{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Рабочая тетрадь No 3" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from sklearn.metrics import accuracy_score\n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.feature_extraction import DictVectorizer" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.3.1 Задание\n", "\n", "Задайте 4 точки в трехмерном пространстве, рассчитайте между ними \n", "расстояния по описанным в примере выше метрикам. Отобразите точки \n", "в трехмерном пространстве." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "first_dot = np.array([np.random.randint(10) for _ in range(3)])\n", "second_dot = np.array([np.random.randint(10) for _ in range(3)])\n", "third_dot = np.array([np.random.randint(10) for _ in range(3)])\n", "fourth_dot = np.array([np.random.randint(10) for _ in range(3)])\n", "\n", "dots = [first_dot, second_dot, third_dot, fourth_dot]" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2 4 8] [8 6 2]\n", "Расстояние Евклида 8.717797887081348\n", "Квадрат Евклидова расстояния 76.00000000000001\n", "Расстояние Чебышева 6.0\n", "Расстояние Хемминга 14.0\n", "\n", "[2 4 8] [6 6 1]\n", "Расстояние Евклида 8.306623862918075\n", "Квадрат Евклидова расстояния 69.0\n", "Расстояние Чебышева 7.0\n", "Расстояние Хемминга 13.0\n", "\n", "[2 4 8] [7 6 1]\n", "Расстояние Евклида 8.831760866327848\n", "Квадрат Евклидова расстояния 78.00000000000001\n", "Расстояние Чебышева 7.0\n", "Расстояние Хемминга 14.0\n", "\n", "[8 6 2] [2 4 8]\n", "Расстояние Евклида 8.717797887081348\n", "Квадрат Евклидова расстояния 76.00000000000001\n", "Расстояние Чебышева 6.0\n", "Расстояние Хемминга 14.0\n", "\n", "[8 6 2] [6 6 1]\n", "Расстояние Евклида 2.23606797749979\n", "Квадрат Евклидова расстояния 5.000000000000001\n", "Расстояние Чебышева 2.0\n", "Расстояние Хемминга 3.0\n", "\n", "[8 6 2] [7 6 1]\n", "Расстояние Евклида 1.4142135623730951\n", "Квадрат Евклидова расстояния 2.0000000000000004\n", "Расстояние Чебышева 1.0\n", "Расстояние Хемминга 2.0\n", "\n", "[6 6 1] [2 4 8]\n", "Расстояние Евклида 8.306623862918075\n", "Квадрат Евклидова расстояния 69.0\n", "Расстояние Чебышева 7.0\n", "Расстояние Хемминга 13.0\n", "\n", "[6 6 1] [8 6 2]\n", "Расстояние Евклида 2.23606797749979\n", "Квадрат Евклидова расстояния 5.000000000000001\n", "Расстояние Чебышева 2.0\n", "Расстояние Хемминга 3.0\n", "\n", "[6 6 1] [7 6 1]\n", "Расстояние Евклида 1.0\n", "Квадрат Евклидова расстояния 1.0\n", "Расстояние Чебышева 1.0\n", "Расстояние Хемминга 1.0\n", "\n", "[7 6 1] [2 4 8]\n", "Расстояние Евклида 8.831760866327848\n", "Квадрат Евклидова расстояния 78.00000000000001\n", "Расстояние Чебышева 7.0\n", "Расстояние Хемминга 14.0\n", "\n", "[7 6 1] [8 6 2]\n", "Расстояние Евклида 1.4142135623730951\n", "Квадрат Евклидова расстояния 2.0000000000000004\n", "Расстояние Чебышева 1.0\n", "Расстояние Хемминга 2.0\n", "\n", "[7 6 1] [6 6 1]\n", "Расстояние Евклида 1.0\n", "Квадрат Евклидова расстояния 1.0\n", "Расстояние Чебышева 1.0\n", "Расстояние Хемминга 1.0\n", "\n" ] } ], "source": [ "for first in dots:\n", " for second in dots:\n", " if (first == second).all():\n", " continue\n", "\n", " print(first, second)\n", " print('Расстояние Евклида', np.linalg.norm(first-second))\n", " print('Квадрат Евклидова расстояния', np.linalg.norm(first-second) ** 2)\n", " print('Расстояние Чебышева', np.linalg.norm(first-second, ord=np.inf))\n", " print('Расстояние Хемминга', np.linalg.norm(first-second, ord=1))\n", " print()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure()\n", "ax = fig.add_subplot(111, projection='3d')\n", "\n", "for dot in dots:\n", " ax.scatter(*dot)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 1.3.2 Задание\n", "\n", "Создать 5x5 матрицу со значениями в строках от 0 до 4. Для создания \n", "необходимо использовать функцию arange." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[0, 1, 2, 3, 4],\n", " [0, 1, 2, 3, 4],\n", " [0, 1, 2, 3, 4],\n", " [0, 1, 2, 3, 4],\n", " [0, 1, 2, 3, 4]])" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.array([np.arange(0, 5) for _ in range(5)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2.3.1 Задание\n", "\n", "Для предыдущего примера поэкспериментируйте с параметрами классификатора: \n", "1. Установите другое количество ближайших соседей (k = 1, 5, 10). \n", "2. Установите размер тестовой выборки 15% от всего датасета. \n", "3. Постройте графики и оцените качество моделей, проанализируйте результаты. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2.2.1\n", "\n", "В примере показано создание 2d-массива со значениями x и y. Список \n", "target содержит возможные выходные классы (часто называемые \n", "метками). Далее происходит обучене классификатора k-ближайших \n", "соседей по исходным данным. Далее производится прогноз \n", "принадлежности к классам для двух точек данных." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "KNeighborsClassifier(n_neighbors=3)\n", "(-2,-2) is class [0]\n", "(1,3) is class [1]\n" ] } ], "source": [ "# данные\n", "X = np.array([[-1, -1], [-2, -1], [-3, -2], [1, 1], [2, 1], [3, 2]])\n", "target = [0, 0, 0, 1, 1, 1]\n", "\n", "# обучаем модель k-ближайших соседей к данным\n", "K = 3\n", "model = KNeighborsClassifier(n_neighbors=K)\n", "model.fit(X, target)\n", "print(model)\n", "\n", "# делаем прогноз\n", "print('(-2,-2) is class', model.predict([[-9, 9]]))\n", "print('(1,3) is class', model.predict([[1, 3]]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 2.2.2\n", "\n", "Далее приведем более наглядный пример. Будет построена граница \n", "решения для каждого класса. В качестве данных будем использовать уже \n", "знакомый нам и встроенный в библиотеку sklearn набор данных ирисов \n", "Фишера. Этот набор данных стал уже классическим, и часто используется \n", "в литературе для иллюстрации работы различных статистических \n", "алгоритмов. Датасет содержит наблюдения за 150 разными цветками \n", "ирисов, данные по каждому цветку расположены в строках. В стобцах \n", "записаны длина и ширина чашелистика, длина и ширина лепестка, вид \n", "ириса. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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sepal_length_cmsepal_width_cmpetal_length_cmpetal_width_cmspecies
05.13.51.40.2setosa
14.93.01.40.2setosa
24.73.21.30.2setosa
34.63.11.50.2setosa
45.03.61.40.2setosa
..................
1456.73.05.22.3virginica
1466.32.55.01.9virginica
1476.53.05.22.0virginica
1486.23.45.42.3virginica
1495.93.05.11.8virginica
\n", "

150 rows × 5 columns

\n", "
" ], "text/plain": [ " sepal_length_cm sepal_width_cm petal_length_cm petal_width_cm \\\n", "0 5.1 3.5 1.4 0.2 \n", "1 4.9 3.0 1.4 0.2 \n", "2 4.7 3.2 1.3 0.2 \n", "3 4.6 3.1 1.5 0.2 \n", "4 5.0 3.6 1.4 0.2 \n", ".. ... ... ... ... \n", "145 6.7 3.0 5.2 2.3 \n", "146 6.3 2.5 5.0 1.9 \n", "147 6.5 3.0 5.2 2.0 \n", "148 6.2 3.4 5.4 2.3 \n", "149 5.9 3.0 5.1 1.8 \n", "\n", " species \n", "0 setosa \n", "1 setosa \n", "2 setosa \n", "3 setosa \n", "4 setosa \n", ".. ... \n", "145 virginica \n", "146 virginica \n", "147 virginica \n", "148 virginica \n", "149 virginica \n", "\n", "[150 rows x 5 columns]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "url = 'https://raw.githubusercontent.com/akmand/datasets/master/iris.csv'\n", "\n", "iris = pd.read_csv(url)\n", "\n", "iris" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Объявляем фигуру из двух графиков и ее размер \n", "plt.figure(figsize=(16, 7))\n", "\n", "# Левый график\n", "plt.subplot(121)\n", "sns.scatterplot(\n", " data=iris, # из этой таблицы нарисовать точки\n", " x='petal_width_cm', y='petal_length_cm', # с этими координатами,\n", " hue='species', # для которых цвет определить согласно этому столбцу \n", " s=70 # размер точек\n", ")\n", "plt.xlabel('Длина лепестка, см') \n", "plt.ylabel('Ширина лепестка, см') \n", "plt.legend() # добавить легенду \n", "plt.grid() # добавить сетку\n", "\n", "# Правый график аналогично \n", "plt.subplot(122)\n", "sns.scatterplot(data=iris,\n", "x='sepal_width_cm', y='sepal_length_cm', hue='species', s=70)\n", "plt.xlabel('Длина чашелистика, см') \n", "plt.ylabel('Ширина чашелистика, см') \n", "plt.legend()\n", "plt.grid();" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((127, 4), (23, 4), (127,), (23,))" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train, X_test, y_train, y_test = train_test_split(\n", " # поскольку iris это pandas-таблица, для нее нужно указывать iloc\n", " iris.iloc[:, :-1], # берем все колонки кроме последней в признаки\n", " iris.iloc[:, -1], # последнюю в целевую переменную (класс)\n", " test_size=0.15 # размер тестовой выборки 15%\n", ")\n", "\n", "X_train.shape, X_test.shape, y_train.shape, y_test.shape\n" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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105.43.71.50.2
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" ], "text/plain": [ " sepal_length_cm sepal_width_cm petal_length_cm petal_width_cm\n", "52 6.9 3.1 4.9 1.5\n", "42 4.4 3.2 1.3 0.2\n", "75 6.6 3.0 4.4 1.4\n", "135 7.7 3.0 6.1 2.3\n", "10 5.4 3.7 1.5 0.2" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X_train.head()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "52 versicolor\n", "42 setosa\n", "75 versicolor\n", "135 virginica\n", "10 setosa\n", "Name: species, dtype: object" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_train.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Обучим метод 1 ближайшем соседе" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['versicolor', 'setosa', 'virginica', 'setosa', 'versicolor',\n", " 'versicolor', 'setosa', 'versicolor', 'versicolor', 'virginica',\n", " 'versicolor', 'setosa', 'virginica', 'setosa', 'virginica',\n", " 'setosa', 'versicolor', 'versicolor', 'virginica', 'setosa',\n", " 'versicolor', 'setosa', 'setosa'], dtype=object)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = KNeighborsClassifier(n_neighbors=1)\n", "model.fit(X_train, y_train)\n", "\n", "# Получим предсказания модели\n", "y_pred = model.predict(X_test)\n", "y_pred" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Покажем на графике, что отражаем полученное число.\n", "# Красным цветом обозначим точки, для которых классификация сработала неправильно.\n", "plt.figure(figsize=(10, 7))\n", "sns.scatterplot(x='petal_width_cm', y='petal_length_cm', data=iris, hue='species', s=70)\n", "plt.xlabel('Длина лепестка, см')\n", "plt.ylabel('Ширина лепестка, см')\n", "plt.legend(loc=2)\n", "plt.grid()\n", "\n", "# Перебираем все объекты из теста\n", "for i in range(len(y_test)):\n", " # Если предсказание неправильное\n", " if np.array(y_test)[i] != y_pred[i]:\n", " # то подсвечиваем точку красным\n", " plt.scatter(X_test.iloc[i, 3], X_test.iloc[i, 2], color='red', s=150)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "accuracy: 1.000\n" ] } ], "source": [ "# качество модели (доля правильно классифицированных точек)\n", "print(f'accuracy: {accuracy_score(y_test, y_pred):.3f}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Обучим метод 5 ближайших соседях" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['versicolor', 'setosa', 'virginica', 'setosa', 'versicolor',\n", " 'versicolor', 'setosa', 'versicolor', 'versicolor', 'virginica',\n", " 'versicolor', 'setosa', 'virginica', 'setosa', 'virginica',\n", " 'setosa', 'versicolor', 'versicolor', 'virginica', 'setosa',\n", " 'versicolor', 'setosa', 'setosa'], dtype=object)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = KNeighborsClassifier(n_neighbors=5)\n", "model.fit(X_train, y_train)\n", "\n", "# Получим предсказания модели\n", "y_pred = model.predict(X_test)\n", "y_pred" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Покажем на графике, что отражаем полученное число.\n", "# Красным цветом обозначим точки, для которых классификация сработала неправильно.\n", "plt.figure(figsize=(10, 7))\n", "sns.scatterplot(x='petal_width_cm', y='petal_length_cm', data=iris, hue='species', s=70)\n", "plt.xlabel('Длина лепестка, см')\n", "plt.ylabel('Ширина лепестка, см')\n", "plt.legend(loc=2)\n", "plt.grid()\n", "\n", "# Перебираем все объекты из теста\n", "for i in range(len(y_test)):\n", " # Если предсказание неправильное\n", " if np.array(y_test)[i] != y_pred[i]:\n", " # то подсвечиваем точку красным\n", " plt.scatter(X_test.iloc[i, 3], X_test.iloc[i, 2], color='red', s=150)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "accuracy: 1.000\n" ] } ], "source": [ "# качество модели (доля правильно классифицированных точек)\n", "print(f'accuracy: {accuracy_score(y_test, y_pred):.3f}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Обучим метод 10 ближайших соседях" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array(['versicolor', 'setosa', 'virginica', 'setosa', 'versicolor',\n", " 'versicolor', 'setosa', 'versicolor', 'versicolor', 'virginica',\n", " 'versicolor', 'setosa', 'virginica', 'setosa', 'virginica',\n", " 'setosa', 'versicolor', 'versicolor', 'virginica', 'setosa',\n", " 'versicolor', 'setosa', 'setosa'], dtype=object)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = KNeighborsClassifier(n_neighbors=10)\n", "model.fit(X_train, y_train)\n", "\n", "# Получим предсказания модели\n", "y_pred = model.predict(X_test)\n", "y_pred" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Покажем на графике, что отражаем полученное число.\n", "# Красным цветом обозначим точки, для которых классификация сработала неправильно.\n", "plt.figure(figsize=(10, 7))\n", "sns.scatterplot(x='petal_width_cm', y='petal_length_cm', data=iris, hue='species', s=70)\n", "plt.xlabel('Длина лепестка, см')\n", "plt.ylabel('Ширина лепестка, см')\n", "plt.legend(loc=2)\n", "plt.grid()\n", "\n", "# Перебираем все объекты из теста\n", "for i in range(len(y_test)):\n", " # Если предсказание неправильное\n", " if np.array(y_test)[i] != y_pred[i]:\n", " # то подсвечиваем точку красным\n", " plt.scatter(X_test.iloc[i, 3], X_test.iloc[i, 2], color='red', s=150)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "accuracy: 1.000\n" ] } ], "source": [ "# качество модели (доля правильно классифицированных точек)\n", "print(f'accuracy: {accuracy_score(y_test, y_pred):.3f}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 3.3.2 Задание\n", "\n", "Определите набор признаков человека, по аналогии из РТ 1, – например, \n", "цвет глаз и конвертируйте его в матрицу признаков. " ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[2., 0., 3., 1.],\n", " [0., 1., 1., 1.],\n", " [5., 3., 0., 5.],\n", " [3., 4., 2., 0.]])" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data_dict = [{\"карий\": 3, \"голубой\":2, \"серый\":1}, \n", " {\"карий\": 1, \"зеленый\":1, \"серый\":1},\n", " {\"зеленый\": 3, \"голубой\":5, \"серый\":5},\n", " {\"карий\": 2, \"голубой\":3, \"зеленый\":4}]\n", "\n", "dictvectoriser = DictVectorizer(sparse=False)\n", "\n", "features = dictvectoriser.fit_transform(data_dict)\n", "features" ] } ], "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": "3.12.5" } }, "nbformat": 4, "nbformat_minor": 2 }