diff --git a/lab_2/lab2.ipynb b/lab_2/lab2.ipynb index 61b95a6..6d7107b 100644 --- a/lab_2/lab2.ipynb +++ b/lab_2/lab2.ipynb @@ -1529,6 +1529,223 @@ "visualize_outliers(df)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Разделим выборку данных на 3 группы и проанализируем качество распределения данных.\n", + "\n", + "Стратифицированное разбиение требует, чтобы в каждом классе, по которому происходит стратификация, было минимум по два элемента, иначе метод не сможет корректно разделить данные на тренировочные, валидационные и тестовые наборы.\n", + "\n", + "Чтобы решить эту проблему введём категории для значения объема продаж. Вместо того, чтобы использовать точные значения объема продаж для стратификации, мы создадим категории, основываясь на квартилях (25%, 50%, 75%) и минимальном и максимальном значении. Это позволит создать более крупные классы, что устранит проблему с редкими значениями\n", + "\n", + "Категории для разбиения:\n", + "\n", + "Низкая: значения ниже первого квартиля (25%) — это значения меньше 46530.0\n", + "Средняя: значения между первым квартилем (25%) и третьим квартилем (75%) — это зарплаты от 46530.0 до 71872.5\n", + "Высокая: значения выше третьего квартиля (75%) и до максимального значения — это зарплаты выше 71872.5" + ] + }, + { + "cell_type": "code", + "execution_count": 199, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Распределение количества наблюдений по меткам (классам):\n", + "Store_Sales\n", + "63540.0 3\n", + "54590.0 3\n", + "76530.0 2\n", + "54370.0 2\n", + "82350.0 2\n", + " ..\n", + "70620.0 1\n", + "82080.0 1\n", + "76440.0 1\n", + "96610.0 1\n", + "54340.0 1\n", + "Name: count, Length: 816, dtype: int64 \n", + "\n", + "Статистическое описание целевого признака:\n", + "count 896.000000\n", + "mean 59344.125279\n", + "std 17168.248608\n", + "min 14920.000000\n", + "25% 46530.000000\n", + "50% 58605.000000\n", + "75% 71872.500000\n", + "max 109886.250000\n", + "Name: Store_Sales, dtype: float64 \n", + "\n", + "Распределение количества наблюдений по меткам (классам):\n", + "Store_Sales_category\n", + "medium 448\n", + "low 224\n", + "high 224\n", + "Name: count, dtype: int64 \n", + "\n", + "Проверка сбалансированности:\n", + "Весь датасет: (896, 5)\n", + "Распределение выборки данных по классам в колонке \"Store_Sales_category\":\n", + " Store_Sales_category\n", + "medium 448\n", + "low 224\n", + "high 224\n", + "Name: count, dtype: int64\n", + "Процент объектов класса \"medium\": 50.00%\n", + "Процент объектов класса \"low\": 25.00%\n", + "Процент объектов класса \"high\": 25.00%\n", + "\n", + "Проверка необходимости аугментации:\n", + "Для датасета аугментация данных ТРЕБУЕТСЯ\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Вывод распределения количества наблюдений по меткам (классам)\n", + "print('Распределение количества наблюдений по меткам (классам):')\n", + "print(df.Store_Sales.value_counts(), '\\n')\n", + "\n", + "# Статистическое описание целевого признака\n", + "print('Статистическое описание целевого признака:')\n", + "print(df['Store_Sales'].describe().transpose(), '\\n')\n", + "\n", + "# Определим границы для каждой категории зарплаты\n", + "bins: list[float] = [df['Store_Sales'].min() - 1, \n", + " df['Store_Sales'].quantile(0.25), \n", + " df['Store_Sales'].quantile(0.75), \n", + " df['Store_Sales'].max() + 1]\n", + "labels: list[str] = ['low', 'medium', 'high']\n", + "\n", + "# Создаем новую колонку с категориями\n", + "df['Store_Sales_category'] = pd.cut(df['Store_Sales'], bins=bins, labels=labels)\n", + "\n", + "# Вывод распределения количества наблюдений по меткам (классам)\n", + "print('Распределение количества наблюдений по меткам (классам):')\n", + "print(df['Store_Sales_category'].value_counts(), '\\n')\n", + "\n", + "# Проверка сбалансированности\n", + "print('Проверка сбалансированности:')\n", + "check_balance(df, 'Весь датасет', 'Store_Sales_category')\n", + "\n", + "# Проверка необходимости аугментации\n", + "print('Проверка необходимости аугментации:')\n", + "print(f\"Для датасета аугментация данных {'НЕ ' if not need_augmentation(df, 'Store_Sales_category', 'low', 'medium') else ''}ТРЕБУЕТСЯ\")\n", + " \n", + "# Визуализация сбалансированности классов\n", + "visualize_balance(df, 'Store_Sales_category')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ради интереса можно сначала разбить на выборки, а потом провести аугментацию" + ] + }, + { + "cell_type": "code", + "execution_count": 201, + "metadata": {}, + "outputs": [], + "source": [ + "def visualize_balance_three_pies(dataframe_train: DataFrame,\n", + " dataframe_val: DataFrame,\n", + " dataframe_test: DataFrame, \n", + " column: str) -> None:\n", + " fig, axes = plt.subplots(1, 3, figsize=(15, 5))\n", + "\n", + " counts_train: Series[int] = dataframe_train[column].value_counts()\n", + " axes[0].pie(counts_train, labels=counts_train.index, autopct='%1.1f%%', startangle=90)\n", + " axes[0].set_title(f\"Распределение классов \\\"{column}\\\"\\nв обучающей выборке\")\n", + "\n", + " counts_val: Series[int] = dataframe_val[column].value_counts()\n", + " axes[1].pie(counts_val, labels=counts_val.index, autopct='%1.1f%%', startangle=90)\n", + " axes[1].set_title(f\"Распределение классов \\\"{column}\\\"\\nв контрольной выборке\")\n", + "\n", + " counts_test: Series[int] = dataframe_test[column].value_counts()\n", + " axes[2].pie(counts_test, labels=counts_test.index, autopct='%1.1f%%', startangle=90)\n", + " axes[2].set_title(f\"Распределение классов \\\"{column}\\\"\\nв тренировочной выборке\")\n", + "\n", + " plt.tight_layout()\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 204, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_train, df_val, df_test = split_stratified_into_train_val_test(\n", + " df,\n", + " stratify_colname=\"Store_Sales_category\", \n", + " frac_train=0.60, \n", + " frac_val=0.20, \n", + " frac_test=0.20\n", + ")\n", + "\n", + "visualize_balance_three_pies(df_train, df_val, df_test, 'Store_Sales_category')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Произведем оверсэмплинг\n", + "\n", + "Однако непонятно, зачем вообще проводить аугментацию контрольной и тестовой выборок? Ведь они не используется для обучения, только для контроля качества - соответственно, это просто потеря данных.. " + ] + }, + { + "cell_type": "code", + "execution_count": 207, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_train_oversampled = oversample(df_train, 'Store_Sales_category')\n", + "df_val_oversampled = oversample(df_val, 'Store_Sales_category')\n", + "df_test_oversampled = oversample(df_test, 'Store_Sales_category')\n", + "\n", + "visualize_balance_three_pies(df_train_oversampled, df_val_oversampled, df_test_oversampled, 'Store_Sales_category')\n" + ] + }, { "cell_type": "markdown", "metadata": {},