{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Impact Function Calibration\n", "\n", "CLIMADA provides the [`climada.util.calibrate`](calibration-module) module for calibrating impact functions based on impact data.\n", "This tutorial will guide through the usage of this module by calibrating an impact function for tropical cyclones (TCs).\n", "\n", "For further information on the classes available from the module, see its [documentation](calibration-module).\n", "\n", "## Overview\n", "\n", "The basic idea of the calibration is to find a set of parameters for an impact function that minimizes the deviation between the calculated impact and some impact data.\n", "For setting up a calibration task, users have to supply the following information:\n", "\n", "* Hazard and Exposure (as usual, see [the tutorial](1_main_climada.ipynb#tutorial-an-example-risk-assessment))\n", "* The impact data to calibrate the model to\n", "* An impact function definition depending on the calibrated parameters\n", "* Bounds and constraints of the calibrated parameters (depending on the calibration algorithm)\n", "* A \"cost function\" defining the single-valued deviation between impact data and calculated impact\n", "* A function for transforming the calculated impact into the same data structure as the impact data\n", "\n", "This information defines the calibration task and is inserted into the {py:class}`~climada.util.calibrate.base.Input` object.\n", "Afterwards, the user may insert this object into one of the optimizer classes.\n", "Currently, the following classes are available:\n", "\n", "* {py:class}`~climada.util.calibrate.bayesian_optimizer.BayesianOptimizer`: Uses Bayesian optimization to sample the parameter space.\n", "* {py:class}`~climada.util.calibrate.scipy_optimizer.ScipyMinimizeOptimizer`: Uses the [`scipy.optimize.minimize`](https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.minimize.html) function for determining the best parameter set.\n", "\n", "The following tutorial walks through the input data preparation and the setup of a {py:class}`~climada.util.calibrate.bayesian_optimizer.BayesianOptimizer` instance for calibration.\n", "For a brief example, refer to [Quickstart](#quickstart).\n", "If you want to go through a somewhat realistic calibration task step-by-step, continue with [Calibration Data](#calibration-data)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import logging\n", "import climada\n", "\n", "logging.getLogger(\"climada\").setLevel(\"WARNING\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Quickstart\n", "\n", "This section gives a very quick overview of assembling a calibration task.\n", "Here, we calibrate a single impact function for damage reports in Mexico (`MEX`) from a TC with IbtracsID `2010176N16278`." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'v_half': 48.30330871103452}" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "\n", "from climada.util import log_level\n", "from climada.util.api_client import Client\n", "from climada.entity import ImpactFuncSet, ImpfTropCyclone\n", "from climada.util.calibrate import (\n", " Input,\n", " BayesianOptimizer,\n", " BayesianOptimizerController,\n", " OutputEvaluator,\n", " msle,\n", ")\n", "\n", "# Load hazard and exposure from Data API\n", "client = Client()\n", "exposure = client.get_litpop(\"MEX\")\n", "exposure.gdf[\"impf_TC\"] = 1\n", "all_tcs = client.get_hazard(\n", " \"tropical_cyclone\",\n", " properties={\"event_type\": \"observed\", \"spatial_coverage\": \"global\"},\n", ")\n", "hazard = all_tcs.select(event_names=[\"2010176N16278\"])\n", "\n", "# Impact data (columns: region ID, index: hazard event ID)\n", "data = pd.DataFrame(data=[[2.485465e09]], columns=[484], index=list(hazard.event_id))\n", "\n", "# Create input\n", "inp = Input(\n", " hazard=hazard,\n", " exposure=exposure,\n", " data=data,\n", " # Generate impact function from estimated parameters\n", " impact_func_creator=lambda v_half: ImpactFuncSet(\n", " [ImpfTropCyclone.from_emanuel_usa(v_half=v_half, impf_id=1)]\n", " ),\n", " # Estimated parameter bounds\n", " bounds={\"v_half\": (26, 100)},\n", " # Cost function\n", " cost_func=msle,\n", " # Transform impact to pandas Dataframe with same structure as data\n", " impact_to_dataframe=lambda impact: impact.impact_at_reg(exposure.gdf[\"region_id\"]),\n", ")\n", "\n", "# Set up optimizer (with controller)\n", "controller = BayesianOptimizerController.from_input(inp)\n", "opt = BayesianOptimizer(inp)\n", "\n", "# Run optimization\n", "with log_level(\"WARNING\", \"climada.engine.impact_calc\"):\n", " output = opt.run(controller=controller)\n", "\n", "# Analyse results\n", "output.plot_p_space()\n", "out_eval = OutputEvaluator(inp, output)\n", "out_eval.impf_set.plot()\n", "\n", "# Optimal value\n", "output.params" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Follow the next sections of the tutorial for a more in-depth explanation." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Calibration Data\n", "\n", "CLIMADA ships data from the International Disaster Database EM-DAT, which we will use to calibrate impact functions on.\n", "In the first step, we will select TC events that caused damages in the `NA1` basin since 2010.\n", "\n", "We use EMDAT data from TCs occurring in the `NA1` basin since 2010.\n", "We calculate the centroids for which we want to compute the windfields by extracting the countries hit by the cyclones and retrieving a `LitPop` exposure instance from them.\n", "We then use the exposure coordinates as centroids coordinates." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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countryregion_idcal_region2yearEM_IDibtracsIDemdat_impactreference_yearemdat_impact_scaledclimada_impact...scalelog_ratiounique_IDAssociated_disasterSurgeRainFloodSlideOtherOtherThanSurge
326MEX484NA120102010-02602010176N162782.000000e+0920142.485465e+092.478270e+09...1.0-0.0028992010-0260MEXTrueFalseFalseTrueFalseFalseTrue
331ATG28NA120102010-04682010236N123411.260000e+0720141.394594e+071.402875e+07...1.00.0059202010-0468ATGTrueFalseFalseTrueFalseFalseTrue
334MEX484NA120102010-04942010257N162823.900000e+0920144.846656e+094.857140e+09...1.00.0021612010-0494MEXTrueFalseFalseTrueFalseFalseTrue
339LCA662NA120102010-05712010302N093065.000000e+0520145.486675e+055.492871e+05...1.00.0011292010-0571LCATrueFalseFalseTrueTrueFalseTrue
340VCT670NA120102010-05712010302N093062.500000e+0720142.670606e+072.676927e+07...1.00.0023642010-0571VCTFalseFalseFalseFalseFalseFalseFalse
344BHS44NA120112011-03282011233N153014.000000e+0720144.352258e+074.339898e+07...1.0-0.0028442011-0328BHSFalseFalseFalseFalseFalseFalseFalse
345DOM214NA120112011-03282011233N153013.000000e+0720143.428317e+073.404744e+07...1.0-0.0069002011-0328DOMTrueFalseFalseTrueFalseFalseTrue
346PRI630NA120112011-03282011233N153015.000000e+0820145.104338e+085.139659e+08...1.00.0068962011-0328PRITrueFalseFalseTrueFalseFalseTrue
352MEX484NA120112011-03852011279N102572.770000e+0720143.084603e+073.077374e+07...1.0-0.0023462011-0385MEXTrueFalseFalseTrueTrueFalseTrue
359MEX484NA120122012-02762012215N123133.000000e+0820143.283428e+083.284805e+08...1.00.0004192012-0276MEXFalseFalseFalseFalseFalseFalseFalse
365MEX484NA120122012-04012012166N092695.550000e+0820146.074341e+086.103254e+08...1.00.0047492012-0401MEXFalseFalseFalseFalseFalseFalseFalse
369JAM388NA120122012-04102012296N142831.654200e+0720141.548398e+071.548091e+07...1.0-0.0001982012-0410JAMFalseFalseFalseFalseFalseFalseFalse
406MEX484NA120142014-03332014253N132602.500000e+0920142.500000e+092.501602e+09...1.00.0006402014-0333MEXTrueFalseFalseTrueFalseFalseTrue
427MEX484NA120152015-04702015293N132668.230000e+0820149.242430e+089.239007e+08...1.0-0.0003702015-0470MEXTrueFalseFalseTrueFalseFalseTrue
428CPV132NA120152015-04732015242N123431.100000e+0620141.281242e+061.282842e+06...1.00.0012482015-0473CPVFalseFalseFalseFalseFalseFalseFalse
429BHS44NA120152015-04792015270N272919.000000e+0720148.362720e+071.129343e+06...1.0-4.3047332015-0479BHSTrueTrueFalseTrueFalseFalseTrue
437MEX484NA120162016-03192016248N152555.000000e+0720146.098482e+076.088808e+07...1.0-0.0015882016-0319MEXTrueFalseFalseTrueFalseFalseTrue
451MEX484NA120172017-03342017219N162792.000000e+0620142.284435e+062.285643e+06...1.00.0005292017-0334MEXTrueFalseFalseTrueTrueFalseTrue
456ATG28NA120172017-03812017242N163332.500000e+0820142.111764e+082.110753e+08...1.0-0.0004792017-0381ATGFalseFalseFalseFalseFalseFalseFalse
457BHS44NA120172017-03812017242N163332.000000e+0620141.801876e+066.118379e+05...1.0-1.0801162017-0381BHSFalseFalseFalseFalseFalseFalseFalse
458CUB192NA120172017-03812017242N163331.320000e+1020141.099275e+101.090424e+10...1.0-0.0080852017-0381CUBTrueFalseFalseTrueFalseFalseTrue
459KNA659NA120172017-03812017242N163332.000000e+0720141.848489e+071.848665e+07...1.00.0000952017-0381KNAFalseFalseFalseFalseFalseFalseFalse
460TCA796NA120172017-03812017242N163335.000000e+0820145.000000e+085.003790e+08...1.00.0007582017-0381TCATrueFalseFalseTrueFalseFalseTrue
462VGB92NA120172017-03812017242N163333.000000e+0920143.000000e+096.236200e+08...1.0-1.5708262017-0381VGBFalseFalseFalseFalseFalseFalseFalse
463DMA212NA120172017-03832017260N123101.456000e+0920141.534596e+098.951186e+08...1.0-0.5390662017-0383DMATrueFalseFalseTrueTrueFalseTrue
464DOM214NA120172017-03832017260N123106.300000e+0720145.481371e+075.493466e+07...1.00.0022042017-0383DOMTrueFalseFalseTrueTrueFalseTrue
465PRI630NA120172017-03832017260N123106.800000e+1020146.700905e+106.702718e+10...1.00.0002712017-0383PRITrueFalseFalseTrueFalseTrueTrue
\n", "

27 rows × 22 columns

\n", "
" ], "text/plain": [ " country region_id cal_region2 year EM_ID ibtracsID \\\n", "326 MEX 484 NA1 2010 2010-0260 2010176N16278 \n", "331 ATG 28 NA1 2010 2010-0468 2010236N12341 \n", "334 MEX 484 NA1 2010 2010-0494 2010257N16282 \n", "339 LCA 662 NA1 2010 2010-0571 2010302N09306 \n", "340 VCT 670 NA1 2010 2010-0571 2010302N09306 \n", "344 BHS 44 NA1 2011 2011-0328 2011233N15301 \n", "345 DOM 214 NA1 2011 2011-0328 2011233N15301 \n", "346 PRI 630 NA1 2011 2011-0328 2011233N15301 \n", "352 MEX 484 NA1 2011 2011-0385 2011279N10257 \n", "359 MEX 484 NA1 2012 2012-0276 2012215N12313 \n", "365 MEX 484 NA1 2012 2012-0401 2012166N09269 \n", "369 JAM 388 NA1 2012 2012-0410 2012296N14283 \n", "406 MEX 484 NA1 2014 2014-0333 2014253N13260 \n", "427 MEX 484 NA1 2015 2015-0470 2015293N13266 \n", "428 CPV 132 NA1 2015 2015-0473 2015242N12343 \n", "429 BHS 44 NA1 2015 2015-0479 2015270N27291 \n", "437 MEX 484 NA1 2016 2016-0319 2016248N15255 \n", "451 MEX 484 NA1 2017 2017-0334 2017219N16279 \n", "456 ATG 28 NA1 2017 2017-0381 2017242N16333 \n", "457 BHS 44 NA1 2017 2017-0381 2017242N16333 \n", "458 CUB 192 NA1 2017 2017-0381 2017242N16333 \n", "459 KNA 659 NA1 2017 2017-0381 2017242N16333 \n", "460 TCA 796 NA1 2017 2017-0381 2017242N16333 \n", "462 VGB 92 NA1 2017 2017-0381 2017242N16333 \n", "463 DMA 212 NA1 2017 2017-0383 2017260N12310 \n", "464 DOM 214 NA1 2017 2017-0383 2017260N12310 \n", "465 PRI 630 NA1 2017 2017-0383 2017260N12310 \n", "\n", " emdat_impact reference_year emdat_impact_scaled climada_impact ... \\\n", "326 2.000000e+09 2014 2.485465e+09 2.478270e+09 ... \n", "331 1.260000e+07 2014 1.394594e+07 1.402875e+07 ... \n", "334 3.900000e+09 2014 4.846656e+09 4.857140e+09 ... \n", "339 5.000000e+05 2014 5.486675e+05 5.492871e+05 ... \n", "340 2.500000e+07 2014 2.670606e+07 2.676927e+07 ... \n", "344 4.000000e+07 2014 4.352258e+07 4.339898e+07 ... \n", "345 3.000000e+07 2014 3.428317e+07 3.404744e+07 ... \n", "346 5.000000e+08 2014 5.104338e+08 5.139659e+08 ... \n", "352 2.770000e+07 2014 3.084603e+07 3.077374e+07 ... \n", "359 3.000000e+08 2014 3.283428e+08 3.284805e+08 ... \n", "365 5.550000e+08 2014 6.074341e+08 6.103254e+08 ... \n", "369 1.654200e+07 2014 1.548398e+07 1.548091e+07 ... \n", "406 2.500000e+09 2014 2.500000e+09 2.501602e+09 ... \n", "427 8.230000e+08 2014 9.242430e+08 9.239007e+08 ... \n", "428 1.100000e+06 2014 1.281242e+06 1.282842e+06 ... \n", "429 9.000000e+07 2014 8.362720e+07 1.129343e+06 ... \n", "437 5.000000e+07 2014 6.098482e+07 6.088808e+07 ... \n", "451 2.000000e+06 2014 2.284435e+06 2.285643e+06 ... \n", "456 2.500000e+08 2014 2.111764e+08 2.110753e+08 ... \n", "457 2.000000e+06 2014 1.801876e+06 6.118379e+05 ... \n", "458 1.320000e+10 2014 1.099275e+10 1.090424e+10 ... \n", "459 2.000000e+07 2014 1.848489e+07 1.848665e+07 ... \n", "460 5.000000e+08 2014 5.000000e+08 5.003790e+08 ... \n", "462 3.000000e+09 2014 3.000000e+09 6.236200e+08 ... \n", "463 1.456000e+09 2014 1.534596e+09 8.951186e+08 ... \n", "464 6.300000e+07 2014 5.481371e+07 5.493466e+07 ... \n", "465 6.800000e+10 2014 6.700905e+10 6.702718e+10 ... \n", "\n", " scale log_ratio unique_ID Associated_disaster Surge Rain Flood \\\n", "326 1.0 -0.002899 2010-0260MEX True False False True \n", "331 1.0 0.005920 2010-0468ATG True False False True \n", "334 1.0 0.002161 2010-0494MEX True False False True \n", "339 1.0 0.001129 2010-0571LCA True False False True \n", "340 1.0 0.002364 2010-0571VCT False False False False \n", "344 1.0 -0.002844 2011-0328BHS False False False False \n", "345 1.0 -0.006900 2011-0328DOM True False False True \n", "346 1.0 0.006896 2011-0328PRI True False False True \n", "352 1.0 -0.002346 2011-0385MEX True False False True \n", "359 1.0 0.000419 2012-0276MEX False False False False \n", "365 1.0 0.004749 2012-0401MEX False False False False \n", "369 1.0 -0.000198 2012-0410JAM False False False False \n", "406 1.0 0.000640 2014-0333MEX True False False True \n", "427 1.0 -0.000370 2015-0470MEX True False False True \n", "428 1.0 0.001248 2015-0473CPV False False False False \n", "429 1.0 -4.304733 2015-0479BHS True True False True \n", "437 1.0 -0.001588 2016-0319MEX True False False True \n", "451 1.0 0.000529 2017-0334MEX True False False True \n", "456 1.0 -0.000479 2017-0381ATG False False False False \n", "457 1.0 -1.080116 2017-0381BHS False False False False \n", "458 1.0 -0.008085 2017-0381CUB True False False True \n", "459 1.0 0.000095 2017-0381KNA False False False False \n", "460 1.0 0.000758 2017-0381TCA True False False True \n", "462 1.0 -1.570826 2017-0381VGB False False False False \n", "463 1.0 -0.539066 2017-0383DMA True False False True \n", "464 1.0 0.002204 2017-0383DOM True False False True \n", "465 1.0 0.000271 2017-0383PRI True False False True \n", "\n", " Slide Other OtherThanSurge \n", "326 False False True \n", "331 False False True \n", "334 False False True \n", "339 True False True \n", "340 False False False \n", "344 False False False \n", "345 False False True \n", "346 False False True \n", "352 True False True \n", "359 False False False \n", "365 False False False \n", "369 False False False \n", "406 False False True \n", "427 False False True \n", "428 False False False \n", "429 False False True \n", "437 False False True \n", "451 True False True \n", "456 False False False \n", "457 False False False \n", "458 False False True \n", "459 False False False \n", "460 False False True \n", "462 False False False \n", "463 True False True \n", "464 True False True \n", "465 False True True \n", "\n", "[27 rows x 22 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "from climada.util.constants import SYSTEM_DIR\n", "\n", "emdat = pd.read_csv(SYSTEM_DIR / \"tc_impf_cal_v01_EDR.csv\")\n", "emdat_subset = emdat[(emdat[\"cal_region2\"] == \"NA1\") & (emdat[\"year\"] >= 2010)]\n", "emdat_subset" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Each entry in the database refers to an economic impact for a specific country and TC event.\n", "The TC events are identified by the ID assigned from the International Best Track Archive for Climate Stewardship (IBTrACS).\n", "We now want to reshape this data so that impacts are grouped by event and country.\n", "\n", "To achieve this, we iterate over the unique track IDs, select all reported damages associated with this ID, and concatenate the results.\n", "For missing entries, `pandas` will set the value to NaN.\n", "We assume that missing entries means that no damages are reported (this is a strong assumption), and set all NaN values to zero.\n", "Then, we transpose the dataframe so that each row represents an event and each column states the damage for a specific country.\n", "Finally, we set the track ID to be the index of the data frame." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "region_id 28 44 92 132 \\\n", "ibtracsID \n", "2010176N16278 NaN NaN NaN NaN \n", "2010236N12341 1.394594e+07 NaN NaN NaN \n", "2010257N16282 NaN NaN NaN NaN \n", "2010302N09306 NaN NaN NaN NaN \n", "2011233N15301 NaN 4.352258e+07 NaN NaN \n", "2011279N10257 NaN NaN NaN NaN \n", "2012166N09269 NaN NaN NaN NaN \n", "2012215N12313 NaN NaN NaN NaN \n", "2012296N14283 NaN NaN NaN NaN \n", "2014253N13260 NaN NaN NaN NaN \n", "2015242N12343 NaN NaN NaN 1281242.483 \n", "2015270N27291 NaN 8.362720e+07 NaN NaN \n", "2015293N13266 NaN NaN NaN NaN \n", "2016248N15255 NaN NaN NaN NaN \n", "2017219N16279 NaN NaN NaN NaN \n", "2017242N16333 2.111764e+08 1.801876e+06 3.000000e+09 NaN \n", "2017260N12310 NaN NaN NaN NaN \n", "\n", "region_id 192 212 214 388 \\\n", "ibtracsID \n", "2010176N16278 NaN NaN NaN NaN \n", "2010236N12341 NaN NaN NaN NaN \n", "2010257N16282 NaN NaN NaN NaN \n", "2010302N09306 NaN NaN NaN NaN \n", "2011233N15301 NaN NaN 34283168.75 NaN \n", "2011279N10257 NaN NaN NaN NaN \n", "2012166N09269 NaN NaN NaN NaN \n", "2012215N12313 NaN NaN NaN NaN \n", "2012296N14283 NaN NaN NaN 15483975.86 \n", "2014253N13260 NaN NaN NaN NaN \n", "2015242N12343 NaN NaN NaN NaN \n", "2015270N27291 NaN NaN NaN NaN \n", "2015293N13266 NaN NaN NaN NaN \n", "2016248N15255 NaN NaN NaN NaN \n", "2017219N16279 NaN NaN NaN NaN \n", "2017242N16333 1.099275e+10 NaN NaN NaN \n", "2017260N12310 NaN 1.534596e+09 54813712.03 NaN \n", "\n", "region_id 484 630 659 662 \\\n", "ibtracsID \n", "2010176N16278 2.485465e+09 NaN NaN NaN \n", "2010236N12341 NaN NaN NaN NaN \n", "2010257N16282 4.846656e+09 NaN NaN NaN \n", "2010302N09306 NaN NaN NaN 548667.5019 \n", "2011233N15301 NaN 5.104338e+08 NaN NaN \n", "2011279N10257 3.084603e+07 NaN NaN NaN \n", "2012166N09269 6.074341e+08 NaN NaN NaN \n", "2012215N12313 3.283428e+08 NaN NaN NaN \n", "2012296N14283 NaN NaN NaN NaN \n", "2014253N13260 2.500000e+09 NaN NaN NaN \n", "2015242N12343 NaN NaN NaN NaN \n", "2015270N27291 NaN NaN NaN NaN \n", "2015293N13266 9.242430e+08 NaN NaN NaN \n", "2016248N15255 6.098482e+07 NaN NaN NaN \n", "2017219N16279 2.284435e+06 NaN NaN NaN \n", "2017242N16333 NaN NaN 18484889.46 NaN \n", "2017260N12310 NaN 6.700905e+10 NaN NaN \n", "\n", "region_id 670 796 \n", "ibtracsID \n", "2010176N16278 NaN NaN \n", "2010236N12341 NaN NaN \n", "2010257N16282 NaN NaN \n", "2010302N09306 26706058.15 NaN \n", "2011233N15301 NaN NaN \n", "2011279N10257 NaN NaN \n", "2012166N09269 NaN NaN \n", "2012215N12313 NaN NaN \n", "2012296N14283 NaN NaN \n", "2014253N13260 NaN NaN \n", "2015242N12343 NaN NaN \n", "2015270N27291 NaN NaN \n", "2015293N13266 NaN NaN \n", "2016248N15255 NaN NaN \n", "2017219N16279 NaN NaN \n", "2017242N16333 NaN 500000000.0 \n", "2017260N12310 NaN NaN " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "track_ids = emdat_subset[\"ibtracsID\"].unique()\n", "\n", "data = pd.pivot_table(\n", " emdat_subset,\n", " values=\"emdat_impact_scaled\",\n", " index=\"ibtracsID\",\n", " columns=\"region_id\",\n", " # fill_value=0,\n", ")\n", "data" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "This is the data against which we want to compare our model output.\n", "Let's continue setting up the calibration!" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Model Setup\n", "\n", "In the first step, we create the exposure layer for the model.\n", "We use the {py:class}`~climada.entity.exposures.litpop.litpop.LitPop` module and simply pass the names of all countries listed in our calibration data to the {py:meth}`~climada.entity.exposures.litpop.litpop.LitPop.from_countries` classmethod.\n", "The countries are the columns in the `data` object.\n", "\n", "Alternatively, we could have inserted `emdat_subset[\"region_id\"].unique().tolist()`." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# from climada.entity.exposures.litpop import LitPop\n", "# from climada.util import log_level\n", "\n", "# # Calculate the exposure\n", "# with log_level(\"ERROR\"):\n", "# exposure = LitPop.from_countries(data.columns.tolist())" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from climada.util.api_client import Client\n", "from climada.entity.exposures.litpop import LitPop\n", "from climada.util.coordinates import country_to_iso\n", "\n", "client = Client()\n", "exposure = LitPop.concat(\n", " [\n", " client.get_litpop(country_to_iso(country_id, representation=\"alpha3\"))\n", " for country_id in data.columns\n", " ]\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'res_arcsec': ['150'],\n", " 'event_type': ['observed'],\n", " 'spatial_coverage': ['global'],\n", " 'climate_scenario': ['None']}" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from climada.util.api_client import Client\n", "\n", "client = Client()\n", "tc_dataset_infos = client.list_dataset_infos(data_type=\"tropical_cyclone\")\n", "client.get_property_values(\n", " client.list_dataset_infos(data_type=\"tropical_cyclone\"),\n", " known_property_values={\"event_type\": \"observed\", \"spatial_coverage\": \"global\"},\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the CLIMADA Data API to download readily computed wind fields from TC tracks.\n", "The API provides a large dataset containing all historical TC tracks.\n", "We will download them and then select the subset of TCs for which we have impact data by using {py:meth}`~climada.hazard.base.Hazard.select`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "from climada.util.api_client import Client\n", "\n", "client = Client()\n", "all_tcs = client.get_hazard(\n", " \"tropical_cyclone\",\n", " properties={\"event_type\": \"observed\", \"spatial_coverage\": \"global\"},\n", ")\n", "hazard = all_tcs.select(event_names=track_ids.tolist())" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "**NOTE:** Discouraged! This will usually take a longer time than using the Data API\n", "\n", "Alternatively, CLIMADA provides the {py:class}`~climada.hazard.tc_tracks.TCTracks` class, which lets us download the tracks of TCs using their IBTrACS IDs.\n", "We then have to equalize the time steps of the different TC tracks.\n", "\n", "The track and intensity of a cyclone are insufficient to compute impacts in CLIMADA.\n", "We first have to re-compute a windfield from each track at the locations of interest.\n", "For consistency, we simply choose the coordinates of the exposure." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# NOTE: Uncomment this to compute wind fields yourself\n", "\n", "# from climada.hazard import Centroids, TCTracks, TropCyclone\n", "\n", "# # Get the tracks for associated TCs\n", "# tracks = TCTracks.from_ibtracs_netcdf(storm_id=track_ids.tolist())\n", "# tracks.equal_timestep(time_step_h=1.0, land_params=False)\n", "# tracks.plot()\n", "\n", "# # Calculate windfield for the tracks\n", "# centroids = Centroids.from_lat_lon(exposure.gdf['latitude'], exposure.gdf['longitude'])\n", "# hazard = TropCyclone.from_tracks(tracks, centroids)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calibration Setup\n", "\n", "We are now set up to define the specifics of the calibration task.\n", "First, let us define the impact function we actually want to calibrate.\n", "We select the formula by Emanuel (2011), for which a shortcut exists in the CLIMADA code base: {py:meth}`~climada.entity.impact_funcs.trop_cyclone.ImpfTropCyclone.from_emanuel_usa`.\n", "The sigmoid-like impact function takes three parameters, the wind threshold for any impact `v_thresh`, the wind speed where half of the impact occurs `v_half`, and the maximum impact factor `scale`.\n", "According to the model by Emanuel (2011), `v_thresh` is considered a constant, so we choose to only calibrate the latter two.\n", "\n", "Any CLIMADA {py:class}`~climada.util.calibrate.base.Optimizer` will roughly perform the following algorithm:\n", "1. Create a set of parameters and built an impact function (set) from it.\n", "2. Compute an impact with that impact function set.\n", "3. Compare the impact and the calibration data via the cost/target function.\n", "4. Repeat N times or until the target function goal is reached.\n", "\n", "The selection of parameters is based on the target function varies strongly between different optimization algorithms.\n", "\n", "For the first step, we have to supply a function that takes the parameters we try to estimate and returns the impact function set that can later be used in an impact calculation.\n", "We only calibrate a single function for the entire basin, so this is straightforward.\n", "\n", "To ensure the impact function is applied correctly, we also have to set the `impf_` column of the exposure `GeoDataFrame`.\n", "Note that the default impact function ID is 1, and that the hazard type is `\"TC\"`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from climada.entity import ImpactFuncSet, ImpfTropCyclone\n", "\n", "# Match impact function and exposure\n", "exposure.gdf[\"impf_TC\"] = 1\n", "\n", "\n", "def impact_func_tc(v_half, scale):\n", " return ImpactFuncSet([ImpfTropCyclone.from_emanuel_usa(v_half=v_half, scale=scale)])" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "We will be using the {py:class}`~climada.util.calibrate.bayesian_optimizer.BayesianOptimizer`, which requires very little information on the parameter space beforehand.\n", "One crucial information are the bounds of the parameters, though.\n", "Initial values are not needed because the optimizer first samples the bound parameter space uniformly and then iteratively \"narrows down\" the search.\n", "We choose a `v_half` between `v_thresh` and 150, and a scale between 0.01 (it must never be zero) and 1.0.\n", "Specifying the bounds as dictionary (a must in case of `BayesianOptimizer`) also serves the purpose of naming the parameters we want to calibrate.\n", "Notice that these names have to match the arguments of the impact function generator." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "bounds = {\"v_half\": (25.8, 150), \"scale\": (0.01, 1)}" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Defining the cost function is crucial for the result of the calibration.\n", "You can choose what is best suited for your application.\n", "Often, it is not clear which function works best, and it's a good idea to try out a few.\n", "Because the impacts of different events may vary over several orders of magnitude, we select the mean squared logartihmic error (MSLE).\n", "This one and other error measures are readily supplied by the `sklearn` package.\n", "\n", "The cost function must be defined as a function that takes the impact object calculated by the optimization algorithm and the input calibration data as arguments, and that returns a single number.\n", "This number represents a \"cost\" of the parameter set used for calculating the impact.\n", "A higher cost therefore is worse, a lower cost is better.\n", "Any optimizer will try to minimize the cost.\n", "\n", "Note that the impact object is an instance of `Impact`, whereas the input calibration data is a `pd.DataFrame`.\n", "To compute the MSLE, we first have to transform the impact into the same data structure, meaning that we have to aggregate the point-wise impacts by event and country.\n", "The function performing this transformation task is provided to the {py:class}`~climada.util.calibrate.base.Input` via its {py:attr}`~climada.util.calibrate.base.Input.impact_to_dataframe` attribute.\n", "Here we choose {py:meth}`climada.engine.impact.Impact.impact_at_reg`, which aggregates over countries by default.\n", "To improve performance, we can supply this function with our known region IDs instead of re-computing them in every step.\n", "\n", "Computations on data frames align columns and indexes.\n", "The indexes of the calibration data are the IBTrACS IDs, but the indexes of the result of `impact_at_reg` are the hazard event IDs, which at this point are only integer numbers.\n", "To resolve that, we adjust our calibration dataframe to carry the respective `Hazard.event_id` as index." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "region_id 28 44 92 132 \\\n", "event_id \n", "1333 NaN NaN NaN NaN \n", "1339 1.394594e+07 NaN NaN NaN \n", "1344 NaN NaN NaN NaN \n", "1351 NaN NaN NaN NaN \n", "1361 NaN 4.352258e+07 NaN NaN \n", "3686 NaN NaN NaN NaN \n", "3691 NaN NaN NaN NaN \n", "1377 NaN NaN NaN NaN \n", "1390 NaN NaN NaN NaN \n", "3743 NaN NaN NaN NaN \n", "1421 NaN NaN NaN 1281242.483 \n", "1426 NaN 8.362720e+07 NaN NaN \n", "3777 NaN NaN NaN NaN \n", "3795 NaN NaN NaN NaN \n", "1450 NaN NaN NaN NaN \n", "1454 2.111764e+08 1.801876e+06 3.000000e+09 NaN \n", "1458 NaN NaN NaN NaN \n", "\n", "region_id 192 212 214 388 484 \\\n", "event_id \n", "1333 NaN NaN NaN NaN 2.485465e+09 \n", "1339 NaN NaN NaN NaN NaN \n", "1344 NaN NaN NaN NaN 4.846656e+09 \n", "1351 NaN NaN NaN NaN NaN \n", "1361 NaN NaN 34283168.75 NaN NaN \n", "3686 NaN NaN NaN NaN 3.084603e+07 \n", "3691 NaN NaN NaN NaN 6.074341e+08 \n", "1377 NaN NaN NaN NaN 3.283428e+08 \n", "1390 NaN NaN NaN 15483975.86 NaN \n", "3743 NaN NaN NaN NaN 2.500000e+09 \n", "1421 NaN NaN NaN NaN NaN \n", "1426 NaN NaN NaN NaN NaN \n", "3777 NaN NaN NaN NaN 9.242430e+08 \n", "3795 NaN NaN NaN NaN 6.098482e+07 \n", "1450 NaN NaN NaN NaN 2.284435e+06 \n", "1454 1.099275e+10 NaN NaN NaN NaN \n", "1458 NaN 1.534596e+09 54813712.03 NaN NaN \n", "\n", "region_id 630 659 662 670 796 \n", "event_id \n", "1333 NaN NaN NaN NaN NaN \n", "1339 NaN NaN NaN NaN NaN \n", "1344 NaN NaN NaN NaN NaN \n", "1351 NaN NaN 548667.5019 26706058.15 NaN \n", "1361 5.104338e+08 NaN NaN NaN NaN \n", "3686 NaN NaN NaN NaN NaN \n", "3691 NaN NaN NaN NaN NaN \n", "1377 NaN NaN NaN NaN NaN \n", "1390 NaN NaN NaN NaN NaN \n", "3743 NaN NaN NaN NaN NaN \n", "1421 NaN NaN NaN NaN NaN \n", "1426 NaN NaN NaN NaN NaN \n", "3777 NaN NaN NaN NaN NaN \n", "3795 NaN NaN NaN NaN NaN \n", "1450 NaN NaN NaN NaN NaN \n", "1454 NaN 18484889.46 NaN NaN 500000000.0 \n", "1458 6.700905e+10 NaN NaN NaN NaN " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = data.rename(\n", " index={\n", " hazard.event_name[idx]: hazard.event_id[idx]\n", " for idx in range(len(hazard.event_id))\n", " }\n", ")\n", "data.index.rename(\"event_id\", inplace=True)\n", "data" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Execute the Calibration\n", "\n", "We created a class {py:class}`~climada.util.calibrate.bayesian_optimizer.BayesianOptimizerController` to control and guide the calibration process.\n", "It is intended to walk through several optimization iterations and stop the process if the best guess cannot be improved.\n", "The optimization works as follows:\n", "\n", "1. The optimizer randomly samples the parameter space {py:attr}`~climada.util.calibrate.bayesian_optimizer.BayesianOptimizerController.init_points` times.\n", "2. The optimizer uses a Gaussian regression process to \"smartly\" sample the parameter space at most {py:attr}`~climada.util.calibrate.bayesian_optimizer.BayesianOptimizerController.n_iter` times.\n", " * The process uses an \"Upper Confidence Bound\" sampling method whose parameter {py:attr}`~climada.util.calibrate.bayesian_optimizer.BayesianOptimizerController.kappa` indicates how close the sampled points are to the buest guess.\n", " Higher `kappa` means more exploration of the parameter space, lower `kappa` means more exploitation.\n", " * After each sample, the parameter `kappa` is reduced by the factor `kappa_decay`.\n", " By default, this parameter is set such that `kappa` equals {py:attr}`~climada.util.calibrate.bayesian_optimizer.BayesianOptimizerController.kappa_min` at the last step.\n", " This way, the sampling becomes more exploitative the more steps are taken.\n", "3. The controller tracks the improvements of the buest guess for parameters.\n", " If {py:attr}`~climada.util.calibrate.bayesian_optimizer.BayesianOptimizerController.min_improvement_count` consecutive improvements are lower than {py:attr}`~climada.util.calibrate.bayesian_optimizer.BayesianOptimizerController.min_improvement`, the smart sampling is stopped.\n", " In this case, the `iterations` count is increased and the process repeated from step 1.\n", "4. If an entire iteration did not show any improvement, the optimization is stopped.\n", " It is also stopped when the {py:attr}`~climada.util.calibrate.bayesian_optimizer.BayesianOptimizerController.max_iterations` count is reached.\n", "\n", "Users can control the \"density\", and thus the accuracy of the sampling by adjusting the controller parameters.\n", "Increasing `init_points`, `n_iter`, `min_improvement_count`, and `max_iterations`, and decreasing `min_improvement` generally increases density and accuracy, but leads to longer runtimes.\n", "\n", "We suggest using the `from_input` classmethod for a convenient choice of sampling density based on the parameter space.\n", "The two parameters `init_points` and `n_iter` are set to $b^N$, where $N$ is the number of estimated parameters and $b$ is the `sampling_base` parameter, which defaults to 4.\n", "\n", "Now we can finally execute our calibration task!\n", "We will plug all input parameters in an instance of `Input`, and then create the optimizer instance with it.\n", "The `Optimizer.run` method returns an {py:class}`~climada.util.calibrate.base.Output` object, whose {py:attr}`~climada.util.calibrate.base.Output.params` attribute holds the optimal parameters determined by the calibration.\n", "\n", "Notice that the `BayesianOptimization` *maximizes* a target function.\n", "Therefore, higher target values are *better* than lower ones in this case." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2025-06-23 13:06:39,791 - climada.util.calibrate.bayesian_optimizer - INFO - Optimization iteration: 0\n", "2025-06-23 13:06:42,001 - climada.util.calibrate.bayesian_optimizer - INFO - Optimization iteration: 1\n", "2025-06-23 13:06:44,417 - climada.util.calibrate.bayesian_optimizer - INFO - Optimization iteration: 2\n", "2025-06-23 13:06:46,862 - climada.util.calibrate.bayesian_optimizer - INFO - Optimization iteration: 3\n", "2025-06-23 13:06:49,665 - climada.util.calibrate.bayesian_optimizer - INFO - Optimization iteration: 4\n", "2025-06-23 13:06:52,649 - climada.util.calibrate.bayesian_optimizer - INFO - Optimization iteration: 5\n", "2025-06-23 13:06:55,998 - climada.util.calibrate.bayesian_optimizer - INFO - Optimization iteration: 6\n", "2025-06-23 13:06:59,703 - climada.util.calibrate.bayesian_optimizer - INFO - No improvement. Stop optimization.\n" ] } ], "source": [ "from climada.util.calibrate import (\n", " Input,\n", " BayesianOptimizer,\n", " BayesianOptimizerController,\n", " msle,\n", ")\n", "\n", "from climada.util import log_level\n", "\n", "# Define calibration input\n", "with log_level(\"INFO\", name_prefix=\"climada.util.calibrate\"):\n", " input = Input(\n", " hazard=hazard,\n", " exposure=exposure,\n", " data=data,\n", " impact_func_creator=impact_func_tc,\n", " cost_func=msle,\n", " impact_to_dataframe=lambda imp: imp.impact_at_reg(exposure.gdf[\"region_id\"]),\n", " bounds=bounds,\n", " )\n", "\n", " # Create and run the optimizer\n", " opt = BayesianOptimizer(input)\n", " controller = BayesianOptimizerController.from_input(input)\n", " bayes_output = opt.run(controller=controller)\n", " bayes_output.params # The optimal parameters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Evaluate Output" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The Bayesian Optimizer returns the entire paramter space it sampled via {py:class}`~climada.util.calibrate.bayesian_optimizer.BayesianOptimizerOutput`\n", "We can find out a lot about the relation of the fitted parameters by investigating how the cost function value depends on them.\n", "We can retrieve the parameter space as `pandas.DataFrame` via {py:meth}`~climada.util.calibrate.bayesian_optimizer.BayesianOptimizerOutput.p_space_to_dataframe`.\n", "This dataframe has MultiIndex columns.\n", "One group are the `Parameters`, the other holds information on the `Calibration` for each parameter set.\n", "Notice that the optimal parameter set is not necessarily the last entry in the parameter space!" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ParametersCalibration
scalev_halfCost Function
Iteration
00.422852115.2643022.726950
10.01011363.3497064.133135
20.15528837.2684530.800611
30.19439868.7186421.683610
40.40280092.7210382.046407
............
2190.71172451.6767180.773888
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2210.90395150.0019470.765957
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224 rows × 3 columns

\n", "
" ], "text/plain": [ " Parameters Calibration\n", " scale v_half Cost Function\n", "Iteration \n", "0 0.422852 115.264302 2.726950\n", "1 0.010113 63.349706 4.133135\n", "2 0.155288 37.268453 0.800611\n", "3 0.194398 68.718642 1.683610\n", "4 0.402800 92.721038 2.046407\n", "... ... ... ...\n", "219 0.711724 51.676718 0.773888\n", "220 0.920147 48.767230 0.771611\n", "221 0.903951 50.001947 0.765957\n", "222 1.000000 52.968157 0.764202\n", "223 0.799533 49.721016 0.765107\n", "\n", "[224 rows x 3 columns]" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p_space_df = bayes_output.p_space_to_dataframe()\n", "p_space_df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In contrast, the controller only tracks the consecutive improvements of the best guess." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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iterationrandomtargetimprovement
sample
00True-2.726950inf
20True-0.8006112.406088
240False-0.7937800.008605
290False-0.7910650.003432
401False-0.7811150.012737
441False-0.7779100.004119
481False-0.7741360.004876
601False-0.7738440.000377
812False-0.7709280.003782
872False-0.7703860.000704
892False-0.7682560.002773
1173False-0.7653090.003850
1233False-0.7651100.000260
1564False-0.7649390.000223
1785False-0.7639510.001294
1895False-0.7639100.000054
\n", "
" ], "text/plain": [ " iteration random target improvement\n", "sample \n", "0 0 True -2.726950 inf\n", "2 0 True -0.800611 2.406088\n", "24 0 False -0.793780 0.008605\n", "29 0 False -0.791065 0.003432\n", "40 1 False -0.781115 0.012737\n", "44 1 False -0.777910 0.004119\n", "48 1 False -0.774136 0.004876\n", "60 1 False -0.773844 0.000377\n", "81 2 False -0.770928 0.003782\n", "87 2 False -0.770386 0.000704\n", "89 2 False -0.768256 0.002773\n", "117 3 False -0.765309 0.003850\n", "123 3 False -0.765110 0.000260\n", "156 4 False -0.764939 0.000223\n", "178 5 False -0.763951 0.001294\n", "189 5 False -0.763910 0.000054" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "controller.improvements()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get one group of the columns, simply access the item." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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scalev_half
Iteration
00.422852115.264302
10.01011363.349706
20.15528837.268453
30.19439868.718642
40.40280092.721038
.........
2190.71172451.676718
2200.92014748.767230
2210.90395150.001947
2221.00000052.968157
2230.79953349.721016
\n", "

224 rows × 2 columns

\n", "
" ], "text/plain": [ " scale v_half\n", "Iteration \n", "0 0.422852 115.264302\n", "1 0.010113 63.349706\n", "2 0.155288 37.268453\n", "3 0.194398 68.718642\n", "4 0.402800 92.721038\n", "... ... ...\n", "219 0.711724 51.676718\n", "220 0.920147 48.767230\n", "221 0.903951 50.001947\n", "222 1.000000 52.968157\n", "223 0.799533 49.721016\n", "\n", "[224 rows x 2 columns]" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p_space_df[\"Parameters\"]" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the optimal parameter set is not necessarily the last entry in the parameter space!\n", "Therefore, let's order the parameter space by the ascending cost function values." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
ParametersCalibration
scalev_halfCost Function
Iteration
1891.00000052.3927530.763910
1781.00000052.1763640.763951
1851.00000052.6472340.763968
2221.00000052.9681570.764202
1801.00000051.6566290.764398
............
1390.081255145.9357205.822272
350.028105118.9679246.298332
970.012842102.4493986.635728
2040.031310143.5379007.262185
1010.025663141.2361047.504095
\n", "

224 rows × 3 columns

\n", "
" ], "text/plain": [ " Parameters Calibration\n", " scale v_half Cost Function\n", "Iteration \n", "189 1.000000 52.392753 0.763910\n", "178 1.000000 52.176364 0.763951\n", "185 1.000000 52.647234 0.763968\n", "222 1.000000 52.968157 0.764202\n", "180 1.000000 51.656629 0.764398\n", "... ... ... ...\n", "139 0.081255 145.935720 5.822272\n", "35 0.028105 118.967924 6.298332\n", "97 0.012842 102.449398 6.635728\n", "204 0.031310 143.537900 7.262185\n", "101 0.025663 141.236104 7.504095\n", "\n", "[224 rows x 3 columns]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p_space_df = p_space_df.sort_values((\"Calibration\", \"Cost Function\"), ascending=True)\n", "p_space_df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The {py:class}`~climada.util.calibrate.bayesian_optimizer.BayesianOptimizerOutput` supplies the {py:meth}`~climada.util.calibrate.bayesian_optimizer.BayesianOptimizerOutput.plot_p_space` method for convenience.\n", "If there were more than two parameters we calibrated, it would produce a plot for each parameter combination." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bayes_output.plot_p_space(x=\"v_half\", y=\"scale\")" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'scale': 1.0, 'v_half': 52.392753384866985}" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "p_space_df[\"Parameters\"].iloc[0, :].to_dict()" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Analyze the Calibration\n", "\n", "Now that we obtained a calibration result, we should investigate it further.\n", "The tasks of evaluating results and plotting them is simplified by the {py:class}`~climada.util.calibrate.base.OutputEvaluator`.\n", "It takes the input and output of a calibration task as parameters.\n", "Let's start by plotting the optimized impact function:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from climada.util.calibrate import OutputEvaluator\n", "\n", "output_eval = OutputEvaluator(input, bayes_output)\n", "output_eval.impf_set.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we show how the variability in parameter combinations with similar cost function values (as seen in the plot of the parameter space) translate to varying impact functions. In addition, the hazard value distribution is shown. Together this provides an intuitive overview regarding the robustness of the optimization, given the chosen cost function. It does NOT provide a view of the sampling uncertainty (as e.g. bootstrapping or cross-validation) NOR of the suitability of the cost function which is chosen by the user.\n", "\n", "This functionality is only available from the {py:class}`~climada.util.calibrate.bayesian_optimizer.BayesianOptimizerOutputEvaluator` tailored to Bayesian optimizer outputs.\n", "It includes all function from {py:class}`~climada.util.calibrate.base.OutputEvaluator`." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from climada.util.calibrate import BayesianOptimizerOutputEvaluator, select_best\n", "\n", "output_eval = BayesianOptimizerOutputEvaluator(input, bayes_output)\n", "\n", "# Plot the impact function variability\n", "output_eval.plot_impf_variability(select_best(p_space_df, 0.03), plot_haz=False)\n", "output_eval.plot_impf_variability(select_best(p_space_df, 0.03))" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The target function has limited meaning outside the calibration task.\n", "To investigate the quality of the calibration, it is helpful to compute the impact with the impact function defined by the optimal parameters.\n", "The {py:class}`~climada.util.calibrate.base.OutputEvaluator` readily computed this impact when it was created.\n", "You can access the impact via the {py:attr}`~climada.util.calibrate.base.OutputEvaluator.impact` attribute." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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`OutputEvaluator` also has methods for that.\n", "In both of these, you can supply a transformation function with the `data_transf` argument.\n", "This transforms the data to be plotted right before plotting.\n", "Recall that we set the event IDs as index for the data frames.\n", "To better interpret the results, it is useful to transform them into event names again, which are the IBTrACS IDs.\n", "Likewise, we use the region IDs for region identification.\n", "It might be nicer to transform these into country names before plotting." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "import climada.util.coordinates as u_coord\n", "\n", "\n", "def country_code_to_name(code):\n", " return u_coord.country_to_iso(code, representation=\"name\")\n", "\n", "\n", "event_id_to_name = {\n", " hazard.event_id[idx]: hazard.event_name[idx] for idx in range(len(hazard.event_id))\n", "}" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3x0svvYT169fDx8cH8fHxsLa2xieffIKWLVuifv36GD16NCpUqFBo1rhx43Dt2jXD68yZMyZbLiIiIlKX6qfAiiPv2B0RMZpX2NVdXbt2RdeuXYuVYWdnBzs7uyfvJBEREZmNMn0EqGLFirCysjI62gMAFy5cyHdUSCkxMTEICQlBo0aNTPL+REREpL4yXQDZ2tqiQYMGiIuLM5ofFxeHxo0bmyQzIiICycnJiI+PN8n7ExERkfpUPwV248YNHD9+3DCdmpqKpKQklC9fHn5+fhg1ahT69euHhg0bIiwsDAsXLkRaWhqGDRumYq+JiIjInKleACUkJKBly5aG6VGjRgEABgwYgCVLlqB37964dOkSoqKikJ6ejtDQUKxfvx7+/v4m6U9MTAxiYmKQk5NjkvcnIiIi9aleALVo0aLAmxY+bMSIERgxYkSp9CciIgIRERHIzMyEm5tbqWQSERFR6SrTY4CIiIiITIEFUB68CoyIiMjysQDKg1eBERERWT4WQERERKQ5LICIiIhIc1gA5cExQERERJaPBVAeHANERERk+VgAERERkeaofiNEIiIqmYCxvxTadsq+FDtCZEZ4BIiIiIg0hwVQHhwETUREZPl4CiwPPgvsMU0sYh1NvFZ6/SAiInoMPAJEREREmsMCiIiIiDSHBRARERFpDgsgIiIi0hwWQHnwKjAiIiLLxwIoDz4Kg4iIyPKxACIiIiLNYQFEREREmsMCiIiIiDSHBRARERFpDh+FQURERKoIGPtLoW2npncyaTYLoDxiYmIQExODnJwctbtCZBJq7nCIiMoKngLLg5fBExERWT4WQERERKQ5LICIiIhIc1gAERERkeZwELQpTHR7RPu10ukHERFZnqJ+x/D3S7HxCBARERFpDgsgIiIi0hwWQERERKQ5LICIiIhIc1gAERERkeawAMojJiYGISEhaNSokdpdISIiIhPhZfB5REREICIiApmZmXBze8Tl7GRR+IwsIiLt4BEgIiIi0hwWQERERKQ5LICIiIhIczgG6AkVOV7EvhQ7QkRERI+NR4CIiIhIc1gAERERkeawACIiIiLNYQFEREREmsMCiIiIiDSHBRARERFpjkUXQB9//DFq166N0NBQLFu2TO3uEBERURlhsfcB+vvvvxEbG4vExEQAQOvWrdG5c2e4u7ur2zEiIiJSncUeAUpJSUHjxo1hb28Pe3t71KtXDxs3blS7W0RERFQGlNkCaPv27ejSpQu8vb2h0+mwdu3afD8zf/58BAYGwt7eHg0aNMCOHTsMbaGhodi6dSuuXr2Kq1evYsuWLTh79mwpLgERERGVVWW2ALp58ybq1q2LefPmFdi+YsUKREZGYsKECdi3bx+aNm2K8PBwpKWlAQBCQkIwcuRItGrVCj169ECjRo1gbW2xZ/yIiIjoMZTZAig8PByTJ09Gz549C2yfNWsWBg8ejCFDhiA4OBjR0dHw9fXFggULDD/z2muvYe/evdi6dStsbW1RvXr1QvOysrKQmZlp9CIiIiLLVGYLoKLcvXsXiYmJaNeundH8du3aYffu3YbpCxcuAACOHDmCv/76C+3bty/0PadNmwY3NzfDy9fX1zSdJyIiItWZ5TmhixcvIicnBx4eHkbzPTw8kJGRYZju3r07rl69CicnJyxevLjIU2Djxo3DqFGjDNOZmZksgoiIiCyUWRZAD+h0OqNpETGa9/DRoEexs7ODnZ2dYn0jIiIyJwFjfym07ZR938L/48RrJuiN6ZnlKbCKFSvCysrK6GgPcP+UV96jQo8rJiYGISEhaNSoUYneh4iIiMousyyAbG1t0aBBA8TFxRnNj4uLQ+PGjUv03hEREUhOTkZ8fHyJ3oeIiIjKrmKdAnuSK6JcXV0f+/887MaNGzh+/LhhOjU1FUlJSShfvjz8/PwwatQo9OvXDw0bNkRYWBgWLlyItLQ0DBs2rES5REREZPmKVQC5u7vnG29TFJ1Oh6NHj6Jq1apP3LGEhAS0bNnSMP1ggPKAAQOwZMkS9O7dG5cuXUJUVBTS09MRGhqK9evXw9/f/4kzgfunwGJiYpCTk1Oi9yEiIqKyq9iDoFetWoXy5cs/8udEBB07dixRpwCgRYsWEJEif2bEiBEYMWJEibMeFhERgYiICGRmZsLNzU3R9yYiIqKyoVgFkL+/P5o1a4YKFSoU602rVq0KGxubEnWMiIiIyFSKVQClpqY+1psePHjwiTpTFvAUGBERkeUzy6vATIlXgREREVm+x7oRYm5uLpYsWYLVq1fj1KlT0Ol0CAwMxIsvvoh+/fo91kBpIiIiIrUU+wiQiKBr164YMmQIzp49izp16qB27do4ffo0Bg4ciB49epiyn0RERESKKfYRoCVLlmD79u3YvHmz0eXpALBlyxZ0794dS5cuRf/+/RXvZGniGCAiIiq2iUVcLWymj4jQimIXQN9++y3Gjx+fr/gBgFatWmHs2LFYvny52RdAvAyeCsSdHBGRRSn2KbADBw6gQ4cOhbaHh4dj//79inSKiIiIyJSKXQBdvny5yAeNenh44MqVK4p0ioiIiMiUil0A5eTkwNq68DNmVlZWuHfvniKdIiIiIjKlYo8BEhEMHDgQdnZ2BbZnZWUp1ik1cRA0ERGR5St2ATRgwIBH/oy5D4AGOAiaiIhIC4pdAC1evNiU/SAiIiIqNSV+FMbp06eRnJyM3NxcJfpDREREZHLFLoC+/vprREdHG83773//i6pVq6JOnToIDQ3FmTNnlO4fERERkeKKXQB99tlnRmNiNm7ciMWLF2Pp0qWIj4+Hu7s7PvzwQ5N0koiIiEhJxR4DdPToUTRs2NAw/eOPP6Jr16545ZVXAABTp07Fq6++qnwPSxmvAiMiIrJ8xT4CdPv2bbi6uhqmd+/ejWbNmhmmq1atioyMDGV7p4KIiAgkJycjPj5e7a4QERGRiRS7APL390diYiIA4OLFizh06BCef/55Q3tGRgYvGyciIiKzUOxTYP3790dERAQOHTqELVu2ICgoCA0aNDC07969G6GhoSbpJBEREZGSil0Avfvuu7h16xZWr14NT09PfP/990btu3btQp8+fRTvIBEREZHSil0A6fV6TJo0CZMmTSqwPW9BREQlNPERp5QnXiudfhARWaAS3wiRiIiIyNwUuwDS6/WwsrLK9ypXrhyee+45rF692pT9LDUxMTEICQlBo0aN1O4KERERmUixT4GtWbOmwPlXr17FX3/9hf/85z/4+uuv8dJLLynWOTXwYahERESWr9gFULdu3QptGzBgAEJCQvDxxx+bfQFERERElk+xMUDt2rXD0aNHlXo7IiIiIpNRrAC6ffs27O3tlXo7IiIiIpNRrAD64osvUL9+faXejoiIiMhkij0GaNSoUQXOv3btGhISEnDixAns2LFDsY4RERERmUqxC6B9+/YVON/V1RUdOnTAiBEj4O/vr1jHiIiIiEyl2AXQ1q1bTdkPIiIiolLDO0ETERGR5hSrAOrZsycyMzOL/aavvPIKLly48MSdIiIiIjKlYhVAP/74I/79919kZmY+8nXt2jX8/PPPuHHjhqn7bhJ8FAYREZHlK9YYIBFBzZo1Td2XMoGPwiAiogcCxv5SZPsp3v7ObBWrAHqSAdBVqlR57P9DREREVBqKVQA1b97c1P0gIiIiKjW8CoyIiIg0hwUQERERaU6xb4RIRMoraoAlB1cSEZkOjwARERGR5jx2AdSqVStcvXo13/zMzEy0atVKiT4RERERmdRjF0Dbtm3D3bt3882/c+cOnwZPREREZqHYY4AOHDhg+HdycjIyMjIM0zk5Odi4cSPv/UNERERmodgFUL169aDT6aDT6Qo81eXg4IC5c+cq2jkiIiIiUyh2AZSamgoRQdWqVfHXX3+hUqVKhjZbW1tUrlwZVlZWJunkk5o9eza+/PJLiAjatGmDOXPmQKfTqd0tIiIiUlmxCyB/f38AQG5ursk6o6R///0X8+bNw6FDh2BjY4NmzZphz549CAsLU7trREREpLLHHgQ9bdo0LFq0KN/8RYsWYcaMGYp0Sin37t3DnTt3kJ2djezsbFSuXFntLhEREVEZ8NgF0Oeff46goKB882vXro3PPvtMkU4BwPbt29GlSxd4e3tDp9Nh7dq1+X5m/vz5CAwMhL29PRo0aGB0FVqlSpXwzjvvwM/PD97e3mjTpg2qVaumWP+IiIjIfD12AZSRkQEvL6988ytVqoT09HRFOgUAN2/eRN26dTFv3rwC21esWIHIyEhMmDAB+/btQ9OmTREeHo60tDQAwJUrV7Bu3TqcOnUKZ8+exe7du7F9+3bF+kdERETm67ELIF9fX+zatSvf/F27dsHb21uRTgFAeHg4Jk+ejJ49exbYPmvWLAwePBhDhgxBcHAwoqOj4evriwULFgAAfvvtN1SvXh3ly5eHg4MDOnXqhD179hSal5WVhczMTKMXERERWabHLoCGDBmCyMhILF68GKdPn8bp06exaNEivPXWWxg6dKgp+pjP3bt3kZiYiHbt2hnNb9euHXbv3g3gfqG2e/du3LlzBzk5Odi2bRtq1apV6HtOmzYNbm5uhpevr69Jl4GIiIjU89gPQx0zZgwuX76MESNGGO4IbW9vj3fffRfjxo1TvIMFuXjxInJycuDh4WE038PDw3CDxueeew4dO3ZE/fr1odfr0bp1a3Tt2rXQ9xw3bhxGjRplmM7MzGQRREREZKEeuwDS6XSYMWMG3nvvPaSkpMDBwQE1atSAnZ2dKfr3yL48TESM5k2ZMgVTpkwp1nvZ2dmpsgxlXVFPKwf4xHIiIjJPj10APeDs7IxGjRop2Zdiq1ixIqysrIwexwEAFy5cyHdU6HHFxMQgJiYGOTk5JXofItKmov5oODW9Uyn2hIiK8kQFUHx8PL7//nukpaXlezDq6tWrFelYUWxtbdGgQQPExcWhR48ehvlxcXHo1q1bid47IiICERERyMzMhJubW0m7SkRERGXQYxdA3333Hfr374927dohLi4O7dq1w7Fjx5CRkWFUjJTUjRs3cPz4ccN0amoqkpKSUL58efj5+WHUqFHo168fGjZsiLCwMCxcuBBpaWkYNmyYYn0gIgs2sYg/cCZeK71+EJEqHrsAmjp1KmbPno2IiAi4uLhgzpw5CAwMxGuvvVbg/YGeVEJCAlq2bGmYfjBAecCAAViyZAl69+6NS5cuISoqCunp6QgNDcX69esNj+x4UjwFRkREZPkeuwA6ceIEOnW6fx7bzs4ON2/ehE6nw1tvvYVWrVrhww8/VKRjLVq0gIgU+TMjRozAiBEjFMl7gKfAiIiILN9j3weofPnyuH79OgCgSpUqOHjwIADg6tWruHXrlrK9IyIiIjKBxy6AmjZtiri4OABAr1698Oabb2Lo0KHo06cPWrdurXgHS1tMTAxCQkJUu8KNiIiITO+xT4HNmzcPd+7cAXD/5oE2NjbYuXMnevbsiffee0/xDpY2ngIjIiKyfI9dAJUvX97wb71ejzFjxmDMmDGKdoqIiIjIlJ7oPkA5OTlYs2YNUlJSoNPpEBwcjG7dusHa+onvq0hERERUah67Yjl48CC6deuGjIwMw8NFjx49ikqVKuGnn35CnTp1FO9kaeJl8ERERGWAie/V9URPg69duzb++ecf7N27F3v37sWZM2fw1FNP4b///W+JO6S2iIgIJCcnIz4+Xu2uEBERkYk89hGg/fv3IyEhAeXKlTPMK1euHKZMmcIrp4iIiMgsPPYRoFq1auH8+fP55l+4cAHVq1dXpFNEREREpvTYBdDUqVMxcuRIrFq1Cv/88w/++ecfrFq1CpGRkZgxYwYyMzMNLyIiIqKy6LFPgXXu3BnA/Zsg6nQ6ADA8sqJLly6GaZ1OZ5YDiTkImoiIyPI9dgG0detWU/SjzOCNEImIiCzfYxdAzZs3N0U/iIiIiErNE9258M6dOzhw4AAuXLiA3Nxco7auXbsq0jEiIiIiU3nsAmjjxo3o378/Ll68mK/NXMf9EBERkbY89lVgr7/+Ol566SWkp6cjNzfX6MXih4iIiMzBYxdAFy5cwKhRo+Dh4WGK/qguJiYGISEhvKkjERGRBXvsAujFF1/Etm3bTNCVsoGPwiAiIrJ8jz0GaN68eXjppZewY8cO1KlTBzY2NkbtI0eOVKxzRERERKbw2AVQbGwsNm3aBAcHB2zbts1wM0Tg/iBoFkBERERU1j12AfS///0PUVFRGDt2LPT6xz6DRkRERKS6x65g7t69i969e7P4ISIiIrP12EeABgwYgBUrVmD8+PGm6A8REdHjm/iIRxdNvFY6/SCz8dgFUE5ODj766CNs2rQJTz31VL5B0LNmzVKsc2rgw1CJiIgs32MXQH///Tfq168PADh48KBR28MDos0VH4ZKRERk+fg0eCIiItKcJ3oYKpGqijrXz/P8RERUDMUugHr27Fmsn1u9evUTd4aIiIioNBS7AOJ4GCIiIrIUxS6AFi9ebMp+UDEEjP2lyPZT0zuVUk+IiIjMG+9mSERERJrDAoiIiIg0hwUQERERaQ4LICIiItIcFkB5xMTEICQkBI0aNVK7K0RERGQiLIDyiIiIQHJyMuLj49XuChEREZkICyAiIiLSHBZAREREpDksgIiIiEhzWAARERGR5vBp8ET0fyY+4pl/E6+VTj+IiEyMR4CIiIhIc1gAERERkebwFJglKer0BU9dEBERGfAIEBEREWkOCyAiIiLSHIstgI4cOYJ69eoZXg4ODli7dq3a3SIiIqIywGLHANWqVQtJSUkAgBs3biAgIABt27ZVt1NERERUJljsEaCH/fTTT2jdujWcnJzU7goRERGVAWX2CND27dsxc+ZMJCYmIj09HWvWrEH37t2Nfmb+/PmYOXMm0tPTUbt2bURHR6Np06b53mvlypXo379/KfWclBAw9pdC207Zl2JHiIjIIpXZI0A3b95E3bp1MW/evALbV6xYgcjISEyYMAH79u1D06ZNER4ejrS0NKOfy8zMxK5du9CxY8fS6DYRERGZgTJ7BCg8PBzh4eGFts+aNQuDBw/GkCFDAADR0dHYtGkTFixYgGnTphl+7scff0T79u1hb1/0YYOsrCxkZWUZpjMzM0u4BERERFRWldkjQEW5e/cuEhMT0a5dO6P57dq1w+7du43mrVy5Er17937ke06bNg1ubm6Gl6+vr6J9JiIiorLDLAugixcvIicnBx4eHkbzPTw8kJGRYZi+du0a/vrrL7Rv3/6R7zlu3Dhcu3bN8Dpz5ozi/SYiIqKyocyeAisOnU5nNC0iRvPc3Nxw/vz5Yr2XnZ0d7OzsFO0fERERlU1meQSoYsWKsLKyMjraAwAXLlzId1ToccXExCAkJASNGjUq0fsQERFR2WWWBZCtrS0aNGiAuLg4o/lxcXFo3Lhxid47IiICycnJiI+PL9H7EBERUdlVZk+B3bhxA8ePHzdMp6amIikpCeXLl4efnx9GjRqFfv36oWHDhggLC8PChQuRlpaGYcOGqdhrIiIiMgdltgBKSEhAy5YtDdOjRo0CAAwYMABLlixB7969cenSJURFRSE9PR2hoaFYv349/P39S5QbExODmJgY5OTklOh9iIiIqOwqswVQixYtICJF/syIESMwYsQIRXMjIiIQERGBzMxMuLm5KfreREREVDaY5RggIiIiopJgAZQHrwIjIiKyfCyA8uBVYERERJaPBRARERFpDgsgIiIi0hwWQHlwDBAREZHlYwGUB8cAERERWT4WQERERKQ5LICIiIhIc1gAERERkeawAMqDg6CJiIgsHwugPDgImoiIyPKxACIiIiLNYQFEREREmsMCiIiIiDSHBRARERFpDgugPHgVGBERkeVjAZQHrwIjIiKyfNZqd4CIiKg4Asb+UmjbKftS7AhZBB4BIiIiIs1hAURERESawwKIiIiINIcFEBEREWkOC6A8eBk8ERGR5WMBlAcvgyciIrJ8LICIiIhIc1gAERERkeawACIiIiLNYQFEREREmsMCiIiIiDSHzwIjIiotE92KaLtWev0gIh4BIiIiIu1hAURERESawwKIiIiINIcFUB58FAYREZHlYwGUBx+FQUREZPlYABEREZHmsAAiIiIizWEBRERERJrDAoiIiIg0hwUQERERaQ4LICIiItIcFkBERESkOSyAiIiISHNYABEREZHmWKvdASIiTHQrou1a6fWDiDTDoo8ApaamomXLlggJCUGdOnVw8+ZNtbtEREREZYBFHwEaOHAgJk+ejKZNm+Ly5cuws7NTu0tERERUBlhsAXTo0CHY2NigadOmAIDy5cur3CMiIiIqK8rsKbDt27ejS5cu8Pb2hk6nw9q1a/P9zPz58xEYGAh7e3s0aNAAO3bsMLQdO3YMzs7O6Nq1K55++mlMnTq1FHtPREREZVmZLYBu3ryJunXrYt68eQW2r1ixApGRkZgwYQL27duHpk2bIjw8HGlpaQCA7Oxs7NixAzExMfjjjz8QFxeHuLi40lwEIiIiKqPKbAEUHh6OyZMno2fPngW2z5o1C4MHD8aQIUMQHByM6Oho+Pr6YsGCBQAAHx8fNGrUCL6+vrCzs0PHjh2RlJRUaF5WVhYyMzONXkRERGSZymwBVJS7d+8iMTER7dq1M5rfrl077N69GwDQqFEjnD9/HleuXEFubi62b9+O4ODgQt9z2rRpcHNzM7x8fX1NugxERESkHrMsgC5evIicnBx4eHgYzffw8EBGRgYAwNraGlOnTkWzZs3w1FNPoUaNGujcuXOh7zlu3Dhcu3bN8Dpz5oxJl4GIiIjUY9ZXgel0OqNpETGaFx4ejvDw8GK9l52dHS+TJyIi0gizPAJUsWJFWFlZGY72PHDhwoV8R4UeV0xMDEJCQtCoUaMSvQ8RERGVXWZ5BMjW1hYNGjRAXFwcevToYZgfFxeHbt26lei9IyIiEBERgczMTLi5FXF7fiIq0wLG/lJk+yn7UuoIEZVJZbYAunHjBo4fP26YTk1NRVJSEsqXLw8/Pz+MGjUK/fr1Q8OGDREWFoaFCxciLS0Nw4YNU7HXREREZA7KbAGUkJCAli1bGqZHjRoFABgwYACWLFmC3r1749KlS4iKikJ6ejpCQ0Oxfv16+Pv7lyg3JiYGMTExyMnJKdH7EBERUdlVZgugFi1aQESK/JkRI0ZgxIgRiubyFBgREZHlM8tB0EREREQlwQIoD14FRkREZPlYAOURERGB5ORkxMfHq90VIiIiMhEWQERERKQ5LICIiIhIc1gA5cExQERERJaPBVAeHANERERk+VgAERERkeawACIiIiLNYQFEREREmsMCKA8OgiYiIrJ8LIDy4CBoIiIiy8cCiIiIiDSHBRARERFpDgsgIiIi0hwWQERERKQ5LIDy4FVgRERElo8FUB68CoyIiMjysQAiIiIizWEBRERERJrDAoiIiIg0hwUQERERaQ4LICIiItIcFkB58DJ4IiIiy8cCKA9eBk9ERGT5WAARERGR5rAAIiIiIs1hAURERESawwKIiIiINIcFEBEREWkOCyAiIiLSHGu1O0BEli9g7C9Ftp+yL6WOEBH9fzwCRERERJrDAoiIiIg0hwVQHnwUBhERkeVjAZQHH4VBRERk+VgAERERkeawACIiIiLNYQFEREREmsMCiIiIiDSHBRARERFpDgsgIiIi0hwWQERERKQ5LICIiIhIc1gAERERkeawACIiIiLNsVa7A2WViAAAMjMzC2zPzbpV6P/N1EnRb17Iez5KUZmPzDWjzEflMrNkuWUt85G5ZpT5qFxmliy3rGU+Mlcr27SMZT74vf3g93hhdPKon9Cof/75B76+vmp3g4iIiJ7AmTNn4OPjU2g7C6BC5Obm4ty5c3BxcYFOpyv2/8vMzISvry/OnDkDV1dXE/ZQ/VxmMtNcc5nJTHPNZeajiQiuX78Ob29v6PWFj/ThKbBC6PX6IivHR3F1dS3VL6KaucxkprnmMpOZ5prLzKK5ubk98mc4CJqIiIg0hwUQERERaQ4LIIXZ2dnhgw8+gJ2dncXnMpOZ5prLTGaaay4zlcNB0ERERKQ5PAJEREREmsMCiIiIiDSHBRARERFpDgsgIiIi0hwWQERERKQ5LICIiIhIc1gAldDcuXMxYMAArFy5EgDwzTffICQkBEFBQRg/fjzu3btX6n06c+YMBg0apPj73r59Gzt37kRycnK+tjt37mDp0qWK5u3btw+pqamG6WXLlqFJkybw9fXF888/j++++07RvOIw1bpNSUnB4sWLcfjwYQDA4cOHMXz4cAwaNAhbtmxRPE+tTDVzC2OqbZqeno73338frVq1QnBwMEJDQ9GlSxd89dVXyMnJUTwPUGfd/vPPP5gwYQJatmyJ4OBghISEoGXLlpgwYQLOnDmjeN4bb7yBHTt2KP6+xaHGNi3t9VsW9rtXrlxBdHQ0IiIiMHnyZJMsJwBA6IlFRUWJi4uLvPDCC+Lp6SnTp0+XChUqyOTJk2Xq1KlSqVIlef/990u9X0lJSaLX6xV9zyNHjoi/v7/odDrR6/XSvHlzOXfunKE9IyND8cz69evLli1bRETkiy++EAcHBxk5cqQsWLBAIiMjxdnZWb766itFMx/FFOt2w4YNYmtrK+XLlxd7e3vZsGGDVKpUSdq0aSOtW7cWa2tr2bx5s9lnqplbFFNs0/j4eHFzc5N69epJWFiY6PV66devn/Tu3Vvc3d0lLCxMMjMzFc1UY93u2LFDnJ2dJTg4WN58802ZOnWqTJkyRd58800JCQkRFxcX2blzp6KZD/ZBNWrUkOnTp0t6erqi718YNbapGutXjf2ul5eXXLx4UURETp48KZ6enuLp6Slt27YVHx8fcXNzk5SUFEUzRURYAJVA1apV5YcffhCR+ztRKysrWbZsmaF99erVUr16dcVzf/zxxyJfs2fPVnyH3r17d+ncubP8+++/cuzYMenSpYsEBgbK6dOnRcQ0BZCjo6Ph/evXry+ff/65Ufvy5cslJCRE0Uw11m1YWJhMmDBBRES+/fZbKVeunIwfP97QPn78eGnbtq3ZZ6qVq8Y2bdKkiUycONEw/c0338izzz4rIiKXL1+WevXqyciRIxXNVGPdNmzYUCIjIwttj4yMlIYNGyqaqdPp5LfffpM333xTKlasKDY2NtK1a1f5+eefJScnR9Gsh6mxTdVYv2rsd3U6nZw/f15ERF5++WVp0aKF3Lx5U0RE7ty5I507d5YXX3xR0UwRFkAl4uDgYPigiIjY2NjIwYMHDdOnTp0SR0dHxXMf/AWk0+kKfSm9Q69cubIcOHDAaN6IESPEz89PTpw4YZICqEKFCpKQkGDIT0pKMmo/fvy4ODg4KJqpxrp1dXWVY8eOiYhITk6OWFtbS2JioqH977//Fg8PD7PPVCtXjW3q4OAgJ06cMEzn5OSIjY2NZGRkiIjIr7/+Kt7e3opmqrFu7e3t5fDhw4W2p6SkiL29vaKZD/+yvHv3rqxYsULat28vVlZW4u3tLePHjzesByWpsU3VWL9q7XcfbNPAwMB8Ryr37NkjPj4+imaKiHAMUAl4enoaxsMcO3YMOTk5RuNjDh06hMqVKyue6+XlhR9++AG5ubkFvvbu3at45u3bt2FtbW00LyYmBl27dkXz5s1x9OhRxTPDw8OxYMECAEDz5s2xatUqo/aVK1eievXqimaqsW4fptfrYW9vD3d3d8M8FxcXXLt2zaIySzNXjW1auXJlpKenG6bPnz+Pe/fuwdXVFQBQo0YNXL58WfHcB0pz3e7evbvQ9j/++ANeXl6KZj7MxsYGvXr1wsaNG3Hy5EkMHToUy5cvR61atRTPUmObqrF+1djvAoBOpwMAZGVlwcPDw6jNw8MD//77r+KZ1o/+ESpM37590b9/f3Tr1g2bN2/Gu+++i3feeQeXLl2CTqfDlClT8OKLLyqe26BBA+zduxfdu3cvsF2n00EUfsRbUFAQEhISEBwcbDR/7ty5EBF07dpV0TwAmDFjBpo0aYLmzZujYcOG+OSTT7Bt2zYEBwfjyJEj2LNnD9asWaNophrrNiAgAMePHzfsVP744w/4+fkZ2s+cOaP4Tk6NTLVy1dim3bt3x7BhwzBz5kzY2dlh0qRJaN68ORwcHAAAR44cQZUqVRTNVGPdvvPOOxg2bBgSExPRtm1beHh4QKfTISMjA3Fxcfjyyy8RHR2taGZh/Pz8MHHiRHzwwQf47bffFH9/NbapGutXjf0uALRu3RrW1tbIzMzE0aNHUbt2bUNbWloaKlasqHgmT4GVwL1792Ty5MnSuXNnmT59uojcP/fu6+srFSpUkIEDB8qNGzcUz92+fbts2LCh0PYbN27Itm3bFM2cOnWqhIeHF9o+fPhw0el0imaKiFy5ckXeffddCQkJEXt7e7G1tRV/f3/p27evxMfHK56nxrpdsGCBrFu3rtD28ePHy+DBg80+U61cNbbp9evXpVevXmJtbS06nU4aN24sJ0+eNLRv2rRJVq5cqWimWtv0u+++k2effdawrDqdTqytreXZZ5+VFStWKJ4XEBBgGDBbmtTYpiKlv35FSn+/O3HiRKPXxo0bjdrfeecdefnllxXP5dPgiYhM5M6dO7h37x6cnZ3V7orJZWdn4+LFiwCAihUrwsbGRuUemYZa21Qr67c0sQCyIKmpqfD19c03VsfURMRw/pbMnxrbU63PLlFJ3bt3r9Q/t1rJNDUOgi6BLl264JtvvsHt27fV7goAoFatWjh27JhJ3jsrKwtvv/02mjdvjpkzZwIAJk+eDGdnZzg7O6Nv377IzMxUPDc+Ph6vvPIKAgMD4eDgAEdHRwQGBuKVV15BQkKC4nlqZRblxIkTaNWqlaLvqdb2LIwpP7sAsH//fvTv3x9Vq1aFg4MDnJ2dUadOHbz33nsmWU619g1xcXH44IMPDDc93L59O8LDw9GqVSssXry4VPsCmOaze/fu3XwZkZGR6NSpE4YMGYLExERF8x7YuHEj/v77bwBAbm4uJk+ejCpVqsDOzg4+Pj6YPn264mPJtJKp1jblGKASeHAu1s3NTYYNG2a4dNDUevToUeBLr9dLmzZtDNNKeuutt8Tb21vefvttCQ4OloiICPHz85Nly5ZJbGysVK9eXd544w1FM9esWSM2NjbSoUMHmT17tsTGxsry5ctl9uzZEh4eLra2trJ27Vqzz3wUU9yoT43tKaLOZ3fjxo3i4OAg3bt3lz59+oijo6O8/vrr8u6770r16tWlWrVqit9MT419wzfffCPW1tby9NNPi7OzsyxevFjc3d1lyJAhMnjwYLG1tZXvv//e5P14mCk+u3q93nDJ9L59+8TR0VHq1asnQ4cOlUaNGomtra38+eefimaKiISEhMiuXbtE5P6YyAoVKsisWbNkw4YNEh0dLR4eHoaxoMx8PGptUxZAJaDT6eTQoUMye/ZsqVOnjuj1ennqqadk7ty5cvnyZZPmNm/eXAYOHGj00uv10r17d8O0knx9fSUuLk5ERE6cOCF6vd6oEPj111/F399f0czatWvLtGnTCm2fPn264jfkUiNzzpw5Rb7GjBmj+C8RNbaniDqf3Xr16smCBQsM07/++qsEBQWJyP37yLRu3VrxTDX2DfXq1ZM5c+aIiMhvv/0mDg4OMmvWLEP7J598Ik2aNFE0U43P7sP3jHlwg7zc3FxD+6uvviodOnRQNFPk/j150tLSREQkNDQ03wDkdevWKX7jW61kqrVNWQCVwMMbTUTkzz//lP/+97/i5uYmDg4O0qdPH5Pc1v/bb78VHx8fWbRokdF8a2trOXTokOJ5Io++6WNqaqriN320s7OTI0eOFNp++PBhsbOzM/tMnU4n3t7eEhAQUODL29vbJDfqK+3tKaLOZ9fe3l5SU1MN07m5uWJjY2N4lMv27dulUqVKimaqsW9wcnIyuirJxsZG9u/fb5g+fPiwVKhQQdFMNT67D69bHx+ffI+CSEpKMslNPL28vOSPP/4QEREPDw/Zu3evUfvRo0cVv0GgVjLV2qYcA6SgZ555Bp9//jnS09Mxf/58nDlzBm3btlU85+WXX8bOnTuxaNEivPDCC7hy5YriGXn5+fnhjz/+AHB/jIxOp8Nff/1laP/zzz8VvwdGtWrVsHbt2kLbf/zxR1StWtXsM/39/TF79mykpqYW+Prll18UzQPU2Z6AOp/dKlWq4MiRI4bpEydOIDc3FxUqVAAA+Pj44MaNGybtQ2nsG2xsbIzGUtjZ2RldqWRra6v4mCQ1Prs6nc4wSN/KyspwI8IHXF1dTXITzx49emDKlCnIyclBt27dMH/+fKOxMPPmzUO9evWY+QTU2qY8AlQCef/KK8jRo0dNlp+TkyPvv/+++Pr6ysaNG8XGxsZkf0XPnj1b7O3tpU2bNlKuXDmZO3eueHp6ypgxY2Ts2LHi5uYmUVFRimauWrVKrK2tpWPHjhIdHS3ffvutfPfddxIdHS2dOnUSGxsbw7PYzDnzhRdekDFjxhTanpSUpPg9ltTYng8rzc/uhx9+KD4+PrJgwQJZtGiRhIaGGo0zWr16tUmfbVQYpfcNDRs2NDqNee3aNaPTCHFxcVKzZk1FM9X47Op0OnF3d5dy5cqJjY2NLF++3Kh906ZNEhAQoGimiMjVq1elYcOGUr16denXr5/Y29uLv7+/tG3bVgIDA8XV1VX27NnDzCeg1jblZfAl0LJlS6xZs8bodvNq2LVrF/r164fTp0/j77//RkhIiElyli9fjj179uD5559H7969sW3bNrz//vu4desWunTpgvfeew96vbIHFf/44w/MmTMHf/zxBzIyMgDcfwRJWFgY3nzzTYSFhSmap0ZmcnIybt26hYYNGxbYnp2djXPnzsHf31/RXDW2Z16l8dm9d+8eJkyYgGXLliErKwvt27fHnDlzDHeW/euvv3Dnzh00a9ZMsUw19g1r1qxBhQoVCl2O6dOn4+bNm5g0aZJimWp8dr/++muj6aCgIDz77LOG6aioKFy9ehWzZs1SLPOB7OxsfPXVV/j5559x8uRJ5ObmwsvLC02aNMHw4cPh4+PDzCeg1jZlAWQhbty4gRMnTiAoKAh2dnZqd4eo2PjZJSI1sAAiIiIizeEg6BLav38/Jk+ejPnz5xtuU/5AZmYmBg0aZJLcL7/8EgMGDDDc3GzFihUIDg5G1apV8cEHH5gkU41lVWM5tZLJz+59plpWfl8sa3uqlctME25TxUcVacimTZvE1tZWateuLX5+flKxYkXZsmWLoT0jI0PxS0BF7g9gdXJykp49e4qXl5dMnjxZKlSoIJMnT5aoqChxc3OTzz//XNFMNZZVjeXUSiY/u6ZdVn5fLGt7qpXLTNNlivA+QCUSFhYm48ePF5H79xb56KOPxNnZ2fDkaVNttKCgIMMo+b1794q1tbV8+eWXhvZFixZJgwYNFM1UY1nVWE6tZPKza9pl5ffFdJlqfXa18jnSSqYIC6AScXV1lePHjxvNi42NFScnJ/npp59MttHy3sTOzs7O6CZ2x44dE3d3d0Uz1VhWNZZTK5n87Jp2Wfl9MV2mWp9drXyOtJIpImJZj3YtZXZ2drh69arRvD59+kCv1+Pll1/GJ598YpJcR0dH3Lx50zBdqVIloxueAfcv/VWSGsuqxnJqJZOfXdMuK78vpstU67Orlc+RVjIBgAVQCdSrVw9bt25FgwYNjOb37t0bubm5GDBggElyg4KCcODAAQQHBwMAzpw5Y9R++PBhBAQEKJqpxrKqsZxayeRn17TLyu+L6TLV+uxq5XOklUyABVCJDB8+HNu3by+wrU+fPgCAhQsXKp47Y8YMODk5FdqelpaG1157TdFMNZZVjeXUSiY/u/eZaln5fTFdplqfXa18jrSSCfA+QERERKRBPAKksGPHjiEtLQ3+/v6oXr262t0xqdJc1rS0NKSnp8PKygoBAQGGxxiQspYsWYIePXrAzc1N7a5YHDX2DZa+Pzp9+jQyMjKg0+ng4eGh+ONiCqP2/kjuX8Bk8kfVqJ1pcooPq9aQadOmyebNm0VE5PLly9K6dWvR6XSi0+lEr9dLhw4d5MqVKybJXrdunQwePFhGjx4tKSkpRm2XL1+Wli1bKpqn1rLGxMSIn5+f6PV6o1eTJk0kISFB8bxNmzZJdna2YXr58uVSt25dcXR0lGrVqsmcOXMUzxQp/e1ZGBsbG0lOTjZpRmkvq7OzswwaNEh27dql6PsWRY3vi1rfUTU+u7NmzRIfHx/R6/VGy+jj4yOzZ89WPO+B0t4fZWdny4QJE6RZs2by/vvvi4jIRx99JI6OjmJrayv9+/eXrKwss89Ua7/LAqgE/Pz8ZP/+/SIiMmTIEKlfv77s3btXbt++LUlJSfLcc8/J4MGDFc9dvny5WFlZSadOneT5558Xe3t7WbZsmaHdFJcMqrGsM2fOFC8vL4mOjpbPPvtMgoODJSoqSjZs2CD9+vUTR0dHiY+PVzRTr9cbnuK9atUqsbKykjfeeEOWL18ub7/9ttjZ2UlsbKyimWpsz3LlyhX40ul04ubmZphWmhrLqtPppHbt2qLT6SQoKEg+/vjjRz6pvaTU+L6okanG9oyKihJXV1eZPn267Nu3T86dOydnz56Vffv2yfTp08XNzU0mTZqkaKaIOvuj//3vf+Lh4SGjRo2SkJAQGTZsmPj6+sqyZctk6dKl4uPjIzNmzDD7TDX2uyIsgErEzs5OTp06JSIiAQEB8vvvvxu1JyQkiJeXl+K59evXl08//dQw/f3334uzs7PhBmSm2OmosawBAQGyfv16w/SRI0ekQoUKhr8URo4cKW3btlU0U6fTGb6ITZo0MfwF9MDMmTOlUaNGimaqsT2dnZ2lU6dOsmTJEsNr8eLFYmVlJVOmTDHMU5oay/pgmyYlJcnrr78u5cuXF1tbW+nZs6esX79ecnNzFc0TUef7okamGtvTx8dH1qxZU2j76tWrxdvbW9FMEXX2R1WrVpWff/5ZRO7fU0mv18t3331naF+5cqWEhoaafaYa+10RFkAlUrNmTVm3bp2IiAQGBuY7xL5v3z5xdXVVPNfJyUlOnjxpNG/r1q3i4uIiCxYsMMlOR41ldXR0lNTUVMN0bm6uWFtby7lz50REJCkpSZydnRXNfPiLWLlyZUlMTDRqP3LkiLi5uSmaqcb2PHbsmDRq1Ej69+8v169fN8y3traWQ4cOKZr1MDWW9eFtKiKSlZUlsbGx0rp1a8Npk/fee0/RTDW+L2pkqrE9HRwcijxNe/DgQXFwcFA0U0Sd/ZG9vb2kpaUZTT98mvHkyZPi4uJi9plq7HdFRCxoNFPpGzp0KEaPHo3jx4/j9ddfxzvvvIMTJ04AAFJTU/HWW2+hXbt2iue6urri/PnzRvNatGiBn3/+GaNHj8bcuXMVz1RjWWvWrIm4uDjD9NatW2FrawtPT08AgL29PXQ6naKZAJCcnIwDBw7AwcEBubm5Rm25ubnIyclRNE+N7Vm9enXs3r0bnp6eqFevHnbt2qV4RkHUWNa8nxFbW1v06dMHv/32G06cOIGBAwdiyZIlimaq8X1RI1ON7fnMM89gypQpBd5g8d69e5g6dSqeeeYZxXPV2B+5ubkZ3SDw6aefhouLi2E6KyvLIjKB0t/vAuAg6JJ64403xMbGRoKCgsTe3l70er3Y2tqKXq+Xhg0bSnp6uuKZ3bp1y3eI8IGtW7eKk5OTSW4bXtrLumLFCrGxsZFevXpJ//79xdnZWcaOHWto/+yzzyQsLEzRzAeDKR8MrIyOjjZqj42NlZCQEEUz1dqeD2zevFn8/Pxk3LhxYmNjY9IjQGosa94jQAUxxWkwNfYNpZ2pxvY8cOCAeHp6Srly5aR79+7y2muvybBhw6R79+5Svnx58fLyMnoch1LU2B+1bNmyyFPRK1euVPxZa2pkqrHfFRHhfYAUkJKSgnXr1uHkyZPIzc2Fl5cXmjRpgjZt2pikUv7999+xe/dujBs3rsD2bdu24euvv8bixYsVzy7tZd2wYQOWLVuGrKwstG/fHkOHDjW0Xbp0CQBQoUIFxfJOnz5tNO3s7Gz0/kuXLgUA9O/fX7FMNbfnA5cuXcLQoUOxdetW7NmzB7Vq1TJJjhrL+uGHH2L06NFwdHRU7D2Lq7S/L6WdqdZn9/r161i2bBn27NmDjIwMAICnpyfCwsLQt29fuLq6Kpr3QGnvj44ePQobGxsEBgYW2B4bGwtra2v06tXLrDPV2O8CvBEiERERaRDHAJlQdnY20tLSSj333r17pZ5rymW9ceMGfv/9d6xYsQIrV67E77//jhs3bpgk61HUWLdayVQzt7SpsW9QI9PS9kUA90cWlan4STUySEpKMunYjbKUa4rM7OxsGTlypDg4OIhOpxM7OzuxtbUVnU4nDg4O8uabb8rdu3cVzXwUS1m3ZTHTlLkxMTHSunVreemllww3C3zg33//lcDAQMUzi6KVbWpJmdwfWV4mjwBRmfX222/jhx9+wOLFi3H58mXcuXMHWVlZuHz5MhYvXozVq1dj9OjRaneTyrhPP/0Uo0ePRlBQEOzs7NCxY0dMmzbN0J6Tk5NvDAJRXtwfWR4+C6wEnn766SLbb9++bTG5amTGxsZixYoVaNWqldF8d3d39O7dGxUrVsTLL7+M6OhoxTK1sm619Nn9/PPP8cUXX6Bv374AgBEjRqB79+64ffs2oqKiFM8DtLNNtZIJcH9kaZkAC6ASSU5Oxssvv1zoaPn09HQcPXrUInLVyLx9+3aRDxmsUKGC4l8MraxbLX12U1NT0bhxY8N0WFgYtmzZgtatWyM7OxuRkZGK5gHa2aZayQS4P7K0TAAcA1QSDRo0kPnz5xfavm/fPpOct1QjV43Mzp07S+vWrSUjIyNfW0ZGhrRt21a6dOmiaKZW1q2WPru+vr6yffv2fPMPHTokHh4e0q9fP4tYv8w0XaYI90eWlikiwiNAJfD888/jyJEjhba7uLigWbNmFpGrRub8+fPRsWNH+Pj4IDQ0FB4eHtDpdMjIyMDBgwcREhKCX375RdFMraxbrX12f/jhBzRt2tRofkhICDZv3oyWLVsqmvcgUwvbVCuZAPdHlpYJ8D5AVMbl5uZi06ZNBd7wrF27dtDrOY6finbgwAEkJibi1VdfLbD90KFDWLVqFT744INS7hmZG+6PLAsLICIiItIcngIrgeLemMnPz8/sc5nJTHPNZSYzzTWXmabLBHgEqET0en2Bz9YREcN8nU5X4FOLzS2Xmcw011xmMtNcc5lp2m3KI0AlsG/fvgLniwi+++47fPrpp3B2draIXGYy01xzmclMc81lpmm3KS+DV1hcXJw0aNBAXFxc5IMPPpDr169bbC4zmWmuucxkprnmMlM5LIAUkpCQIG3atBE7OzuJiIiQ8+fPW2wuM5lprrnMZKa55jJTeSyASujYsWPSq1cvsbKykj59+siJEycsNpeZzDTXXGYy01xzmWk6LIBKYPjw4WJrayvt27eXffv2WXQuM5lprrnMZKa55jLTtHgVWAno9XrY29sjKCioyJ/bu3ev2ecyk5nmmstMZpprLjNNlwnwKrASUevOsWrkMpOZ5prLTGaaay4zTYtHgIiIiEhz+OAShWVlZeHEiRPIysrSRC5ZDi18hnJycnD+/HlcuHABOTk5pZp58eLFUslTixbXrRa+M2o6f/684ZlrpsACqASWLFmCPXv2AADu3LmDIUOGwMnJCTVr1oSzszOGDRtmki+GGrl16tTBpEmTcObMGUXf91H279+PyZMnY/78+fl2cpmZmRg0aJDimV9++SUGDBiAxYsXAwBWrFiB4OBgVK1a1SSHao8ePYqHD8Tu3LkT3bt3R+3atdGmTRv8+OOPimeq9dkF1Nmma9asQZMmTeDo6Ahvb294eXnB0dERTZo0wdq1axXPA4BffvkFzZo1g5OTE7y9veHh4QF3d3f069ev2Lf+f1xct6Zbt2p9Z0p7f6RG5uXLl/HCCy/A398fERERyMnJwZAhQ+Dl5YUqVaqgcePGSE9PVzyXV4GVQPXq1SU+Pl5ERN555x0JCAiQ1atXS0pKiqxdu1Zq1qwpo0ePtohcnU4nFSpUECsrK2nfvr2sWrVKsrOzFc3Ia9OmTWJrayu1a9cWPz8/qVixomzZssXQnpGRIXq9XtHM2bNni5OTk/Ts2VO8vLxk8uTJUqFCBZk8ebJERUWJm5ubfP7554pm6vV6w70utm7dKnq9Xrp06SJTpkyRF154QfR6vWzcuFHRTLU+u2ps088++0xsbW1l2LBhsmbNGtm9e7fs2rVL1qxZI8OGDRM7OztZuHChoplLly4VFxcXiYyMlLFjx4qHh4eMHTtWFixYIM2bN5eKFSvK0aNHFc3kujXduhVR5zujxv5IjcxXX31VQkNDZe7cudK8eXPp3r27PPXUU7Jz507ZvXu3NGrUSPr3769opggvgy8ROzs7OX36tIiI1KxZUzZs2GDU/vvvv4ufn59F5Op0Ojl79qysWbNGunTpItbW1lKpUiV5++23JTk5WdGsB8LCwmT8+PEiIpKbmysfffSRODs7G5bXFDv0oKAgWb58uYiI7N27V6ytreXLL780tC9atEgaNGigaKZOpzMUQK1bt5YRI0YYtY8dO1aaNWumaKZan101tmm1atWMtmFeX331lVStWlXRzKCgIPnuu+8M0/Hx8eLj4yO5ubkiItK7d2/p0aOHoplct6ZbtyLqfGfU2B+pkenl5SW7du0SkfufU51OJ7/++quhfefOnVKlShVFM0VYAJWIv7+/4S+sKlWqGP46eCA5OVmcnJwsIvfhX9IiIunp6TJ16lSpUaOG6PV6CQsLk6+++krRTFdXVzl+/LjRvNjYWHFycpKffvrJJDt0BwcHw05O5P5O7+DBg4bpY8eOibu7u6KZD69bLy8v2bNnj1H7oUOHpEKFCopmqvXZVWOb2tvby+HDhwttT0lJEXt7e0UzHRwcJDU11WietbW1nD17VkRE/vzzT8U/R1y3plu3Iup8Z9TYH6mR6ejoKKdOnTJM29jYyN9//22YPnnypEn2RxwDVAKvvPIKJkyYgKtXr6Jfv36IiorCjRs3AAC3bt3CxIkT0aRJE4vIzfukXk9PT4wbNw5Hjx7F5s2bUa1aNYwcOVLRTDs7O1y9etVoXp8+ffDVV1/h5Zdfxpo1axTNAwBHR0fcvHnTMF2pUqV8D+FT+onEAHD9+nVkZmbCwcEBdnZ2Rm22tra4ffu2onlqfXbV2Ka1a9fGwoULC23/4osvULt2bUUzAwICkJCQYJjeu3cv9Ho9PDw8AADly5dHdna2oplct6Zbt4A63xk19kdqZNaoUQPr1q0DAGzYsAH29vb49ddfDe2bNm1CYGCgopkAOAaoJLKysqRr165Srlw5adu2rdjb24ujo6PUqFFDnJycxM/PT44cOWIRuXmPABXk2rVrima2bdtWZs6cWWBbbGys2NjYKP4XbZMmTYwOr+f1888/S2hoqKKZOp1O9Hq96PV60el0+U4prF27VmrUqKFoplqfXTW26bZt28TJyUlCQkIkMjJSpk2bJtOnT5fIyEipXbu2ODs7y/bt2xXNnDdvnri5ucmYMWPk/fffF29vbxk8eLChfdmyZVK/fn1FM7lu7zPFuhVR5zujxv5Ijcxly5aJlZWVVK9eXezt7WXVqlXi7e0tvXr1kpdffllsbW1l3rx5imaKiPBGiCVga2uLH3/8ERs3bsTPP/8MKysr5ObmwsvLC02aNEHfvn3h5ORkEbkDBgyAg4NDkT/j6uqqaObw4cOxffv2Atv69OkDAEX+9fkkZsyYUeS6S0tLw2uvvaZo5tatW42mvby8jKZPnTqFoUOHKpqp1mdXjW3avHlzHDx4EAsWLMCePXsMl9V6enqic+fOGDZsGAICAhTNjIiIgF6vx7Jly5CVlYWBAwfivffeM7Q/88wziI2NVTST6/Y+U6xbQJ3vjBr7IzUyX3nlFfj7++PPP/9E48aNERYWhuDgYEyfPh23bt3CwoULMWDAAEUzAd4IkYiIiDSIY4AsiIggNzdX7W6YxOnTp/Hnn3/ir7/+wunTp0s935LXbVpaGv78808kJCSodkO5JUuW4Nq1a6pkW7rSXrfHjh3D5s2bcfz48VLLVIulL6va+waTf3YVP6mmIc7OzjJo0CDD5XulJTs7WyZMmCDNmjWT999/X0REPvroI3F0dBRbW1vp37+/ZGVlKZq5adMmo/v+LF++XOrWrSuOjo5SrVo1mTNnjqJ5D8yaNUt8fHwM42MejJfx8fGR2bNnK56nxrp9lKSkJMXHboiIxMTEiJ+fn2H80YNXkyZNJCEhQfG8otjY2JjsdgpqfU+LYqptWhBTrttp06bJ5s2bRUTk8uXL0qpVK6PvaYcOHeTKlSuKZqq1PdVYVrX2u2Vl32DKz64IL4MvEZ1OJ7Vr1xadTidBQUHy8ccfP3KgsBL+97//iYeHh4waNUpCQkJk2LBh4uvrK8uWLZOlS5eKj4+PzJgxQ9HMh2/Wt2rVKrGyspI33nhDli9fLm+//bbY2dlJbGysoplRUVHi6uoq06dPl3379sm5c+fk7Nmzsm/fPpk+fbq4ubnJpEmTFM1UY90+SlJSkuh0OkXfc+bMmeLl5SXR0dHy2WefSXBwsERFRcmGDRukX79+4ujomO8yXyWUK1euwJdOpxM3NzfDtJLU+p4WxRTbVI116+fnJ/v37xcRkSFDhkj9+vVl7969cvv2bUlKSpLnnnvOaICyEtTanmosqxr7XTX2DWp8dkVEOAaoBPR6PTIyMpCeno4vv/wSsbGxuHHjBjp37owhQ4agQ4cO+S4fV0K1atUwZ84cdO7cGcePH0etWrUQGxuL3r17AwC+//57REVF4e+//1Ys88GyVq5cGc8//zxat26NDz/80ND+8ccfY+XKlfjrr78Uy/T19cXcuXPRvXv3AtvXrFmD119/HWfPnlUsU41127NnzyLbr127hm3btin6fKXAwEDMnz8f4eHhAO4/jqNx48bIyMiAtbU13nzzTaSkpBhdiqoEFxcXNG/eHC+99JJhnohgyJAhiIqKQpUqVQBA0QGPanxP1dimaqxbe3t7HDlyBP7+/ggMDMTXX3+NZs2aGdoTExPRpUsXnDt3TrFMtfa7ai5rae531dg3qPHZfRBCTyjvpeFZWVkSGxsrrVu3Npymee+99xTPtbe3l7S0NKPplJQUw/TJkyfFxcVF0cyHl7Vy5cqSmJho1H7kyBFxc3NTNNPBwaHIw58HDx4UBwcHRTPVWLfW1tYSHh4uAwcOLPDVtWtXxU+XODo6Gt1MLjc3V6ytreXcuXMicv8IhbOzs6KZIvdvovbgtvbXr183zLe2tpZDhw4pnieizvdUjW2qxrqtWbOmrFu3TkREAgMD852W2rdvn7i6uiqaqdZ+V+1lLa39rhr7BjU+uyI8BVYiDx+ezCs1NVX+97//ia+vr+K5Hh4ecuDAAcN048aN5Z9//jFMp6SkmOSLuHXrVtm/f7/4+/vnOwSakpKi+JeiefPm8sorrxT4zLHs7Gzp27evNG/eXNFMNdZtnTp1inycwL59+xT/ZVmvXj2jZzRt3rxZHB0dDY8TOHz4sOKF3gPZ2dkyZswYqVatmuzcuVNETLujU+N7qsY2FSn9dTtz5kwJDg6WY8eOySeffCJhYWGGu1GfPHlSWrRoIS+++KKimWrtd9VYVjX2u2rtG0r7syvCAqhEinNzwAcfGiW1bNlSlixZUmj7ypUrTfK8qocHIkdHRxu1x8bGSkhIiKKZBw4cEE9PTylXrpx0795dXnvtNRk2bJh0795dypcvL15eXka3aFeCGut24MCB+Z7/9bDk5GQJCAhQNHPFihViY2MjvXr1kv79+4uzs7OMHTvW0P7ZZ59JWFiYopl5bd68Wfz8/GTcuHFiY2NTakeACqL091SNbfqw0lq3IiJvvPGG2NjYSFBQkNjb24terxdbW1vR6/XSsGFDSU9PVzRPrf2uiDrLWtr7XbX3DaX52eUYoBL48MMPMXr0aDg6OpZq7tGjR2FjY1PorcFjY2NhbW2NXr16KZaZ99JzZ2dnVKhQwTC9dOlSAED//v0VywTuPyJi2bJl+W6yFhYWhr59+yp+80U11m1WVhZycnJK/XO0YcMGw83k2rdvb3SzxUuXLgGA0TY2hUuXLmHo0KHYunUr9uzZg1q1aimeocb3VK1t+rDSWLcPpKSkYN26dTh58qTRzQHbtGmj+Hgctfa7D5Tmsqq131V731Ban10WQERERKQ5vBGiCd27dw9paWlqd8PinD9/nuuViMqU7Oxs7pfMDAsgEzp06JBpnmALYP78+WjTpg169eqFLVu2GLVdvHgRVatWNfvM69ev4z//+Q/8/f0xYMAA3L17FxEREfDy8kJgYCCaN2+OzMxMRTMBbaxbtTLVymUmM00tOTnZJPt7raxfNTJZAJmhTz/9FKNHj0ZQUBDs7OzQsWNHTJs2zdCek5Oj+OMi1MgcP348EhMT8c477yAtLQ29evXC9u3bsWPHDmzbtg2XL1/GjBkzFM3UyrpVI1OtXGYy01xpZf2qtk1NNrxaA+rXr1/kKygoyCSXuoaEhMjy5csN07t375bKlSsb7n2RkZGheK4amb6+vrJlyxYRETl79qzodDr56aefDO2//PKL1KpVS9FMraxbNTLVymUmM5Wgxv5eK+tXrW1qrXxJpR3Jycl4+eWXCz3smZ6ejqNHjyqem5qaisaNGxumw8LCsGXLFrRu3RrZ2dmIjIy0iMwLFy6gevXqAABvb284ODgYXQ1Qu3ZtnDlzRtFMraxbNTLVymUmM5Wgxv5eK+tXrW3KAqgEQkND8eyzz2L48OEFticlJeGLL75QPLdixYo4c+YMAgICDPNq166NLVu2oFWrVoo+GkLNzAoVKuDff/+Fr68vAKBbt25wd3c3tN+4cQN2dnaKZmpl3aqRqVYuM5mpBDX291pZv2ptU44BKoHnn38eR44cKbTdxcXF6FkxSub+8MMP+eaHhIRg8+bN2Lhxo0VkPvXUU4iPjzdMx8bGonLlyobp+Ph4BAcHK5qplXWrRqZaucxkplK5pb2/18r6VWubcgyQGdq/f78sWrSo0PaDBw/KxIkTzT7z0qVLcuXKlULb169fL1u3blU0UyvrVo1MtXKZyUxzpZX1q9Y25Y0QiYiISHM4BkgBx44dw+7du5GRkQGdTgcPDw80btwYNWrUsLhcrWQW5ubNm0hMTDTJqU2tunLlCo4fPw4vLy/4+PhYRGZiYiIaNGig+Psy89G08B199dVXMWXKFHh7e5dKXml/R69evYrvv/8eaWlp8Pf3x0svvQQ3NzflgxQ/pqQhV69ela5du4pOpxN3d3epWbOm1KhRQ9zd3UWv10u3bt3k2rVrFpGrlcxHSUpKUvxyzLt378ro0aOlWrVq0qhRo3yHgk1xCagamSIi48aNk5s3bxr6MHToUMPDHvV6vfTo0UNu375t9pk6nU6qVq0qU6ZMkX/++UfR99Z65qOY4jsqos53Zv/+/QW+bGxsZM2aNYZpJanxfXnhhRfkhx9+EBGRQ4cOScWKFaVSpUry7LPPioeHh3h6ekpycrKimSJ8GnyJ9OvXT+rUqSN79uzJ17Znzx556qmnpH///haRq5XMRzHFzvWDDz4QDw8PmTlzpkyYMEHc3Nzkv//9r6E9IyNDdDqd2WeKiOj1esOTvKdMmSKVKlWSH374Qc6ePSs///yzVKlSRaKiosw+U6fTydChQ8XDw0Osra2lU6dOsmbNGrl3756iOVrMfBRTFUBqfGfyPg3+4dfDRYmS1Pi+VKxYUY4ePSoiIuHh4dK3b1/JysoSkftF2ODBg6Vdu3aKZoqwACoRNze3An85P/DHH3+Im5ubReRqJbNcuXJFvlxdXRXf4VSvXl1+/vlnw/Tx48elRo0aMnDgQMnNzTXJX5ZqZIrc36E/2LnWq1dPvvrqK6P2FStWSHBwsMVkZmdny6pVq6Rjx45iZWUlHh4eMmbMGDl8+LCieVrKVOM7KqLOd6Zu3brSqVMnSUlJkVOnTsmpU6ckNTVVrK2tJS4uzjBPSWp8XxwcHOT48eMiIuLl5SV79+41aj9y5IhJfpdyDFAJ6XS6J2ozx1wtZGZlZWH48OGoU6dOge2nT5/Ghx9+qGjm2bNnERoaapiuVq0atm3bhlatWqFfv3746KOPFM1TK/OBB9vtzJkzeOaZZ4zannnmGZPc8l6NTACwtrbGCy+8gBdeeAFnz57FokWLsGTJEnz88cdo0qQJtm/fzszHpMZ3FFDnO/PXX39hzJgxeOGFF7Bs2TLUr1/f0Obt7Q1/f3/FM4HS/7489dRT2LJlC6pVqwZPT0+cPn3aaFlPnz4NBwcHRTMBcAxQSfznP/+Rp556SuLj4/O1xcfHS7169aRfv34WkauVzMaNG0t0dHSh7aY4vB4YGCi//fZbvvlnz56VmjVrSps2bSwiU+T+X5dTpkyROXPmiLe3t2zfvt2oPSkpScqVK2f2mQ+fRijIb7/9Jn379mXmE1DjOyqi3ndG5P4tP3x8fGTq1KmSk5Mj1tbWcujQIZNkqfF9WbdunZQvX14WL14sixcvloCAAPnyyy9l165dsmjRIvH19ZXRo0crminCU2AlcuXKFenQoYPodDopV66c1KpVS4KCgqRcuXKi1+slPDy8yPvYmFOuVjKnTJlS5P0m0tLSZODAgYpmDh48WAYNGlRg2z///CPVq1dXfMeqRqaIiL+/vwQEBBheeX+RzZ49W5577jmzz3z4NEJp0UqmGt9REfW+Mw9kZGRIeHi4PP/88yYtgNT4voiIrFq1Snx8fPKNebK3t5fIyEiTjCvjfYAUcPjwYfzxxx/IyMgAAHh6eiIsLAxBQUEWl6uVzNJ0+vRpHD58GO3bty+wPT09Hb/++isGDBhg1pnFsWfPHtjZ2Rkd/jbHzN9//x1NmjSBtXXpjTLQSqZaysp35tNPP8XWrVsxd+7cUrttxMNM+R3NycnB3r17cfLkSeTm5sLLywsNGjSAi4uL4lkAwAKIiIiINIfPAjOhK1euYOnSpZrIZSYzzTWXmcw011xmlpDiJ9XIwFSD8cpiLjOZaa65zGSmueYys2Qs/8StCWVmZhbZfv36dYvJZSYzzTWXmcw011xmmi4T4BigEtHr9UXei0ZEoNPpkJOTY/a5zGSmueYyk5nmmstM02UCfBhqibi4uGDChAl49tlnC2w/duwYXnvtNYvIZSYzzTWXmcw011xmmi4TYAFUIk8//TQAoHnz5gW2u7u7wxQH2NTIZSYzzTWXmcw011xmmi4T4FVgJdK3b1/Y29sX2u7p6YkPPvjAInKZyUxzzWUmM801l5mmywQ4BoiIiIg0iEeAiIiISHM4BqiEbt68idjYWOzevRsZGRnQ6XTw8PBAkyZN0KdPHzg5OVlMLjOZaa65zGSmueYy03SZPAVWAsnJyWjbti1u3bqF5s2bw8PDAyKCCxcu4Pfff4eTkxN+/fVXhISEmH0uM5lprrnMZKa55jLTtNuUd4IugRYtWsjLL78sWVlZ+dqysrKkT58+0qJFC4vIZSYzzTWXmcw011xmmnabsgAqAQcHBzl06FCh7X///bc4ODhYRC4zmWmuucxkprnmMtN0mSIiHARdAuXKlcOxY8cKbT9+/DjKlStnEbnMZKa55jKTmeaay0zTZQLgKbCS+OCDD8TNzU1mzpwpSUlJkp6eLhkZGZKUlCQzZ86UcuXKyYcffmgRucxkprnmMpOZ5prLTNNuUxZAJTR9+nTx8vISnU4ner1e9Hq96HQ68fLykhkzZlhULjOZaa65zGSmueYy03SZvApMIampqcjIyABw/66VgYGBFpvLTGaaay4zmWmuucxUHgsgIiIi0hwOgi6h27dvY+fOnUhOTs7XdufOHSxdutRicpnJTHPNZSYzzTWXmSbcpiY5saYRR44cEX9/f8M5y+bNm8u5c+cM7RkZGaLX6y0il5nMNNdcZjLTXHOZabpMEV4GXyLvvvsu6tSpgwsXLuDIkSNwdXVFkyZNkJaWZnG5zGSmueYyk5nmmstM025THgEqgcqVK8uBAweM5o0YMUL8/PzkxIkTJqta1chlJjPNNZeZzDTXXGaadpvyYaglcPv2bVhbG6/CmJgY6PV6NG/eHLGxsRaTy0xmmmsuM5lprrnMNO025RGgEmjUqJEsXbq0wLaIiAhxd3c3SdWqRi4zmWmuucxkprnmMtO025QFUAlMnTpVwsPDC20fPny46HQ6i8hlJjPNNZeZzDTXXGaaLlOEN0IkIiIiDeJVYERERKQ5LICIiIhIc1gAERERkeawACIiIiLNYQFEREREmsMCiIiIiDSHBRARERFpDgsgIiIi0pz/By8mYLzfmAnbAAAAAElFTkSuQmCC", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "output_eval.plot_at_event(\n", " data_transf=lambda x: x.rename(index=event_id_to_name), logy=True\n", ")\n", "output_eval.plot_at_region(\n", " data_transf=lambda x: x.rename(index=country_code_to_name), logy=True\n", ")" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can do an event- *and* country-based comparison using a heatmap using {py:meth}`~climada.util.calibrate.base.OutputEvaluator.plot_event_region_heatmap`\n", "Since the magnitude of the impact values may differ strongly, this method compare them on a logarithmic scale.\n", "It divides each modelled impact by the observed impact and takes the the decadic logarithm.\n", "The result will tell us how many orders of magnitude our model was off.\n", "Again, the considerations for \"nicer\" index and columns apply." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "output_eval.plot_event_region_heatmap(\n", " data_transf=lambda x: x.rename(index=event_id_to_name, columns=country_code_to_name)\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Handling Missing Data\n", "\n", "NaN-valued input data has a special meaning in calibration: It implies that the impact calculated by the model for that data point should be ignored.\n", "Opposed to that, a value of zero indicates that the model should be calibrated towards an impact of exactly zero for this data point.\n", "\n", "There might be instances where data is provided for a certain region or event, and the model produces no impact for them.\n", "This is always treated as an impact of zero during the calibration.\n", "Likewise, there might be instances where the model computes an impact for a region for which no impact data is available.\n", "In these cases, {py:attr}`~climada.util.calibrate.base.Input.missing_data_value` of {py:class}`~climada.util.calibrate.base.Input` is used as fill value for the data.\n", "According to the data value logic mentioned above, `missing_data_value=np.nan` (the default setting) will cause the modeled impact to be ignored in the calibration.\n", "Setting `missing_data_value=0`, on the other hand, will calibrate the model towards zero impact for all regions or events where no data is supplied.\n", "\n", "Let's exemplify this with a subset of the data used for the last calibration.\n", "Irma is the cyclone with ID `2017242N16333`, and it hit most locations we were looking at before.\n", "It has the event ID `1454` in our setup.\n", "Let's just use this hazard and the related data for now.\n", "\n", "NOTE: We must pass a dataframe to the input, but selecting a single row or column will return a Series.\n", "We expand it into a dataframe again and make sure the new frame is oriented the correct way." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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region_id284492132192212214388484630659662670796
1454211176356.81801876.3213.000000e+09NaN1.099275e+10NaNNaNNaNNaNNaN18484889.46NaNNaN500000000.0
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" ], "text/plain": [ "region_id 28 44 92 132 192 212 \\\n", "1454 211176356.8 1801876.321 3.000000e+09 NaN 1.099275e+10 NaN \n", "\n", "region_id 214 388 484 630 659 662 670 796 \n", "1454 NaN NaN NaN NaN 18484889.46 NaN NaN 500000000.0 " ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hazard_irma = all_tcs.select(event_names=[\"2017242N16333\"])\n", "data_irma = data.loc[1454, :].to_frame().T\n", "data_irma" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's first calibrate the impact function only on this event, including all data we have." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "from climada.util.calibrate import (\n", " Input,\n", " BayesianOptimizer,\n", " OutputEvaluator,\n", " msle,\n", ")\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "def calibrate(hazard, data, **input_kwargs):\n", " \"\"\"Calibrate using custom hazard and data\"\"\"\n", " # Define calibration input\n", " input = Input(\n", " hazard=hazard,\n", " exposure=exposure,\n", " data=data,\n", " impact_func_creator=impact_func_tc,\n", " cost_func=msle,\n", " impact_to_dataframe=lambda imp: imp.impact_at_reg(exposure.gdf[\"region_id\"]),\n", " bounds=bounds,\n", " **input_kwargs,\n", " )\n", "\n", " # Create and run the optimizer\n", " with log_level(\"INFO\", name_prefix=\"climada.util.calibrate\"):\n", " opt = BayesianOptimizer(input)\n", " controller = BayesianOptimizerController.from_input(input)\n", " bayes_output = opt.run(controller=controller)\n", "\n", " # Evaluate output\n", " output_eval = OutputEvaluator(input, bayes_output)\n", " output_eval.impf_set.plot()\n", "\n", " plt.figure() # New figure because seaborn.heatmap draws into active axes\n", " output_eval.plot_event_region_heatmap(\n", " data_transf=lambda x: x.rename(\n", " index=event_id_to_name, columns=country_code_to_name\n", " )\n", " )\n", "\n", " return bayes_output.params # The optimal parameters" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2025-04-25 14:27:18,449 - climada.util.calibrate.bayesian_optimizer - INFO - Optimization iteration: 0\n", "2025-04-25 14:27:20,708 - climada.util.calibrate.bayesian_optimizer - INFO - Optimization iteration: 1\n", "2025-04-25 14:27:23,082 - climada.util.calibrate.bayesian_optimizer - INFO - Optimization iteration: 2\n", "2025-04-25 14:27:25,550 - climada.util.calibrate.bayesian_optimizer - INFO - No improvement. Stop optimization.\n" ] }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "param_irma = calibrate(hazard_irma, data_irma)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we now remove some of the damage reports and repeat the calibration, the respective impact computed by the model will be ignored.\n", "For Saint Kitts and Nevis, and for Turks and the Caicos Islands, the impact is overestimated by the model.\n", "Removing these regions from the estimation should shift the estimated parameters accordingly, because by default, impacts for missing data points are ignored with `missing_data_value=np.nan`." ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2025-04-25 14:27:38,008 - climada.util.calibrate.bayesian_optimizer - INFO - Optimization iteration: 0\n", "2025-04-25 14:27:40,210 - climada.util.calibrate.bayesian_optimizer - INFO - Optimization iteration: 1\n", "2025-04-25 14:27:42,394 - climada.util.calibrate.bayesian_optimizer - INFO - Optimization iteration: 2\n", "2025-04-25 14:27:44,707 - climada.util.calibrate.bayesian_optimizer - INFO - No improvement. Stop optimization.\n" ] }, { "data": { "text/plain": [ "{'scale': 1.0, 'v_half': 44.48812601602297}" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "calibrate(hazard_irma, data_irma.drop(columns=[659, 796]))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, the calibration should change into the other direction once we require the modeled impact at missing data points to be zero:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2025-04-25 14:27:58,736 - climada.util.calibrate.bayesian_optimizer - INFO - Optimization iteration: 0\n", "2025-04-25 14:28:01,264 - climada.util.calibrate.bayesian_optimizer - INFO - Optimization iteration: 1\n", "2025-04-25 14:28:04,332 - climada.util.calibrate.bayesian_optimizer - INFO - Optimization iteration: 2\n", "2025-04-25 14:28:07,387 - climada.util.calibrate.bayesian_optimizer - INFO - No improvement. Stop optimization.\n" ] }, { "data": { "text/plain": [ "{'scale': 0.029173288291594105, 'v_half': 110.11137319113446}" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "calibrate(hazard_irma, data_irma.drop(columns=[659, 796]), missing_data_value=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Actively requiring that the model calibrates towards zero impact in the two dropped regions means that it will typically strongly overestimate the impact there (because impact actually took place).\n", "This will \"flatten\" the vulnerability curve, causing strong underestimation in the other regions." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## How to Continue\n", "\n", "While the found impact function looks reasonable, we find that the model overestimates the impact severely for several events.\n", "This might be due to missing data, but it is also strongly related to the choice of impact function (shape) and the particular goal of the calibration task.\n", "\n", "The most crucial information in the calibration task is the cost function.\n", "The RMSE measure is sensitive to the largest errors (and hence the largest impact).\n", "Therefore, using it in the calibration minimizes the overall error, but will incorrectly capture events with impact of lower orders of magnitude.\n", "Using a cost function based on the ratio between modelled and observed impact might increase the overall error but decrease the log-error for many events.\n", "\n", "So we present some ideas on how to continue and/or improve the calibration:\n", "\n", "1. Run the calibration again, but change the number of initial steps and/or iteration steps.\n", "2. Use a different cost function, e.g., an error measure based on a ratio rather than a difference.\n", "3. Also calibrate the `v_thresh` parameter. This requires adding constraints, because `v_thresh` < `v_half`.\n", "4. Calibrate different impact functions for houses in Mexico and Puerto Rico within the same optimization task.\n", "5. Employ the {py:class}`~climada.util.calibrate.scipy_optimizer.ScipyMinimizeOptimizer` instead of the `BayesianOptimizer`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ensemble Calibration\n", "\n", "The parameter space of a single calibration task gives an estimate of the uncertainty within that calibration.\n", "However, it only gives limited information on the uncertainty stemming from the model setup and impact data provided.\n", "To estimate the full model-chain uncertainty, we provide additional method for calibrating ensembles of impact functions based on subsets of the full impact data.\n", "\n", "We define two types of ensembles and hence calibration tasks:\n", "* The *average ensemble* (AE) collects impact functions that are calibrated on sampled subsets of the impact data.\n", "* The *ensemble of tragedies* (EoT) collects impact functions that are calibrated on a single impact record each.\n", "\n", "We provide two classes that calibrate these types of ensembles, namely {py:class}`~climada.util.calibrate.ensemble.AverageEnsembleOptimizer` and {py:class}`~climada.util.calibrate.ensemble.TragedyEnsembleOptimizer`.\n", "These classes define how the impact data is sampled for each individual impact function calibration task, and then defer this task to an underlying optimizer (which we showcased before).\n", "Both take {py:class}`~climada.util.calibrate.base.Input` object that could also be used in a single calibration optimizer." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Average Ensemble\n", "\n", "For each calibration of the AE, we sample the impact data by drawing a fraction of all impact values.\n", "In this case, let's draw the default 80% with an ensemble size of 5, meaning that we compute 5 distinct impact functions.\n", "As underlying optimizer, we again choose the {py:class}`~climada.util.calibrate.bayesian_optimizer.BayesianOptimizer`.\n", "The {py:class}`~climada.util.calibrate.bayesian_optimizer.BayesianOptimizerController` is passed via the ``optimizer_run_kwargs`` argument of {py:meth}`~climada.util.calibrate.ensemble.EnsembleOptimizer.run`.\n", "Note that you must provide the *type* of the underlying optimizer when constructing an `EnsembleOptimizer`." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n", "100%|██████████| 20/20 [03:01<00:00, 9.08s/it]\n" ] } ], "source": [ "from climada.util.calibrate import (\n", " Input,\n", " AverageEnsembleOptimizer,\n", " BayesianOptimizer,\n", " BayesianOptimizerController,\n", " msle,\n", ")\n", "from climada.util import log_level\n", "\n", "# Define calibration input\n", "with log_level(\"WARNING\", name_prefix=\"climada.util.calibrate\"):\n", " input = Input(\n", " hazard=hazard,\n", " exposure=exposure,\n", " data=data,\n", " impact_func_creator=impact_func_tc,\n", " cost_func=msle,\n", " impact_to_dataframe=lambda imp: imp.impact_at_reg(exposure.gdf[\"region_id\"]),\n", " bounds=bounds,\n", " )\n", "\n", " # Create and run the optimizer\n", " opt_ae = AverageEnsembleOptimizer(input, optimizer_type=BayesianOptimizer)\n", " controller = BayesianOptimizerController.from_input(input)\n", " output_ae = opt_ae.run(controller=controller)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The output of an ensemble optimizer is different from that of a single optimizer.\n", "Instead of the parameter space for each optimization we only provide the best estimate of each iteration, along with some information on the events and regions the particular function was calibrated on.\n", "We also provide methods for plotting the resulting ensemble of impact functions." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ParametersEvent
scalev_halfevent_idregion_idevent_name
00.22277337.142783[1333, 1344, 1351, 1361, 3686, 1390, 3743, 142...[44, 92, 132, 214, 388, 484, 630, 659, 662, 796][2010176N16278, 2010257N16282, 2010302N09306, ...
11.00000051.623892[1333, 1339, 1344, 1351, 1361, 3686, 1377, 374...[28, 44, 92, 132, 192, 212, 214, 484, 630, 662][2010176N16278, 2010236N12341, 2010257N16282, ...
21.00000062.106583[1339, 1351, 1361, 3686, 3691, 1390, 3743, 142...[28, 44, 92, 132, 212, 388, 484, 630, 662, 670...[2010236N12341, 2010302N09306, 2011233N15301, ...
31.00000061.436076[1339, 1351, 1361, 3691, 1421, 1426, 3777, 379...[28, 44, 92, 132, 192, 484, 630, 659, 662, 796][2010236N12341, 2010302N09306, 2011233N15301, ...
40.06014331.095014[1333, 1344, 1361, 3686, 3691, 1390, 3743, 379...[28, 44, 212, 214, 388, 484, 630, 659, 796][2010176N16278, 2010257N16282, 2011233N15301, ...
51.00000061.224231[1333, 1339, 1351, 3691, 1390, 3743, 1421, 377...[28, 132, 192, 212, 214, 388, 484, 630, 659, 6...[2010176N16278, 2010236N12341, 2010302N09306, ...
60.81983947.117318[1333, 1339, 1351, 1361, 3686, 1377, 3743, 142...[28, 44, 92, 132, 214, 484, 630, 659, 662, 670...[2010176N16278, 2010236N12341, 2010302N09306, ...
71.00000054.945455[1333, 1344, 1351, 1361, 3686, 3691, 1377, 139...[44, 92, 132, 192, 388, 484, 630, 670, 796][2010176N16278, 2010257N16282, 2010302N09306, ...
80.82551847.235135[1339, 1344, 1351, 1361, 3686, 1377, 1390, 374...[28, 44, 92, 212, 214, 388, 484, 630, 662, 670][2010236N12341, 2010257N16282, 2010302N09306, ...
91.00000053.537666[1339, 1344, 1351, 1361, 3686, 3691, 1390, 374...[28, 44, 92, 192, 212, 388, 484, 630, 659, 662...[2010236N12341, 2010257N16282, 2010302N09306, ...
101.00000046.770608[1344, 1351, 1361, 3691, 1421, 3777, 3795, 145...[28, 44, 92, 132, 192, 212, 214, 484, 630, 662][2010257N16282, 2010302N09306, 2011233N15301, ...
110.56438642.199320[1344, 1351, 1361, 1377, 1421, 1426, 3777, 145...[28, 44, 132, 192, 212, 214, 484, 630, 659, 66...[2010257N16282, 2010302N09306, 2011233N15301, ...
121.00000054.550104[1333, 1351, 1361, 3686, 3691, 1377, 1426, 379...[28, 44, 92, 192, 214, 484, 630, 662, 796][2010176N16278, 2010302N09306, 2011233N15301, ...
130.09419430.650604[1333, 1361, 3686, 1377, 1390, 3743, 1421, 379...[44, 92, 132, 192, 212, 214, 388, 484, 630, 65...[2010176N16278, 2011233N15301, 2011279N10257, ...
140.51723349.958477[1333, 1351, 1361, 3691, 1377, 1390, 3743, 377...[28, 44, 92, 192, 214, 388, 484, 630, 662][2010176N16278, 2010302N09306, 2011233N15301, ...
150.28971430.852674[1339, 1344, 1351, 1361, 3691, 1426, 3777, 379...[28, 44, 92, 192, 212, 214, 484, 630, 659, 670...[2010236N12341, 2010257N16282, 2010302N09306, ...
160.74963353.316453[1333, 1339, 1351, 1361, 3691, 1390, 3743, 142...[28, 44, 132, 192, 212, 214, 388, 484, 630, 66...[2010176N16278, 2010236N12341, 2010302N09306, ...
171.00000054.641313[1333, 1344, 1351, 1361, 3686, 3691, 1377, 374...[28, 44, 92, 192, 214, 484, 630, 659, 662, 670...[2010176N16278, 2010257N16282, 2010302N09306, ...
180.81288451.297538[1333, 1339, 1344, 1351, 1361, 1377, 1390, 374...[28, 44, 92, 192, 212, 214, 388, 484, 630, 662...[2010176N16278, 2010236N12341, 2010257N16282, ...
191.00000054.085105[1333, 1339, 1344, 1351, 1361, 3686, 3691, 137...[28, 44, 92, 132, 192, 212, 388, 484, 630, 659...[2010176N16278, 2010236N12341, 2010257N16282, ...
\n", "
" ], "text/plain": [ " Parameters Event \\\n", " scale v_half event_id \n", "0 0.222773 37.142783 [1333, 1344, 1351, 1361, 3686, 1390, 3743, 142... \n", "1 1.000000 51.623892 [1333, 1339, 1344, 1351, 1361, 3686, 1377, 374... \n", "2 1.000000 62.106583 [1339, 1351, 1361, 3686, 3691, 1390, 3743, 142... \n", "3 1.000000 61.436076 [1339, 1351, 1361, 3691, 1421, 1426, 3777, 379... \n", "4 0.060143 31.095014 [1333, 1344, 1361, 3686, 3691, 1390, 3743, 379... \n", "5 1.000000 61.224231 [1333, 1339, 1351, 3691, 1390, 3743, 1421, 377... \n", "6 0.819839 47.117318 [1333, 1339, 1351, 1361, 3686, 1377, 3743, 142... \n", "7 1.000000 54.945455 [1333, 1344, 1351, 1361, 3686, 3691, 1377, 139... \n", "8 0.825518 47.235135 [1339, 1344, 1351, 1361, 3686, 1377, 1390, 374... \n", "9 1.000000 53.537666 [1339, 1344, 1351, 1361, 3686, 3691, 1390, 374... \n", "10 1.000000 46.770608 [1344, 1351, 1361, 3691, 1421, 3777, 3795, 145... \n", "11 0.564386 42.199320 [1344, 1351, 1361, 1377, 1421, 1426, 3777, 145... \n", "12 1.000000 54.550104 [1333, 1351, 1361, 3686, 3691, 1377, 1426, 379... \n", "13 0.094194 30.650604 [1333, 1361, 3686, 1377, 1390, 3743, 1421, 379... \n", "14 0.517233 49.958477 [1333, 1351, 1361, 3691, 1377, 1390, 3743, 377... \n", "15 0.289714 30.852674 [1339, 1344, 1351, 1361, 3691, 1426, 3777, 379... \n", "16 0.749633 53.316453 [1333, 1339, 1351, 1361, 3691, 1390, 3743, 142... \n", "17 1.000000 54.641313 [1333, 1344, 1351, 1361, 3686, 3691, 1377, 374... \n", "18 0.812884 51.297538 [1333, 1339, 1344, 1351, 1361, 1377, 1390, 374... \n", "19 1.000000 54.085105 [1333, 1339, 1344, 1351, 1361, 3686, 3691, 137... \n", "\n", " \\\n", " region_id \n", "0 [44, 92, 132, 214, 388, 484, 630, 659, 662, 796] \n", "1 [28, 44, 92, 132, 192, 212, 214, 484, 630, 662] \n", "2 [28, 44, 92, 132, 212, 388, 484, 630, 662, 670... \n", "3 [28, 44, 92, 132, 192, 484, 630, 659, 662, 796] \n", "4 [28, 44, 212, 214, 388, 484, 630, 659, 796] \n", "5 [28, 132, 192, 212, 214, 388, 484, 630, 659, 6... \n", "6 [28, 44, 92, 132, 214, 484, 630, 659, 662, 670... \n", "7 [44, 92, 132, 192, 388, 484, 630, 670, 796] \n", "8 [28, 44, 92, 212, 214, 388, 484, 630, 662, 670] \n", "9 [28, 44, 92, 192, 212, 388, 484, 630, 659, 662... \n", "10 [28, 44, 92, 132, 192, 212, 214, 484, 630, 662] \n", "11 [28, 44, 132, 192, 212, 214, 484, 630, 659, 66... \n", "12 [28, 44, 92, 192, 214, 484, 630, 662, 796] \n", "13 [44, 92, 132, 192, 212, 214, 388, 484, 630, 65... \n", "14 [28, 44, 92, 192, 214, 388, 484, 630, 662] \n", "15 [28, 44, 92, 192, 212, 214, 484, 630, 659, 670... \n", "16 [28, 44, 132, 192, 212, 214, 388, 484, 630, 66... \n", "17 [28, 44, 92, 192, 214, 484, 630, 659, 662, 670... \n", "18 [28, 44, 92, 192, 212, 214, 388, 484, 630, 662... \n", "19 [28, 44, 92, 132, 192, 212, 388, 484, 630, 659... \n", "\n", " \n", " event_name \n", "0 [2010176N16278, 2010257N16282, 2010302N09306, ... \n", "1 [2010176N16278, 2010236N12341, 2010257N16282, ... \n", "2 [2010236N12341, 2010302N09306, 2011233N15301, ... \n", "3 [2010236N12341, 2010302N09306, 2011233N15301, ... \n", "4 [2010176N16278, 2010257N16282, 2011233N15301, ... \n", "5 [2010176N16278, 2010236N12341, 2010302N09306, ... \n", "6 [2010176N16278, 2010236N12341, 2010302N09306, ... \n", "7 [2010176N16278, 2010257N16282, 2010302N09306, ... \n", "8 [2010236N12341, 2010257N16282, 2010302N09306, ... \n", "9 [2010236N12341, 2010257N16282, 2010302N09306, ... \n", "10 [2010257N16282, 2010302N09306, 2011233N15301, ... \n", "11 [2010257N16282, 2010302N09306, 2011233N15301, ... \n", "12 [2010176N16278, 2010302N09306, 2011233N15301, ... \n", "13 [2010176N16278, 2011233N15301, 2011279N10257, ... \n", "14 [2010176N16278, 2010302N09306, 2011233N15301, ... \n", "15 [2010236N12341, 2010257N16282, 2010302N09306, ... \n", "16 [2010176N16278, 2010236N12341, 2010302N09306, ... \n", "17 [2010176N16278, 2010257N16282, 2010302N09306, ... \n", "18 [2010176N16278, 2010236N12341, 2010257N16282, ... \n", "19 [2010176N16278, 2010236N12341, 2010257N16282, ... " ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "output_ae.data" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "output_ae.plot_shiny(\n", " impact_func_creator=impact_func_tc,\n", " haz_type=\"TC\",\n", " impf_id=1,\n", " inp=input,\n", " legend=False,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, although we only resampled the calibration data for each calibration, the functions differ quite a lot.\n", "We can investigate exactly which impact records cause this through the ensemble of tragedies.\n", "It can be calibrated the same way.\n", "By default, it computes one function for every data point in `data`." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[31mData point [ 1. 25.8] is not unique. 1 duplicates registered. Continuing ...\u001b[39m\n", "\u001b[31mData point [ 1. 25.8] is not unique. 2 duplicates registered. Continuing ...\u001b[39m\n", "\u001b[31mData point [ 1. 25.8] is not unique. 3 duplicates registered. Continuing ...\u001b[39m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "\u001b[31mData point [ 1. 25.8] is not unique. 1 duplicates registered. Continuing ...\u001b[39m\n", "\u001b[31mData point [ 1. 25.8] is not unique. 2 duplicates registered. Continuing ...\u001b[39m\n", "\u001b[31mData point [ 1. 25.8] is not unique. 3 duplicates registered. Continuing ...\u001b[39m\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\u001b[A\u001b[A\u001b[A\u001b[A\u001b[A\n", "100%|██████████| 27/27 [03:25<00:00, 7.61s/it]\n" ] } ], "source": [ "from climada.util.calibrate import TragedyEnsembleOptimizer\n", "\n", "# Define calibration input\n", "with log_level(\"WARNING\", name_prefix=\"climada.util.calibrate\"):\n", " input = Input(\n", " hazard=hazard,\n", " exposure=exposure,\n", " data=data,\n", " impact_func_creator=impact_func_tc,\n", " cost_func=msle,\n", " impact_to_dataframe=lambda imp: imp.impact_at_reg(exposure.gdf[\"region_id\"]),\n", " bounds=bounds,\n", " )\n", "\n", " # Create and run the optimizer\n", " opt_eot = TragedyEnsembleOptimizer(input, optimizer_type=BayesianOptimizer)\n", " controller = BayesianOptimizerController.from_input(input)\n", " output_eot = opt_eot.run(controller=controller)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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ParametersEvent
scalev_halfevent_idregion_idevent_name
00.62391843.558467[1333][484][2010176N16278]
10.44672049.853994[1339][28][2010236N12341]
20.87034630.882206[1344][484][2010257N16282]
30.33245368.510883[1351][662][2010302N09306]
40.65966638.132968[1351][670][2010302N09306]
50.50147892.838101[1361][44][2011233N15301]
61.00000025.800000[1361][214][2011233N15301]
70.57745750.142499[1361][630][2011233N15301]
80.28560831.604609[3686][484][2011279N10257]
90.25777530.957414[3691][484][2012166N09269]
100.40981440.494643[1377][484][2012215N12313]
110.455964148.659015[1390][388][2012296N14283]
120.19040050.537864[3743][484][2014253N13260]
130.66565237.430581[1421][132][2015242N12343]
141.00000025.800000[1426][44][2015270N27291]
150.56305846.037049[3777][484][2015293N13266]
160.522021112.298359[3795][484][2016248N15255]
171.000000117.135848[1450][484][2017219N16279]
180.47391450.544738[1454][28][2017242N16333]
190.19322130.347552[1454][44][2017242N16333]
201.00000032.463875[1454][92][2017242N16333]
210.48209430.424033[1454][192][2017242N16333]
220.14212869.089890[1454][659][2017242N16333]
231.00000062.107956[1454][796][2017242N16333]
241.00000026.131008[1458][212][2017260N12310]
250.39972651.035757[1458][214][2017260N12310]
260.55483437.334453[1458][630][2017260N12310]
\n", "
" ], "text/plain": [ " Parameters Event \n", " scale v_half event_id region_id event_name\n", "0 0.623918 43.558467 [1333] [484] [2010176N16278]\n", "1 0.446720 49.853994 [1339] [28] [2010236N12341]\n", "2 0.870346 30.882206 [1344] [484] [2010257N16282]\n", "3 0.332453 68.510883 [1351] [662] [2010302N09306]\n", "4 0.659666 38.132968 [1351] [670] [2010302N09306]\n", "5 0.501478 92.838101 [1361] [44] [2011233N15301]\n", "6 1.000000 25.800000 [1361] [214] [2011233N15301]\n", "7 0.577457 50.142499 [1361] [630] [2011233N15301]\n", "8 0.285608 31.604609 [3686] [484] [2011279N10257]\n", "9 0.257775 30.957414 [3691] [484] [2012166N09269]\n", "10 0.409814 40.494643 [1377] [484] [2012215N12313]\n", "11 0.455964 148.659015 [1390] [388] [2012296N14283]\n", "12 0.190400 50.537864 [3743] [484] [2014253N13260]\n", "13 0.665652 37.430581 [1421] [132] [2015242N12343]\n", "14 1.000000 25.800000 [1426] [44] [2015270N27291]\n", "15 0.563058 46.037049 [3777] [484] [2015293N13266]\n", "16 0.522021 112.298359 [3795] [484] [2016248N15255]\n", "17 1.000000 117.135848 [1450] [484] [2017219N16279]\n", "18 0.473914 50.544738 [1454] [28] [2017242N16333]\n", "19 0.193221 30.347552 [1454] [44] [2017242N16333]\n", "20 1.000000 32.463875 [1454] [92] [2017242N16333]\n", "21 0.482094 30.424033 [1454] [192] [2017242N16333]\n", "22 0.142128 69.089890 [1454] [659] [2017242N16333]\n", "23 1.000000 62.107956 [1454] [796] [2017242N16333]\n", "24 1.000000 26.131008 [1458] [212] [2017260N12310]\n", "25 0.399726 51.035757 [1458] [214] [2017260N12310]\n", "26 0.554834 37.334453 [1458] [630] [2017260N12310]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "output_eot.data" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "output_eot.plot_shiny(\n", " impact_func_creator=impact_func_tc,\n", " haz_type=\"TC\",\n", " impf_id=1,\n", " inp=input,\n", " legend=True,\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `plot_category` function helps to differentiate between impact functions by plotting functions of one category with the same color.\n", "Any data in the `Event` column of the `data` attribute in the output data may be used." ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from climada.util.coordinates import country_to_iso\n", "\n", "\n", "def to_iso(country):\n", " return country_to_iso(country, \"numeric\")\n", "\n", "\n", "output_eot.plot_category(\n", " impact_func_creator=impact_func_tc,\n", " haz_type=\"TC\",\n", " impf_id=1,\n", " category=\"region_id\",\n", " category_colors={to_iso(\"MEX\"): \"C0\", to_iso(\"BHS\"): \"C1\", to_iso(\"PRI\"): \"C2\"},\n", ")" ] } ], "metadata": { "kernelspec": { "display_name": "climada_env_3.11", "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": "3.11.11" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }