.092 | 0:00:00.196799 | 0:00:00.013901 | 0:00:00.210700 |\n", "| 30 | 0.8361 | 0.0924 | 0:00:00.189600 | 0:00:00.019401 | 0:00:00.209000 |\n", "| 45 | 0.8748 | 0.0713 | 0:00:00.193399 | 0:00:00.019000 | 0:00:00.212399 |\n", "| Average | 0.8393 | 0.0914 | 0:00:00.191024 | 0:00:00.015951 | 0:00:00.206975 |\n", "| Std Dev. | 0.0213 | 0.0137 | 0.0046431391 | 0.003361677 | 0.006562449 |\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 | 0.0971 | 0.0629 | 0:00:00.184300 | 0:00:00.011501 | 0:00:00.195801 |\n", "| 15 | 0.0886 | 0.0518 | 0:00:00.196799 | 0:00:00.013901 | 0:00:00.210700 |\n", "| 30 | 0.0829 | 0.0486 | 0:00:00.189600 | 0:00:00.019401 | 0:00:00.209000 |\n", "| 45 | 0.0629 | 0.0357 | 0:00:00.193399 | 0:00:00.019000 | 0:00:00.212399 |\n", "| Average | 0.0829 | 0.0497 | 0:00:00.191024 | 0:00:00.015951 | 0:00:00.206975 |\n", "| Std Dev. | 0.0126 | 0.0097 | 0.0046431391 | 0.003361677 | 0.006562449 |\n", "+----------+--------+--------+----------------+----------------+----------------+\n", "###############\n", "b'Latest Datasets\\\\land_sat'\n", "###############\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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 | 0.9146 | 0:01:17.422004 | 0:00:00.633998 | 0:01:17.422004 |\n", "| 15 | 0.9317 | 0:01:09.019999 | 0:00:00.528001 | 0:01:09.019999 |\n", "| 30 | 0.927 | 0:01:08.993000 | 0:00:00.677000 | 0:01:08.993000 |\n", "| 45 | 0.9286 | 0:01:07.459004 | 0:00:01.021997 | 0:01:07.459004 |\n", "| Average | 0.9255 | 0:01:10.723502 | 0:00:00.715249 | 0:00:35.719375 |\n", "| Std Dev. | 0.0065 | 3.918655252755958 | 0.18521679420609713 | 35.11387112024326 |\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 | 0.9073 | 0:01:17.422004 | 0:00:00.633998 | 0:01:17.422004 |\n", "| 15 | 0.9259 | 0:01:09.019999 | 0:00:00.528001 | 0:01:09.019999 |\n", "| 30 | 0.9177 | 0:01:08.993000 | 0:00:00.677000 | 0:01:08.993000 |\n", "| 45 | 0.9201 | 0:01:07.459004 | 0:00:01.021997 | 0:01:07.459004 |\n", "| Average | 0.9177 | 0:01:10.723502 | 0:00:00.715249 | 0:00:35.719375 |\n", "| Std Dev. | 0.0067 | 3.918655252755958 | 0.18521679420609713 | 35.11387112024326 |\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 | 0.9146 | 0:01:17.422004 | 0:00:00.633998 | 0:01:17.422004 |\n", "| 15 | 0.9317 | 0:01:09.019999 | 0:00:00.528001 | 0:01:09.019999 |\n", "| 30 | 0.927 | 0:01:08.993000 | 0:00:00.677000 | 0:01:08.993000 |\n", "| 45 | 0.9286 | 0:01:07.459004 | 0:00:01.021997 | 0:01:07.459004 |\n", "| Average | 0.9255 | 0:01:10.723502 | 0:00:00.715249 | 0:00:35.719375 |\n", "| Std Dev. | 0.0065 | 3.918655252755958 | 0.18521679420609713 | 35.11387112024326 |\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 | 0.8979 | 0:01:17.422004 | 0:00:00.633998 | 0:01:17.422004 |\n", "| 15 | 0.9146 | 0:01:09.019999 | 0:00:00.528001 | 0:01:09.019999 |\n", "| 30 | 0.9108 | 0:01:08.993000 | 0:00:00.677000 | 0:01:08.993000 |\n", "| 45 | 0.9132 | 0:01:07.459004 | 0:00:01.021997 | 0:01:07.459004 |\n", "| Average | 0.9091 | 0:01:10.723502 | 0:00:00.715249 | 0:00:35.719375 |\n", "| Std Dev. | 0.0066 | 3.918655252755958 | 0.18521679420609713 | 35.11387112024326 |\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 | 0.9146 | 0:01:17.422004 | 0:00:00.633998 | 0:01:17.422004 |\n", "| 15 | 0.9317 | 0:01:09.019999 | 0:00:00.528001 | 0:01:09.019999 |\n", "| 30 | 0.927 | 0:01:08.993000 | 0:00:00.677000 | 0:01:08.993000 |\n", "| 45 | 0.9286 | 0:01:07.459004 | 0:00:01.021997 | 0:01:07.459004 |\n", "| Average | 0.9255 | 0:01:10.723502 | 0:00:00.715249 | 0:00:35.719375 |\n", "| Std Dev. | 0.0065 | 3.918655252755958 | 0.18521679420609713 | 35.11387112024326 |\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 | 0.9008 | 0:01:17.422004 | 0:00:00.633998 | 0:01:17.422004 |\n", "| 15 | 0.9191 | 0:01:09.019999 | 0:00:00.528001 | 0:01:09.019999 |\n", "| 30 | 0.9138 | 0:01:08.993000 | 0:00:00.677000 | 0:01:08.993000 |\n", "| 45 | 0.9162 | 0:01:07.459004 | 0:00:01.021997 | 0:01:07.459004 |\n", "| Average | 0.9125 | 0:01:10.723502 | 0:00:00.715249 | 0:00:35.719375 |\n", "| Std Dev. | 0.007 | 3.918655252755958 | 0.18521679420609713 | 35.11387112024326 |\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 | 0.9146 | 0:01:17.422004 | 0:00:00.633998 | 0:01:17.422004 |\n", "| 15 | 0.9317 | 0:01:09.019999 | 0:00:00.528001 | 0:01:09.019999 |\n", "| 30 | 0.927 | 0:01:08.993000 | 0:00:00.677000 | 0:01:08.993000 |\n", "| 45 | 0.9286 | 0:01:07.459004 | 0:00:01.021997 | 0:01:07.459004 |\n", "| Average | 0.9255 | 0:01:10.723502 | 0:00:00.715249 | 0:00:35.719375 |\n", "| Std Dev. | 0.0065 | 3.918655252755958 | 0.18521679420609713 | 35.11387112024326 |\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 | 0.9488 | 0:01:17.422004 | 0:00:00.633998 | 0:01:17.422004 |\n", "| 15 | 0.959 | 0:01:09.019999 | 0:00:00.528001 | 0:01:09.019999 |\n", "| 30 | 0.9562 | 0:01:08.993000 | 0:00:00.677000 | 0:01:08.993000 |\n", "| 45 | 0.9571 | 0:01:07.459004 | 0:00:01.021997 | 0:01:07.459004 |\n", "| Average | 0.9553 | 0:01:10.723502 | 0:00:00.715249 | 0:00:35.719375 |\n", "| Std Dev. | 0.0039 | 3.918655252755958 | 0.18521679420609713 | 35.11387112024326 |\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 | 0.8507 | 0:01:17.422004 | 0:00:00.633998 | 0:01:17.422004 |\n", "| 15 | 0.8794 | 0:01:09.019999 | 0:00:00.528001 | 0:01:09.019999 |\n", "| 30 | 0.8715 | 0:01:08.993000 | 0:00:00.677000 | 0:01:08.993000 |\n", "| 45 | 0.8741 | 0:01:07.459004 | 0:00:01.021997 | 0:01:07.459004 |\n", "| Average | 0.869 | 0:01:10.723502 | 0:00:00.715249 | 0:00:35.719375 |\n", "| Std Dev. | 0.0109 | 3.918655252755958 | 0.18521679420609713 | 35.11387112024326 |\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 | 0:01:17.422004 | 0:00:00.633998 | 0:01:17.422004 |\n", "| 15 | 0.1134 | 0:01:09.019999 | 0:00:00.528001 | 0:01:09.019999 |\n", "| 30 | 0.118 | 0:01:08.993000 | 0:00:00.677000 | 0:01:08.993000 |\n", "| 45 | 0.1196 | 0:01:07.459004 | 0:00:01.021997 | 0:01:07.459004 |\n", "| Average | 0.1219 | 0:01:10.723502 | 0:00:00.715249 | 0:00:35.719375 |\n", "| Std Dev. | 0.0088 | 3.918655252755958 | 0.18521679420609713 | 35.11387112024326 |\n", "+----------+--------+-------------------+---------------------+-------------------+\n", "###############\n", "k 5\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "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", " for k in kList:\n", " time1=time.time()\n", " pred=[]\n", " print(\"k\",k)\n", " distances_class=[]\n", " neighs_class=[]\n", " for c in range(0,len(classes)):\n", " if len(class_dist[c])0:\n", " r_mean=np.nanmean(neigh_vals,axis=0)\n", " m2=func(test_data[t,:],r_mean)#+np.nanmin(dist)\n", " total_d+=m2 \n", " #cl_rdist.append(total_d) \n", " f1=True\n", " if len(neighs_class[c])>0:\n", " neigh_vals=[class_dist[c][i] for i in neighs_class[c][t]]\n", " r1_mean=np.nanmean(neigh_vals,axis=0)\n", " m2=func(test_data[t,:],r1_mean)+np.nanmin(distances_class[c][t])\n", " total_d+=m2\n", " f2=True\n", " if f1==True :\n", " cl_rdist.append(total_d) \n", " else:\n", " cl_rdist.append(np.inf) \n", " \n", " cl_rdist=np.array(cl_rdist)\n", " class_weight = np.array(cl_rdist**-1)\n", " membership = class_weight/ np.nansum(class_weight)\n", " maxInd=np.argmax(membership)\n", " pred.append(clss[maxInd]) \n", " \n", " y_pred.append(pred) \n", " time3=time.time()\n", " train_time.append(time2-time1)\n", " test_time.append(time3-time2)\n", " \n", " 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 = \"LMGL-FkNN\\\\Latest Datasets\"\n", " if not os.path.exists(path):\n", " os.makedirs(path)\n", " fname=path+'\\\\table_'+dataset+'_'+met+'_LMGL-FkNN.txt'\n", " tables = open(fname, 'wb')\n", " k_splits=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 }