{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Calculating anomalies and climatologies of (satellite) timeseries with pytesmo\n", "\n", "\n", "The following example shows how you can use pytesmo to calculate anomalies or the climatology of a times eries. Here we use the test data that is provided within the Github repository, but it works the same with all pandas DataFrames or Series." ] }, { "cell_type": "code", "metadata": { "pycharm": { "is_executing": true }, "jupyter": { "is_executing": true } }, "source": [ "%matplotlib inline\n", "\n", "from ascat.read_native.cdr import AscatGriddedNcTs\n", "from pytesmo.time_series import anomaly\n", "from pytesmo.utils import rootdir\n", "import warnings\n", "import matplotlib.pyplot as plt" ], "outputs": [], "execution_count": null }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first step is to read in the ASCAT data at a single grid point and plot the resulting soil moisture time series:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "testdata_path = rootdir() / \"tests\" / \"test-data\"\n", "ascat_data_folder = testdata_path / \"sat\" / \"ascat\" / \"netcdf\" / \"55R22\"\n", "ascat_grid_fname = testdata_path / \"sat\" / \"ascat\" / \"netcdf\" / \"grid\" / \"TUW_WARP5_grid_info_2_1.nc\"\n", "static_layer_path = testdata_path / \"sat\" / \"h_saf\" / \"static_layer\"\n", "\n", "\n", "#init the AscatSsmCdr reader with the paths\n", "with warnings.catch_warnings():\n", " warnings.filterwarnings('ignore') # some warnings are expected and ignored\n", " \n", " ascat_reader = AscatGriddedNcTs(\n", " ascat_data_folder,\n", " \"TUW_METOP_ASCAT_WARP55R22_{:04d}\",\n", " grid_filename=ascat_grid_fname,\n", " static_layer_path=static_layer_path\n", " )\n", " \n", "ascat_ts = ascat_reader.read(11.82935429,45.4731369)\n", "ascat_ts[\"sm\"].plot(figsize=(10, 4))\n", "plt.ylabel(\"Soil moisture (degree of saturation in %)\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This timeseries shows a seasonal pattern of high soil moisture in winter and low soil moisture in summer, so we might be interested in the climatology (long-term mean seasonal pattern) or in anomalies from the climatology or from the current seasonality (calculated via a moving window of 35 days).\n", "\n", "This can be done with the `calc_climatology` and `calc_anomaly` functions in `pytesmo.time_series.anomaly`.\n", "\n", "Let's first have a look at the climatology:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1 40.725439\n", "2 41.293034\n", "3 41.988083\n", "4 42.341582\n", "5 42.948949\n", " ... \n", "362 39.143497\n", "363 39.534965\n", "364 39.734723\n", "365 40.090585\n", "366 40.479103\n", "Length: 366, dtype: float64" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "climatology = anomaly.calc_climatology(ascat_ts[\"sm\"])\n", "climatology" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "climatology.plot()\n", "plt.ylabel(\"Soil moisture (degree of saturation in %)\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The returned climatology is a pandas Series with the day of year as index (ranging from 1 to 366). Here we can see more clearly the pattern we spotted above in the full timeseries.\n", "\n", "We can use this climatology to calculate the anomalies from it, e.g. soil moisture signal - climatology:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate anomaly based on moving +- 17 day window:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "pycharm": { "is_executing": true } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "anomaly_clim = anomaly.calc_anomaly(ascat_ts[\"sm\"], climatology=climatology)\n", "anomaly_clim.plot(figsize=(10, 4))\n", "plt.ylabel(\"Soil moisture (degree of saturation in %)\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also base our anomaly calculation on a running mean. This way we can get the short-term anomalies separated from a smoothed signal showing the seasonal contributions. Here we use a window of 35 days, e.g +- 17 days in each direction:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "anomaly_seasonal = anomaly.calc_anomaly(ascat_ts[\"sm\"], window_size=35)\n", "seasonal = ascat_ts[\"sm\"] - anomaly_seasonal\n", "\n", "fig, axes = plt.subplots(nrows=2, figsize=(10, 11))\n", "seasonal.plot(ax=axes[0])\n", "axes[0].set_ylabel(\"Soil moisture (degree of saturation in %)\")\n", "axes[0].set_title(\"35-day moving average\")\n", "anomaly_seasonal.plot(ax=axes[1])\n", "axes[1].set_ylabel(\"Soil moisture anomaly (degree of saturation in %)\")\n", "axes[1].set_title(\"Anomalies from 35-day moving average\");" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:pytesmo] *", "language": "python", "name": "conda-env-pytesmo-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.9" } }, "nbformat": 4, "nbformat_minor": 4 }