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Reproducibility package for Housing Requirements, Hazard Exposure, And Resilience Costs: A Global Outlook To 2100

2026
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Reference ID
RR_WLD_2026_709
DOI
https://doi.org/10.60572/ea1c-t660
Author(s)
Yasuhiro Kawasoe
Collections
World Bank Policy Research Working Papers
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JSON
Created on
Aug 26, 2026
Last modified
Aug 26, 2026
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13
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6
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Other Materials
README for the reproducibility package for Housing Requirements, Hazard Exposure, And Resilience Costs: A Global Outlook To 2100
Download [PDF, 298.07 KB]
Reproducibility verification for Housing Requirements, Hazard Exposure, And Resilience Costs: A Global Outlook To 2100
Download [PDF, 139.3 KB]
Reproducibility package for Housing Requirements, Hazard Exposure, And Resilience Costs: A Global Outlook To 2100
Download [ZIP, 726.28 MB]
Download https://reproducibility.worldbank.org//catalog/636/download/1912
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comparison_report.csv
data_hash_report.csv
LICENSE.txt
README.pdf
flood_inundation_rcp4p5_2030-0000000000-0000000000.tif
flood_inundation_rcp4p5_2030-0000000000-0000032768.tif
flood_inundation_rcp4p5_2030.tif
flood_inundation_rcp4p5_2050-0000000000-0000000000.tif
flood_inundation_rcp4p5_2050-0000000000-0000032768.tif
flood_inundation_rcp4p5_2050.tif
flood_inundation_rcp4p5_2080-0000000000-0000000000.tif
flood_inundation_rcp4p5_2080-0000000000-0000032768.tif
flood_inundation_rcp4p5_2080.tif
flood_inundation_rcp8p5_2030-0000000000-0000000000.tif
flood_inundation_rcp8p5_2030-0000000000-0000032768.tif
flood_inundation_rcp8p5_2030.tif
flood_inundation_rcp8p5_2050-0000000000-0000000000.tif
flood_inundation_rcp8p5_2050-0000000000-0000032768.tif
flood_inundation_rcp8p5_2050.tif
flood_inundation_rcp8p5_2080-0000000000-0000000000.tif
flood_inundation_rcp8p5_2080-0000000000-0000032768.tif
flood_inundation_rcp8p5_2080.tif
QC_exposure_trend_flood.png
QC_map_grid_flood.png
QC_summary_flood.csv
QC_trend_lines_flood.png
Tw_annmax_ssp245_2025.tif
Tw_annmax_ssp245_2030.tif
Tw_annmax_ssp245_2040.tif
Tw_annmax_ssp245_2050.tif
Tw_annmax_ssp245_2060.tif
Tw_annmax_ssp245_2070.tif
Tw_annmax_ssp245_2080.tif
Tw_annmax_ssp245_2090.tif
Tw_annmax_ssp245_2100.tif
Tw_annmax_ssp585_2025.tif
Tw_annmax_ssp585_2030.tif
Tw_annmax_ssp585_2040.tif
Tw_annmax_ssp585_2050.tif
Tw_annmax_ssp585_2060.tif
Tw_annmax_ssp585_2070.tif
Tw_annmax_ssp585_2080.tif
Tw_annmax_ssp585_2090.tif
Tw_annmax_ssp585_2100.tif
QC_exposure_trend_WBGT_hotmonth.png
QC_map_grid_WBGT.png
QC_map_grid_WBGT_hotmonth.png
QC_summary_WBGT.csv
QC_summary_WBGT_hotmonth.csv
QC_trend_lines_WBGT.png
QC_trend_lines_WBGT_hotmonth.png
WBGT_indoor_hotmonth_ssp245_2025.tif
WBGT_indoor_hotmonth_ssp245_2030.tif
WBGT_indoor_hotmonth_ssp245_2040.tif
WBGT_indoor_hotmonth_ssp245_2050.tif
WBGT_indoor_hotmonth_ssp245_2060.tif
WBGT_indoor_hotmonth_ssp245_2070.tif
WBGT_indoor_hotmonth_ssp245_2080.tif
WBGT_indoor_hotmonth_ssp245_2090.tif
WBGT_indoor_hotmonth_ssp245_2100.tif
WBGT_indoor_hotmonth_ssp585_2025.tif
WBGT_indoor_hotmonth_ssp585_2030.tif
WBGT_indoor_hotmonth_ssp585_2040.tif
WBGT_indoor_hotmonth_ssp585_2050.tif
WBGT_indoor_hotmonth_ssp585_2060.tif
WBGT_indoor_hotmonth_ssp585_2070.tif
WBGT_indoor_hotmonth_ssp585_2080.tif
WBGT_indoor_hotmonth_ssp585_2090.tif
WBGT_indoor_hotmonth_ssp585_2100.tif
WBGT_indoor_annmax_ssp245_2025.tif
WBGT_indoor_annmax_ssp245_2030.tif
WBGT_indoor_annmax_ssp245_2040.tif
WBGT_indoor_annmax_ssp245_2050.tif
WBGT_indoor_annmax_ssp245_2060.tif
WBGT_indoor_annmax_ssp245_2070.tif
WBGT_indoor_annmax_ssp245_2080.tif
WBGT_indoor_annmax_ssp245_2090.tif
WBGT_indoor_annmax_ssp245_2100.tif
WBGT_indoor_annmax_ssp585_2025.tif
WBGT_indoor_annmax_ssp585_2030.tif
WBGT_indoor_annmax_ssp585_2040.tif
WBGT_indoor_annmax_ssp585_2050.tif
WBGT_indoor_annmax_ssp585_2060.tif
WBGT_indoor_annmax_ssp585_2070.tif
WBGT_indoor_annmax_ssp585_2080.tif
WBGT_indoor_annmax_ssp585_2090.tif
WBGT_indoor_annmax_ssp585_2100.tif
GEM_aggregated_country_level.csv
GEM_aggregated_raw_with_QID.csv
GEM_Country_Housing_Metrics_Mollweide.gpkg
GEM_Subnational_Housing_Metrics_Mollweide.gpkg
All_Model_Coefficients_For_Stage3.csv
Backcasting_Breakdown_By_Level.csv
Backcasting_Hierarchical_Summary.csv
Backcasting_Validation_Cutoff2005.png
Backcasting_Validation_Cutoff2008.png
Between_Within_Decomposition.csv
RandomSlopes_GDP_Results.csv
Validation_Coverage_National.csv
Validation_Coverage_Subnational.csv
adm1_vulnerability__2merge_edited.csv
building_class_to_vulenrability_mapping.csv
country_vulnerability_classes.csv
gem-to-vulnerability_mapping_per_hazard.xlsx
gem_taxonomy_fields.json
hazus-gem_mapping.csv
wb_adm1_2024oct_revised.cpg
wb_adm1_2024oct_revised.dbf
wb_adm1_2024oct_revised.prj
wb_adm1_2024oct_revised.qmd
wb_adm1_2024oct_revised.shp
wb_adm1_2024oct_revised.shx
STORM_FIXED_RETURN_PERIODS_CMCC-CM2-VHR4_100_YR_RP.tif
STORM_FIXED_RETURN_PERIODS_CNRM-CM6-1-HR_100_YR_RP.tif
STORM_FIXED_RETURN_PERIODS_constant_100_YR_RP.tif
STORM_FIXED_RETURN_PERIODS_EC-Earth3P-HR_100_YR_RP.tif
STORM_FIXED_RETURN_PERIODS_HadGEM3-GC31-HM_100_YR_RP.tif
undesa_pd_2022_hh-size-composition.xlsx
API_NY.GDP.MKTP.PP.CD_DS2_en_csv_v2_79.csv
API_NY.GDP.PCAP.PP.KD_DS2_en_csv_v2_1584.csv
API_SP.POP.0014.TO.ZS_DS2_en_csv_v2_51.csv
API_SP.POP.65UP.TO.ZS_DS2_en_csv_v2_330.csv
API_SP.URB.TOTL.IN.ZS_DS2_en_csv_v2_608.csv
CLASS.xlsx
requirements.txt
fig2_global_bau_vs_resilient_abs_cost.png
fig4_regional_additional_cost_ssp_band.png
Figure_01_Global_Housing_Population_HHSize.png
Figure_03C_Global_Construction_BAU_vs_Resilient_SSP135.png
Figure_05A_Housing_Quality_GHSL.png
Figure_09A_SSP2_Regional_Stock_Population_HHSize.png
Figure_09B_SSP2_Regional_Construction_BAU_vs_Resilient.png
Figure_10A_Global_Stock_Exposure_by_Scenario.png
Figure_12_MultiHazard_Summary_SSP3.png
Figure_14_Global_Existing_vs_Undeveloped.png
Figure_15_Regional_Existing_vs_Undeveloped_Grouped.png
Map_01b_Housing_Stock_Change_2025_to_2100.png
Map_02_Hazard_Exposure_Proportion_2025_2100.png
Map_03_Fragile_Stock_Avoided_2050.png
housing_quality_results_validated.xlsx
housing_land_requirements.xlsx
housing_land_requirements_second_threshold.xlsx
housing_land_requirements_second_threshold_subnational.xlsx
housing_land_requirements_subnational.xlsx
Map1_CumulativeConstruction_2030_2050.tif
Map2_PolicyDividend_FragileReduction.tif
sensitivity_analysis_annex.xlsx
sensitivity_analysis_main.xlsx
fig_global_map_triple_burden.png
fig_individual_burden_rankings.png
fig_main_triple_burden.png
fig_supplementary_scatter.png
_1_AHS_projection and validation.ipynb
_2_GEM_subnational.ipynb
_3_Population & Housing Stock.ipynb
_4_1_GEE_Collect_Heat_IndoorWGBT.ipynb
_4_2_GEE_WRI_Aqueduct.ipynb
_4_3_Multi-Hazard_data_cleanup.ipynb
_5_1_Sensitivity_Analysis.ipynb
_5_Cohort Model & Hazard Analysis_subnational.ipynb
_6-1_Map_Export_for_GIS_Visualization.ipynb
_6_Visualization_Figures.ipynb
_7_Replacement_cost_analysis.ipynb
_8_Triple_burden.ipynb
reproducibility_report_RR_WLD_2026_709.pdf
WB-IGO-RIDER.txt
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