diff --git a/lab_3/Lab3.ipynb b/lab_3/Lab3.ipynb new file mode 100644 index 0000000..5b57766 --- /dev/null +++ b/lab_3/Lab3.ipynb @@ -0,0 +1,604 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Stores" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Index(['Store ID ', 'Store_Area', 'Items_Available', 'Daily_Customer_Count',\n", + " 'Store_Sales'],\n", + " dtype='object')\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from sklearn.model_selection import train_test_split\n", + "import seaborn as sns\n", + "import numpy as np\n", + "df = pd.read_csv(\".//static//csv//Stores.csv\")\n", + "print(df.columns)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Бизнес цели:**\n", + "\n", + "1. Оптимизация ассортимента товаров в магазине. Повысить эффективность продаж за счет оптимального количества доступных товаров, чтобы избежать дефицита или излишков на складе.\n", + "2. Увеличение посещаемости магазинов. Повысить среднее количество клиентов в день для увеличения выручки и конкурентоспособности магазина.\n", + "\n", + "**Цели технического проекта:**\n", + "\n", + "Разработать прогнозный анализ спроса с использованием данных о доступных товарах и продажах для определения оптимального количества товаров в магазине.\n", + "\n", + "Провести корреляционный анализ между посещаемостью, площадью магазина и продажами, чтобы выявить факторы, влияющие на увеличение числа посетителей.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Подготовка данных:**" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Store ID 0\n", + "Store_Area 0\n", + "Items_Available 0\n", + "Daily_Customer_Count 0\n", + "Store_Sales 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "# Очистка данных: проверка пропусков и выбросов\n", + "print(df.isnull().sum()) # Проверка на пропущенные значения\n", + "# Заполнение пропусков медианой (если есть)\n", + "df.fillna(df.median(), inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Выполнить разбиение каждого набора данных на обучающую, контрольную итестовую выборки для устранения проблемы просачивания данных:**" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Размер обучающей выборки: 572\n", + "Размер контрольной выборки: 144\n", + "Размер тестовой выборки: 180\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "\n", + "# Разделение данных на обучающую и тестовую выборки (80% - обучение, 20% - тест)\n", + "train_data, test_data = train_test_split(df, test_size=0.2, random_state=42)\n", + "\n", + "# Разделение обучающей выборки на обучающую и контрольную (80% - обучение, 20% - контроль)\n", + "train_data, val_data = train_test_split(train_data, test_size=0.2, random_state=42)\n", + "\n", + "print(\"Размер обучающей выборки:\", len(train_data))\n", + "print(\"Размер контрольной выборки:\", len(val_data))\n", + "print(\"Размер тестовой выборки:\", len(test_data))" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Статистические показатели для обучающей выборки:\n", + "Среднее значение: 10.95\n", + "Стандартное отклонение: 0.31\n", + "Минимальное значение: 9.70\n", + "Максимальное значение: 11.56\n", + "Количество наблюдений: 627\n", + "\n", + "Статистические показатели для валидационной выборки:\n", + "Среднее значение: 10.92\n", + "Стандартное отклонение: 0.29\n", + "Минимальное значение: 10.01\n", + "Максимальное значение: 11.53\n", + "Количество наблюдений: 134\n", + "\n", + "Статистические показатели для тестовой выборки:\n", + "Среднее значение: 10.97\n", + "Стандартное отклонение: 0.33\n", + "Минимальное значение: 9.61\n", + "Максимальное значение: 11.66\n", + "Количество наблюдений: 135\n", + "\n" + ] + } + ], + "source": [ + "df['store_sales_log'] = np.log(df['Store_Sales'])\n", + "\n", + "X = df.drop(['Store_Sales', 'store_sales_log'], axis=1) \n", + "y = df['store_sales_log'] \n", + "\n", + "X = X.select_dtypes(include='number')\n", + "\n", + "X_train, X_temp, y_train, y_temp = train_test_split(X, y, test_size=0.3, random_state=42)\n", + "\n", + "X_val, X_test, y_val, y_test = train_test_split(X_temp, y_temp, test_size=0.5, random_state=42)\n", + "\n", + "def plot_distribution(data, title):\n", + " \"\"\"Построение гистограммы распределения целевого признака\"\"\"\n", + " plt.figure(figsize=(10, 6))\n", + " sns.histplot(data, kde=True, bins=30, color='skyblue')\n", + " plt.title(title)\n", + " plt.xlabel('Logarithm of Price')\n", + " plt.ylabel('Count')\n", + " plt.grid(True)\n", + " plt.show()\n", + "\n", + "plot_distribution(y_train, 'Распределение логарифма цены в обучающей выборке')\n", + "plot_distribution(y_val, 'Распределение логарифма цены в валидационной выборке')\n", + "plot_distribution(y_test, 'Распределение логарифма цены в тестовой выборке')\n", + "\n", + "def get_statistics(df, name):\n", + " print(f\"Статистические показатели для {name} выборки:\")\n", + " print(f\"Среднее значение: {df.mean():.2f}\")\n", + " print(f\"Стандартное отклонение: {df.std():.2f}\")\n", + " print(f\"Минимальное значение: {df.min():.2f}\")\n", + " print(f\"Максимальное значение: {df.max():.2f}\")\n", + " print(f\"Количество наблюдений: {df.count()}\\n\")\n", + "\n", + "get_statistics(y_train, \"обучающей\")\n", + "get_statistics(y_val, \"валидационной\")\n", + "get_statistics(y_test, \"тестовой\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Распределение классов после SMOTE (oversampling):\n", + "store_sales_category\n", + "0 129\n", + "1 129\n", + "2 129\n", + "3 129\n", + "4 129\n", + "Name: count, dtype: int64\n" + ] + } + ], + "source": [ + "from imblearn.over_sampling import SMOTE\n", + "df['store_sales_log'] = np.log(df['Store_Sales'])\n", + "\n", + "df['store_sales_category'] = pd.qcut(df['store_sales_log'], q=5, labels=[0, 1, 2, 3, 4])\n", + "\n", + "X = df.drop(['Store_Sales', 'store_sales_log', 'store_sales_category'], axis=1)\n", + "y = df['store_sales_category']\n", + "X = pd.get_dummies(X, drop_first=True)\n", + "for col in X.columns:\n", + " X[col] = X[col].fillna(X[col].mode()[0])\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n", + "\n", + "smote = SMOTE(random_state=42)\n", + "X_train_smote, y_train_smote = smote.fit_resample(X_train, y_train)\n", + "\n", + "print(\"Распределение классов после SMOTE (oversampling):\")\n", + "print(pd.Series(y_train_smote).value_counts())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(8, 6))\n", + "pd.Series(y_train_smote).value_counts().sort_index().plot(kind='bar', color='skyblue')\n", + "\n", + "plt.title('Распределение классов после SMOTE', fontsize=16)\n", + "plt.xlabel('Классы', fontsize=14)\n", + "plt.ylabel('Количество', fontsize=14)\n", + "plt.xticks(rotation=0) # Оставляем метки классов горизонтальными\n", + "plt.grid(axis='y', linestyle='--', alpha=0.7)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "На графике видно, что распределение классов после применения SMOTE стало полностью сбалансированным: все 5 классов имеют одинаковое количество выборок. Это говорит о том, что проблема несбалансированности классов успешно решена." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Исходные данные: (896, 7) Store ID int64\n", + "Store_Area int64\n", + "Items_Available int64\n", + "Daily_Customer_Count int64\n", + "Store_Sales int64\n", + "store_sales_log float64\n", + "store_sales_category category\n", + "dtype: object\n", + "После OneHotEncoder: (896, 7) Store ID int64\n", + "Store_Area int64\n", + "Items_Available int64\n", + "Daily_Customer_Count int64\n", + "Store_Sales int64\n", + "store_sales_log float64\n", + "store_sales_category category\n", + "dtype: object\n", + "После дискретизации: (896, 13) Store ID int64\n", + "Store_Area int64\n", + "Items_Available int64\n", + "Daily_Customer_Count int64\n", + "Store_Sales int64\n", + "store_sales_log float64\n", + "store_sales_category category\n", + "Store ID _bin float64\n", + "Store_Area_bin float64\n", + "Items_Available_bin float64\n", + "Daily_Customer_Count_bin float64\n", + "Store_Sales_bin float64\n", + "store_sales_log_bin float64\n", + "dtype: object\n", + "После синтеза новых признаков: (896, 15) Store ID int64\n", + "Store_Area int64\n", + "Items_Available int64\n", + "Daily_Customer_Count int64\n", + "Store_Sales int64\n", + "store_sales_log float64\n", + "store_sales_category category\n", + "Store ID _bin float64\n", + "Store_Area_bin float64\n", + "Items_Available_bin float64\n", + "Daily_Customer_Count_bin float64\n", + "Store_Sales_bin float64\n", + "store_sales_log_bin float64\n", + "interaction_1 int64\n", + "interaction_2 float64\n", + "dtype: object\n", + "После нормализации: (896, 15) Store ID float64\n", + "Store_Area float64\n", + "Items_Available float64\n", + "Daily_Customer_Count float64\n", + "Store_Sales float64\n", + "store_sales_log float64\n", + "store_sales_category float64\n", + "Store ID _bin float64\n", + "Store_Area_bin float64\n", + "Items_Available_bin float64\n", + "Daily_Customer_Count_bin float64\n", + "Store_Sales_bin float64\n", + "store_sales_log_bin float64\n", + "interaction_1 float64\n", + "interaction_2 float64\n", + "dtype: object\n", + "После генерации признаков Featuretools: (896, 15) [, , , , , , , , , , , , , , ]\n", + "Предсказательная способность:\n", + "MSE: 0.00, R²: 0.97\n", + "\n", + "Время вычисления для обучения модели: 0.0209 секунд\n", + "\n", + "Надежность (R² для 10 разбиений): 0.98 ± 0.00\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Пропуски в данных:\n", + " Series([], dtype: int64)\n", + "\n", + "Проверка на уникальность значений в 'index': True\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.preprocessing import OneHotEncoder, KBinsDiscretizer, StandardScaler, MinMaxScaler\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.metrics import mean_squared_error, r2_score\n", + "import time\n", + "import featuretools as ft\n", + "\n", + "\n", + "print(\"Исходные данные:\", df.shape, df.dtypes)\n", + "\n", + "# Обработка категориальных признаков\n", + "categorical_cols = df.select_dtypes(include=['object']).columns\n", + "encoder = OneHotEncoder(sparse_output=False, drop='first')\n", + "encoded_data = encoder.fit_transform(df[categorical_cols])\n", + "\n", + "# Преобразуем в DataFrame и объединяем с исходным\n", + "encoded_df = pd.DataFrame(encoded_data, columns=encoder.get_feature_names_out(categorical_cols))\n", + "df = pd.concat([df.drop(categorical_cols, axis=1), encoded_df], axis=1)\n", + "print(\"После OneHotEncoder:\", df.shape, df.dtypes)\n", + "\n", + "# Дискретизация числовых столбцов\n", + "numeric_cols = df.select_dtypes(include=['int64', 'float64']).columns\n", + "discretizer = KBinsDiscretizer(n_bins=5, encode='ordinal', strategy='uniform')\n", + "discretized_data = discretizer.fit_transform(df[numeric_cols])\n", + "\n", + "# Преобразуем в DataFrame и объединяем с исходным\n", + "discretized_df = pd.DataFrame(discretized_data, columns=[f\"{col}_bin\" for col in numeric_cols])\n", + "df = pd.concat([df, discretized_df], axis=1)\n", + "print(\"После дискретизации:\", df.shape, df.dtypes)\n", + "\n", + "# Синтез новых признаков\n", + "df['interaction_1'] = df['Store_Area'] * df['Items_Available']\n", + "df['interaction_2'] = df['Daily_Customer_Count'] / (df['Store_Area'] + 1) # Избегаем деления на 0\n", + "print(\"После синтеза новых признаков:\", df.shape, df.dtypes)\n", + "\n", + "# Применяем стандартизацию и нормализацию\n", + "scaler_standard = StandardScaler()\n", + "scaler_minmax = MinMaxScaler()\n", + "\n", + "df_standard = pd.DataFrame(scaler_standard.fit_transform(df), columns=df.columns)\n", + "df_minmax = pd.DataFrame(scaler_minmax.fit_transform(df), columns=df.columns)\n", + "df = df_minmax\n", + "print(\"После нормализации:\", df.shape, df.dtypes)\n", + "\n", + "# Создаем сущность в Featuretools\n", + "es = ft.EntitySet(id=\"store_data\")\n", + "\n", + "# Добавляем таблицу данных как сущность\n", + "df = df.reset_index() # Сброс индекса и создание 'id'\n", + "es = es.add_dataframe(dataframe_name=\"stores\", dataframe=df, index=\"index\")\n", + "\n", + "# Генерация новых признаков с помощью Featuretools\n", + "feature_matrix, feature_defs = ft.dfs(entityset=es, target_dataframe_name=\"stores\", max_depth=1)\n", + "print(\"После генерации признаков Featuretools:\", feature_matrix.shape, feature_defs)\n", + "\n", + "# Объединяем новые признаки с исходными\n", + "df = pd.concat([df, feature_matrix], axis=1)\n", + "\n", + "# Оценка качества признаков\n", + "def evaluate_predictive_power(X_train, y_train, X_test, y_test):\n", + " model = LinearRegression()\n", + " model.fit(X_train, y_train)\n", + " y_pred = model.predict(X_test)\n", + " \n", + " mse = mean_squared_error(y_test, y_pred)\n", + " r2 = r2_score(y_test, y_pred)\n", + " \n", + " print(f\"Предсказательная способность:\\nMSE: {mse:.2f}, R²: {r2:.2f}\\n\")\n", + " return mse, r2\n", + "\n", + "def measure_computation_time(X_train, y_train):\n", + " model = LinearRegression()\n", + " start_time = time.time()\n", + " model.fit(X_train, y_train)\n", + " elapsed_time = time.time() - start_time\n", + " print(f\"Время вычисления для обучения модели: {elapsed_time:.4f} секунд\\n\")\n", + "\n", + "def check_reliability(X, y):\n", + " model = LinearRegression()\n", + " reliability_scores = []\n", + " for _ in range(10): # 10 случайных разбиений\n", + " X_train_sub, X_test_sub, y_train_sub, y_test_sub = train_test_split(X, y, test_size=0.3, random_state=None)\n", + " model.fit(X_train_sub, y_train_sub)\n", + " y_pred_sub = model.predict(X_test_sub)\n", + " r2_sub = r2_score(y_test_sub, y_pred_sub)\n", + " reliability_scores.append(r2_sub)\n", + " \n", + " print(f\"Надежность (R² для 10 разбиений): {np.mean(reliability_scores):.2f} ± {np.std(reliability_scores):.2f}\\n\")\n", + "\n", + "def check_correlation(df):\n", + " plt.figure(figsize=(12, 8))\n", + " correlation_matrix = df.corr()\n", + " sns.heatmap(correlation_matrix, annot=True, fmt=\".2f\", cmap='coolwarm')\n", + " plt.title(\"Корреляционная матрица\")\n", + " plt.show()\n", + "\n", + "def check_integrity(df):\n", + " missing_values = df.isnull().sum()\n", + " print(\"Пропуски в данных:\\n\", missing_values[missing_values > 0])\n", + " print(\"\\nПроверка на уникальность значений в 'index':\", df['index'].is_unique)\n", + "\n", + "# Разделение на признаки и целевую переменную\n", + "X = df.drop(['Store_Sales'], axis=1, errors='ignore')\n", + "y = df['Store_Sales']\n", + "\n", + "# Разделение на обучающую и тестовую выборки\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=42)\n", + "\n", + "# Выполнение оценок\n", + "evaluate_predictive_power(X_train, y_train, X_test, y_test)\n", + "measure_computation_time(X_train, y_train)\n", + "check_reliability(X, y)\n", + "check_correlation(df)\n", + "check_integrity(df)\n", + "\n", + "# Визуализация распределения целевой переменной (если есть)\n", + "if 'Store_Sales' in df.columns:\n", + " plt.figure(figsize=(12, 6))\n", + " sns.histplot(df['Store_Sales'], color='blue', kde=True, stat='density', bins=30)\n", + " plt.title(\"Распределение целевой переменной Store_Sales\")\n", + " plt.xlabel(\"Store Sales\")\n", + " plt.ylabel(\"Density\")\n", + " plt.show()\n", + "else:\n", + " print(\"Столбец 'Store_Sales' не найден в DataFrame.\")\n", + "\n", + "# Визуализация новых признаков (пример)\n", + "if 'interaction_1' in df.columns and 'interaction_2' in df.columns:\n", + " plt.figure(figsize=(12, 6))\n", + " sns.histplot(df['interaction_1'], color='orange', kde=True, stat='density', bins=30, label='interaction_1')\n", + " sns.histplot(df['interaction_2'], color='green', kde=True, stat='density', bins=30, label='interaction_2')\n", + " plt.title(\"Распределение новых признаков\")\n", + " plt.xlabel(\"Value\")\n", + " plt.ylabel(\"Density\")\n", + " plt.legend()\n", + " plt.show()\n", + "else:\n", + " print(\"Одного или нескольких новых признаков не найдено в DataFrame.\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "**Оценить качество каждого набора признаков:**\n", + "\n", + "Предсказательная способность: Хорошая, особенно после дискретизации. Однако необходимо внимательно следить за переобучением.\n", + "\n", + "Cкорость вычисления: 0.0209 секунд.\n", + "Время вычисления достаточно короткое, что является положительным признаком, особенно при больших объемах данных. Это указывает на то, что процесс обработки данных эффективен.\n", + "\n", + "Надежность: R² для 10 разбиений: 0.98 ± 0.00. Очень высокая надежность (близкая к 1) указывает на то, что модель может хорошо предсказывать значения целевой переменной Store_Sales. Однако такая высокая оценка может также указывать на возможность переобучения, особенно если данные хорошо известны модели.\n", + "\n", + "Целостность: Данные чистые, без пропусков или дубликатов, что положительно влияет на качество модели.\n", + "\n", + "Корреляция: \n", + "\n", + "1. Параметры, такие как Store_Sales, store_sales_log, и store_sales_category, имеют очень высокую корреляцию между собой. Это говорит о том, что эти показатели связаны и изменяются почти одинаково. Например, рост объема продаж (Store_Sales) связан с ростом значений логарифма продаж (store_sales_log) и категории продаж (store_sales_category).\n", + "\n", + "2. Некоторые параметры, такие как количество клиентов в день (Daily_Customer_Count) и площадь магазина (Store_Area), имеют низкую корреляцию с другими переменными, что может свидетельствовать о слабой связи между этими показателями.\n", + "\n", + "\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aimenv", + "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": "3.12.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}