{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Hazard: winter windstorms / extratropical cyclones in Europe\n", "## Or: The StormEurope hazard subclass of CLIMADA\n", "\n", "Auth: Jan Hartman & Thomas Röösli \n", "Date: 2018-04-26 & 2020-03-03\n", "\n", "This notebook will give a quick tour of the capabilities of the StormEurope hazard class. This includes functionalities to apply probabilistic alterations to historical storms." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.rcParams['figure.figsize'] = [15, 10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reading Data\n", "\n", "StormEurope was written under the presumption that you'd start out with [WISC](https://wisc.climate.copernicus.eu/wisc/#/help/products#footprint_section) storm footprint data in netCDF format. This notebook works with a demo dataset. If you would like to work with the real data: (1) Please follow the link and download the file C3S_WISC_FOOTPRINT_NETCDF_0100.tgz from the Copernicus Windstorm Information Service, (2) unzip it (3) uncomment the last two lines in the following codeblock and (4) adjust the variable \"WISC_files\".\n", "\n", "We first construct an instance and then point the reader at a directory containing compatible `.nc` files. Since there are other files in there, we must be explicit and use a globbing pattern; supplying incompatible files will make the reader fail.\n", "\n", "The reader actually calls `climada.util.files_handler.get_file_names`, so it's also possible to hand it an explicit list of filenames, or a dirname, or even a list of glob patterns or directories. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "$CLIMADA_SRC/climada/hazard/centroids/centr.py:822: UserWarning: Geometry is in a geographic CRS. Results from 'buffer' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", " xy_pixels = self.geometry.buffer(res / 2).envelope\n" ] } ], "source": [ "from climada.hazard import StormEurope\n", "from climada.util.constants import WS_DEMO_NC\n", "\n", "storm_instance = StormEurope.from_footprints(WS_DEMO_NC)\n", "\n", "# WISC_files = '/path/to/folder/C3S_WISC_FOOTPRINT_NETCDF_0100/fp_era[!er5]*_0.nc'\n", "# storm_instance = StormEurope.from_footprints(WISC_files)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Introspection\n", "\n", "Let's quickly see what attributes this class brings with it:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "\u001b[0;31mType:\u001b[0m StormEurope\n", "\u001b[0;31mString form:\u001b[0m \n", "\u001b[0;31mFile:\u001b[0m ~/code/climada_python/climada/hazard/storm_europe.py\n", "\u001b[0;31mDocstring:\u001b[0m \n", "A hazard set containing european winter storm events. Historic storm\n", "events can be downloaded at http://wisc.climate.copernicus.eu/ and read\n", "with `from_footprints`. Weather forecasts can be automatically downloaded from\n", "https://opendata.dwd.de/ and read with from_icon_grib(). Weather forecast\n", "from the COSMO-Consortium http://www.cosmo-model.org/ can be read with\n", "from_cosmoe_file().\n", "\n", "Attributes\n", "----------\n", "ssi_wisc : np.array, float\n", " Storm Severity Index (SSI) as recorded in\n", " the footprint files; apparently not reproducible from the footprint\n", " values only.\n", "ssi : np.array, float\n", " SSI as set by set_ssi; uses the Dawkins\n", " definition by default.\n", "\u001b[0;31mInit docstring:\u001b[0m Calls the Hazard init dunder. Sets unit to 'm/s'.\n" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "storm_instance?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You could also try listing all permissible methods with `dir(storm_instance)`, but since that would include the methods from the `Hazard` base class, you wouldn't know what's special. The best way is to read the source: uncomment the following statement to read more." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# StormEurope??" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Into the Storm Severity Index (SSI)\n", "\n", "The SSI, according to [Dawkins et al. 2016](https://doi.org/10.5194/nhess-16-1999-2016) or [Lamb and Frydendahl, 1991](https://dx.doi.org/10.2307/215206), can be set using `set_ssi`. For demonstration purposes, I show the default arguments. (Check also the defaults using `storm_instance.calc_ssi?`, the method for which set_ssi is a wrapper.)\n", "\n", "We won't be using the `plot_ssi` functionality just yet, because we only have two events; the graph really isn't informative. After this, we'll generate some more storms to make that plot more aesthetically pleasing." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "storm_instance.set_ssi(\n", " method = 'wind_gust',\n", " intensity = storm_instance.intensity,\n", " # the above is just a more explicit way of passing the default\n", " on_land = True,\n", " threshold = 25,\n", " sel_cen = None\n", " # None is default. sel_cen could be used to subset centroids\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Probabilistic Storms\n", "\n", "This class allows generating probabilistic storms from historical ones according to a method outlined in [Schwierz et al. 2010](https://doi.org/10.1007/s10584-009-9712-1). This means that per historical event, we generate 29 new ones with altered intensities. Since it's just a bunch of vector operations, this is pretty fast. \n", "\n", "However, we should not return the entire probabilistic dataset in-memory: in trials, this used up 60 GB of RAM, thus requiring a great amount of swap space. Instead, we must select a country by setting the `reg_id` parameter to an ISO_N3 country code used in the [Natural Earth](http://naturalearthdata.com/) dataset. It is also possible to supply a list of ISO codes. If your machine is up for the job of handling the whole dataset, set the `reg_id` parameter to `None`.\n", "\n", "Since assigning each centroid a country ID is a rather inefficient affair, you may need to wait a minute or two for the entire WISC dataset to be processed. For the small demo dataset, it runs pretty quickly." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2020-03-05 10:29:31,845 - climada.hazard.centroids.centr - INFO - Setting geometry points.\n", "2020-03-05 10:29:32,248 - climada.hazard.centroids.centr - DEBUG - Setting region_id 9944 points.\n", "2020-03-05 10:29:32,466 - climada.util.coordinates - DEBUG - Setting region_id 9944 points.\n", "2020-03-05 10:29:33,506 - climada.hazard.storm_europe - INFO - Commencing probabilistic calculations\n", "2020-03-05 10:29:33,620 - climada.hazard.storm_europe - INFO - Generating new StormEurope instance\n", "2020-03-05 10:29:33,663 - climada.util.checker - DEBUG - Hazard.ssi not set. \n", "2020-03-05 10:29:33,664 - climada.util.checker - DEBUG - Hazard.ssi_wisc not set. \n", "2020-03-05 10:29:33,665 - climada.util.checker - DEBUG - Hazard.event_name not set. Default values set.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\shortpaths\\GitHub\\climada_python\\climada\\util\\plot.py:311: UserWarning: Tight layout not applied. The left and right margins cannot be made large enough to accommodate all axes decorations. \n", " fig.tight_layout()\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Wall time: 2.24 s\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%%time\n", "storm_prob = storm_instance.generate_prob_storms(reg_id=528)\n", "storm_prob.plot_intensity(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can get much more fancy in our calls to `generate_prob_storms`; the keyword arguments after `ssi_args` are passed on to `_hist2prob`, allowing us to tweak the probabilistic permutations." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "ssi_args = {\n", " 'on_land': True,\n", " 'threshold': 25,\n", "}\n", "\n", "storm_prob_xtreme = storm_instance.generate_prob_storms(\n", " reg_id=[56, 528], # BEL and NLD\n", " spatial_shift=2,\n", " ssi_args=ssi_args,\n", " power=1.5,\n", " scale=0.3\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now check out the SSI plots of both these calculations. The comparison between the historic and probabilistic ssi values, only makes sence for the full dataset." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "text/plain": [ "(
,\n", " )" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "storm_prob_xtreme.plot_ssi(full_area=True)\n", "storm_prob.plot_ssi(full_area=True)" ] } ], "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": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 4 }