mirea-projects/Third term/Artificial intelligence systems and big data/3.ipynb
2024-09-24 02:22:33 +03:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Рабочая тетрадь No 3"
]
},
{
"cell_type": "code",
"execution_count": 100,
"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": 81,
"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": 82,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[6 9 3] [2 3 5]\n",
"Расстояние Евклида 7.483314773547883\n",
"Квадрат Евклидова расстояния 56.0\n",
"Расстояние Чебышева 6.0\n",
"Расстояние Хемминга 12.0\n",
"\n",
"[6 9 3] [5 7 5]\n",
"Расстояние Евклида 3.0\n",
"Квадрат Евклидова расстояния 9.0\n",
"Расстояние Чебышева 2.0\n",
"Расстояние Хемминга 5.0\n",
"\n",
"[6 9 3] [3 7 5]\n",
"Расстояние Евклида 4.123105625617661\n",
"Квадрат Евклидова расстояния 17.0\n",
"Расстояние Чебышева 3.0\n",
"Расстояние Хемминга 7.0\n",
"\n",
"[2 3 5] [6 9 3]\n",
"Расстояние Евклида 7.483314773547883\n",
"Квадрат Евклидова расстояния 56.0\n",
"Расстояние Чебышева 6.0\n",
"Расстояние Хемминга 12.0\n",
"\n",
"[2 3 5] [5 7 5]\n",
"Расстояние Евклида 5.0\n",
"Квадрат Евклидова расстояния 25.0\n",
"Расстояние Чебышева 4.0\n",
"Расстояние Хемминга 7.0\n",
"\n",
"[2 3 5] [3 7 5]\n",
"Расстояние Евклида 4.123105625617661\n",
"Квадрат Евклидова расстояния 17.0\n",
"Расстояние Чебышева 4.0\n",
"Расстояние Хемминга 5.0\n",
"\n",
"[5 7 5] [6 9 3]\n",
"Расстояние Евклида 3.0\n",
"Квадрат Евклидова расстояния 9.0\n",
"Расстояние Чебышева 2.0\n",
"Расстояние Хемминга 5.0\n",
"\n",
"[5 7 5] [2 3 5]\n",
"Расстояние Евклида 5.0\n",
"Квадрат Евклидова расстояния 25.0\n",
"Расстояние Чебышева 4.0\n",
"Расстояние Хемминга 7.0\n",
"\n",
"[5 7 5] [3 7 5]\n",
"Расстояние Евклида 2.0\n",
"Квадрат Евклидова расстояния 4.0\n",
"Расстояние Чебышева 2.0\n",
"Расстояние Хемминга 2.0\n",
"\n",
"[3 7 5] [6 9 3]\n",
"Расстояние Евклида 4.123105625617661\n",
"Квадрат Евклидова расстояния 17.0\n",
"Расстояние Чебышева 3.0\n",
"Расстояние Хемминга 7.0\n",
"\n",
"[3 7 5] [2 3 5]\n",
"Расстояние Евклида 4.123105625617661\n",
"Квадрат Евклидова расстояния 17.0\n",
"Расстояние Чебышева 4.0\n",
"Расстояние Хемминга 5.0\n",
"\n",
"[3 7 5] [5 7 5]\n",
"Расстояние Евклида 2.0\n",
"Квадрат Евклидова расстояния 4.0\n",
"Расстояние Чебышева 2.0\n",
"Расстояние Хемминга 2.0\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": 83,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"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": 84,
"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": 84,
"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": 85,
"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([[-2, -2]]))\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": 86,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sepal_length_cm</th>\n",
" <th>sepal_width_cm</th>\n",
" <th>petal_length_cm</th>\n",
" <th>petal_width_cm</th>\n",
" <th>species</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5.1</td>\n",
" <td>3.5</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4.9</td>\n",
" <td>3.0</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>4.7</td>\n",
" <td>3.2</td>\n",
" <td>1.3</td>\n",
" <td>0.2</td>\n",
" <td>setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>4.6</td>\n",
" <td>3.1</td>\n",
" <td>1.5</td>\n",
" <td>0.2</td>\n",
" <td>setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5.0</td>\n",
" <td>3.6</td>\n",
" <td>1.4</td>\n",
" <td>0.2</td>\n",
" <td>setosa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>145</th>\n",
" <td>6.7</td>\n",
" <td>3.0</td>\n",
" <td>5.2</td>\n",
" <td>2.3</td>\n",
" <td>virginica</td>\n",
" </tr>\n",
" <tr>\n",
" <th>146</th>\n",
" <td>6.3</td>\n",
" <td>2.5</td>\n",
" <td>5.0</td>\n",
" <td>1.9</td>\n",
" <td>virginica</td>\n",
" </tr>\n",
" <tr>\n",
" <th>147</th>\n",
" <td>6.5</td>\n",
" <td>3.0</td>\n",
" <td>5.2</td>\n",
" <td>2.0</td>\n",
" <td>virginica</td>\n",
" </tr>\n",
" <tr>\n",
" <th>148</th>\n",
" <td>6.2</td>\n",
" <td>3.4</td>\n",
" <td>5.4</td>\n",
" <td>2.3</td>\n",
" <td>virginica</td>\n",
" </tr>\n",
" <tr>\n",
" <th>149</th>\n",
" <td>5.9</td>\n",
" <td>3.0</td>\n",
" <td>5.1</td>\n",
" <td>1.8</td>\n",
" <td>virginica</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>150 rows × 5 columns</p>\n",
"</div>"
],
"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": 86,
"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": 87,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1600x700 with 2 Axes>"
]
},
"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": 88,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((127, 4), (23, 4), (127,), (23,))"
]
},
"execution_count": 88,
"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": 89,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>sepal_length_cm</th>\n",
" <th>sepal_width_cm</th>\n",
" <th>petal_length_cm</th>\n",
" <th>petal_width_cm</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>5.8</td>\n",
" <td>4.0</td>\n",
" <td>1.2</td>\n",
" <td>0.2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>5.4</td>\n",
" <td>3.9</td>\n",
" <td>1.7</td>\n",
" <td>0.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>5.4</td>\n",
" <td>3.9</td>\n",
" <td>1.3</td>\n",
" <td>0.4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>94</th>\n",
" <td>5.6</td>\n",
" <td>2.7</td>\n",
" <td>4.2</td>\n",
" <td>1.3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>122</th>\n",
" <td>7.7</td>\n",
" <td>2.8</td>\n",
" <td>6.7</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" sepal_length_cm sepal_width_cm petal_length_cm petal_width_cm\n",
"14 5.8 4.0 1.2 0.2\n",
"5 5.4 3.9 1.7 0.4\n",
"16 5.4 3.9 1.3 0.4\n",
"94 5.6 2.7 4.2 1.3\n",
"122 7.7 2.8 6.7 2.0"
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X_train.head()"
]
},
{
"cell_type": "code",
"execution_count": 90,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"14 setosa\n",
"5 setosa\n",
"16 setosa\n",
"94 versicolor\n",
"122 virginica\n",
"Name: species, dtype: object"
]
},
"execution_count": 90,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y_train.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Обучим метод 1 ближайшем соседе"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['versicolor', 'versicolor', 'virginica', 'versicolor',\n",
" 'versicolor', 'versicolor', 'setosa', 'versicolor', 'versicolor',\n",
" 'virginica', 'virginica', 'virginica', 'setosa', 'setosa',\n",
" 'versicolor', 'setosa', 'versicolor', 'versicolor', 'virginica',\n",
" 'virginica', 'setosa', 'virginica', 'setosa'], dtype=object)"
]
},
"execution_count": 91,
"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": 92,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x700 with 1 Axes>"
]
},
"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": 93,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy: 0.913\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": 94,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['versicolor', 'versicolor', 'virginica', 'versicolor',\n",
" 'versicolor', 'versicolor', 'setosa', 'versicolor', 'versicolor',\n",
" 'virginica', 'virginica', 'virginica', 'setosa', 'setosa',\n",
" 'versicolor', 'setosa', 'versicolor', 'virginica', 'virginica',\n",
" 'virginica', 'setosa', 'virginica', 'setosa'], dtype=object)"
]
},
"execution_count": 94,
"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": 95,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x700 with 1 Axes>"
]
},
"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": 96,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy: 0.957\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": 97,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['versicolor', 'versicolor', 'virginica', 'versicolor',\n",
" 'versicolor', 'versicolor', 'setosa', 'versicolor', 'versicolor',\n",
" 'virginica', 'virginica', 'virginica', 'setosa', 'setosa',\n",
" 'versicolor', 'setosa', 'versicolor', 'versicolor', 'virginica',\n",
" 'virginica', 'setosa', 'virginica', 'setosa'], dtype=object)"
]
},
"execution_count": 97,
"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": 98,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1000x700 with 1 Axes>"
]
},
"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": 99,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy: 0.913\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": 103,
"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": 103,
"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"
]
}
],
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"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
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