From 20c073e32156a32eb26684c543cc994533cac122 Mon Sep 17 00:00:00 2001 From: Antoine Tavant Date: Fri, 16 Aug 2024 15:26:39 +0200 Subject: [PATCH] Update the Predicting the predictions D-1 notebook --- .../predicting_the_predictions.ipynb | 734 +++++------------- 1 file changed, 205 insertions(+), 529 deletions(-) diff --git a/notebooks/datascience/predicting_the_predictions.ipynb b/notebooks/datascience/predicting_the_predictions.ipynb index 65ab229..df0ab23 100644 --- a/notebooks/datascience/predicting_the_predictions.ipynb +++ b/notebooks/datascience/predicting_the_predictions.ipynb @@ -14,7 +14,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -23,7 +23,9 @@ "from energy_forecast.production_forecast import ProductionForecastAPI\n", "\n", "sun_flux_file = ROOT_DIR / \"data\" / \"silver\" / \"group_mean_sun.csv\"\n", - "wind_speed_file = ROOT_DIR / \"data\" / \"silver\" / \"group_means_wind.csv\"\n" + "wind_speed_file = ROOT_DIR / \"data\" / \"silver\" / \"group_means_wind.csv\"\n", + "\n", + "prediction_file = ROOT_DIR / \"data\" / \"silver\" / \"forecasted_production_rte.csv\"\n" ] }, { @@ -37,7 +39,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -219,7 +221,7 @@ "2022-02-02 05:00:00+01:00 0.0 0.0 " ] }, - "execution_count": 2, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -247,7 +249,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -429,7 +431,7 @@ "2022-02-02 05:00:00+01:00 6.527510 5.267478 " ] }, - "execution_count": 3, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } @@ -458,7 +460,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -467,7 +469,7 @@ "" ] }, - "execution_count": 4, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, @@ -492,373 +494,41 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Accessing the prediction of the production\n", + "## Second: Accessing the prediction of the production\n", "\n", "RTE provides the prevision at D+1 of the production of the different types of energy sources." ] }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "The duration of the forecast cannot be more than 21 days. Fixing the end date.\n" - ] - } - ], - "source": [ - "prod_for_client = ProductionForecastAPI()\n", - "data_solar = prod_for_client.get_raw_data(\n", - " production_type=\"SOLAR\",\n", - " type=\"D-1\",\n", - " start_date=data_sunD1_regions.index[0],\n", - " end_date=data_sunD1_regions.index[-1],\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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{}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Solar Forecasted production vs Mean Sun Flux')" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = prediction_solar.plot(y=\"value\", label=\"Forecasted production [MWh]\")\n", - "\n", - "data_sunD1_regions.loc[prediction_solar.index[0] : prediction_solar.index[-1]].mean(\n", - " axis=1\n", - ").plot(secondary_y=True, ax=ax, label=\"Mean sun flux [J/m^2]\", legend=True)\n", - "\n", - "ax.set_title(\"Solar Forecasted production vs Mean Sun Flux\")" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "The duration of the forecast cannot be more than 21 days. Fixing the end date.\n" - ] - } - ], - "source": [ - "data_eolien = prod_for_client.get_raw_data(\n", - " production_type=\"WIND_ONSHORE\",\n", - " type=\"D-1\",\n", - " start_date=data_sunD1_regions.index[0],\n", - " end_date=data_sunD1_regions.index[-1],\n", - ")\n", - "prediction_eolien = pd.json_normalize(\n", - " data_eolien[\"forecasts\"], [\"values\"], \"production_type\"\n", - ").set_index(\"start_date\")\n", - "prediction_eolien.index = pd.to_datetime(prediction_eolien.index)\n", - "prediction_eolien.sort_index(inplace=True)\n", - "prediction_eolien = prediction_eolien[[\"value\"]]" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Eolien Forecasted production vs Mean Wind speed')" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "ax = prediction_eolien.plot(\n", - " y=\"value\", label=\"Eolien Forecasted production [MWh]\", legend=True\n", - ")\n", - "\n", - "data_windD1_regions.loc[prediction_eolien.index[0] : prediction_eolien.index[-1]].mean(\n", - " axis=1\n", - ").plot(secondary_y=True, ax=ax, label=\"Mean Wind speed [m/s]\", legend=True)\n", - "\n", - "ax.set_title(\"Eolien Forecasted production vs Mean Wind speed\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Bulk download\n", - "\n", - "The API limits the number of days to 21. To get the data for the whole year, we need to download the data in bulk." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/antoine/.local/share/hatch/env/virtual/energy-forecast/Jk97fpOc/serve/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", - " from .autonotebook import tqdm as notebook_tqdm\n" - ] - } - ], - "source": [ - "from tqdm.auto import tqdm" - ] - }, - { - "cell_type": "code", - "execution_count": 13, + "execution_count": 50, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "Downloading data: : 340149it [02:32, 2234.17it/s]9<00:25, 120.58it/s]\n" - ] - } - ], + "outputs": [], "source": [ - "start_date = pd.Timestamp(\"2014-09-01\", tz=\"Europe/Paris\") # data_sunD1_regions.index[0]\n", - "max_duration_call = 20\n", - "last_date = pd.Timestamp(\"2024-08-16\", tz=\"Europe/Paris\") # data_sunD1_regions.index[-1]\n", - "\n", - "\n", - "def bulk_production_forecast_download(\n", - " start_date: pd.Timestamp,\n", - " last_date: pd.Timestamp,\n", - " max_duration_call: int = 20,\n", - ") -> tuple[pd.DataFrame, pd.DataFrame]:\n", - " values_SOLAR = []\n", - " values_EOLIEN = []\n", - " \n", - " expected_nb_days = (last_date - start_date).days\n", - " very_first_date = start_date\n", - " pbar = tqdm(total=expected_nb_days)\n", - " pbar.set_description(\"Downloading data\")\n", - " while start_date < last_date:\n", - " # print((last_date - start_date).days)\n", - " end_date = start_date + pd.Timedelta(f\"{max_duration_call}D\")\n", - " if end_date > last_date:\n", - " end_date = last_date + pd.Timedelta(\"2D\")\n", - " data_solar = prod_for_client.get_raw_data(\n", - " production_type=\"SOLAR\",\n", - " type=\"D-1\",\n", - " start_date=start_date,\n", - " end_date=end_date,\n", - " )\n", - " values_SOLAR.extend(data_solar[\"forecasts\"][0][\"values\"])\n", - " data_solar = prod_for_client.get_raw_data(\n", - " production_type=\"WIND_ONSHORE\",\n", - " type=\"D-1\",\n", - " start_date=start_date,\n", - " end_date=end_date,\n", - " )\n", - " values_EOLIEN.extend(data_solar[\"forecasts\"][0][\"values\"])\n", - " end_date = data_solar[\"forecasts\"][0][\"end_date\"]\n", - " start_date = pd.Timestamp(end_date)\n", - " days_done = (start_date - very_first_date).days\n", - " pbar.update(days_done)\n", - "\n", - " prediction_solar = pd.DataFrame.from_records(values_SOLAR).set_index(\"start_date\")[\n", - " [\"value\"]\n", - " ]\n", - " prediction_solar.index = pd.to_datetime(\n", - " prediction_solar.index, utc=True\n", - " ).tz_convert(\"Europe/Paris\")\n", - " prediction_solar.sort_index(inplace=True)\n", - " prediction_eolien = pd.DataFrame.from_records(values_EOLIEN).set_index(\n", - " \"start_date\"\n", - " )[[\"value\"]]\n", - " prediction_eolien.index = pd.to_datetime(\n", - " prediction_eolien.index, utc=True\n", - " ).tz_convert(\"Europe/Paris\")\n", - " prediction_eolien.sort_index(inplace=True)\n", - " return prediction_solar, prediction_eolien\n", - "\n", - "\n", - "prediction_solar, prediction_eolien = bulk_production_forecast_download( start_date, last_date)" + "forecaste_prediction = pd.read_csv(prediction_file, index_col=0)\n", + "forecaste_prediction.index = pd.to_datetime(forecaste_prediction.index, utc=True).tz_convert(\"Europe/Paris\")\n", + "prediction_solar = forecaste_prediction[\"SOLAR_FORECAST_D1\"].dropna()\n", + "prediction_eolien = forecaste_prediction['EOLIEN_FORECAST_D1'].dropna()" ] }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 17, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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", 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", 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" ] @@ -868,33 +538,9 @@ } ], "source": [ - "ax = prediction_solar[\"value\"].resample(\"1D\").mean().plot(label=\"Forecasted production [MWh]\")\n", - "prediction_eolien[\"value\"].resample(\"1D\").mean().plot(label=\"Eolien Forecasted production [MWh]\", ax=ax)" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [], - "source": [ - "prediction_eolien = prediction_eolien[~prediction_eolien.index.duplicated()]" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [], - "source": [ - "data_predictions_production = pd.concat(\n", - " [prediction_solar, prediction_eolien],\n", - " axis=1,\n", - " keys=[\"SOLAR_FORECAST_D1\", \"EOLIEN_FORECAST_D1\"],\n", - ").droplevel(1, axis=1)\n", - "data_predictions_production.to_csv(\n", - " ROOT_DIR / \"data\" / \"silver\" / \"forecasted_production_rte.csv\"\n", - ")" + "ax = prediction_eolien.resample(\"1D\").mean().plot(label=\"Forecasted production [MWh]\")\n", + "prediction_solar.resample(\"1D\").mean().plot(label=\"Eolien Forecasted production [MWh]\", ax=ax)\n", + "ax.legend()" ] }, { @@ -906,7 +552,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -922,39 +568,35 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 54, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(12642, 13) (12642, 1)\n" + "(12642, 13) (12642,)\n" ] } ], "source": [ "first_date = prediction_solar.index[0]\n", - "first_date = pd.Timestamp(\"2022-10-01\", tz=first_date.tz)\n", + "first_date = pd.Timestamp(\"2022-10-01\", tz=first_date.tz) # the data is strange before this date\n", "last_date = prediction_solar.index[-1]\n", "X_sun = data_sunD1_regions.loc[first_date:last_date]\n", - "\n", - "X_cols = X_sun.columns\n", - "Y_col = prediction_solar.columns[0]\n", - "\n", "X_sun, Y_sun = X_sun.align(prediction_solar, axis=0, join=\"inner\")\n", "print(X_sun.shape, Y_sun.shape)" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 55, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
LinearRegression(fit_intercept=False, positive=True)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + "
LinearRegression(fit_intercept=False, positive=True)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "LinearRegression(fit_intercept=False, positive=True)" ] }, - "execution_count": 16, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" } @@ -1376,7 +1018,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 56, "metadata": {}, "outputs": [], "source": [ @@ -1385,16 +1027,16 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 57, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 18, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" }, @@ -1419,7 +1061,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 58, "metadata": {}, "outputs": [ { @@ -1428,7 +1070,7 @@ "Text(0.5, 1.0, 'Residuals of the solar production forecast')" ] }, - "execution_count": 19, + "execution_count": 58, "metadata": {}, "output_type": "execute_result" }, @@ -1451,16 +1093,16 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 59, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 20, + "execution_count": 59, "metadata": {}, "output_type": "execute_result" }, @@ -1482,7 +1124,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 60, "metadata": {}, "outputs": [ { @@ -1491,7 +1133,7 @@ "(478660.68349036836, 0.9569886460714814)" ] }, - "execution_count": 21, + "execution_count": 60, "metadata": {}, "output_type": "execute_result" } @@ -1511,16 +1153,7 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.preprocessing import PolynomialFeatures" - ] - }, - { - "cell_type": "code", - "execution_count": 23, + "execution_count": 61, "metadata": {}, "outputs": [], "source": [ @@ -1529,14 +1162,14 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 62, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "(18142, 40) (18142, 1)\n" + "(18142, 40) (18142,)\n" ] } ], @@ -1564,7 +1197,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 63, "metadata": {}, "outputs": [ { @@ -2002,7 +1635,7 @@ "[18142 rows x 40 columns]" ] }, - "execution_count": 25, + "execution_count": 63, "metadata": {}, "output_type": "execute_result" } @@ -2013,13 +1646,13 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/html": [ - "
LinearRegression(fit_intercept=False, positive=True)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" + "
LinearRegression(fit_intercept=False, positive=True)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "LinearRegression(fit_intercept=False, positive=True)" ] }, - "execution_count": 26, + "execution_count": 64, "metadata": {}, "output_type": "execute_result" } @@ -2442,7 +2075,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 65, "metadata": {}, "outputs": [], "source": [ @@ -2451,16 +2084,16 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "[]" + "[]" ] }, - "execution_count": 28, + "execution_count": 66, "metadata": {}, "output_type": "execute_result" }, @@ -2486,7 +2119,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 67, "metadata": {}, "outputs": [ { @@ -2495,7 +2128,7 @@ "Text(0.5, 1.0, 'Residuals of the wind production forecast')" ] }, - "execution_count": 29, + "execution_count": 67, "metadata": {}, "output_type": "execute_result" }, @@ -2518,7 +2151,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 68, "metadata": {}, "outputs": [ { @@ -2534,28 +2167,18 @@ ] }, { - "cell_type": "code", - "execution_count": 50, + "cell_type": "markdown", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Timestamp('2024-04-05 23:00:00+0200', tz='Europe/Paris')" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], "source": [ - "X_wind.index[-1]" + "# Using a Combination of the two models \n", + "The next section uses a custom Class to model both the solar and the Eolien production.\n", + "\n", + "This is a simple wrapper around the two models." ] }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 70, "metadata": {}, "outputs": [], "source": [ @@ -2573,7 +2196,7 @@ "X_wind, Y_wind = X_wind.align(Y_wind, axis=0, join=\"inner\")\n", "X_sun, Y_sun = X_sun.align(Y_sun, axis=0, join=\"inner\")\n", "\n", - "Y_both = pd.DataFrame(data={\"sun\": Y_sun[\"value\"], \"wind\": Y_wind[\"value\"]}).dropna()\n", + "Y_both = pd.DataFrame(data={\"sun\": Y_sun, \"wind\": Y_wind}).dropna()\n", "X_wind = X_wind.loc[Y_both.index]\n", "X_sun = X_sun.loc[Y_both.index]\n", "\n", @@ -2582,7 +2205,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 71, "metadata": {}, "outputs": [], "source": [ @@ -2592,7 +2215,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 72, "metadata": {}, "outputs": [ { @@ -2618,7 +2241,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 73, "metadata": {}, "outputs": [], "source": [ @@ -2626,15 +2249,68 @@ "my_model.save()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Re-loading the trained model\n", + "\n", + "The model is loaded from the file `model.pkl` in the Data folder." + ] + }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 74, "metadata": {}, "outputs": [], "source": [ "my_model2 = ENRProductionModel.load()" ] }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "n_days = 7\n", + "end_date = Y_both.index[-1]\n", + "start_date = end_date - pd.Timedelta(f\"{n_days}D\")\n", + "X_sun = data_sunD1_regions.loc[start_date:end_date]\n", + "X_wind = data_windD1_regions.loc[start_date:end_date]\n", + "Y_sun = prediction_solar.loc[start_date:end_date]\n", + "Y_wind = prediction_eolien.loc[start_date:end_date]\n", + "\n", + "X_wind, Y_wind = X_wind.align(Y_wind, axis=0, join=\"inner\")\n", + "X_sun, Y_sun = X_sun.align(Y_sun, axis=0, join=\"inner\")\n", + "\n", + "Y_both = pd.DataFrame(data={\"sun\": Y_sun, \"wind\": Y_wind}).dropna()\n", + "X_wind = X_wind.loc[Y_both.index]\n", + "X_sun = X_sun.loc[Y_both.index]\n", + "\n", + "results = my_model2.predict(X_sun, X_wind)\n", + "\n", + "fig, [ax1, ax2] = plt.subplots(2, 1, figsize=(10, 10))\n", + "results.index = X_wind.index\n", + "for ax, (col, Y) in zip([ax1, ax2], results.items()):\n", + " ax.plot(Y_both[col], label=\"Predicted production by RTE\")\n", + " ax.plot(Y, ls=\"--\", label=\"Predicted production by Me\")\n", + " ax.set_title(f\"{col} production forecast D+1\")\n", + " ax.legend()\n", + " ax.set_ylim(ymin=1)" + ] + }, { "cell_type": "markdown", "metadata": {},