Datasets:
record_id string | scenario string | year int64 | setting string | facility_level string | climate_event int64 | hazard_type string | event_severity string | structural_vulnerability int64 | facility_damaged int64 | energy_reliable int64 | solar_backup int64 | power_outage int64 | water_supply_reliable int64 | water_disrupted int64 | cold_chain_functional int64 | vaccine_wastage int64 | workforce_per_10k float64 | staff_absenteeism_pct float64 | surge_capacity_score float64 | early_warning_system int64 | climate_health_plan int64 | contingency_fund int64 | supply_chain_resilience float64 | stockout_essential_meds int64 | service_continuity int64 | outpatient_disrupted int64 | vaccination_disrupted int64 | maternity_disrupted int64 | excess_mortality int64 | resilience_score float64 | adaptation_investment_usd float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
FRA-00000 | fragile_low_resilience | 2,022 | rural | regional_hospital | 0 | none | none | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 4.9 | 0.11 | 0.31 | 0 | 0 | 0 | 0.31 | 0 | 1 | 0 | 0 | 0 | 0 | 0.24 | 788 |
FRA-00001 | fragile_low_resilience | 2,022 | peri_urban | district_hospital | 1 | wildfire | high | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 6.3 | 0.46 | 0.15 | 0 | 0 | 0 | 0.39 | 1 | 0 | 1 | 1 | 0 | 0 | 0.55 | 3,334 |
FRA-00002 | fragile_low_resilience | 2,022 | peri_urban | primary_health_centre | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 5.7 | 0.18 | 0.21 | 0 | 0 | 0 | 0.21 | 0 | 0 | 0 | 0 | 0 | 0 | 0.31 | 903 |
FRA-00003 | fragile_low_resilience | 2,012 | peri_urban | primary_health_centre | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 7.4 | 0.13 | 0.14 | 0 | 0 | 0 | 0.11 | 0 | 1 | 0 | 0 | 0 | 0 | 0.22 | 6,384 |
FRA-00004 | fragile_low_resilience | 2,020 | peri_urban | district_hospital | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 3.9 | 0.09 | 0.26 | 0 | 0 | 0 | 0.3 | 0 | 0 | 0 | 0 | 0 | 0 | 0.4 | 501 |
FRA-00005 | fragile_low_resilience | 2,020 | rural | primary_health_centre | 1 | wildfire | high | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 4.4 | 0.3 | 0.16 | 0 | 0 | 0 | 0.28 | 1 | 0 | 1 | 1 | 0 | 0 | 0.21 | 2,928 |
FRA-00006 | fragile_low_resilience | 2,020 | peri_urban | district_hospital | 1 | heatwave | low | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 3.1 | 0.15 | 0.15 | 0 | 0 | 1 | 0.07 | 0 | 0 | 1 | 1 | 0 | 0 | 0.38 | 716 |
FRA-00007 | fragile_low_resilience | 2,024 | peri_urban | primary_health_centre | 1 | heatwave | moderate | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0.23 | 0.19 | 0 | 0 | 1 | 0.19 | 1 | 1 | 0 | 1 | 0 | 0 | 0.41 | 4,749 |
FRA-00008 | fragile_low_resilience | 2,022 | rural | national_referral | 1 | heatwave | low | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 9.7 | 0.21 | 0.19 | 0 | 0 | 0 | 0.2 | 0 | 1 | 0 | 1 | 0 | 0 | 0.41 | 6,101 |
FRA-00009 | fragile_low_resilience | 2,014 | rural | regional_hospital | 1 | flood | moderate | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 4.5 | 0.27 | 0.37 | 1 | 0 | 1 | 0.24 | 0 | 0 | 1 | 1 | 0 | 0 | 0.5 | 1,909 |
FRA-00010 | fragile_low_resilience | 2,021 | rural | primary_health_centre | 0 | none | none | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 9 | 0.14 | 0.12 | 1 | 0 | 0 | 0.12 | 0 | 1 | 0 | 0 | 0 | 0 | 0.32 | 5,064 |
FRA-00011 | fragile_low_resilience | 2,019 | urban | regional_hospital | 0 | none | none | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0.14 | 0.07 | 0 | 0 | 0 | 0.14 | 0 | 0 | 0 | 0 | 0 | 0 | 0.31 | 6,675 |
FRA-00012 | fragile_low_resilience | 2,014 | rural | district_hospital | 0 | none | none | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 2 | 0.14 | 0.29 | 0 | 0 | 0 | 0.09 | 0 | 1 | 0 | 0 | 0 | 0 | 0.41 | 28 |
FRA-00013 | fragile_low_resilience | 2,019 | peri_urban | primary_health_centre | 1 | heatwave | high | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 9.7 | 0.37 | 0.11 | 0 | 0 | 1 | 0.39 | 1 | 0 | 1 | 1 | 0 | 1 | 0.67 | 2,725 |
FRA-00014 | fragile_low_resilience | 2,024 | urban | district_hospital | 0 | none | none | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.14 | 0.22 | 0 | 0 | 0 | 0.29 | 0 | 1 | 0 | 0 | 0 | 0 | 0.3 | 2,565 |
FRA-00015 | fragile_low_resilience | 2,015 | rural | district_hospital | 1 | wildfire | high | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 4.1 | 0.35 | 0.12 | 0 | 0 | 0 | 0.23 | 1 | 1 | 0 | 1 | 0 | 0 | 0.22 | 3,879 |
FRA-00016 | fragile_low_resilience | 2,012 | urban | regional_hospital | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1.4 | 0.12 | 0.24 | 0 | 0 | 0 | 0.29 | 0 | 0 | 0 | 0 | 0 | 0 | 0.3 | 2,364 |
FRA-00017 | fragile_low_resilience | 2,019 | urban | primary_health_centre | 1 | flood | moderate | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 5.8 | 0.21 | 0.18 | 0 | 0 | 0 | 0.12 | 1 | 0 | 1 | 1 | 0 | 0 | 0.19 | 5,418 |
FRA-00018 | fragile_low_resilience | 2,018 | rural | national_referral | 0 | none | none | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 9.8 | 0.13 | 0.21 | 0 | 0 | 0 | 0.06 | 0 | 0 | 0 | 0 | 0 | 0 | 0.43 | 853 |
FRA-00019 | fragile_low_resilience | 2,022 | rural | national_referral | 0 | none | none | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 3 | 0.16 | 0.29 | 0 | 1 | 0 | 0.23 | 0 | 0 | 0 | 0 | 0 | 0 | 0.43 | 29,144 |
FRA-00020 | fragile_low_resilience | 2,020 | rural | primary_health_centre | 1 | drought | high | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 9 | 0.35 | 0.36 | 0 | 0 | 0 | 0.07 | 1 | 1 | 0 | 1 | 0 | 0 | 0.39 | 1,188 |
FRA-00021 | fragile_low_resilience | 2,011 | peri_urban | primary_health_centre | 0 | none | none | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 3 | 0.17 | 0.18 | 0 | 0 | 0 | 0.21 | 0 | 0 | 0 | 0 | 0 | 0 | 0.5 | 1,315 |
FRA-00022 | fragile_low_resilience | 2,024 | rural | district_hospital | 1 | heatwave | low | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2.5 | 0.12 | 0 | 0 | 1 | 0 | 0.48 | 0 | 0 | 1 | 1 | 0 | 0 | 0.3 | 11,548 |
FRA-00023 | fragile_low_resilience | 2,020 | rural | district_hospital | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 9.3 | 0.15 | 0.27 | 0 | 0 | 0 | 0.3 | 0 | 0 | 0 | 0 | 0 | 0 | 0.27 | 3,899 |
FRA-00024 | fragile_low_resilience | 2,011 | rural | primary_health_centre | 1 | heatwave | moderate | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0.1 | 0.13 | 0 | 0 | 0 | 0.31 | 0 | 0 | 1 | 1 | 0 | 0 | 0.3 | 933 |
FRA-00025 | fragile_low_resilience | 2,018 | rural | primary_health_centre | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 4.4 | 0.22 | 0.15 | 1 | 0 | 0 | 0.44 | 0 | 1 | 0 | 0 | 0 | 0 | 0.31 | 3,430 |
FRA-00026 | fragile_low_resilience | 2,010 | rural | primary_health_centre | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 2.5 | 0.16 | 0.18 | 0 | 0 | 1 | 0.13 | 0 | 0 | 0 | 0 | 0 | 0 | 0.44 | 2,028 |
FRA-00027 | fragile_low_resilience | 2,018 | peri_urban | regional_hospital | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 2.3 | 0.15 | 0.24 | 0 | 0 | 0 | 0.34 | 0 | 1 | 0 | 0 | 0 | 0 | 0.29 | 1,943 |
FRA-00028 | fragile_low_resilience | 2,015 | peri_urban | primary_health_centre | 1 | drought | moderate | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1.5 | 0.24 | 0.07 | 1 | 0 | 0 | 0.15 | 0 | 0 | 1 | 1 | 0 | 0 | 0.28 | 3,655 |
FRA-00029 | fragile_low_resilience | 2,021 | rural | primary_health_centre | 1 | cyclone | moderate | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 3.1 | 0.22 | 0.26 | 0 | 1 | 0 | 0.31 | 1 | 0 | 1 | 1 | 0 | 0 | 0.41 | 24,531 |
FRA-00030 | fragile_low_resilience | 2,021 | urban | primary_health_centre | 1 | drought | high | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1.9 | 0.23 | 0.39 | 0 | 0 | 0 | 0.21 | 1 | 0 | 1 | 1 | 1 | 1 | 0.23 | 1,531 |
FRA-00031 | fragile_low_resilience | 2,022 | urban | primary_health_centre | 1 | flood | moderate | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 4.5 | 0.33 | 0.07 | 0 | 1 | 0 | 0.27 | 1 | 0 | 1 | 1 | 0 | 0 | 0.31 | 10,735 |
FRA-00032 | fragile_low_resilience | 2,015 | urban | primary_health_centre | 1 | wildfire | moderate | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 7.5 | 0.27 | 0.49 | 0 | 0 | 0 | 0.35 | 0 | 0 | 1 | 1 | 0 | 0 | 0.44 | 1,793 |
FRA-00033 | fragile_low_resilience | 2,019 | rural | district_hospital | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 2.5 | 0.11 | 0 | 1 | 0 | 0 | 0.38 | 0 | 1 | 0 | 0 | 0 | 0 | 0.38 | 606 |
FRA-00034 | fragile_low_resilience | 2,011 | peri_urban | primary_health_centre | 1 | heatwave | moderate | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 7.1 | 0.23 | 0.08 | 0 | 0 | 0 | 0.07 | 0 | 0 | 1 | 1 | 0 | 0 | 0.26 | 5,252 |
FRA-00035 | fragile_low_resilience | 2,021 | rural | primary_health_centre | 1 | wildfire | low | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 1.9 | 0.11 | 0.21 | 0 | 0 | 0 | 0.21 | 0 | 1 | 0 | 1 | 0 | 0 | 0.46 | 1,222 |
FRA-00036 | fragile_low_resilience | 2,022 | rural | district_hospital | 0 | none | none | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 6 | 0.06 | 0.21 | 0 | 0 | 0 | 0.46 | 0 | 1 | 0 | 0 | 0 | 0 | 0.33 | 2,873 |
FRA-00037 | fragile_low_resilience | 2,012 | rural | district_hospital | 1 | heatwave | high | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 5.1 | 0.34 | 0.07 | 0 | 1 | 0 | 0.31 | 1 | 0 | 1 | 1 | 1 | 0 | 0.43 | 1,532 |
FRA-00038 | fragile_low_resilience | 2,014 | peri_urban | district_hospital | 1 | drought | moderate | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 3.3 | 0.26 | 0.14 | 1 | 0 | 0 | 0.28 | 1 | 0 | 1 | 1 | 0 | 0 | 0.42 | 18,677 |
FRA-00039 | fragile_low_resilience | 2,023 | rural | primary_health_centre | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.17 | 0.39 | 1 | 0 | 0 | 0.14 | 0 | 1 | 0 | 0 | 0 | 0 | 0.34 | 874 |
FRA-00040 | fragile_low_resilience | 2,010 | urban | primary_health_centre | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 7.6 | 0.11 | 0.32 | 0 | 0 | 0 | 0.25 | 0 | 1 | 0 | 0 | 0 | 0 | 0.25 | 1,169 |
FRA-00041 | fragile_low_resilience | 2,020 | rural | national_referral | 1 | flood | high | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 3.2 | 0.35 | 0.23 | 0 | 0 | 0 | 0.02 | 1 | 1 | 0 | 1 | 0 | 0 | 0.29 | 5,535 |
FRA-00042 | fragile_low_resilience | 2,023 | urban | national_referral | 0 | none | none | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0.11 | 0.13 | 0 | 0 | 0 | 0.38 | 0 | 0 | 0 | 0 | 0 | 0 | 0.39 | 1,341 |
FRA-00043 | fragile_low_resilience | 2,016 | rural | district_hospital | 0 | none | none | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1.2 | 0.15 | 0.07 | 0 | 0 | 0 | 0.18 | 0 | 0 | 0 | 0 | 0 | 0 | 0.3 | 6,612 |
FRA-00044 | fragile_low_resilience | 2,015 | rural | primary_health_centre | 1 | flood | high | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 4.3 | 0.35 | 0.2 | 0 | 0 | 0 | 0.29 | 1 | 1 | 0 | 1 | 0 | 0 | 0.24 | 833 |
FRA-00045 | fragile_low_resilience | 2,023 | rural | district_hospital | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 6.1 | 0 | 0 | 0 | 0 | 0 | 0.16 | 0 | 1 | 0 | 0 | 0 | 0 | 0.29 | 3,170 |
FRA-00046 | fragile_low_resilience | 2,021 | peri_urban | primary_health_centre | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 4.2 | 0.11 | 0.31 | 1 | 0 | 0 | 0.28 | 0 | 0 | 0 | 0 | 0 | 0 | 0.41 | 7,520 |
FRA-00047 | fragile_low_resilience | 2,017 | peri_urban | district_hospital | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 6.1 | 0.18 | 0.03 | 0 | 0 | 0 | 0.21 | 0 | 0 | 0 | 0 | 0 | 0 | 0.32 | 1,324 |
FRA-00048 | fragile_low_resilience | 2,016 | peri_urban | primary_health_centre | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 4.8 | 0.11 | 0.15 | 0 | 0 | 1 | 0.33 | 0 | 0 | 0 | 0 | 0 | 0 | 0.29 | 171 |
FRA-00049 | fragile_low_resilience | 2,015 | rural | district_hospital | 0 | none | none | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 4 | 0.18 | 0.24 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0.33 | 633 |
FRA-00050 | fragile_low_resilience | 2,020 | rural | national_referral | 1 | drought | low | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2.1 | 0.25 | 0.28 | 0 | 0 | 0 | 0.19 | 0 | 0 | 1 | 1 | 0 | 0 | 0.18 | 1,548 |
FRA-00051 | fragile_low_resilience | 2,021 | rural | primary_health_centre | 1 | drought | low | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 4.8 | 0.15 | 0.25 | 0 | 0 | 0 | 0.12 | 0 | 0 | 1 | 1 | 0 | 0 | 0.3 | 617 |
FRA-00052 | fragile_low_resilience | 2,020 | urban | national_referral | 1 | flood | high | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 3.2 | 0.35 | 0.3 | 0 | 0 | 0 | 0.24 | 1 | 0 | 1 | 1 | 0 | 0 | 0.24 | 2,183 |
FRA-00053 | fragile_low_resilience | 2,017 | rural | district_hospital | 1 | cyclone | high | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 4.3 | 0.36 | 0.21 | 1 | 0 | 0 | 0.13 | 1 | 1 | 0 | 1 | 0 | 0 | 0.3 | 321 |
FRA-00054 | fragile_low_resilience | 2,020 | urban | primary_health_centre | 1 | cyclone | high | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 5.1 | 0.35 | 0.2 | 0 | 0 | 0 | 0.18 | 1 | 1 | 0 | 1 | 0 | 1 | 0.29 | 906 |
FRA-00055 | fragile_low_resilience | 2,022 | rural | national_referral | 1 | drought | moderate | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 3.9 | 0.24 | 0.02 | 0 | 0 | 0 | 0.47 | 1 | 1 | 0 | 0 | 0 | 0 | 0.36 | 491 |
FRA-00056 | fragile_low_resilience | 2,017 | peri_urban | regional_hospital | 0 | none | none | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 7.6 | 0.11 | 0.28 | 1 | 0 | 0 | 0.29 | 0 | 1 | 0 | 0 | 0 | 0 | 0.42 | 2,324 |
FRA-00057 | fragile_low_resilience | 2,017 | urban | primary_health_centre | 1 | drought | low | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 6.3 | 0.19 | 0.12 | 0 | 0 | 1 | 0.52 | 0 | 0 | 1 | 1 | 0 | 0 | 0.56 | 3,461 |
FRA-00058 | fragile_low_resilience | 2,011 | rural | primary_health_centre | 0 | none | none | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 6.2 | 0.19 | 0.09 | 0 | 0 | 0 | 0.32 | 0 | 0 | 0 | 0 | 0 | 0 | 0.21 | 3,501 |
FRA-00059 | fragile_low_resilience | 2,018 | rural | national_referral | 1 | heatwave | moderate | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 3.4 | 0.3 | 0.21 | 0 | 0 | 0 | 0.06 | 1 | 0 | 1 | 1 | 0 | 0 | 0.37 | 6,437 |
FRA-00060 | fragile_low_resilience | 2,015 | rural | primary_health_centre | 1 | flood | moderate | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 7 | 0.28 | 0.27 | 1 | 0 | 0 | 0.29 | 0 | 1 | 0 | 1 | 1 | 0 | 0.45 | 90 |
FRA-00061 | fragile_low_resilience | 2,021 | urban | primary_health_centre | 0 | none | none | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 11 | 0.19 | 0.22 | 0 | 0 | 0 | 0.28 | 0 | 0 | 0 | 0 | 0 | 0 | 0.22 | 1,349 |
FRA-00062 | fragile_low_resilience | 2,013 | peri_urban | regional_hospital | 1 | flood | high | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 4 | 0.29 | 0.3 | 0 | 0 | 0 | 0.47 | 1 | 0 | 1 | 1 | 0 | 0 | 0.27 | 662 |
FRA-00063 | fragile_low_resilience | 2,020 | rural | district_hospital | 1 | heatwave | moderate | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 5.8 | 0.27 | 0.42 | 1 | 0 | 0 | 0.22 | 0 | 0 | 1 | 1 | 1 | 0 | 0.54 | 3,079 |
FRA-00064 | fragile_low_resilience | 2,010 | peri_urban | primary_health_centre | 0 | none | none | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 7.2 | 0.25 | 0.26 | 0 | 0 | 0 | 0.22 | 0 | 0 | 0 | 0 | 0 | 0 | 0.33 | 6,260 |
FRA-00065 | fragile_low_resilience | 2,015 | rural | primary_health_centre | 0 | none | none | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 7.5 | 0.17 | 0.01 | 1 | 0 | 0 | 0.27 | 0 | 0 | 0 | 0 | 0 | 0 | 0.34 | 829 |
FRA-00066 | fragile_low_resilience | 2,018 | rural | primary_health_centre | 1 | heatwave | low | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0.29 | 0.27 | 0 | 0 | 0 | 0.39 | 1 | 1 | 0 | 0 | 0 | 0 | 0.29 | 1,517 |
FRA-00067 | fragile_low_resilience | 2,023 | rural | district_hospital | 1 | cyclone | moderate | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 8 | 0.3 | 0.2 | 0 | 0 | 0 | 0.42 | 0 | 0 | 1 | 1 | 0 | 0 | 0.45 | 1,791 |
FRA-00068 | fragile_low_resilience | 2,013 | urban | primary_health_centre | 1 | heatwave | moderate | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 6.1 | 0.18 | 0.37 | 0 | 1 | 0 | 0.43 | 0 | 0 | 1 | 1 | 0 | 1 | 0.37 | 2,952 |
FRA-00069 | fragile_low_resilience | 2,022 | rural | district_hospital | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2.8 | 0.11 | 0.26 | 0 | 0 | 0 | 0.09 | 0 | 1 | 0 | 0 | 0 | 0 | 0.16 | 171 |
FRA-00070 | fragile_low_resilience | 2,013 | peri_urban | district_hospital | 0 | none | none | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 6.3 | 0.18 | 0.21 | 0 | 0 | 0 | 0.36 | 0 | 0 | 0 | 0 | 0 | 0 | 0.55 | 130 |
FRA-00071 | fragile_low_resilience | 2,015 | rural | district_hospital | 0 | none | none | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 7.1 | 0.09 | 0.13 | 0 | 0 | 0 | 0.22 | 0 | 1 | 0 | 0 | 0 | 0 | 0.18 | 3,116 |
FRA-00072 | fragile_low_resilience | 2,015 | rural | primary_health_centre | 1 | heatwave | low | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.19 | 0.18 | 0 | 0 | 1 | 0.23 | 0 | 0 | 1 | 1 | 0 | 0 | 0.25 | 4,722 |
FRA-00073 | fragile_low_resilience | 2,022 | rural | primary_health_centre | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 7.5 | 0.16 | 0.19 | 0 | 0 | 0 | 0.15 | 0 | 1 | 0 | 0 | 0 | 0 | 0.23 | 453 |
FRA-00074 | fragile_low_resilience | 2,011 | urban | primary_health_centre | 0 | none | none | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 3.8 | 0.16 | 0.1 | 0 | 0 | 0 | 0.11 | 0 | 1 | 0 | 0 | 0 | 0 | 0.45 | 8,323 |
FRA-00075 | fragile_low_resilience | 2,014 | peri_urban | district_hospital | 1 | cyclone | low | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 6.7 | 0.16 | 0.19 | 0 | 0 | 0 | 0.13 | 0 | 0 | 1 | 1 | 0 | 0 | 0.31 | 2,490 |
FRA-00076 | fragile_low_resilience | 2,024 | rural | primary_health_centre | 0 | none | none | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 8.8 | 0.08 | 0.16 | 0 | 0 | 0 | 0.22 | 0 | 0 | 0 | 0 | 0 | 0 | 0.32 | 2,839 |
FRA-00077 | fragile_low_resilience | 2,014 | rural | regional_hospital | 1 | flood | high | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 8.4 | 0.23 | 0.39 | 1 | 0 | 0 | 0.15 | 1 | 1 | 0 | 1 | 0 | 0 | 0.43 | 2,150 |
FRA-00078 | fragile_low_resilience | 2,023 | rural | district_hospital | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 5.2 | 0.14 | 0.34 | 0 | 0 | 0 | 0.4 | 0 | 0 | 0 | 0 | 0 | 0 | 0.42 | 944 |
FRA-00079 | fragile_low_resilience | 2,013 | peri_urban | national_referral | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 10.4 | 0.21 | 0.12 | 0 | 0 | 0 | 0.17 | 0 | 1 | 0 | 0 | 0 | 0 | 0.2 | 2,643 |
FRA-00080 | fragile_low_resilience | 2,015 | peri_urban | primary_health_centre | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1.9 | 0.12 | 0.35 | 1 | 0 | 0 | 0.28 | 0 | 1 | 0 | 0 | 0 | 0 | 0.52 | 291 |
FRA-00081 | fragile_low_resilience | 2,021 | rural | regional_hospital | 0 | none | none | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0.16 | 0.06 | 0 | 0 | 0 | 0.28 | 0 | 0 | 0 | 0 | 0 | 0 | 0.38 | 3,213 |
FRA-00082 | fragile_low_resilience | 2,013 | urban | regional_hospital | 1 | drought | low | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 8.1 | 0.13 | 0.12 | 0 | 1 | 1 | 0.14 | 0 | 0 | 1 | 1 | 0 | 0 | 0.44 | 10,112 |
FRA-00083 | fragile_low_resilience | 2,018 | peri_urban | primary_health_centre | 1 | heatwave | low | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1.1 | 0.23 | 0.11 | 1 | 0 | 0 | 0.36 | 0 | 0 | 1 | 1 | 0 | 0 | 0.39 | 931 |
FRA-00084 | fragile_low_resilience | 2,019 | peri_urban | district_hospital | 0 | none | none | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1.8 | 0.1 | 0.18 | 1 | 0 | 0 | 0.59 | 0 | 1 | 0 | 0 | 0 | 0 | 0.33 | 5,573 |
FRA-00085 | fragile_low_resilience | 2,021 | rural | primary_health_centre | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 9.4 | 0.19 | 0.21 | 0 | 0 | 0 | 0.4 | 0 | 0 | 0 | 0 | 0 | 0 | 0.23 | 439 |
FRA-00086 | fragile_low_resilience | 2,013 | rural | primary_health_centre | 1 | cyclone | moderate | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 6.3 | 0.23 | 0.15 | 0 | 0 | 0 | 0.25 | 0 | 0 | 1 | 1 | 0 | 0 | 0.4 | 2,009 |
FRA-00087 | fragile_low_resilience | 2,014 | rural | district_hospital | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 7.3 | 0.21 | 0.28 | 0 | 0 | 0 | 0.44 | 0 | 0 | 0 | 0 | 0 | 0 | 0.25 | 6,497 |
FRA-00088 | fragile_low_resilience | 2,014 | rural | district_hospital | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2.3 | 0.12 | 0.2 | 0 | 0 | 0 | 0.01 | 0 | 0 | 0 | 0 | 0 | 0 | 0.16 | 136 |
FRA-00089 | fragile_low_resilience | 2,015 | rural | district_hospital | 1 | flood | low | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 7 | 0.15 | 0.37 | 0 | 0 | 1 | 0.22 | 0 | 0 | 1 | 1 | 0 | 0 | 0.53 | 8,549 |
FRA-00090 | fragile_low_resilience | 2,021 | peri_urban | national_referral | 0 | none | none | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 7.2 | 0.22 | 0.15 | 1 | 0 | 0 | 0.12 | 0 | 0 | 0 | 0 | 0 | 0 | 0.36 | 4,902 |
FRA-00091 | fragile_low_resilience | 2,011 | rural | district_hospital | 1 | flood | low | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 6.8 | 0.19 | 0.27 | 0 | 1 | 0 | 0.19 | 0 | 0 | 1 | 1 | 0 | 0 | 0.42 | 5,986 |
FRA-00092 | fragile_low_resilience | 2,019 | peri_urban | primary_health_centre | 0 | none | none | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0.21 | 0.19 | 0 | 0 | 0 | 0.35 | 0 | 1 | 0 | 0 | 0 | 0 | 0.28 | 1,515 |
FRA-00093 | fragile_low_resilience | 2,024 | peri_urban | primary_health_centre | 0 | none | none | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1.2 | 0.15 | 0.05 | 0 | 0 | 1 | 0.16 | 0 | 1 | 0 | 0 | 0 | 0 | 0.31 | 1,487 |
FRA-00094 | fragile_low_resilience | 2,021 | rural | primary_health_centre | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 4.1 | 0.12 | 0.22 | 0 | 0 | 0 | 0.16 | 0 | 1 | 0 | 0 | 0 | 0 | 0.21 | 1,305 |
FRA-00095 | fragile_low_resilience | 2,017 | rural | district_hospital | 1 | flood | moderate | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 5.5 | 0.22 | 0.2 | 0 | 0 | 1 | 0.27 | 1 | 0 | 1 | 1 | 0 | 0 | 0.55 | 4,115 |
FRA-00096 | fragile_low_resilience | 2,010 | peri_urban | district_hospital | 1 | cyclone | moderate | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0.31 | 0.19 | 0 | 0 | 0 | 0.1 | 0 | 0 | 1 | 1 | 0 | 0 | 0.27 | 4,762 |
FRA-00097 | fragile_low_resilience | 2,011 | rural | regional_hospital | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.18 | 0 | 0 | 0 | 0 | 0.19 | 0 | 1 | 0 | 0 | 0 | 0 | 0.17 | 1,686 |
FRA-00098 | fragile_low_resilience | 2,013 | peri_urban | primary_health_centre | 0 | none | none | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2.7 | 0.08 | 0.08 | 0 | 0 | 0 | 0.12 | 0 | 1 | 0 | 0 | 0 | 0 | 0.16 | 84 |
FRA-00099 | fragile_low_resilience | 2,014 | peri_urban | primary_health_centre | 0 | none | none | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.24 | 0.23 | 0 | 0 | 0 | 0.37 | 0 | 1 | 0 | 0 | 0 | 0 | 0.23 | 529 |
End of preview. Expand in Data Studio
⚠️ Synthetic dataset — Parameterized from published SSA literature, not real observations. Not suitable for empirical analysis or policy inference.
Climate-Resilient Health Systems in Sub-Saharan Africa
Abstract
Synthetic dataset modelling health system resilience to climate hazards across three capacity scenarios in SSA. WHO-UNFCCC Health and Climate Change Country Profiles (2021) found that only 48% of African countries have climate-health adaptation plans, and most health facilities lack structural resilience, reliable energy, and surge capacity.
Scenarios
- Fragile Low Resilience: Conflict-affected or LDC health systems with minimal preparedness.
- Moderate Building Capacity: Middle-income SSA systems investing in climate adaptation.
- Resilient Adapted: Systems with comprehensive climate-health plans and infrastructure.
Parameterization Evidence
| Parameter | Value | Source | Year |
|---|---|---|---|
| 48% African countries have climate-health plans | Preparedness | WHO-UNFCCC | 2021 |
| 30% health facilities in climate-vulnerable zones | Infrastructure | WHO | 2021 |
| Solar backup reduces outage impact 60-80% | Adaptation | IRENA | 2020 |
References
- WHO-UNFCCC. Health and Climate Change Country Profiles. 2021.
- WHO. Operational framework for climate-resilient health systems. 2015.
- IRENA. Renewable energy for healthcare in SSA. 2020.
Citation
@dataset{electricsheepafrica_climate_resilient_health_systems_2025,
title={Climate-Resilient Health Systems in Sub-Saharan Africa},
author={Electric Sheep Africa},
year={2025},
publisher={HuggingFace},
url={https://huggingface.co/datasets/electricsheepafrica/climate-resilient-health-systems}
}
License
CC-BY-4.0
- Downloads last month
- 61
