{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Accessing the Forecasted value of the electrical consumption\n", "\n", "## Introduction\n", "The French Electricity Network (RTE) provides a several datasets on the electrical consumption in France. \n", "\n", "Here, we access the forecasted value of the electrical consumption in France. The forecasted value is provided for the next 9 days.\n", "\n", "## RTE API\n", "\n", "The API used in the [consumption API](https://data.rte-france.com/catalog/-/api/consumption/Consumption/v1.2).\n", "\n", "You need an OAuth2 token to access the data. You can get one by the follwoing steps:\n", "\n", "1. Create an account\n", "2. Create an application\n", "3. Add the Consumption API to the application\n", "4. On the Application page, open your application\n", "5. Use to button to Copy the _base 64_ encoded string.\n", "\n", "## Accessing the data\n", "\n", "You can access the data by using the following code. You need to use the base64 encoded string as the `secret` variable." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from energy_forecast.consumption_forecast import PredictionForecastAPI" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "secret_file = \"../../.env\"\n", "with open(secret_file, \"r\") as f:\n", " secret = f.readline().split(\"=\", 1)[1]" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DatetimeIndex: 288 entries, 2024-06-22 00:00:00+02:00 to 2024-06-27 23:30:00+02:00\n", "Data columns (total 2 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 predicted_consumption 288 non-null int64 \n", " 1 predicted_at 288 non-null datetime64[ns, UTC+02:00]\n", "dtypes: datetime64[ns, UTC+02:00](1), int64(1)\n", "memory usage: 6.8 KB\n" ] } ], "source": [ "prediction_forecast = PredictionForecastAPI(secret=secret)\n", "data = prediction_forecast.get_weekly_forecast(\n", " start_date=pd.Timestamp.now() - pd.Timedelta(days=2),\n", ")\n", "data.info()" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = data.plot(y=\"predicted_consumption\", figsize=(12, 6))\n", "ax.set_ylim(0)\n", "ax.set_ylabel(\"Consommation (MW)\")\n", "ax.set_title(\"Prediction de la Consommation électrique en France\")\n", "\n", "ax_xpos = pd.Timestamp.now().timestamp() / 60\n", "ax.axvline(ax_xpos, color=\"red\", linestyle=\"--\", label=\"Maintenant\")\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ax = data.plot(y=\"predicted_at\", figsize=(12, 6))\n", "ax.set_ylabel(\"Forecast At (Past)\")\n", "ax.set_xlabel(\"Forecast Date (Future)\")\n", "ax.set_title(\"La date a laquelle la prediction a été faite\")\n", "\n", "ax_xpos = pd.Timestamp.now().timestamp() / 60\n", "ax.axvline(ax_xpos, color=\"red\", linestyle=\"--\", label=\"Maintenant\")\n", "ax_ypos = pd.Timestamp.now().timestamp() / 60 / 60 / 24\n", "ax.axhline(ax_ypos, color=\"red\", linestyle=\"--\")\n", "ax.legend()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "latest", "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": "3.10.12" } }, "nbformat": 4, "nbformat_minor": 2 }