{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# END-TO-END IMPACT CALCULATION" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before computing the impact of a given exposure and hazard, it is important to correctly match the exposures' coordinates with the hazard centroids. Try to have similar resolutions in exposures and hazard. By the impact calculation the nearest neighbor for each exposure to the hazard's centroids is searched. \n", "\n", "Hint: set first the `Exposures` and use its coordinates information to set a matching `Hazard`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## POINT EXPOSURES\n", "\n", "If the exposures are points, compute your hazard at that points (if possible)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-10-29 18:17:09,532 - climada - DEBUG - Loading default config file: /Users/aznarsig/Documents/Python/climada_python/climada/conf/defaults.conf\n", "2019-10-29 18:17:14,037 - climada.entity.exposures.base - INFO - tag metadata set to default value: File: \n", " Description: \n", "2019-10-29 18:17:14,037 - climada.entity.exposures.base - INFO - ref_year metadata set to default value: 2018\n", "2019-10-29 18:17:14,038 - climada.entity.exposures.base - INFO - value_unit metadata set to default value: USD\n", "2019-10-29 18:17:14,039 - climada.entity.exposures.base - INFO - meta metadata set to default value: None\n", "2019-10-29 18:17:14,040 - climada.entity.exposures.base - INFO - Setting if_ to default impact functions ids 1.\n", "2019-10-29 18:17:14,041 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2019-10-29 18:17:14,042 - climada.entity.exposures.base - INFO - deductible not set.\n", "2019-10-29 18:17:14,043 - climada.entity.exposures.base - INFO - cover not set.\n", "2019-10-29 18:17:14,043 - climada.entity.exposures.base - INFO - category_id not set.\n", "2019-10-29 18:17:14,044 - climada.entity.exposures.base - INFO - region_id not set.\n", "2019-10-29 18:17:14,044 - climada.entity.exposures.base - INFO - geometry not set.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/Users/aznarsig/Documents/Python/climada_python/climada/util/plot.py:318: 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": [ "2019-10-29 18:17:18,171 - climada.hazard.tc_tracks - INFO - Reading 2007314N10093: SIDR\n", "2019-10-29 18:17:18,308 - climada.hazard.centroids.centr - INFO - Setting geometry points.\n", "2019-10-29 18:17:18,311 - climada.hazard.centroids.centr - DEBUG - Setting dist_coast 7 points.\n", "2019-10-29 18:17:18,913 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 7 centroids.\n", "2019-10-29 18:17:22,497 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:17:22,499 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:17:22,713 - climada.entity.exposures.base - INFO - Matching 7 exposures with 7 centroids.\n", "2019-10-29 18:17:22,715 - climada.engine.impact - INFO - Calculating damage for 7 assets (>0) and 1 events.\n", "2019-10-29 18:17:22,716 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "Nearest neighbor hazard.centroids indexes for each exposure: [0 1 2 3 4 5 6]\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "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" } ], "source": [ "%matplotlib inline\n", "# EXAMPLE: POINT EXPOSURES WITH POINT HAZARD\n", "import numpy as np\n", "from climada.entity import Exposures, ImpactFuncSet, IFTropCyclone\n", "from climada.hazard import Centroids, TCTracks, TropCyclone\n", "from climada.engine import Impact\n", "\n", "# Set Exposures in points\n", "exp_pnt = Exposures(crs={'init':'epsg:4326'})\n", "exp_pnt['latitude'] = np.array([21.899326, 21.960728, 22.220574, 22.298390, 21.787977, 21.787977, 21.981732])\n", "exp_pnt['longitude'] = np.array([88.307422, 88.565362, 88.378337, 87.806356, 88.348835, 88.348835, 89.246521])\n", "exp_pnt['value'] = np.array([1.0e5, 1.2e5, 1.1e5, 1.1e5, 2.0e5, 2.5e5, 0.5e5])\n", "exp_pnt.check()\n", "exp_pnt.plot_scatter(buffer=0.05)\n", "\n", "# Set Hazard in Exposures points\n", "# set centroids from exposures coordinates\n", "centr_pnt = Centroids()\n", "centr_pnt.set_lat_lon(exp_pnt.latitude.values, exp_pnt.longitude.values, exp_pnt.crs)\n", "# compute Hazard in that centroids\n", "tr_pnt = TCTracks()\n", "tr_pnt.read_ibtracs_netcdf(storm_id='2007314N10093')\n", "tc_pnt = TropCyclone()\n", "tc_pnt.set_from_tracks(tr_pnt, centroids=centr_pnt)\n", "tc_pnt.check()\n", "ax_pnt = tc_pnt.centroids.plot(c=np.array(tc_pnt.intensity[0,:].todense()).squeeze()) # plot intensity per point\n", "ax_pnt.get_figure().colorbar(ax_pnt.collections[0], fraction=0.0175, pad=0.02).set_label('Intensity (m/s)') # add colorbar\n", "#ax_pnt.get_figure().set_label('Intensity (m/s)')\n", "\n", "# Set impact function\n", "if_pnt = ImpactFuncSet()\n", "if_tc = IFTropCyclone()\n", "if_tc.set_emanuel_usa()\n", "if_pnt.append(if_tc)\n", "if_pnt.check()\n", "\n", "# Compute Impact\n", "imp_pnt = Impact()\n", "imp_pnt.calc(exp_pnt, if_pnt, tc_pnt)\n", "# nearest neighbor of exposures to centroids gives identity\n", "print('Nearest neighbor hazard.centroids indexes for each exposure:', exp_pnt.centr_TC.values)\n", "imp_pnt.plot_scatter_eai_exposure(ignore_zero=False, buffer=0.05)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## EXPOSURES FROM A RASTER\n", "\n", "If the exposures represent values per pixel (belong to a raster), transform your hazard to a raster in the same reference system using the raster resampling options.\n", "\n", "`BlackMarble` and `LitPop` belong to this category." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-10-29 18:17:26,274 - climada.entity.exposures.litpop - INFO - Generating LitPop data at a resolution of 300.0 arcsec.\n", "2019-10-29 18:17:26,275 - climada.entity.exposures.nightlight - DEBUG - Found all required satellite data (1 files) in folder /Users/aznarsig/Documents/Python/climada_python/data/system\n", "2019-10-29 18:17:26,276 - climada.entity.exposures.litpop - DEBUG - Importing /Users/aznarsig/Documents/Python/climada_python/data/system/BlackMarble_2016_B1_geo_gray.tif.\n", "2019-10-29 18:17:29,666 - climada.entity.exposures.gpw_import - INFO - Reference year: 2016. Using nearest available year for GWP population data: 2015\n", "2019-10-29 18:17:29,667 - climada.entity.exposures.gpw_import - INFO - GPW Version v4.11\n", "2019-10-29 18:17:29,667 - climada.entity.exposures.gpw_import - DEBUG - Importing /Users/aznarsig/Documents/Python/climada_python/data/system/gpw_v4_population_count_rev11_2015_30_sec.tif\n", "2019-10-29 18:17:41,969 - climada.util.finance - INFO - GDP VEN 2014: 4.824e+11.\n", "2019-10-29 18:17:42,036 - climada.util.finance - INFO - Income group VEN 2016: 3.\n", "2019-10-29 18:17:42,238 - climada.entity.exposures.litpop - DEBUG - Detected subshapes: 29\n", "2019-10-29 18:17:42,239 - climada.entity.exposures.litpop - DEBUG - of which detected enclaves: 0\n", "2019-10-29 18:17:42,393 - climada.entity.exposures.litpop - DEBUG - Removing enclaves...\n", "2019-10-29 18:17:42,395 - climada.entity.exposures.litpop - DEBUG - Successfully isolated coordinates from shape\n", "2019-10-29 18:17:42,496 - climada.entity.exposures.litpop - INFO - Creating the LitPop exposure took 17 s\n", "2019-10-29 18:17:42,497 - climada.entity.exposures.base - INFO - Hazard type not set in if_\n", "2019-10-29 18:17:42,497 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2019-10-29 18:17:42,498 - climada.entity.exposures.base - INFO - deductible not set.\n", "2019-10-29 18:17:42,499 - climada.entity.exposures.base - INFO - cover not set.\n", "2019-10-29 18:17:42,500 - climada.entity.exposures.base - INFO - category_id not set.\n", "2019-10-29 18:17:42,501 - climada.entity.exposures.base - INFO - geometry not set.\n", "2019-10-29 18:17:42,520 - climada.entity.exposures.base - INFO - Hazard type not set in if_\n", "2019-10-29 18:17:42,520 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2019-10-29 18:17:42,521 - climada.entity.exposures.base - INFO - deductible not set.\n", "2019-10-29 18:17:42,522 - climada.entity.exposures.base - INFO - cover not set.\n", "2019-10-29 18:17:42,523 - climada.entity.exposures.base - INFO - category_id not set.\n", "2019-10-29 18:17:42,523 - climada.entity.exposures.base - INFO - geometry not set.\n", "2019-10-29 18:17:42,525 - climada.util.coordinates - INFO - Raster from resolution 0.0833333333333286 to 0.0833333333333286.\n", "\n", " Raster properties exposures: {'width': 163, 'height': 138, 'crs': {'init': 'epsg:4326', 'no_defs': True}, 'transform': Affine(0.0833333333333286, 0.0, -73.41666666666669,\n", " 0.0, -0.0833333333333286, 12.166666666666664)}\n", "2019-10-29 18:17:44,504 - climada.util.coordinates - INFO - Reading /Users/aznarsig/Documents/Python/climada_python/data/demo/SC22000_VE__M1.grd.gz\n", "2019-10-29 18:17:44,512 - climada.util.coordinates - DEBUG - Reprojecting ...\n", "Raster properties centroids: {'driver': 'GSBG', 'dtype': 'float32', 'nodata': 1.701410009187828e+38, 'width': 163, 'height': 138, 'count': 1, 'crs': {'init': 'epsg:4326', 'no_defs': True}, 'transform': Affine(0.0833333333333286, 0.0, -73.41666666666669,\n", " 0.0, -0.0833333333333286, 12.166666666666664)}\n", "2019-10-29 18:17:47,319 - climada.entity.exposures.base - INFO - Matching 10770 exposures with 22494 centroids.\n", "2019-10-29 18:17:47,323 - climada.engine.impact - INFO - Calculating damage for 10717 assets (>0) and 1 events.\n", "2019-10-29 18:17:47,324 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_FL. Using impact functions in if_.\n", "\n", " Nearest neighbor hazard.centroids indexes for each exposure: [5705 5543 5706 ... 7659 7822 7660]\n", "2019-10-29 18:17:47,331 - climada.util.coordinates - INFO - Raster from resolution 0.0833333333333286 to 0.0833333333333286.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# EXAMPLE: RASTER EXPOSURES WITH RASTER HAZARD\n", "from rasterio.warp import Resampling\n", "from climada.entity import LitPop, ImpactFuncSet, ImpactFunc\n", "from climada.hazard import Hazard\n", "from climada.engine import Impact\n", "from climada.util.constants import HAZ_DEMO_FL\n", "\n", "# Exposures belonging to a raster contain the meta attribute\n", "exp_ras = LitPop()\n", "exp_ras.set_country(countries=['VEN'], res_km=10, fin_mode='income_group')\n", "exp_ras.reset_index()\n", "exp_ras.check()\n", "exp_ras.plot_raster()\n", "print('\\n Raster properties exposures:', exp_ras.meta)\n", "\n", "# Resample hazard raster to the exposures' ones\n", "haz_ras = Hazard('FL')\n", "# check how other resampling methods affect to final impact\n", "haz_ras.set_raster([HAZ_DEMO_FL], dst_crs=exp_ras.meta['crs'], transform=exp_ras.meta['transform'], \n", " width=exp_ras.meta['width'], height=exp_ras.meta['height'], \n", " resampling=Resampling.nearest)\n", "haz_ras.intensity[haz_ras.intensity==-9999] = 0 # correct no data values\n", "haz_ras.check()\n", "haz_ras.plot_intensity(1)\n", "print('Raster properties centroids:', haz_ras.centroids.meta)\n", "\n", "# Set dummy impact function\n", "if_ras = ImpactFuncSet()\n", "if_dum = ImpactFunc()\n", "if_dum.id = 1\n", "if_dum.name = 'dummy'\n", "if_dum.intensity_unit = 'm'\n", "if_dum.haz_type = 'FL'\n", "if_dum.intensity = np.linspace(0, 10, 100)\n", "if_dum.mdd = np.linspace(0, 10, 100)\n", "if_dum.paa = np.ones(if_dum.intensity.size)\n", "if_ras.append(if_dum)\n", "if_ras.check()\n", "\n", "# Compute impact\n", "imp_ras = Impact()\n", "imp_ras.calc(exp_ras, if_ras, haz_ras, save_mat=False)\n", "# nearest neighbor of exposures to centroids is not identity because litpop does not contain data outside the country polygon\n", "print('\\n Nearest neighbor hazard.centroids indexes for each exposure:', exp_ras.centr_FL.values)\n", "imp_ras.plot_raster_eai_exposure()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# VISUALIZATION\n", "\n", "The expected annual impact per exposure can be visualized through different methods: `plot_hexbin_eai_exposure()`, `plot_scatter_eai_exposur()`, `plot_raster_eai_exposure()` and `plot_basemap_eai_exposure()` (similarly as with `Exposures`)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-10-29 18:17:51,203 - climada.util.coordinates - INFO - Setting geometry points.\n", "2019-10-29 18:17:51,212 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n", "2019-10-29 18:17:52,247 - climada.entity.exposures.base - INFO - Setting latitude and longitude attributes.\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "imp_pnt.plot_basemap_eai_exposure(buffer=5000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Making videos\n", "\n", "Given a fixed exposure and impact functions, a sequnce of hazards can be visualized hitting the exposures." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2019-10-29 18:17:55,127 - climada.util.finance - INFO - GDP USA 2016: 1.871e+13.\n", "2019-10-29 18:17:55,180 - climada.util.finance - INFO - Income group USA 2016: 4.\n", "2019-10-29 18:17:55,180 - climada.entity.exposures.black_marble - INFO - Nightlights from NASA's earth observatory for year 2016.\n", "2019-10-29 18:17:55,796 - climada.entity.exposures.nightlight - DEBUG - Found all required satellite data (4 files) in folder /Users/aznarsig/Documents/Python/climada_python/data/system\n", "2019-10-29 18:17:55,797 - climada.entity.exposures.nightlight - DEBUG - All required files already exist. No downloads necessary.\n", "2019-10-29 18:21:45,895 - climada.entity.exposures.black_marble - INFO - Processing country United States Of America.\n", "2019-10-29 18:29:41,450 - climada.entity.exposures.black_marble - INFO - Generating resolution of approx 2.5 km.\n", "2019-10-29 18:29:42,812 - climada.entity.exposures.base - INFO - Hazard type not set in if_\n", "2019-10-29 18:29:42,815 - climada.entity.exposures.base - INFO - centr_ not set.\n", "2019-10-29 18:29:42,820 - climada.entity.exposures.base - INFO - deductible not set.\n", "2019-10-29 18:29:42,820 - climada.entity.exposures.base - INFO - cover not set.\n", "2019-10-29 18:29:42,821 - climada.entity.exposures.base - INFO - category_id not set.\n", "2019-10-29 18:29:42,822 - climada.entity.exposures.base - INFO - geometry not set.\n", "2019-10-29 18:29:42,830 - climada.entity.exposures.base - INFO - Adding sea at 5 km resolution and 100 km distance from coast.\n", "2019-10-29 18:29:48,407 - climada.hazard.tc_tracks - INFO - Reading 2017242N16333: IRMA\n", "2019-10-29 18:29:48,653 - climada.hazard.centroids.centr - INFO - Setting geometry points.\n", "2019-10-29 18:29:51,700 - climada.hazard.centroids.centr - DEBUG - Setting dist_coast 58555 points.\n", "2019-10-29 18:30:01,391 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:01,481 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:01,492 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:01,498 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:01,578 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:01,589 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:01,593 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:01,671 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:01,684 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:01,689 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:01,774 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:01,788 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:01,793 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:01,879 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:01,894 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:01,899 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:01,987 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:02,003 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:02,008 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:02,091 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:02,108 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:02,113 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:02,193 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:02,210 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:02,214 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:02,293 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:02,310 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:02,315 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:02,397 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:02,416 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:02,421 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:02,507 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:02,526 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:02,535 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:02,664 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:02,684 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:02,688 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:02,778 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:02,802 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:02,807 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:02,907 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:02,928 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:02,933 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:03,030 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:03,051 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:03,055 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:03,139 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:03,159 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:03,163 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:03,245 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:03,270 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:03,277 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:03,418 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:03,443 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:03,449 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:03,573 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:03,594 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:03,729 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:04,110 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:04,130 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:04,137 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:04,253 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:04,268 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:04,275 - climada.hazard.trop_cyclone - INFO - Mapping 1 tracks to 58555 centroids.\n", "2019-10-29 18:30:04,395 - climada.hazard.trop_cyclone - DEBUG - Append events.\n", "2019-10-29 18:30:04,406 - climada.hazard.trop_cyclone - DEBUG - Compute frequency.\n", "2019-10-29 18:30:04,414 - climada.entity.exposures.base - INFO - Matching 30986 exposures with 58555 centroids.\n", "2019-10-29 18:30:06,830 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:06,831 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:06,835 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-10-29 18:30:06,837 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:06,838 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:06,843 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-10-29 18:30:06,845 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:06,845 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:06,851 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-10-29 18:30:06,853 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:06,854 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:06,859 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-10-29 18:30:06,861 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:06,862 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:06,867 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-10-29 18:30:06,869 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:06,869 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:06,874 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-10-29 18:30:06,876 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:06,877 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:06,882 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-10-29 18:30:06,884 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:06,884 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:06,889 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-10-29 18:30:06,893 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:06,894 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:06,899 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-10-29 18:30:06,902 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:06,902 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:06,916 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-10-29 18:30:06,918 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:06,919 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:06,930 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-10-29 18:30:06,932 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:06,933 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:06,942 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-10-29 18:30:06,946 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:06,947 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:06,966 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-10-29 18:30:06,981 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:06,985 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:07,143 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-10-29 18:30:07,147 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:07,150 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:07,182 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-10-29 18:30:07,197 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:07,211 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:07,246 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-10-29 18:30:07,261 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:07,262 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:07,276 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-10-29 18:30:07,280 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:07,282 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:07,292 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-10-29 18:30:07,295 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:07,296 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:07,305 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-10-29 18:30:07,309 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:07,310 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:07,318 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-10-29 18:30:07,321 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:07,323 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:07,334 - climada.engine.impact - INFO - Exposures matching centroids found in centr_TC\n", "2019-10-29 18:30:07,337 - climada.engine.impact - INFO - Calculating damage for 24024 assets (>0) and 1 events.\n", "2019-10-29 18:30:07,338 - climada.engine.impact - INFO - Missing exposures impact functions for hazard if_TC. Using impact functions in if_.\n", "2019-10-29 18:30:07,353 - climada.engine.impact - INFO - Generating video ./results/irma_imp_fl.gif\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "23it [07:27, 28.51s/it] \n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# exposure\n", "from climada.entity import BlackMarble, add_sea\n", "country_name = {'United States Of America': ['Florida']}\n", "exp_video = BlackMarble()\n", "exp_video.set_countries(country_name, 2016, res_km=2.5)\n", "exp_video.check()\n", "\n", "# impact function\n", "if_def = IFTropCyclone()\n", "if_def.set_emanuel_usa()\n", "ifs_video = ImpactFuncSet()\n", "ifs_video.append(if_def)\n", "ifs_video.check()\n", "\n", "# compute sequence of hazards using TropCyclone video_intensity method\n", "exp_sea = add_sea(exp_video, (100, 5))\n", "centr_video = Centroids()\n", "centr_video.set_lat_lon(exp_sea.latitude.values, exp_sea.longitude.values)\n", "centr_video.check()\n", "\n", "track_name = '2017242N16333' \n", "tr_irma = TCTracks()\n", "tr_irma.read_ibtracs_netcdf(provider='usa', storm_id=track_name) # IRMA 2017\n", "\n", "tc_video = TropCyclone()\n", "tc_list, _ = tc_video.video_intensity(track_name, tr_irma, centr_video) # empty file name to not to write the video\n", "\n", "# generate video of impacts\n", "file_name='./results/irma_imp_fl.gif'\n", "imp_video = Impact()\n", "imp_list = imp_video.video_direct_impact(exp_video, ifs_video, tc_list, file_name)\n" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }