diff --git a/electricity_price_predictor/src/data_analysis/analyze_data.ipynb b/electricity_price_predictor/src/data_analysis/analyze_data.ipynb new file mode 100644 index 0000000..d7c7308 --- /dev/null +++ b/electricity_price_predictor/src/data_analysis/analyze_data.ipynb @@ -0,0 +1,320 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "7d729fc0", + "metadata": {}, + "source": [ + "# Explorations and Analyses of the ENTSO-E data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "db058e46", + "metadata": {}, + "outputs": [], + "source": [ + "# Fix the path \n", + "import sys\n", + "import os\n", + "\n", + "sys.path.append(os.path.abspath(\"..\")) # since you're in src/data_analysis\n", + "os.environ[\"ENTSOE_API_KEY\"] = \"ec10538b-eae1-4d71-ada6-45feff2e51c2\"\n", + "os.environ[\"QUANT_DB_HOST\"] = \"localhost\"\n", + "os.environ[\"QUANT_DB_PORT\"] = \"5432\"\n", + "os.environ[\"QUANT_DB_NAME\"] = \"options_db\"\n", + "os.environ[\"QUANT_DB_USER\"] = \"quant_user\"\n", + "os.environ[\"QUANT_DB_PASSWORD\"] = \"strong_password\"\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a302f12a", + "metadata": {}, + "outputs": [], + "source": [ + "# import necessary libraries\n", + "import importlib\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import os\n", + "\n", + "# Ensure notebook picks up local code edits without kernel restarts\n", + "%load_ext autoreload\n", + "%autoreload 2\n", + "\n", + "# custom imports\n", + "import electricity_price_predictor.entsoe_api as api\n", + "import electricity_price_predictor.pipeline as pipeline\n", + "\n", + "importlib.reload(api)\n", + "importlib.reload(pipeline)\n", + "\n", + "from electricity_price_predictor.db import get_engine\n", + "from electricity_price_predictor.pipeline import run_feature_pipeline\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "51ddca35", + "metadata": {}, + "outputs": [], + "source": [ + "def access_data(\n", + " start: pd.Timestamp,\n", + " end: pd.Timestamp,\n", + " country_code: str,\n", + " history_hours: int = 48,\n", + ") -> pd.DataFrame:\n", + " \"\"\"\n", + " Fetch features for [start, end) while pulling extra lookback history.\n", + "\n", + " We need lookback because feature generation creates lagged columns (t-1..t-24)\n", + " and drops rows with NaNs.\n", + " \"\"\"\n", + " api_key = os.getenv(\"ENTSOE_API_KEY\")\n", + " if not api_key:\n", + " raise RuntimeError(\"ENTSOE_API_KEY environment variable is required.\")\n", + "\n", + " start_ts = pd.Timestamp(start)\n", + " end_ts = pd.Timestamp(end)\n", + " if start_ts.tz is None:\n", + " start_ts = start_ts.tz_localize(\"UTC\")\n", + " else:\n", + " start_ts = start_ts.tz_convert(\"UTC\")\n", + "\n", + " if end_ts.tz is None:\n", + " end_ts = end_ts.tz_localize(\"UTC\")\n", + " else:\n", + " end_ts = end_ts.tz_convert(\"UTC\")\n", + "\n", + " engine = get_engine()\n", + " pipeline_start = start_ts - pd.Timedelta(hours=history_hours)\n", + "\n", + " features = run_feature_pipeline(\n", + " engine=engine,\n", + " entsoe_api_key=api_key,\n", + " country_code=country_code,\n", + " start=pipeline_start,\n", + " end=end_ts,\n", + " cache_ttl_hours=24,\n", + " )\n", + "\n", + " # Return only the user-requested interval.\n", + " return features[(features.index >= start_ts) & (features.index < end_ts)]\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "215dfccc", + "metadata": {}, + "outputs": [], + "source": [ + "# Pull the latest 48h window ending at the most recent complete hour.\n", + "end = pd.Timestamp.now(tz=\"UTC\").floor(\"h\")\n", + "start = end - pd.Timedelta(hours=48)\n", + "\n", + "df_CH = access_data(start, end, \"CH\", history_hours=72)\n", + "\n", + "\n", + "# pull German data for comparison \n", + "df_DE = access_data(start, end, \"DE_LU\", history_hours=72)\n", + "# pull French data for comparison \n", + "df_FR = access_data(start, end, \"FR\", history_hours=72)\n", + "# pull Italian data for comparison \n", + "df_IT = access_data(start, end, \"IT\", history_hours=72)\n", + "# pull Austrian data for comparison \n", + "df_AT = access_data(start, end, \"AT\", history_hours=72)\n", + "# pull Spanish data for comparison \n", + "df_ES = access_data(start, end, \"ES\", history_hours=72)\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ecb030fa", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(df_CH.index, df_CH[\"day_ahead_price\"], label=\"CH\")\n", + "plt.plot(df_DE.index, df_DE[\"day_ahead_price\"], label=\"DE_LU\")\n", + "plt.plot(df_FR.index, df_FR[\"day_ahead_price\"], label=\"FR\")\n", + "plt.plot(df_IT.index, df_IT[\"day_ahead_price\"], label=\"IT\")\n", + "plt.plot(df_AT.index, df_AT[\"day_ahead_price\"], label=\"AT\")\n", + "plt.plot(df_ES.index, df_ES[\"day_ahead_price\"], label=\"ES\")\n", + "\n", + "plt.xticks(rotation=90)\n", + "plt.grid()\n", + "plt.title(\"Day-ahead price\")\n", + "plt.xlabel(\"Date\")\n", + "plt.ylabel(\"Price (EUR/MWh)\")\n", + "plt.legend()\n", + "\n", + "plt.show()\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "2c907274", + "metadata": {}, + "source": [ + "## Feature engineering \n", + "In the next section we are going to explore which features are justifiable with the given data. " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "7a97f063", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['day_ahead_price', 'load_forecast', 'wind_forecast', 'solar_forecast',\n", + " 'residual_load', 'lagged_price_1', 'lagged_residual_load_1',\n", + " 'lagged_price_2', 'lagged_residual_load_2', 'lagged_price_3',\n", + " 'lagged_residual_load_3', 'lagged_price_4', 'lagged_residual_load_4',\n", + " 'lagged_price_5', 'lagged_residual_load_5', 'lagged_price_6',\n", + " 'lagged_residual_load_6', 'lagged_price_7', 'lagged_residual_load_7',\n", + " 'lagged_price_8', 'lagged_residual_load_8', 'lagged_price_9',\n", + " 'lagged_residual_load_9', 'lagged_price_10', 'lagged_residual_load_10',\n", + " 'lagged_price_11', 'lagged_residual_load_11', 'lagged_price_12',\n", + " 'lagged_residual_load_12', 'lagged_price_13', 'lagged_residual_load_13',\n", + " 'lagged_price_14', 'lagged_residual_load_14', 'lagged_price_15',\n", + " 'lagged_residual_load_15', 'lagged_price_16', 'lagged_residual_load_16',\n", + " 'lagged_price_17', 'lagged_residual_load_17', 'lagged_price_18',\n", + " 'lagged_residual_load_18', 'lagged_price_19', 'lagged_residual_load_19',\n", + " 'lagged_price_20', 'lagged_residual_load_20', 'lagged_price_21',\n", + " 'lagged_residual_load_21', 'lagged_price_22', 'lagged_residual_load_22',\n", + " 'lagged_price_23', 'lagged_residual_load_23', 'lagged_price_24',\n", + " 'lagged_residual_load_24', 'hour_of_day_sin', 'hour_of_day_cos',\n", + " 'weekday_sin', 'weekday_cos', 'month_sin', 'month_cos'],\n", + " dtype='str')" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_CH.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "28f7adf4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, axes = plt.subplots(2,1,figsize=(12,4))\n", + "end = pd.Timestamp.now(tz=\"UTC\").floor(\"h\")\n", + "start = end - pd.Timedelta(hours=14*24)\n", + "df = access_data(start, end, \"CH\", history_hours=72)\n", + "df[\"day_ahead_price\"].plot(ax = axes[0], title = \"Price Time Series CH\")\n", + "df[\"day_ahead_price\"].hist(bins=50, ax = axes[1])" + ] + }, + { + "cell_type": "markdown", + "id": "cfd6a4e4", + "metadata": {}, + "source": [ + "Observations: \n", + "\n", + "* Intraday seasonality \n", + "* $\\mu \\approx 125$\n", + "* Noise \n", + "\n", + "An approach could be to model it as \n", + "\n", + "Price(t) = ยต + seasonal(t) + noise" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "443b5dc4", + "metadata": {}, + "outputs": [], + "source": [ + "# Let's explore this further with an STL decomposition \n", + "from statsmodels.tsa.seasonal import STL \n", + "\n", + "ts = df[\"day_ahead_price\"]\n", + "\n", + "stl = STL(ts, period=24)\n", + "res = stl.fit()\n", + "\n", + "res.plot()\n", + "\n", + "\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "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": "3.12.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}