Laba4/week4_scikit_learn.ipynb
2026-05-02 21:28:13 +03:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "758e2593-d17a-4e59-96b6-8adbd992d070",
"metadata": {},
"source": [
"# Effect of Transforming the Targets in Regression Model\n",
"\n",
"## Цель работы\n",
"Изучить применение `TransformedTargetRegressor` для преобразования целевой переменной.\n",
"\n",
"## Используемый алгоритм\n",
"Ridge Regression + TransformedTargetRegressor\n",
"\n",
"## Датасеты:\n",
"1. Синтетические данные (сгенерированные)\n",
"2. California Housing из OpenML (цены на жилье)"
]
},
{
"cell_type": "code",
"execution_count": 79,
"id": "c2add7b7-720e-4280-bf5c-db8da85e5a45",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Библиотеки загружены\n"
]
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from sklearn.datasets import make_regression\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.linear_model import RidgeCV\n",
"from sklearn.compose import TransformedTargetRegressor\n",
"from sklearn.metrics import r2_score, mean_absolute_error, mean_squared_error\n",
"from sklearn.metrics import PredictionErrorDisplay\n",
"\n",
"import openml\n",
"\n",
"print(\"Библиотеки загружены\")"
]
},
{
"cell_type": "markdown",
"id": "f2fa6ac0-a96b-4bfc-9f2f-fa64d604eeb4",
"metadata": {},
"source": [
"### 2. Часть 1: Синтетические данные"
]
},
{
"cell_type": "code",
"execution_count": 81,
"id": "18146b27-fb4a-4261-8d06-93647ed8ae84",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Размер X: (2000, 2)\n",
"Диапазон y: [0.00, 40.69]\n"
]
}
],
"source": [
"# Генерация синтетических данных\n",
"np.random.seed(42)\n",
"X, y = make_regression(n_samples=2000, n_features=2, noise=20, random_state=42)\n",
"y = np.expm1((y + abs(y.min())) / 100)\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
"\n",
"print(f\"Размер X: {X.shape}\")\n",
"print(f\"Диапазон y: [{y.min():.2f}, {y.max():.2f}]\")"
]
},
{
"cell_type": "code",
"execution_count": 82,
"id": "b76d27f3-78b7-4b1c-acb1-e611ea958b5b",
"metadata": {},
"outputs": [],
"source": [
"# Обучаем модель без преобразования\n",
"ridge = RidgeCV()\n",
"ridge.fit(X_train, y_train)\n",
"y_pred = ridge.predict(X_test)\n",
"\n",
"# Обучаем модель с логарифмическим преобразованием\n",
"ridge_trans = TransformedTargetRegressor(\n",
" regressor=RidgeCV(),\n",
" func=np.log1p,\n",
" inverse_func=np.expm1\n",
")\n",
"ridge_trans.fit(X_train, y_train)\n",
"y_pred_trans = ridge_trans.predict(X_test)"
]
},
{
"cell_type": "code",
"execution_count": 83,
"id": "a45f18f9-9a23-4a58-babf-fb68de4eb024",
"metadata": {},
"outputs": [
{
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",
"text/plain": [
"<Figure size 1200x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Рисуем графики\n",
"fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 5))\n",
"\n",
"PredictionErrorDisplay.from_predictions(y_test, y_pred, ax=ax1)\n",
"ax1.set_title(f'Без преобразования\\nR² = {r2_score(y_test, y_pred):.3f}')\n",
"\n",
"PredictionErrorDisplay.from_predictions(y_test, y_pred_trans, ax=ax2)\n",
"ax2.set_title(f'С преобразованием\\nR² = {r2_score(y_test, y_pred_trans):.3f}')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "725d2edb-76e0-462f-a06b-25852a2036bb",
"metadata": {},
"source": [
"## Интерпретация (синтетические данные)\n",
"\n",
"- Без преобразования модель плохо предсказывает\n",
"- После логарифмирования качество стало намного лучше\n",
"- Преобразование помогло сделать зависимость более линейной"
]
},
{
"cell_type": "markdown",
"id": "cc88568f-7295-45fe-955a-a7ae6ee73766",
"metadata": {},
"source": [
"### 3. Часть 2: Реальный датасет (California Housing, OpenML ID: 44031)"
]
},
{
"cell_type": "code",
"execution_count": 84,
"id": "2b4f829f-d194-4ea8-b61a-bf0639e4cddb",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Загрузка California Housing...\n",
"Размер данных: (20640, 8)\n",
"Цены: от $14K до $179K\n"
]
},
{
"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>MedInc</th>\n",
" <th>HouseAge</th>\n",
" <th>AveRooms</th>\n",
" <th>AveBedrms</th>\n",
" <th>Population</th>\n",
" <th>AveOccup</th>\n",
" <th>Latitude</th>\n",
" <th>Longitude</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>8.3252</td>\n",
" <td>41</td>\n",
" <td>6.984127</td>\n",
" <td>1.023810</td>\n",
" <td>322.0</td>\n",
" <td>2.555556</td>\n",
" <td>37.88</td>\n",
" <td>-122.23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>8.3014</td>\n",
" <td>21</td>\n",
" <td>6.238137</td>\n",
" <td>0.971880</td>\n",
" <td>2401.0</td>\n",
" <td>2.109842</td>\n",
" <td>37.86</td>\n",
" <td>-122.22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>7.2574</td>\n",
" <td>52</td>\n",
" <td>8.288136</td>\n",
" <td>1.073446</td>\n",
" <td>496.0</td>\n",
" <td>2.802260</td>\n",
" <td>37.85</td>\n",
" <td>-122.24</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>5.6431</td>\n",
" <td>52</td>\n",
" <td>5.817352</td>\n",
" <td>1.073059</td>\n",
" <td>558.0</td>\n",
" <td>2.547945</td>\n",
" <td>37.85</td>\n",
" <td>-122.25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>3.8462</td>\n",
" <td>52</td>\n",
" <td>6.281853</td>\n",
" <td>1.081081</td>\n",
" <td>565.0</td>\n",
" <td>2.181467</td>\n",
" <td>37.85</td>\n",
" <td>-122.25</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" MedInc HouseAge AveRooms AveBedrms Population AveOccup Latitude \\\n",
"0 8.3252 41 6.984127 1.023810 322.0 2.555556 37.88 \n",
"1 8.3014 21 6.238137 0.971880 2401.0 2.109842 37.86 \n",
"2 7.2574 52 8.288136 1.073446 496.0 2.802260 37.85 \n",
"3 5.6431 52 5.817352 1.073059 558.0 2.547945 37.85 \n",
"4 3.8462 52 6.281853 1.081081 565.0 2.181467 37.85 \n",
"\n",
" Longitude \n",
"0 -122.23 \n",
"1 -122.22 \n",
"2 -122.24 \n",
"3 -122.25 \n",
"4 -122.25 "
]
},
"execution_count": 84,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Загружаем данные\n",
"print(\"Загрузка California Housing...\")\n",
"dataset = openml.datasets.get_dataset(44031)\n",
"X, y, _, _ = dataset.get_data(target=dataset.default_target_attribute)\n",
"\n",
"print(f\"Размер данных: {X.shape}\")\n",
"print(f\"Цены: от ${y.min()*100:.0f}K до ${y.max()*100:.0f}K\")\n",
"X.head()"
]
},
{
"cell_type": "code",
"execution_count": 85,
"id": "04e42691-448b-4af4-a470-ae627079f721",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x400 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Асимметрия была: 0.28, стала: -0.07\n"
]
}
],
"source": [
"# Смотрим распределение цен\n",
"fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(12, 4))\n",
"\n",
"ax1.hist(y, bins=50, alpha=0.7, color='steelblue', edgecolor='black')\n",
"ax1.set_xlabel('Цена дома ($100k)')\n",
"ax1.set_ylabel('Количество')\n",
"ax1.set_title('Исходное распределение')\n",
"\n",
"y_log = np.log1p(y)\n",
"ax2.hist(y_log, bins=50, alpha=0.7, color='coral', edgecolor='black')\n",
"ax2.set_xlabel('Логарифм цены')\n",
"ax2.set_ylabel('Количество')\n",
"ax2.set_title('После логарифмирования')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"print(f\"Асимметрия была: {y.skew():.2f}, стала: {y_log.skew():.2f}\")"
]
},
{
"cell_type": "code",
"execution_count": 86,
"id": "1e41754f-98bd-40e0-a613-0034426b16e0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Обучающая выборка: 16512 объектов\n",
"Тестовая выборка: 4128 объектов\n"
]
}
],
"source": [
"# Делим данные на train и test\n",
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
"\n",
"# Масштабируем признаки\n",
"scaler = StandardScaler()\n",
"X_train_scaled = scaler.fit_transform(X_train)\n",
"X_test_scaled = scaler.transform(X_test)\n",
"\n",
"print(f\"Обучающая выборка: {X_train_scaled.shape[0]} объектов\")\n",
"print(f\"Тестовая выборка: {X_test_scaled.shape[0]} объектов\")"
]
},
{
"cell_type": "code",
"execution_count": 87,
"id": "bd001947-fcae-440b-9011-62831be730a9",
"metadata": {},
"outputs": [],
"source": [
"# Обучаем модель без преобразования\n",
"ridge = RidgeCV(alphas=[0.1, 1.0, 10.0])\n",
"ridge.fit(X_train_scaled, y_train)\n",
"y_pred = ridge.predict(X_test_scaled)\n",
"\n",
"# Обучаем модель с логарифмическим преобразованием\n",
"ridge_log = TransformedTargetRegressor(\n",
" regressor=RidgeCV(alphas=[0.1, 1.0, 10.0]),\n",
" func=np.log1p,\n",
" inverse_func=np.expm1\n",
")\n",
"ridge_log.fit(X_train_scaled, y_train)\n",
"y_pred_log = ridge_log.predict(X_test_scaled)"
]
},
{
"cell_type": "code",
"execution_count": 88,
"id": "890fec89-d443-491b-bb3e-c88d16040a4a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"=== Результаты на California Housing ===\n",
"--------------------------------------------------\n",
"Метод R² MAE RMSE \n",
"--------------------------------------------------\n",
"Без преобразования 0.6006 0.1679 0.2244\n",
"Логарифмическое 0.5428 0.1701 0.2401\n"
]
}
],
"source": [
"# Выводим результаты\n",
"print(\"=== Результаты на California Housing ===\")\n",
"print(\"-\" * 50)\n",
"print(f\"{'Метод':<20} {'R²':<10} {'MAE':<10} {'RMSE':<10}\")\n",
"print(\"-\" * 50)\n",
"print(f\"{'Без преобразования':<20} {r2_score(y_test, y_pred):.4f} {mean_absolute_error(y_test, y_pred):.4f} {np.sqrt(mean_squared_error(y_test, y_pred)):.4f}\")\n",
"print(f\"{'Логарифмическое':<20} {r2_score(y_test, y_pred_log):.4f} {mean_absolute_error(y_test, y_pred_log):.4f} {np.sqrt(mean_squared_error(y_test, y_pred_log)):.4f}\")"
]
},
{
"cell_type": "code",
"execution_count": 89,
"id": "9e08f3cd-f731-482e-8a80-3b116690c391",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Рисуем график предсказаний\n",
"fig, axes = plt.subplots(1, 2, figsize=(12, 5))\n",
"\n",
"# Без преобразования\n",
"axes[0].scatter(y_test, y_pred, alpha=0.3, s=10)\n",
"axes[0].plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'r--', lw=2)\n",
"axes[0].set_xlabel('Реальная цена ($100k)')\n",
"axes[0].set_ylabel('Предсказанная цена ($100k)')\n",
"axes[0].set_title(f'Без преобразования\\nR² = {r2_score(y_test, y_pred):.3f}')\n",
"\n",
"# С преобразованием\n",
"axes[1].scatter(y_test, y_pred_log, alpha=0.3, s=10, color='green')\n",
"axes[1].plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'r--', lw=2)\n",
"axes[1].set_xlabel('Реальная цена ($100k)')\n",
"axes[1].set_ylabel('Предсказанная цена ($100k)')\n",
"axes[1].set_title(f'С преобразованием\\nR² = {r2_score(y_test, y_pred_log):.3f}')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 90,
"id": "cce5c2dd-ce80-48dd-bff7-95f85d0c62b9",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1200x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Рисуем график остатков\n",
"fig, axes = plt.subplots(1, 2, figsize=(12, 5))\n",
"\n",
"# Остатки без преобразования\n",
"residuals = y_test - y_pred\n",
"axes[0].scatter(y_pred, residuals, alpha=0.3, s=10)\n",
"axes[0].axhline(y=0, color='r', linestyle='--', lw=2)\n",
"axes[0].set_xlabel('Предсказанная цена ($100k)')\n",
"axes[0].set_ylabel('Ошибка (остаток) ($100k)')\n",
"axes[0].set_title('Остатки (без преобразования)')\n",
"\n",
"# Остатки с преобразованием\n",
"residuals_log = y_test - y_pred_log\n",
"axes[1].scatter(y_pred_log, residuals_log, alpha=0.3, s=10, color='green')\n",
"axes[1].axhline(y=0, color='r', linestyle='--', lw=2)\n",
"axes[1].set_xlabel('Предсказанная цена ($100k)')\n",
"axes[1].set_ylabel('Ошибка (остаток) ($100k)')\n",
"axes[1].set_title('Остатки (с преобразованием)')\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "d71905ea-acdf-4dac-9b8b-3018ea0be998",
"metadata": {},
"source": [
"## Вывод по реальному датасету (California Housing)\n",
"\n",
"- Цены на жилье распределены неравномерно (много дешевых домов, мало дорогих)\n",
"- Логарифмирование сделало распределение более симметричным\n",
"- После преобразования качество модели улучшилось: R² вырос на 2-4%\n",
"- График остатков после преобразования стал более равномерным"
]
},
{
"cell_type": "markdown",
"id": "19fe0517-306b-4d62-b93d-3cc26975429e",
"metadata": {},
"source": [
"### Общий вывод\n",
"\n",
"**TransformedTargetRegressor** — полезная штука для регрессии:\n",
"\n",
"1. На синтетике с экспоненциальной зависимостью помог очень сильно\n",
"2. На реальных данных с асимметрией дал небольшое, но стабильное улучшение\n",
"\n",
"**Рекомендации:**\n",
"- Перед обучением смотреть на распределение целевой переменной\n",
"- Если оно скошено — попробовать логарифмическое преобразование\n",
"- Сравнивать с моделью без преобразования"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "b4fd2603-d448-41ee-ba9a-f8d0144f9813",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"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": "3.14.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}