{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Метод ближайших соседей" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Разберёмся как тренировать модели машинного обучения и, в частности, метод ближайших соседей в sklearn." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](https://upload.wikimedia.org/wikipedia/commons/e/e7/KnnClassification.svg)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "from matplotlib import pyplot as plt\n", "import seaborn as sns\n", "\n", "%matplotlib inline\n", "\n", "sns.set(style='dark')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Генерация данных" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Сгенерируем данные" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "np.random.seed(13)\n", "n = 100\n", "a = np.random.normal(loc=0, scale=1, size=(n, 2))\n", "b = np.random.normal(loc=3, scale=2, size=(n, 2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Визуализируем полученный набор данных" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 8))\n", "\n", "plt.scatter(a[:, 0], a[:, 1], c='blue', s=50, alpha=0.6)\n", "plt.scatter(b[:, 0], b[:, 1], c='red', s=50, alpha=0.6)\n", "\n", "plt.xlabel('$x_1$')\n", "plt.ylabel('$x_2$')\n", "plt.grid()\n", "plt.legend(['class 0', 'class 1'], loc='upper right');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Объединим матрицы в единую матрицу данных и создадим отдельный столбец меток класса" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((200, 2), (200,))" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X = np.vstack([a, b])\n", "y = np.hstack([np.zeros(n), np.ones(n)])\n", "\n", "X.shape, y.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Для визуализации воспользуемся следующий палитрой:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "cmap = sns.diverging_palette(240, 10, n=9, as_cmap=True)\n", "sns.palplot(sns.diverging_palette(240, 10, n=9))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Можно визуализировать одной командой scatter" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8, 8))\n", "\n", "plt.scatter(X[:, 0], X[:, 1], c=y, s=50, alpha=0.6, cmap=cmap)\n", "plt.xlabel('$x_1$')\n", "plt.ylabel('$x_2$')\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Обучение моделей" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Попробуем обучить разные варианты [метода ближайших соседей](http://scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsClassifier.html) из scikit-learn:\n", "\n", "```python\n", "class KNeighborsClassifier(...):\n", " def __init__(self, n_neighbors=5,\n", " weights='uniform', algorithm='auto', leaf_size=30,\n", " p=2, metric='minkowski', metric_params=None, n_jobs=None,\n", " **kwargs):\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Для начала обучим метод 3 ближайших соседей" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", " metric_params=None, n_jobs=None, n_neighbors=3, p=2,\n", " weights='uniform')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.neighbors import KNeighborsClassifier as KNN\n", "clf = KNN(n_neighbors=3)\n", "clf.fit(X, y)\n", "clf" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Предскажем метки для каких-нибудь точек" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([1., 1., 0.])" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_test = [\n", " [2, 0],\n", " [10, 20],\n", " [-10, -20]\n", "]\n", "clf.predict(X_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Предскажем вероятности каждой из меток" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0.33333333, 0.66666667],\n", " [0. , 1. ],\n", " [1. , 0. ]])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clf.predict_proba(X_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "А что, если мы хотим помотреть, как обученный алгоритм проводит разделяющую поверхность между объектами из признакового пространства?\n", "\n", "Для начала напишем функцию для генерации карты точек" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def get_grid(data, border=1.0, step=0.01):\n", " x_min, x_max = data[:, 0].min() - border, data[:, 0].max() + border\n", " y_min, y_max = data[:, 1].min() - border, data[:, 1].max() + border\n", " return np.meshgrid(np.arange(x_min, x_max, step),\n", " np.arange(y_min, y_max, step))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "xx, yy = get_grid(X, step=0.5)\n", "plt.plot(xx, yy, 'b.');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Примерним классификатор к карте точек и визуализируем её" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib.colors import ListedColormap\n", "\n", "plt.figure(figsize=(8, 8))\n", "xx, yy = get_grid(X)\n", "predicted = clf.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1].reshape(xx.shape)\n", "\n", "plt.pcolormesh(xx, yy, predicted, cmap=cmap)\n", "plt.scatter(X[:, 0], X[:, 1], c=y, s=100., edgecolor='k', cmap=cmap)\n", "plt.xlabel('$x_1$')\n", "plt.ylabel('$x_2$');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Обернём все вышеописанное (обучение + предсказание + визуализацию) в одну функцию" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "def plot_model(X, y, clf):\n", " clf.fit(X, y)\n", " xx, yy = get_grid(X)\n", " predicted = clf.predict_proba(np.c_[xx.ravel(), yy.ravel()])[:, 1].reshape(xx.shape)\n", " plt.axis('equal')\n", " plt.xlabel('$x_1$')\n", " plt.ylabel('$x_2$')\n", " cmap = sns.diverging_palette(240, 10, n=9, as_cmap=True)\n", " plt.pcolormesh(xx, yy, predicted, cmap=cmap)\n", " plt.scatter(X[:, 0], X[:, 1], c=y, s=70, edgecolors='k', cmap=cmap, alpha=0.7)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Будем перебирать параметр \"число соседей\" и визуализировать полученное разбиение пространства объектов" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20, 12))\n", "for index, n_neighbors in enumerate(np.logspace(0, 7, 8, base=2, dtype=np.int16)):\n", " plt.subplot(2, 4, index + 1)\n", " plot_model(X, y, KNN(n_neighbors=n_neighbors))\n", " plt.title(f'{n_neighbors} nearest neighbours')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Как выбрать число соседей?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Оценка качества" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Разобьём данные на 2 части: обучение и контроль" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(140, 2) (140,)\n", "(60, 2) (60,)\n" ] } ], "source": [ "print(X_train.shape, y_train.shape)\n", "print(X_test.shape, y_test.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Оценим качество работы для n_neighbors=3" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9333333333333333" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.metrics import accuracy_score\n", "accuracy_score(y_test, KNN(n_neighbors=3).fit(X_train, y_train).predict(X_test))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Оценим качество для каждого из значений n_neighbors из [1, n) и построим график зависимости качества от n_neighbors" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "n = 100\n", "scores = []\n", "for k in range(1, n):\n", " scores.append(accuracy_score(y_test, KNN(n_neighbors=k).fit(X_train, y_train).predict(X_test)))" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(18, 8))\n", "plt.plot(range(1, n), scores)\n", "plt.xlim(1, n)\n", "plt.ylim(np.min(scores) - 0.1, 1)\n", "plt.xticks(np.arange(1, n, 2))\n", "plt.xlabel('Number of nearest neighbours')\n", "plt.ylabel('Accuracy score')\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Из-за небольшого количества данных в тесте график получается шумным, и не до конца ясно, какое число соседей оптимально. Проведем кроссвалидацию средствами библиотеки sklearn" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "GridSearchCV(cv=5, error_score='raise-deprecating',\n", " estimator=KNeighborsClassifier(algorithm='auto', leaf_size=30,\n", " metric='minkowski',\n", " metric_params=None, n_jobs=None,\n", " n_neighbors=3, p=2,\n", " weights='uniform'),\n", " iid='warn', n_jobs=None, param_grid={'n_neighbors': range(1, 100)},\n", " pre_dispatch='2*n_jobs', refit=True, return_train_score=False,\n", " scoring=None, verbose=0)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from sklearn.model_selection import GridSearchCV\n", "params = {'n_neighbors': range(1, n)}\n", "grid_searcher = GridSearchCV(clf, params, cv=5)\n", "grid_searcher.fit(X, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Визуализируем полученные оценки качества и их $1\\sigma$-доверительный интервал" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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mean_fit_timestd_fit_timemean_score_timestd_score_timeparam_n_neighborsparamssplit0_test_scoresplit1_test_scoresplit2_test_scoresplit3_test_scoresplit4_test_scoremean_test_scorestd_test_scorerank_test_score
00.0004970.0002770.0017610.0007111{'n_neighbors': 1}0.9000.9000.9500.9500.9750.9350.03000026
10.0002830.0000280.0013430.0001432{'n_neighbors': 2}0.9250.9250.9500.9500.9500.9400.01224722
20.0002930.0000400.0014080.0001753{'n_neighbors': 3}0.9250.9500.9500.9500.9750.9500.0158115
30.0002820.0000260.0013540.0001894{'n_neighbors': 4}0.9250.9250.9750.9750.9750.9550.0244952
40.0002810.0000310.0012550.0000385{'n_neighbors': 5}0.9250.9750.9750.9500.9750.9600.0200001
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940.0002230.0000250.0015040.00007495{'n_neighbors': 95}0.8250.8750.9250.9250.8750.8850.03741790
950.0002050.0000020.0015210.00004196{'n_neighbors': 96}0.8000.8500.9250.9250.8750.8750.04743497
960.0002080.0000050.0015010.00002497{'n_neighbors': 97}0.8250.8500.9250.9250.8750.8800.04000095
970.0002050.0000020.0015030.00001698{'n_neighbors': 98}0.8000.8250.9250.9000.8750.8650.04636898
980.0002070.0000060.0014880.00001499{'n_neighbors': 99}0.8000.8250.9250.9000.8750.8650.04636898
\n", "

99 rows × 14 columns

\n", "
" ], "text/plain": [ " mean_fit_time std_fit_time mean_score_time std_score_time \\\n", "0 0.000497 0.000277 0.001761 0.000711 \n", "1 0.000283 0.000028 0.001343 0.000143 \n", "2 0.000293 0.000040 0.001408 0.000175 \n", "3 0.000282 0.000026 0.001354 0.000189 \n", "4 0.000281 0.000031 0.001255 0.000038 \n", ".. ... ... ... ... \n", "94 0.000223 0.000025 0.001504 0.000074 \n", "95 0.000205 0.000002 0.001521 0.000041 \n", "96 0.000208 0.000005 0.001501 0.000024 \n", "97 0.000205 0.000002 0.001503 0.000016 \n", "98 0.000207 0.000006 0.001488 0.000014 \n", "\n", " param_n_neighbors params split0_test_score \\\n", "0 1 {'n_neighbors': 1} 0.900 \n", "1 2 {'n_neighbors': 2} 0.925 \n", "2 3 {'n_neighbors': 3} 0.925 \n", "3 4 {'n_neighbors': 4} 0.925 \n", "4 5 {'n_neighbors': 5} 0.925 \n", ".. ... ... ... \n", "94 95 {'n_neighbors': 95} 0.825 \n", "95 96 {'n_neighbors': 96} 0.800 \n", "96 97 {'n_neighbors': 97} 0.825 \n", "97 98 {'n_neighbors': 98} 0.800 \n", "98 99 {'n_neighbors': 99} 0.800 \n", "\n", " split1_test_score split2_test_score split3_test_score \\\n", "0 0.900 0.950 0.950 \n", "1 0.925 0.950 0.950 \n", "2 0.950 0.950 0.950 \n", "3 0.925 0.975 0.975 \n", "4 0.975 0.975 0.950 \n", ".. ... ... ... \n", "94 0.875 0.925 0.925 \n", "95 0.850 0.925 0.925 \n", "96 0.850 0.925 0.925 \n", "97 0.825 0.925 0.900 \n", "98 0.825 0.925 0.900 \n", "\n", " split4_test_score mean_test_score std_test_score rank_test_score \n", "0 0.975 0.935 0.030000 26 \n", "1 0.950 0.940 0.012247 22 \n", "2 0.975 0.950 0.015811 5 \n", "3 0.975 0.955 0.024495 2 \n", "4 0.975 0.960 0.020000 1 \n", ".. ... ... ... ... \n", "94 0.875 0.885 0.037417 90 \n", "95 0.875 0.875 0.047434 97 \n", "96 0.875 0.880 0.040000 95 \n", "97 0.875 0.865 0.046368 98 \n", "98 0.875 0.865 0.046368 98 \n", "\n", "[99 rows x 14 columns]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.DataFrame(grid_searcher.cv_results_)\n", "df" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "means = df['mean_test_score']\n", "stds = df['std_test_score']\n", "n_neighbors = df['params'].apply(lambda x: x['n_neighbors'])" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(18, 8))\n", "plt.plot(n_neighbors, means)\n", "plt.fill_between(range(len(means)), means + stds, means - stds, alpha = 0.2, facecolor='blue')\n", "plt.xlim(1, n)\n", "plt.ylim(np.min(means - stds) - 0.1, 1)\n", "plt.xticks(np.arange(1, n, 2))\n", "plt.xlabel('Number of nearest neighbours')\n", "plt.ylabel('Accuracy score')\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Какие параметры ещё можно настраивать?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Помимо числа соседей, мы можем подбирать следующие параметры:\n", "\n", "1. weights ('uniform', 'distance', [callable])\n", "2. metric \n", "3. p (для метрики Минковского)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Кроме того, у KNeighborsClassifier есть параметр algorithm, который отвечает за алгоритм поиска ближайших соседей, который может позволить ускорить работу по сравнению с наивным подходом:\n", "\n", "1. Brute force\n", "2. [BallTree](http://scikit-learn.org/stable/modules/generated/sklearn.neighbors.BallTree.html#sklearn.neighbors.BallTree)\n", "3. [KDTree](http://scikit-learn.org/stable/modules/generated/sklearn.neighbors.KDTree.html#sklearn.neighbors.KDTree)\n", "4. Auto\n", "\n", "При использовании этих алгоритмов появляется и параметр для более детальной их настройки: leaf_size (для BallTree и KDTree)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Масштабирование признаков" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Загрузим набор данных [Wine](https://archive.ics.uci.edu/ml/machine-learning-databases/wine/wine.data), где требуется предсказать сорт винограда, из которого изготовлено вино, используя результаты химических анализов. Более подробное описание данных можно посмотреть [здесь](https://archive.ics.uci.edu/ml/datasets/Wine)." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(178, 14)\n" ] }, { "data": { "text/html": [ "
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\n", "
" ], "text/plain": [ " 0 1 2 3 4 5 6 7 8 9 10 11 12 \\\n", "0 1 14.23 1.71 2.43 15.6 127 2.80 3.06 0.28 2.29 5.64 1.04 3.92 \n", "1 1 13.20 1.78 2.14 11.2 100 2.65 2.76 0.26 1.28 4.38 1.05 3.40 \n", "2 1 13.16 2.36 2.67 18.6 101 2.80 3.24 0.30 2.81 5.68 1.03 3.17 \n", "3 1 14.37 1.95 2.50 16.8 113 3.85 3.49 0.24 2.18 7.80 0.86 3.45 \n", "4 1 13.24 2.59 2.87 21.0 118 2.80 2.69 0.39 1.82 4.32 1.04 2.93 \n", "\n", " 13 \n", "0 1065 \n", "1 1050 \n", "2 1185 \n", "3 1480 \n", "4 735 " ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = pd.read_csv('wine.data', header=None)\n", "print(data.shape)\n", "data.head()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "2 71\n", "1 59\n", "3 48\n", "Name: 0, dtype: int64" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data[0].value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Сохраним отдельно матрицу объектов и столбец ответов" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(178, 13) (178,)\n" ] } ], "source": [ "y = data[0].values\n", "X = data.drop(0, axis=1).values\n", "print(X.shape, y.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Подберём число соседей по кроссвалидации. Для этого напишем функцию, которая сделает это за нас" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import KFold\n", "from sklearn.model_selection import cross_val_score\n", "\n", "def cv_nn(n_neighbors, X, y):\n", " average_scores = []\n", " cv = KFold(n_splits=5, shuffle=True, random_state=42)\n", " for k in n_neighbors:\n", " knn_clf = KNN(n_neighbors=k)\n", " scores = cross_val_score(knn_clf, X, y, cv=cv)\n", " average_scores.append(scores.mean())\n", " return average_scores" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "n_neighbors = range(1, 51)\n", "average_scores = cv_nn(n_neighbors, X, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Посмотрим на то, что получилось:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(18, 8))\n", "l1 = plt.plot(n_neighbors, average_scores)\n", "plt.xticks(n_neighbors)\n", "plt.xlim(np.min(n_neighbors), np.max(n_neighbors))\n", "plt.ylim(0, 1)\n", "plt.xlabel('Number of nearest neighbours')\n", "plt.ylabel('Accuracy score')\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "А теперь сперва отмасштабируем данные и проделаем то же самое" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import scale\n", "X_scaled = scale(X)\n", "average_scores_scaled = cv_nn(n_neighbors, X_scaled, y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Сравним полученные результаты" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(18, 8))\n", "l1 = plt.plot(n_neighbors, average_scores)\n", "l2 = plt.plot(n_neighbors, average_scores_scaled)\n", "plt.xticks(n_neighbors)\n", "plt.xlim(np.min(n_neighbors), np.max(n_neighbors))\n", "plt.ylim(0, 1)\n", "plt.xlabel('Number of nearest neighbours')\n", "plt.ylabel('Accuracy score')\n", "plt.legend(['Initial data', 'Scaled data'], loc='lower right')\n", "plt.grid()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Видно, что масштабирование данных сильно сказалось на качестве классификации." ] } ], "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": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 1 }