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Reproducibility package for Worldwide Job Losses Due To Natural Hazards

2026
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Reference ID
RR_WLD_2026_605
DOI
https://doi.org/10.60572/fjy9-7227
Author(s)
Abdulrasheed Isah, Jun Rentschler, Robin Middelanis, Paolo Avner, Stephane Hallegatte
Metadata
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Created on
Apr 09, 2026
Last modified
Apr 09, 2026
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Reproducibility package for Worldwide Job Losses Due To Natural Hazards
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data_hash_report.csv
requirements.txt
jel_merged.csv
JEL_pop_rel.csv
macro_ilo_annual_earnings.csv
merged_wages_hours.csv
jel_ilo_cleaned.csv
macro_ilo_earnings.csv
JEL_share_income_cat.csv
jel_ilo_all_hazards.csv
heat_earning_loss.csv
region_income_share_jel.csv
macro_ilo.csv
merged_jel_heat.csv
country_regional_jel_share.csv
country_hazard_profile.csv
JEL_country.csv
country_share_top-bottom_15.csv
JEL_emp_pop_rel.csv
top_10_countries_perc_emp_by_region.png
region_income_share_stacked_bar.png
hazard_jel_map.png
global_jel_by_hazard.png
income_group_jel_subplots.png
top_10_countries_100rp_hazards.png
jel_per_1000_emp_income_group_stacked.png
jel_per_1000_by_region_stacked.png
top_15_jel_heat.png
regional_jel_subplots.png
jel_by_income_group_stacked.png
top_15_countries_stacked_hazard.png
jel_per_1000_employed_by_region_final.png
jel_by_region_stacked.png
heat_jel_map.png
top_10_shares_by_region_stacked_sorted_poorest.png
top_10_countries_by_region.png
JEL_Main.ipynb
calculate_JEL.py
jel_adj_pop_rel_map.png
JEL.csv
jel_adj_map.png
JEL_params.csv
model_settings.yml
README.md
work_hours.xlsx
scenario__hazard_ratios.csv
data_coverage.csv
scenario__hazard_protection.csv
scenario__macro.csv
scenario__cat_info.csv
macro.csv
iah.csv
results.csv
employment_pop_ratio.xlsx
JEL_Main_Heat.ipynb
JEL_Main-checkpoint.ipynb
JEL_Main_Heat-checkpoint.ipynb
jel_ilo.csv
macro.csv
weekly_work_hours.csv
employment_pop_ratio.csv
hours_lost_ilo.csv
macro_ilo.csv
JEL_labor_earnings_ilo.csv
JEL.csv
jel_100_rp.csv
heat_rel.csv
ilo_wages.csv
reproducibility_report_RR_WLD_2026_605.pdf
LICENSE.txt
README.pdf
Reproducibility verification for Worldwide Job Losses Due To Natural Hazards
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README for Reproducibility package for Worldwide Job Losses Due To Natural Hazards
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