139 lines
125 KiB
Plaintext
139 lines
125 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 1200x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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}
|
|
],
|
|
"source": [
|
|
"import pandas as pd\n",
|
|
"import numpy as np\n",
|
|
"from sklearn.model_selection import train_test_split\n",
|
|
"from sklearn.preprocessing import StandardScaler\n",
|
|
"import matplotlib.pyplot as plt\n",
|
|
"\n",
|
|
"def task1_preprocessing() -> None:\n",
|
|
" # 1. Загрузка данных\n",
|
|
" data = pd.read_csv(\"dataset/opsd_raw.csv\", parse_dates=[\"utc_timestamp\"])\n",
|
|
" \n",
|
|
" # 2. Выбор релевантных столбцов для Дании\n",
|
|
" cols = [\n",
|
|
" \"utc_timestamp\",\n",
|
|
" \"DK_load_actual_entsoe_transparency\",\n",
|
|
" \"DK_wind_generation_actual\", \n",
|
|
" \"DK_solar_generation_actual\"\n",
|
|
" ]\n",
|
|
" data = data[cols].copy()\n",
|
|
" data.columns = [\"timestamp\", \"load\", \"wind\", \"solar\"]\n",
|
|
" \n",
|
|
" # 3. Обработка пропущенных значений\n",
|
|
" data = data.interpolate(method=\"linear\", limit_direction=\"forward\")\n",
|
|
" \n",
|
|
" # 4. Формирование массивов 24x3 (часы × признаки)\n",
|
|
" data.set_index(\"timestamp\", inplace=True)\n",
|
|
" \n",
|
|
" # Группируем по дням и оставляем только дни с ровно 24 записями\n",
|
|
" daily_data = (\n",
|
|
" data.groupby(data.index.date) # Группировка по дате\n",
|
|
" .filter(lambda x: len(x) == 24) # Фильтруем группы с ровно 24 строками\n",
|
|
" .groupby(data.index.date) # Повторная группировка по дате\n",
|
|
" .apply(lambda x: x[[\"load\", \"wind\", \"solar\"]].values.T) # Преобразуем в массивы\n",
|
|
" )\n",
|
|
" \n",
|
|
" # Преобразуем индексы в формат datetime для дальнейшей работы\n",
|
|
" daily_data.index = pd.to_datetime(daily_data.index)\n",
|
|
" \n",
|
|
" # 5. Создание DataFrame с массивами и метками сезонов\n",
|
|
" df = pd.DataFrame({\n",
|
|
" \"timestamp\": daily_data.index,\n",
|
|
" \"data\": daily_data.values,\n",
|
|
" \"season\": daily_data.index.map(lambda x: get_season(x.month))\n",
|
|
" })\n",
|
|
" \n",
|
|
" # 6. Разделение данных\n",
|
|
" X = np.stack(df[\"data\"].values)\n",
|
|
" y = df[\"season\"].values\n",
|
|
" \n",
|
|
" X_train, X_temp, y_train, y_temp = train_test_split(\n",
|
|
" X, y, test_size=0.3, stratify=y, random_state=42\n",
|
|
" )\n",
|
|
" X_val, X_test, y_val, y_test = train_test_split(\n",
|
|
" X_temp, y_temp, test_size=0.5, stratify=y_temp, random_state=42\n",
|
|
" )\n",
|
|
" \n",
|
|
" # 7. Масштабирование\n",
|
|
" scaler = StandardScaler()\n",
|
|
" X_train_scaled = scaler.fit_transform(X_train.reshape(-1, 3)).reshape(X_train.shape)\n",
|
|
" X_val_scaled = scaler.transform(X_val.reshape(-1, 3)).reshape(X_val.shape)\n",
|
|
" X_test_scaled = scaler.transform(X_test.reshape(-1, 3)).reshape(X_test.shape)\n",
|
|
" \n",
|
|
" # 8. Сохранение данных\n",
|
|
" np.savez(\"processed_data.npz\",\n",
|
|
" X_train=X_train_scaled,\n",
|
|
" X_val=X_val_scaled,\n",
|
|
" X_test=X_test_scaled,\n",
|
|
" y_train=y_train,\n",
|
|
" y_val=y_val,\n",
|
|
" y_test=y_test)\n",
|
|
" \n",
|
|
" # 9. Визуализация\n",
|
|
" plot_sample_profiles(df)\n",
|
|
"\n",
|
|
"def get_season(month: int) -> str:\n",
|
|
" if month in [12, 1, 2]: return \"winter\"\n",
|
|
" if month in [3, 4, 5]: return \"spring\"\n",
|
|
" if month in [6, 7, 8]: return \"summer\"\n",
|
|
" return \"autumn\"\n",
|
|
"\n",
|
|
"def plot_sample_profiles(df: pd.DataFrame) -> None:\n",
|
|
" plt.figure(figsize=(12, 6))\n",
|
|
" for season in [\"winter\", \"spring\", \"summer\", \"autumn\"]:\n",
|
|
" sample = df[df[\"season\"] == season].iloc[0][\"data\"]\n",
|
|
" plt.plot(sample[0], label=f\"{season} load\")\n",
|
|
" plt.title(\"Суточные профили потребления энергии по сезонам\")\n",
|
|
" plt.xlabel(\"Час дня (0-23)\")\n",
|
|
" plt.ylabel(\"Мощность (МВт)\")\n",
|
|
" plt.legend()\n",
|
|
" plt.grid(True)\n",
|
|
" plt.savefig(\"load_profiles.png\")\n",
|
|
" plt.show()\n",
|
|
"\n",
|
|
"# Запуск preprocessing\n",
|
|
"task1_preprocessing()\n"
|
|
]
|
|
}
|
|
],
|
|
"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": "3.12.9"
|
|
}
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},
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}
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