{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How to use polygons or lines as exposure\n", "\n", "Exposure in CLIMADA are usually represented as individual points or a raster of points.\n", "See [Exposures](climada_entity_Exposures.ipynb) tutorial to learn how to fill and use exposures.\n", "In this tutorial we show you how to use CLIMADA if you have your exposure in the form of shapes/polygons or in the form of lines." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The approach follows three steps:\n", "1. transform your polygon or line in a set of points\n", "2. do the impact calculation in CLIMADA with that set of points\n", "3. transform the calculated Impact back to your polygon or line" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Polygons\n", "Polygons or shapes are a common geographical representation of countries, states etc. as for example in NaturalEarth. Here we want to show you how to deal with exposure information as polygons." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets assume we have the following data given. The polygons of the admin-1 regions of the netherlands and an exposure value each. We want to know the Impact of Lothar on each admin-1 region." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2021-02-08T16:16:24.079947Z", "start_time": "2021-02-08T16:16:22.609017Z" } }, "outputs": [], "source": [ "from cartopy.io import shapereader\n", "from climada.entity.exposures.black_marble import country_iso_geom\n", "\n", "# open the file containing the Netherlands admin-1 polygons\n", "shp_file = shapereader.natural_earth(resolution='10m',\n", " category='cultural',\n", " name='admin_0_countries')\n", "shp_file = shapereader.Reader(shp_file)\n", "\n", "# extract the NL polygons\n", "prov_names = {'Netherlands': ['Groningen', 'Drenthe',\n", " 'Overijssel', 'Gelderland', \n", " 'Limburg', 'Zeeland', \n", " 'Noord-Brabant', 'Zuid-Holland', \n", " 'Noord-Holland', 'Friesland', \n", " 'Flevoland', 'Utrecht']\n", " }\n", "polygon_Netherlands, polygons_prov_NL = country_iso_geom(prov_names,\n", " shp_file)\n", "\n", "# assign a value to each admin-1 area (assumption 100'000 USD per inhabitant)\n", "population_prov_NL = {'Drenthe':493449, 'Flevoland':422202,\n", " 'Friesland':649988, 'Gelderland':2084478,\n", " 'Groningen':585881, 'Limburg':1118223,\n", " 'Noord-Brabant':2562566, 'Noord-Holland':2877909,\n", " 'Overijssel':1162215, 'Zuid-Holland':3705625,\n", " 'Utrecht':1353596, 'Zeeland':383689}\n", "value_prov_NL = {n: 100000 * population_prov_NL[n] for n in population_prov_NL.keys()}\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Assume a uniform distribution of values within your polygons\n", "This helps you in the case you have a given total exposure value per polygon and we assume this value is distributed evenly within the polygon." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now perform the three steps for this example:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2021-02-08T16:21:54.857210Z", "start_time": "2021-02-08T16:21:46.605287Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-02-08 17:21:47,679 - climada.entity.exposures.base - INFO - meta set to default value {}\n", "2021-02-08 17:21:47,680 - climada.entity.exposures.base - INFO - tag set to default value File: \n", " Description: \n", "2021-02-08 17:21:47,681 - climada.entity.exposures.base - INFO - ref_year set to default value 2018\n", "2021-02-08 17:21:47,681 - climada.entity.exposures.base - INFO - value_unit set to default value USD\n", "2021-02-08 17:21:47,682 - climada.entity.exposures.base - INFO - crs set to default value: {'init': 'epsg:4326', 'no_defs': True}\n", "2021-02-08 17:21:47,683 - climada.util.coordinates - INFO - Setting geometry points.\n", "2021-02-08 17:21:49,241 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2021-02-08 17:21:49,242 - climada.entity.exposures.base - INFO - deductible not set.\n", "2021-02-08 17:21:49,243 - climada.entity.exposures.base - INFO - cover not set.\n", "2021-02-08 17:21:49,243 - climada.entity.exposures.base - INFO - category_id not set.\n", "2021-02-08 17:21:49,244 - climada.entity.exposures.base - INFO - region_id not set.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/opt/anaconda3/envs/climada_uncertainty/lib/python3.7/site-packages/cartopy/mpl/feature_artist.py:225: MatplotlibDeprecationWarning: Using a string of single character colors as a color sequence is deprecated. Use an explicit list instead.\n", " **dict(style))\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from pandas import DataFrame\n", "from climada.entity import Exposures\n", "from climada.util.coordinates import coord_on_land\n", "\n", "\n", "### 1. transform your polygon or line in a set of points\n", "# create exposure with points\n", "exp_df = DataFrame()\n", "n_exp = 200*200\n", "lat, lon = np.mgrid[50 : 54 : complex(0, np.sqrt(n_exp)),\n", " 3 : 8 : complex(0, np.sqrt(n_exp))]\n", "exp_df['latitude'] = lat.flatten() # provide latitude\n", "exp_df['longitude'] = lon.flatten() # provide longitude\n", "exp_df['if_WS'] = np.ones(n_exp, int) # provide impact functions \n", "\n", "# now we assign each point a province and a value, if the points are within one of the polygons defined above\n", "exp_df['province'] = ''\n", "exp_df['value'] = np.ones((exp_df.shape[0],))*np.nan\n", "for prov_name_i, prob_polygon_i in zip(prov_names['Netherlands'],polygons_prov_NL['NLD']):\n", " in_geom = coord_on_land(lat=exp_df['latitude'], \n", " lon=exp_df['longitude'],\n", " land_geom=prob_polygon_i)\n", " np.put(exp_df['province'].values, np.where(in_geom)[0], prov_name_i)\n", " np.put(exp_df['value'].values, np.where(in_geom)[0], value_prov_NL[prov_name_i]/sum(in_geom))\n", "\n", "exp_df = Exposures(exp_df)\n", "exp_df.set_geometry_points() # set geometry attribute (shapely Points) from GeoDataFrame from latitude and longitude\n", "exp_df.check()\n", "exp_df.plot_hexbin()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2021-02-08T16:23:26.824979Z", "start_time": "2021-02-08T16:23:17.638987Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-02-08 17:23:17,646 - climada.hazard.storm_europe - INFO - Constructing centroids from /Users/ckropf/climada/demo/data/fp_lothar_crop-test.nc\n", "2021-02-08 17:23:17,664 - climada.hazard.centroids.centr - INFO - Convert centroids to GeoSeries of Point shapes.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/opt/anaconda3/envs/climada_uncertainty/lib/python3.7/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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-02-08 17:23:19,496 - climada.hazard.storm_europe - INFO - Commencing to iterate over netCDF files.\n", "2021-02-08 17:23:19,565 - climada.entity.exposures.base - INFO - Matching 40000 exposures with 9944 centroids.\n", "2021-02-08 17:23:22,025 - climada.engine.impact - INFO - Calculating damage for 9660 assets (>0) and 2 events.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/Documents/Climada/climada_python/climada/util/plot.py:314: 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" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/opt/anaconda3/envs/climada_uncertainty/lib/python3.7/site-packages/cartopy/mpl/feature_artist.py:225: MatplotlibDeprecationWarning: Using a string of single character colors as a color sequence is deprecated. Use an explicit list instead.\n", " **dict(style))\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from climada.hazard.storm_europe import StormEurope\n", "from climada.util.constants import WS_DEMO_NC\n", "from climada.entity.impact_funcs.storm_europe import IFStormEurope\n", "from climada.entity.impact_funcs import ImpactFuncSet\n", "from climada.engine import Impact\n", "\n", "### 2. do the impact calculation in CLIMADA with that set of points\n", "# define hazard\n", "storms = StormEurope()\n", "storms.read_footprints(WS_DEMO_NC, description='test_description')\n", "# define impact function\n", "impact_func = IFStormEurope()\n", "impact_func.set_welker()\n", "impact_function_set = ImpactFuncSet()\n", "impact_function_set.append(impact_func)\n", "# calculate hazard\n", "impact_NL = Impact()\n", "impact_NL.calc(exp_df, impact_function_set, storms, save_mat=True)\n", "impact_NL.plot_hexbin_impact_exposure()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2021-02-08T16:23:44.016489Z", "start_time": "2021-02-08T16:23:44.004064Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0\n", "province \n", " 0.000000e+00\n", "Drenthe 6.852537e+04\n", "Flevoland 2.716078e+05\n", "Friesland 7.782136e+05\n", "Gelderland 4.056456e+05\n", "Groningen 1.150089e+05\n", "Limburg 2.559739e+05\n", "Noord-Brabant 7.391625e+05\n", "Noord-Holland 5.908293e+06\n", "Overijssel 1.588620e+05\n", "Utrecht 4.846288e+05\n", "Zeeland 4.069767e+05\n", "Zuid-Holland 2.893966e+06\n" ] } ], "source": [ "import pandas as pd\n", "\n", "### 3. transform the calculated Impact back to your polygon or line\n", "impact_at_province_raw = pd.DataFrame(np.mean(impact_NL.imp_mat.todense().transpose(), axis=1),\n", " index=exp_df.gdf['province'])\n", "impact_at_province = impact_at_province_raw.groupby(impact_at_province_raw.index).sum()\n", "print(impact_at_province)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Use the LitPop module to disaggregate your exposure values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Instead of a uniform distribution, another geographical distribution can be chosen to disaggregate within the value within each polygon. We show here the example of [LitPop](climada_entity_LitPop.ipynb). The same three steps apply:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2021-02-08T16:27:29.976681Z", "start_time": "2021-02-08T16:27:21.030325Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-02-08 17:27:21,312 - climada.util.coordinates - INFO - Setting geometry points.\n", "2021-02-08 17:27:22,390 - climada.entity.exposures.base - INFO - Hazard type not set in if_\n", "2021-02-08 17:27:22,391 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2021-02-08 17:27:22,392 - climada.entity.exposures.base - INFO - deductible not set.\n", "2021-02-08 17:27:22,393 - climada.entity.exposures.base - INFO - cover not set.\n", "2021-02-08 17:27:22,394 - climada.entity.exposures.base - INFO - category_id not set.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/Documents/Climada/climada_python/climada/util/plot.py:314: 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" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/opt/anaconda3/envs/climada_uncertainty/lib/python3.7/site-packages/cartopy/mpl/feature_artist.py:225: MatplotlibDeprecationWarning: Using a string of single character colors as a color sequence is deprecated. Use an explicit list instead.\n", " **dict(style))\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "from climada.entity import LitPop\n", "from climada.util.coordinates import coord_on_land\n", "\n", "\n", "### 1. transform your polygon or line in a set of points\n", "# create exposure with points\n", "exp_df_lp = LitPop()\n", "exp_df_lp.set_country('Netherlands',res_arcsec = 60, fin_mode = 'none')\n", "exp_df_lp.gdf['if_WS'] = np.ones(exp_df_lp.gdf.shape[0], int) # provide impact functions \n", "\n", "# now we assign each point a province and a value, if the points are within one of the polygons defined above\n", "exp_df_lp.gdf['province'] = ''\n", "for prov_name_i, prob_polygon_i in zip(prov_names['Netherlands'],polygons_prov_NL['NLD']):\n", " in_geom = coord_on_land(lat=exp_df_lp.gdf['latitude'], \n", " lon=exp_df_lp.gdf['longitude'],\n", " land_geom=prob_polygon_i)\n", " np.put(exp_df_lp.gdf['province'].values, np.where(in_geom)[0], prov_name_i)\n", " exp_df_lp.gdf['value'][np.where(in_geom)[0]] = \\\n", " exp_df_lp.gdf['value'][np.where(in_geom)[0]] * value_prov_NL[prov_name_i]/sum(exp_df_lp.gdf['value'][np.where(in_geom)[0]])\n", "exp_df_lp.gdf = exp_df_lp.gdf.drop(np.where(exp_df_lp.gdf['province']=='')[0]) #drop carribean islands for this example\n", "exp_df_lp.set_geometry_points()\n", "exp_df_lp.check()\n", "exp_df_lp.plot_hexbin()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2021-02-08T16:28:03.348616Z", "start_time": "2021-02-08T16:27:53.063169Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2021-02-08 17:27:53,235 - climada.hazard.storm_europe - INFO - Constructing centroids from /Users/ckropf/climada/demo/data/fp_lothar_crop-test.nc\n", "2021-02-08 17:27:53,427 - climada.hazard.centroids.centr - INFO - Convert centroids to GeoSeries of Point shapes.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/opt/anaconda3/envs/climada_uncertainty/lib/python3.7/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" ] }, { "name": "stdout", "output_type": "stream", "text": [ "2021-02-08 17:27:55,697 - climada.hazard.storm_europe - INFO - Commencing to iterate over netCDF files.\n", "2021-02-08 17:27:55,807 - climada.entity.exposures.base - INFO - Matching 17576 exposures with 9944 centroids.\n", "2021-02-08 17:27:56,842 - climada.engine.impact - INFO - Calculating damage for 16834 assets (>0) and 2 events.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/Documents/Climada/climada_python/climada/util/plot.py:314: 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" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/ckropf/opt/anaconda3/envs/climada_uncertainty/lib/python3.7/site-packages/cartopy/mpl/feature_artist.py:225: MatplotlibDeprecationWarning: Using a string of single character colors as a color sequence is deprecated. Use an explicit list instead.\n", " **dict(style))\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from climada.hazard.storm_europe import StormEurope\n", "from climada.util.constants import WS_DEMO_NC\n", "from climada.entity.impact_funcs.storm_europe import IFStormEurope\n", "from climada.entity.impact_funcs import ImpactFuncSet\n", "from climada.engine import Impact\n", "\n", "### 2. do the impact calculation in CLIMADA with that set of points\n", "# define hazard\n", "storms = StormEurope()\n", "storms.read_footprints(WS_DEMO_NC, description='test_description')\n", "# define impact function\n", "impact_func = IFStormEurope()\n", "impact_func.set_welker()\n", "impact_function_set = ImpactFuncSet()\n", "impact_function_set.append(impact_func)\n", "# calculate hazard\n", "impact_NL = Impact()\n", "impact_NL.calc(exp_df_lp, impact_function_set, storms, save_mat=True)\n", "impact_NL.plot_hexbin_impact_exposure()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2021-02-08T16:29:27.787284Z", "start_time": "2021-02-08T16:29:27.624760Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0\n", "province \n", "Drenthe 6.397671e+04\n", "Flevoland 1.666099e+05\n", "Friesland 4.602394e+05\n", "Gelderland 3.284452e+05\n", "Groningen 1.563104e+05\n", "Limburg 3.730663e+05\n", "Noord-Brabant 6.247242e+05\n", "Noord-Holland 1.819026e+06\n", "Overijssel 1.074240e+05\n", "Utrecht 4.484917e+05\n", "Zeeland 7.632003e+05\n", "Zuid-Holland 2.898284e+06\n" ] } ], "source": [ "import pandas as pd\n", "\n", "### 3. transform the calculated Impact back to your polygon or line\n", "impact_at_province_raw = pd.DataFrame(np.mean(impact_NL.imp_mat.todense().transpose(), axis=1),\n", " index=exp_df_lp.gdf['province'])\n", "impact_at_province_lp = impact_at_province_raw.groupby(impact_at_province_raw.index).sum()\n", "print(impact_at_province_lp)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comparison of both modelled impacts:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2021-02-08T16:29:31.255151Z", "start_time": "2021-02-08T16:29:30.917430Z" } }, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'litpop disaggregation')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from matplotlib import pyplot as plt\n", "plt.plot(impact_at_province[impact_at_province.index!=''],impact_at_province_lp, '.k')\n", "plt.xlabel('uniform disaggregation')\n", "plt.ylabel('litpop disaggregation')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Further statistical analysis of hazard on polygon level\n", "imagine that you need access to the hazard centroids in oder to provide some statistical analysis on the province level" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2021-02-08T16:30:36.516429Z", "start_time": "2021-02-08T16:30:21.416960Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CPU times: user 14.8 s, sys: 147 ms, total: 15 s\n", "Wall time: 15.1 s\n" ] } ], "source": [ "%%time\n", "# this provides the wind speed value for each event at the corresponding exposure\n", "import scipy\n", "\n", "exp_df_lp.gdf[:5]\n", "l1,l2,vals = scipy.sparse.find(storms.intensity)\n", "exp_df_lp.gdf['wind_0']=0; exp_df_lp.gdf['wind_1']=0 # provide columns for both events\n", "for evt,idx,val in zip(l1,l2,vals):\n", " if evt==0:\n", " exp_df_lp.gdf.loc[exp_df_lp.gdf.index[exp_df_lp.gdf['centr_WS']==idx],'wind_0']=val\n", " else:\n", " exp_df_lp.gdf.loc[exp_df_lp.gdf.index[exp_df_lp.gdf['centr_WS']==idx],'wind_1']=val" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2021-02-08T16:31:22.207040Z", "start_time": "2021-02-08T16:31:21.615122Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Plot maximum wind per province for first event\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Plot mean wind per province for second event\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# now you can perform additional statistical analysis and aggregate it to the province level\n", "import pandas as pd\n", "import geopandas as gpd\n", "\n", "exp_province_raw = exp_df_lp.copy()\n", "\n", "def f(x): # define function for statistical aggregation with pandas\n", " d = {}\n", " d['value'] = x['value'].sum()\n", " d['wind_0'] = x['wind_0'].max()\n", " d['wind_1'] = x['wind_1'].mean()\n", " # one could also be interested in centroid of max wind with respect to province\n", " #d['centr_WS'] = x.loc[x.index[x['wind_0'].max()],'centr_WS'] \n", " return pd.Series(d, index=['value', 'wind_0', 'wind_1'])\n", "\n", "exp_province = exp_province_raw.gdf.groupby('province').apply(f).reset_index() # Result is not a GeoDataFrame anymore\n", "# add geometries to DataFrame and plot results \n", "exp_province=gpd.GeoDataFrame(exp_province, geometry=None)\n", "for prov,poly in zip(list(prov_names.values())[0],polygons_prov_NL['NLD']):\n", " exp_province.loc[exp_province.index[exp_province['province']== prov],'geometry']= gpd.GeoDataFrame(geometry=[poly]).geometry.values\n", "exp_province\n", "print('Plot maximum wind per province for first event')\n", "exp_province.plot(column='wind_0', cmap='Reds', legend=True)\n", "plt.show()\n", "print('Plot mean wind per province for second event')\n", "exp_province.plot(column='wind_1', cmap='Reds', legend=True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lines\n", "Lines are common geographical representation of transport infrastructure like streets, train tracks or powerlines etc." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "ExecuteTime": { "end_time": "2021-02-08T16:10:13.542467Z", "start_time": "2021-02-08T16:10:09.108Z" } }, "outputs": [], "source": [ "# under construction. here follows an example on how to deal with lines" ] } ], "metadata": { "hide_input": false, "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": "3.7.9" }, "latex_envs": { "LaTeX_envs_menu_present": true, "autoclose": false, "autocomplete": true, "bibliofile": "biblio.bib", "cite_by": "apalike", "current_citInitial": 1, "eqLabelWithNumbers": true, "eqNumInitial": 1, "hotkeys": { "equation": "Ctrl-E", "itemize": "Ctrl-I" }, "labels_anchors": false, "latex_user_defs": false, "report_style_numbering": false, "user_envs_cfg": false }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }