{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Задача 12. \n", "\n", "Предсказать сорт винограда из которого сделано вино, используя результаты химических анализов, c помощью KNN - метода k ближайших соседей с тремя различными метриками. Построить график зависимости величины ошибки от числа соседей k." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from sklearn import model_selection\n", "from sklearn import neighbors\n", "from sklearn import metrics\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Установим реккомендуемые параметры:" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "plt.rcParams['font.family'] = 'serif'\n", "plt.rcParams['font.serif'] = 'FreeSerif'\n", "plt.rcParams['lines.linewidth'] = 2\n", "plt.rcParams['lines.markersize'] = 12\n", "plt.rcParams['xtick.labelsize'] = 24\n", "plt.rcParams['ytick.labelsize'] = 24\n", "plt.rcParams['legend.fontsize'] = 24\n", "plt.rcParams['axes.titlesize'] = 36\n", "plt.rcParams['axes.labelsize'] = 24" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Загрузим данные:" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ClassAlcoholMalic acidAshAlcalinity of ashMagnesiumTotal phenolsFlavanoidsNonflavanoid phenolsProanthocyaninsColor intensityHueOD280/OD315 of diluted winesProline
0114.231.712.4315.61272.803.060.282.295.641.043.921065
1113.201.782.1411.21002.652.760.261.284.381.053.401050
2113.162.362.6718.61012.803.240.302.815.681.033.171185
3114.371.952.5016.81133.853.490.242.187.800.863.451480
4113.242.592.8721.01182.802.690.391.824.321.042.93735
\n", "
" ], "text/plain": [ " Class Alcohol Malic acid Ash Alcalinity of ash Magnesium \\\n", "0 1 14.23 1.71 2.43 15.6 127 \n", "1 1 13.20 1.78 2.14 11.2 100 \n", "2 1 13.16 2.36 2.67 18.6 101 \n", "3 1 14.37 1.95 2.50 16.8 113 \n", "4 1 13.24 2.59 2.87 21.0 118 \n", "\n", " Total phenols Flavanoids Nonflavanoid phenols Proanthocyanins \\\n", "0 2.80 3.06 0.28 2.29 \n", "1 2.65 2.76 0.26 1.28 \n", "2 2.80 3.24 0.30 2.81 \n", "3 3.85 3.49 0.24 2.18 \n", "4 2.80 2.69 0.39 1.82 \n", "\n", " Color intensity Hue OD280/OD315 of diluted wines Proline \n", "0 5.64 1.04 3.92 1065 \n", "1 4.38 1.05 3.40 1050 \n", "2 5.68 1.03 3.17 1185 \n", "3 7.80 0.86 3.45 1480 \n", "4 4.32 1.04 2.93 735 " ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "columns = ['Class', 'Alcohol', 'Malic acid', 'Ash', 'Alcalinity of ash', \n", " 'Magnesium', 'Total phenols', 'Flavanoids', 'Nonflavanoid phenols',\n", " 'Proanthocyanins', 'Color intensity', 'Hue', 'OD280/OD315 of diluted wines', 'Proline']\n", "\n", "data = pd.read_csv('https://archive.ics.uci.edu/ml/machine-learning-databases/wine/wine.data', names = columns)\n", "data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Разобьем данные на класс и признаки, а также на обучающую и тестовую выборки:" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "X = data.loc[:, data.columns != 'Class'].values\n", "Y = data.loc[:, data.columns == 'Class'].values\n", "\n", "used_metrics = ['euclidean', 'manhattan', 'chebyshev']\n", "X_train, X_test, y_train, y_test = model_selection.train_test_split(\n", " X, Y, test_size = 0.2, random_state = 42)\n", "\n", "y_train = y_train.ravel()\n", "y_test = y_test.ravel()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Посчитаем точность предсказания класса при разных метриках и разных параметрах kNN." ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "accuracy = np.zeros((3, 101))\n", "for i in range(3):\n", " for num_neighbors in range(1, 101):\n", " nb = neighbors.KNeighborsClassifier(n_neighbors = num_neighbors, \n", " metric = used_metrics[i])\n", " nb.fit(X_train, y_train)\n", " prediction = nb.predict(X_test)\n", " accuracy[i][num_neighbors] = metrics.accuracy_score(y_test, prediction)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Построим график зависимости точности от количеста соседей:" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15, 8))\n", "for i in range(0, 3):\n", " plt.plot(np.linspace(1, 100, 100), accuracy[i][1:], label = used_metrics[i])\n", "plt.legend()\n", "plt.title('Dependency of accuracy from number of neighbors')\n", "plt.xlabel('Number of neighbors')\n", "plt.ylabel('Accuracy')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Вывод:\n", "\n", "Как видно из графика, точность определения класса вина достаточно хорошая и не особо зависит от числа соседей в алгоритме kNN." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.5" } }, "nbformat": 4, "nbformat_minor": 2 }