{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Forecast class\n", "This class deals with weather forecasts and uses CLIMADA Impact.calc() to forecast impacts of weather events on society. It mainly does one thing:\n", "- it contains all plotting and other functionality that are specific for weather forecasts, impact forecasts and warnings\n", "\n", "The class is different from the Impact class especially because features of the Impact class like Exceedence frequency curves, annual average impact etc, do not make sense if the hazard is e.g. a 5 day weather forecast. As the class is relatively new, there might be future changes to the datastructure, the methods, and the parameters used to call the methods." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example: forecast of building damages due to wind in Switzerland\n", "Before using the forecast class, hazard, exposure and vulnerability need to be created. The hazard looks at the weather forecast from today for an event with two days lead time (meaning the day after tomorrow). generate_WS_forecast_hazard is used to download a current weather forecast for wind gust from opendata.dwd.de. An Impact funtion for building damages due to storms is created. And with only a few lines of code, a LitPop exposure for Switzerland is generated, and the impact is calculated with a default impact function. With a further line of code, the mean damage per grid point for the day after tomorrow is plotted on a map." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from datetime import datetime\n", "from cartopy import crs as ccrs\n", "\n", "from climada.util.config import CONFIG\n", "from climada.engine.forecast import Forecast\n", "from climada.hazard.storm_europe import StormEurope, generate_WS_forecast_hazard\n", "from climada.entity.impact_funcs.storm_europe import IFStormEurope\n", "from climada.entity import ImpactFuncSet\n", "from climada.entity.exposures.litpop import LitPop" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-31 01:03:02,062 - climada.hazard.storm_europe - INFO - Loading hazard from C:\\Users\\ThomasRoosli\\climada\\data\\results\\forecast\\hazards\\WS_IEE_run2021030700_event20210311.hdf5.\n", "2021-03-31 01:03:02,062 - climada.hazard.base - INFO - Reading C:\\Users\\ThomasRoosli\\climada\\data\\results\\forecast\\hazards\\WS_IEE_run2021030700_event20210311.hdf5\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\ThomasRoosli\\anaconda3\\envs\\climada_env_20210315\\lib\\site-packages\\pyproj\\crs\\crs.py:53: FutureWarning: '+init=:' syntax is deprecated. ':' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n", " return _prepare_from_string(\" \".join(pjargs))\n" ] } ], "source": [ "#generate hazard\n", "hazard, haz_model, run_datetime, event_date = generate_WS_forecast_hazard()\n", "# #generate hazard with with forecasts from past dates (works only if the files have already been downloaded)\n", "# hazard, haz_model, run_datetime, event_date = generate_WS_forecast_hazard(\n", "# run_datetime=datetime(2021,3,7),\n", "# event_date=datetime(2021,3,11)) " ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#generate vulnerability\n", "impact_function = IFStormEurope()\n", "impact_function.set_welker()\n", "impact_function_set = ImpactFuncSet()\n", "impact_function_set.append(impact_function)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-31 01:03:02,173 - climada.entity.exposures.base - INFO - meta set to default value {}\n", "2021-03-31 01:03:02,173 - climada.entity.exposures.base - INFO - tag set to default value File: \n", " Description: \n", "2021-03-31 01:03:02,173 - climada.entity.exposures.base - INFO - ref_year set to default value 2018\n", "2021-03-31 01:03:02,173 - climada.entity.exposures.base - INFO - value_unit set to default value USD\n", "2021-03-31 01:03:02,173 - climada.entity.exposures.base - INFO - crs set to default value: EPSG:4326\n", "2021-03-31 01:03:02,189 - climada.entity.exposures.base - INFO - Reading C:\\Users\\ThomasRoosli\\climada\\data\\results\\exp_litpop_Switzerland.hdf5\n", "2021-03-31 01:03:02,274 - climada.entity.exposures.base - INFO - meta set to default value {}\n", "2021-03-31 01:03:02,274 - climada.entity.exposures.base - INFO - tag set to default value File: \n", " Description: \n", "2021-03-31 01:03:02,274 - climada.entity.exposures.base - INFO - ref_year set to default value 2018\n", "2021-03-31 01:03:02,274 - climada.entity.exposures.base - INFO - value_unit set to default value USD\n", "2021-03-31 01:03:02,274 - climada.entity.exposures.base - INFO - crs set to default value: EPSG:4326\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\shortpaths\\GitHub\\climada_python\\climada\\entity\\exposures\\base.py:219: FutureWarning: Assigning CRS to a GeoDataFrame without a geometry column is now deprecated and will not be supported in the future.\n", " self.gdf.crs = self.meta['crs']\n" ] } ], "source": [ "#generate exposure and save to file\n", "filename_exp = CONFIG.local_data.save_dir.dir() / ('exp_' + \n", " 'litpop' +\n", " '_' +\n", " 'Switzerland' +\n", " '.hdf5')\n", "if filename_exp.exists():\n", " exposure = LitPop()\n", " exposure.read_hdf5(filename_exp)\n", "else:\n", " exposure = LitPop()\n", " exposure.set_country('Switzerland', reference_year=2020)\n", " exposure.write_hdf5(filename_exp)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-31 01:03:02,321 - climada.entity.exposures.base - INFO - Matching 70287 exposures with 75948 centroids.\n", "2021-03-31 01:03:04,573 - climada.engine.impact - INFO - Calculating damage for 68294 assets (>0) and 40 events.\n", "2021-03-31 01:03:04,573 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_WS. Using impact functions in if_.\n" ] } ], "source": [ "#create and calculate Forecast\n", "CH_WS_forecast = Forecast({run_datetime: hazard}, exposure, impact_function_set)\n", "CH_WS_forecast.calc()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[]],\n", " dtype=object)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "CH_WS_forecast.plot_imp_map(save_fig=False,close_fig=False,proj=ccrs.epsg(2056))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here you see a different plot highlighting the spread of the impact forecast calculated from the different ensemble members of the weather forecast." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-31 01:03:07,563 - climada.util.value_representation - WARNING - Warning: The numbers are larger than 1000000000000\n", "2021-03-31 01:03:07,563 - climada.util.value_representation - WARNING - Warning: The numbers are larger than 1000000000000\n", "2021-03-31 01:03:07,563 - climada.util.value_representation - WARNING - Warning: The numbers are larger than 1000000000000\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": [ "CH_WS_forecast.plot_hist(save_fig=False,close_fig=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is possible to color the pixels depending on the probability that a certain threshold of impact is reach at a certain grid point" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[]],\n", " dtype=object)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "CH_WS_forecast.plot_exceedence_prob(threshold=5000, save_fig=False, close_fig=False,proj=ccrs.epsg(2056))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is possible to color the cantons of Switzerland with warning colors, based on aggregated forecasted impacts in their area." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import fiona\n", "from cartopy.io import shapereader\n", "from climada.util.config import CONFIG\n", "\n", "\n", "#create a file containing the polygons of Swiss cantons using natural earth\n", "cantons_file = CONFIG.local_data.save_dir.dir() / 'cantons.shp'\n", "adm1_shape_file = shapereader.natural_earth(resolution='10m',\n", " category='cultural',\n", " name='admin_1_states_provinces')\n", "if not cantons_file.exists():\n", " with fiona.open(adm1_shape_file, 'r') as source:\n", " with fiona.open(\n", " cantons_file, 'w',\n", " **source.meta) as sink:\n", "\n", " for f in source:\n", " if f['properties']['adm0_a3'] == 'CHE':\n", " sink.write(f)\n", "CH_WS_forecast.plot_warn_map(str(cantons_file),\n", " decision_level = 'polygon',\n", " thresholds=[100000,500000,\n", " 1000000,5000000],\n", " probability_aggregation='mean',\n", " area_aggregation='sum',\n", " title=\"Building damage warning\",\n", " explain_text=\"warn level based on aggregated damages\",\n", " save_fig=False,\n", " close_fig=False,\n", " proj=ccrs.epsg(2056))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example 2: forecast of wind warnings in Switzerland\n", "Instead of a fully fledged socio-economic impact of storms, one can also simplify the hazard, exposure, vulnerability model, by looking at a \"neutral\" exposure (=1 at every gridpoint) and using a step function as impact function to arrive at warn levels. It also shows how the attributes hazard, exposure or vulnerability can be set before calling calc(), and are then considered in the forecast instead of the defined defaults." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-31 01:03:10,186 - climada.entity.exposures.base - INFO - meta set to default value {}\n", "2021-03-31 01:03:10,187 - climada.entity.exposures.base - INFO - tag set to default value File: \n", " Description: \n", "2021-03-31 01:03:10,188 - climada.entity.exposures.base - INFO - ref_year set to default value 2018\n", "2021-03-31 01:03:10,189 - climada.entity.exposures.base - INFO - value_unit set to default value USD\n", "2021-03-31 01:03:10,191 - climada.entity.exposures.base - INFO - crs set to default value: EPSG:4326\n", "2021-03-31 01:03:10,193 - climada.entity.exposures.base - INFO - category_id not set.\n", "2021-03-31 01:03:10,209 - climada.entity.exposures.base - INFO - cover not set.\n", "2021-03-31 01:03:10,209 - climada.entity.exposures.base - INFO - deductible not set.\n", "2021-03-31 01:03:10,209 - climada.entity.exposures.base - INFO - geometry not set.\n", "2021-03-31 01:03:10,209 - climada.entity.exposures.base - INFO - region_id not set.\n", "2021-03-31 01:03:10,209 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2021-03-31 01:03:10,209 - climada.entity.impact_funcs.base - WARNING - For intensity = 0, mdd != 0 or paa != 0. Consider shifting the origin of the intensity scale. In impact.calc the impact is always null at intensity = 0.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\shortpaths\\GitHub\\climada_python\\climada\\entity\\exposures\\base.py:219: FutureWarning: Assigning CRS to a GeoDataFrame without a geometry column is now deprecated and will not be supported in the future.\n", " self.gdf.crs = self.meta['crs']\n" ] } ], "source": [ "from pandas import DataFrame\n", "import numpy as np\n", "from climada.entity.exposures import Exposures\n", "from climada.entity.impact_funcs import ImpactFunc, ImpactFuncSet\n", "import climada.util.plot as u_plot\n", "\n", "### generate exposure\n", "# find out which hazard coord to consider\n", "CHE_borders = u_plot._get_borders(np.stack([exposure.gdf.latitude.values,\n", " exposure.gdf.longitude.values],\n", " axis=1)\n", " )\n", "centroid_selection = np.logical_and(np.logical_and(hazard.centroids.lat >= CHE_borders[2],\n", " hazard.centroids.lat <= CHE_borders[3]),\n", " np.logical_and(hazard.centroids.lon >= CHE_borders[0],\n", " hazard.centroids.lon <= CHE_borders[1])\n", " )\n", "# Fill DataFrame with values for a \"neutral\" exposure (value = 1)\n", "\n", "exp_df = DataFrame()\n", "exp_df['value'] = np.ones_like(hazard.centroids.lat[centroid_selection]) # provide value\n", "exp_df['latitude'] = hazard.centroids.lat[centroid_selection]\n", "exp_df['longitude'] = hazard.centroids.lon[centroid_selection]\n", "exp_df['if_WS'] = np.ones_like(hazard.centroids.lat[centroid_selection], int)\n", "# Generate Exposures\n", "exp = Exposures(exp_df)\n", "exp.check()\n", "exp.value_unit = 'warn_level'\n", "\n", "### generate impact functions\n", "## impact functions for hazard based warnings\n", "imp_fun_low = ImpactFunc() \n", "imp_fun_low.haz_type = 'WS'\n", "imp_fun_low.id = 1\n", "imp_fun_low.name = 'warn_level_low_elevation'\n", "imp_fun_low.intensity_unit = 'm/s'\n", "imp_fun_low.intensity = np.array([0.0, 19.439, \n", " 19.44, 24.999, \n", " 25.0, 30.549, \n", " 30.55, 38.879, \n", " 38.88, 100.0])\n", "imp_fun_low.mdd = np.array([1.0, 1.0, \n", " 2.0, 2.0, \n", " 3.0, 3.0, \n", " 4.0, 4.0, \n", " 5.0, 5.0])\n", "imp_fun_low.paa = np.ones_like(imp_fun_low.mdd)\n", "imp_fun_low.check()\n", "# fill ImpactFuncSet\n", "impf_set = ImpactFuncSet()\n", "impf_set.append(imp_fun_low)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-03-31 01:03:10,224 - climada.entity.exposures.base - INFO - Matching 186 exposures with 75948 centroids.\n", "2021-03-31 01:03:10,240 - climada.engine.impact - INFO - Calculating damage for 186 assets (>0) and 40 events.\n" ] } ], "source": [ "#create and calculate Forecast\n", "warn_forecast = Forecast({run_datetime: hazard}, exp, impf_set)\n", "warn_forecast.calc()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The each grid point now has a warnlevel between 1-5 assigned for each event. Now the cantons can be colored based on a threshold on a grid point level. for each warning level it is assessed if 50% of grid points in the area of a canton has at least a 50% probability of reaching the specified threshold." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "warn_forecast.plot_warn_map(cantons_file,\n", " thresholds=[2,3,4,5],\n", " decision_level = 'exposure_point',\n", " probability_aggregation=0.5,\n", " area_aggregation=0.5,\n", " title=\"DWD ICON METEOROLOGICAL WARNING\",\n", " explain_text=\"warn level based on wind gust thresholds\",\n", " save_fig=False,\n", " close_fig=False,\n", " proj=ccrs.epsg(2056))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example: Tropical Cylcone\n", "It would be nice to add an example using the tropical cyclone forecasts from the class TCForecast. This has not yet been done." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 4 }