Datasets:

electricsheepafrica
/

emergency-disaster-supply-readiness

id int64	level string	facility_id string	region_risk_profile string	has_contingency_plan int64	has_rapid_response_team int64	has_PHEOC int64	ihr_core_capacity_met int64	simulation_exercise_done int64	emergency_budget_allocated_pct float64	supply_name string	supply_category string	unit_format string	unit_cost_usd float64	year int64	quarter int64	available_in_stockpile int64	quantity_in_stock int64	expired_stock_pct float64	usable_stock int64	readiness_score_0_100 float64	disaster_event_in_quarter int64	disaster_type string	population_affected int64	deployment_time_hours int64	supply_gap_during_response int64	readiness_gap string	deaths_attributable_supply_gap int64	report_submitted int64
1	regional_hub	EMG_0014	drought_prone	0	0	0	0	0	0.15	IEHK_basic_unit	health_kit	kit_10000_pop	2,200	2,021	4	0	0	0.34	0	47	0	none	0	0	0	coordination_mechanism_absent	0	0
2	regional_hub	EMG_0068	conflict_affected	1	0	0	0	0	0.38	IEHK_supplementary	health_kit	kit_supplement	1,500	2,024	1	0	0	0.21	0	43	1	flood	6,853	0	0	staff_not_trained	0	1
3	regional_hub	EMG_0135	conflict_affected	0	0	0	0	0	0.31	cholera_kit	outbreak_kit	kit_100_patients	800	2,024	2	0	0	0.3	0	25	0	none	0	0	0	warehouse_capacity_insufficient	0	1
4	regional_hub	EMG_0036	flood_prone	0	1	0	0	0	0.15	trauma_surgical_kit	surgical	kit_100_procedures	3,500	2,023	3	0	0	0.22	0	57	0	none	0	0	0	none	0	0
5	regional_hub	EMG_0128	epidemic_belt	0	0	0	0	1	0.13	ORS_bulk_sachets	oral_rehydration	carton_1000	50	2,022	3	0	0	0.12	0	18	1	drought_famine	25,534	0	0	transport_not_pre_positioned	0	0
6	regional_hub	EMG_0149	drought_prone	0	0	1	0	0	0.27	IV_fluids_RL_1000ml	IV_fluids	carton_12	15	2,022	3	0	0	0.3	0	42	0	none	0	0	0	warehouse_capacity_insufficient	0	1
7	regional_hub	EMG_0102	drought_prone	1	0	0	0	0	0.14	tents_field_hospital	shelter	unit	5,000	2,024	3	0	0	0.32	0	21	0	none	0	0	0	no_contingency_plan	0	0
8	regional_hub	EMG_0020	flood_prone	0	0	0	0	0	0.12	water_purification_tablets	WASH	pack_10000	25	2,023	2	0	0	0.41	0	31	1	cholera_outbreak	705	0	1	stockpile_expired	0	1
9	regional_hub	EMG_0027	flood_prone	0	0	0	0	1	0	body_bags	mortuary	pack_50	100	2,023	3	0	0	0.33	0	65	0	none	0	0	0	none	0	0
10	regional_hub	EMG_0024	conflict_affected	0	0	0	0	1	0.36	N95_respirators_bulk	PPE_emergency	carton_500	200	2,024	3	1	34	0.08	31	28	0	none	0	0	0	supply_chain_plan_outdated	0	0
11	regional_hub	EMG_0140	flood_prone	0	0	0	0	0	0.08	portable_oxygen_concentrator	respiratory	unit	1,500	2,024	4	1	3	0.29	2	33	0	none	0	0	0	cold_chain_for_vaccines_absent	0	1
12	regional_hub	EMG_0080	drought_prone	0	0	0	0	0	0.24	rapid_cholera_test	diagnostic	pack_25	75	2,022	1	0	0	0.21	0	52	1	measles_outbreak	8,461	0	0	none	0	1
13	regional_hub	EMG_0005	multi_hazard	0	0	0	0	0	0.07	meningitis_vaccine_bulk	vaccine	vial_10dose	3.5	2,024	1	0	0	0.25	0	33	1	drought_famine	1,506	0	0	budget_not_allocated	0	0
14	regional_hub	EMG_0139	conflict_affected	0	0	0	0	0	0.13	Ebola_PPE_kit	PPE_VHF	kit_50_sets	500	2,022	3	0	0	0.3	0	55	0	none	0	0	0	none	0	0
15	regional_hub	EMG_0075	conflict_affected	0	0	0	0	0	0.48	generator_portable	power	unit	2,000	2,024	1	0	0	0.1	0	26	1	flood	18,573	0	0	stockpile_expired	0	0
16	regional_hub	EMG_0115	multi_hazard	0	0	0	0	0	0	radio_communication_set	communication	unit	300	2,023	3	1	10	0.14	8	63	1	flood	3,609	4	0	none	0	1
17	regional_hub	EMG_0138	multi_hazard	0	0	0	0	1	0.16	IEHK_basic_unit	health_kit	kit_10000_pop	2,200	2,022	1	1	16	0.35	10	37	0	none	0	0	0	no_rapid_response_team	0	0
18	regional_hub	EMG_0119	flood_prone	0	0	0	0	0	0.09	IEHK_supplementary	health_kit	kit_supplement	1,500	2,022	4	0	0	0.14	0	53	1	pandemic_respiratory	2,541	0	0	none	0	0
19	regional_hub	EMG_0036	multi_hazard	0	0	0	0	0	0.22	cholera_kit	outbreak_kit	kit_100_patients	800	2,024	4	0	0	0.23	0	38	0	none	0	0	0	budget_not_allocated	0	0
20	regional_hub	EMG_0025	flood_prone	0	0	0	0	0	0.15	trauma_surgical_kit	surgical	kit_100_procedures	3,500	2,024	2	0	0	0.42	0	53	0	none	0	0	0	none	0	0
21	regional_hub	EMG_0073	multi_hazard	0	0	0	0	0	0.32	ORS_bulk_sachets	oral_rehydration	carton_1000	50	2,024	3	1	11	0.33	7	62	1	pandemic_respiratory	1,810	217	0	none	0	0
22	regional_hub	EMG_0067	epidemic_belt	0	0	0	0	0	0.1	IV_fluids_RL_1000ml	IV_fluids	carton_12	15	2,023	4	0	0	0.02	0	40	0	none	0	0	0	no_simulation_exercise	0	0
23	regional_hub	EMG_0036	multi_hazard	0	0	0	0	0	0.11	tents_field_hospital	shelter	unit	5,000	2,023	3	1	9	0.27	6	39	0	none	0	0	0	stockpile_expired	0	1
24	regional_hub	EMG_0144	multi_hazard	0	0	0	0	0	0.23	water_purification_tablets	WASH	pack_10000	25	2,023	1	1	10	0.34	6	48	1	conflict_displacement	34,930	9	1	supply_chain_plan_outdated	41	0
25	regional_hub	EMG_0047	drought_prone	0	0	0	0	0	0.13	body_bags	mortuary	pack_50	100	2,024	2	1	17	0.33	11	38	1	drought_famine	5,841	104	1	cold_chain_for_vaccines_absent	2	1
26	regional_hub	EMG_0123	multi_hazard	0	0	0	0	0	0.23	N95_respirators_bulk	PPE_emergency	carton_500	200	2,023	3	0	0	0.24	0	55	0	none	0	0	0	none	0	0
27	regional_hub	EMG_0067	epidemic_belt	0	0	0	0	0	0.26	portable_oxygen_concentrator	respiratory	unit	1,500	2,023	1	1	42	0.07	39	49	1	flood	13,911	85	0	supply_chain_plan_outdated	0	0
28	regional_hub	EMG_0067	multi_hazard	0	0	0	0	0	0.26	rapid_cholera_test	diagnostic	pack_25	75	2,023	1	0	0	0.45	0	66	1	drought_famine	3,813	0	1	none	4	0
29	regional_hub	EMG_0090	flood_prone	0	0	0	0	0	0.14	meningitis_vaccine_bulk	vaccine	vial_10dose	3.5	2,023	2	0	0	0.31	0	30	0	none	0	0	0	warehouse_capacity_insufficient	0	0
30	regional_hub	EMG_0079	conflict_affected	0	0	0	0	0	0.08	Ebola_PPE_kit	PPE_VHF	kit_50_sets	500	2,022	2	0	0	0.32	0	51	1	drought_famine	9,130	0	1	none	7	1
31	regional_hub	EMG_0076	multi_hazard	0	0	0	0	0	0.16	generator_portable	power	unit	2,000	2,023	2	1	3	0.28	2	45	0	none	0	0	0	coordination_mechanism_absent	0	0
32	regional_hub	EMG_0143	multi_hazard	0	0	0	0	0	0.22	radio_communication_set	communication	unit	300	2,023	3	0	0	0.21	0	21	0	none	0	0	0	no_contingency_plan	0	1
33	regional_hub	EMG_0029	conflict_affected	0	0	0	0	0	0.24	IEHK_basic_unit	health_kit	kit_10000_pop	2,200	2,023	2	0	0	0.23	0	38	0	none	0	0	0	no_rapid_response_team	0	1
34	regional_hub	EMG_0139	conflict_affected	0	0	0	0	0	0.05	IEHK_supplementary	health_kit	kit_supplement	1,500	2,022	4	0	0	0.2	0	22	0	none	0	0	0	cold_chain_for_vaccines_absent	0	0
35	regional_hub	EMG_0059	drought_prone	0	1	0	0	0	0	cholera_kit	outbreak_kit	kit_100_patients	800	2,021	1	1	16	0.27	11	13	0	none	0	0	0	no_rapid_response_team	0	0
36	regional_hub	EMG_0097	epidemic_belt	0	0	0	0	0	0.02	trauma_surgical_kit	surgical	kit_100_procedures	3,500	2,023	4	0	0	0.41	0	17	0	none	0	0	0	no_simulation_exercise	0	0
37	regional_hub	EMG_0095	flood_prone	1	0	0	0	0	0	ORS_bulk_sachets	oral_rehydration	carton_1000	50	2,023	2	0	0	0.38	0	26	0	none	0	0	0	cold_chain_for_vaccines_absent	0	0
38	regional_hub	EMG_0036	drought_prone	1	0	0	0	0	0.08	IV_fluids_RL_1000ml	IV_fluids	carton_12	15	2,024	1	0	0	0.27	0	26	0	none	0	0	0	coordination_mechanism_absent	0	1
39	regional_hub	EMG_0142	epidemic_belt	1	0	0	0	0	0	tents_field_hospital	shelter	unit	5,000	2,022	3	0	0	0.21	0	6	0	none	0	0	0	stockpile_expired	0	0
40	regional_hub	EMG_0130	flood_prone	0	0	0	0	0	0.15	water_purification_tablets	WASH	pack_10000	25	2,021	1	0	0	0.08	0	37	0	none	0	0	0	no_rapid_response_team	0	1
41	regional_hub	EMG_0016	flood_prone	0	1	0	0	0	0.15	body_bags	mortuary	pack_50	100	2,024	2	0	0	0.16	0	30	0	none	0	0	0	stockpile_expired	0	1
42	regional_hub	EMG_0133	conflict_affected	0	0	0	0	0	0.33	N95_respirators_bulk	PPE_emergency	carton_500	200	2,022	4	0	0	0.29	0	41	0	none	0	0	0	no_simulation_exercise	0	0
43	regional_hub	EMG_0129	multi_hazard	0	0	0	0	0	0.32	portable_oxygen_concentrator	respiratory	unit	1,500	2,021	2	0	0	0.21	0	40	0	none	0	0	0	no_contingency_plan	0	0
44	regional_hub	EMG_0111	flood_prone	0	0	0	0	0	0.16	rapid_cholera_test	diagnostic	pack_25	75	2,021	1	1	1	0.15	0	21	0	none	0	0	0	warehouse_capacity_insufficient	0	0
45	regional_hub	EMG_0023	flood_prone	0	1	0	0	0	0.3	meningitis_vaccine_bulk	vaccine	vial_10dose	3.5	2,024	1	0	0	0.24	0	52	0	none	0	0	0	none	0	0
46	regional_hub	EMG_0129	flood_prone	0	0	0	0	0	0.21	Ebola_PPE_kit	PPE_VHF	kit_50_sets	500	2,021	3	1	15	0.27	10	47	1	flood	9,975	4	1	transport_not_pre_positioned	9	0
47	regional_hub	EMG_0136	drought_prone	0	0	0	0	0	0.3	generator_portable	power	unit	2,000	2,022	4	1	1	0.07	0	36	0	none	0	0	0	no_simulation_exercise	0	0
48	regional_hub	EMG_0045	drought_prone	0	0	0	0	0	0.26	radio_communication_set	communication	unit	300	2,023	3	0	0	0.24	0	34	0	none	0	0	0	transport_not_pre_positioned	0	1
49	regional_hub	EMG_0086	multi_hazard	0	0	0	0	0	0.28	IEHK_basic_unit	health_kit	kit_10000_pop	2,200	2,023	4	0	0	0.24	0	50	0	none	0	0	0	none	0	0
50	regional_hub	EMG_0126	epidemic_belt	0	0	0	0	0	0.18	IEHK_supplementary	health_kit	kit_supplement	1,500	2,024	2	0	0	0.27	0	32	0	none	0	0	0	no_rapid_response_team	0	0
51	regional_hub	EMG_0140	multi_hazard	0	0	0	0	0	0.42	cholera_kit	outbreak_kit	kit_100_patients	800	2,024	1	0	0	0.13	0	3	0	none	0	0	0	coordination_mechanism_absent	0	1
52	regional_hub	EMG_0062	epidemic_belt	0	0	0	0	0	0.09	trauma_surgical_kit	surgical	kit_100_procedures	3,500	2,024	3	1	6	0.43	3	30	0	none	0	0	0	warehouse_capacity_insufficient	0	0
53	regional_hub	EMG_0139	drought_prone	0	0	0	0	0	0.15	ORS_bulk_sachets	oral_rehydration	carton_1000	50	2,023	4	1	1	0.28	0	35	0	none	0	0	0	supply_chain_plan_outdated	0	1
54	regional_hub	EMG_0004	flood_prone	1	0	0	0	0	0	IV_fluids_RL_1000ml	IV_fluids	carton_12	15	2,023	4	0	0	0.25	0	39	0	none	0	0	0	staff_not_trained	0	0
55	regional_hub	EMG_0101	flood_prone	0	0	0	0	0	0.34	tents_field_hospital	shelter	unit	5,000	2,024	2	0	0	0.14	0	39	0	none	0	0	0	transport_not_pre_positioned	0	1
56	regional_hub	EMG_0122	epidemic_belt	0	0	0	0	0	0.1	water_purification_tablets	WASH	pack_10000	25	2,024	4	1	8	0.29	5	37	0	none	0	0	0	budget_not_allocated	0	0
57	regional_hub	EMG_0061	multi_hazard	0	0	0	0	0	0.28	body_bags	mortuary	pack_50	100	2,022	1	0	0	0.37	0	57	0	none	0	0	0	none	0	1
58	regional_hub	EMG_0050	flood_prone	0	0	0	0	0	0.17	N95_respirators_bulk	PPE_emergency	carton_500	200	2,023	1	0	0	0.26	0	35	0	none	0	0	0	no_rapid_response_team	0	0
59	regional_hub	EMG_0022	conflict_affected	0	0	0	0	0	0.33	portable_oxygen_concentrator	respiratory	unit	1,500	2,023	1	0	0	0.28	0	30	0	none	0	0	0	staff_not_trained	0	0
60	regional_hub	EMG_0122	conflict_affected	0	0	0	0	0	0.13	rapid_cholera_test	diagnostic	pack_25	75	2,023	3	0	0	0.29	0	59	0	none	0	0	0	none	0	0
61	regional_hub	EMG_0043	flood_prone	0	0	0	0	0	0.16	meningitis_vaccine_bulk	vaccine	vial_10dose	3.5	2,023	3	1	28	0.15	23	19	0	none	0	0	0	supply_chain_plan_outdated	0	0
62	regional_hub	EMG_0011	multi_hazard	0	0	0	0	1	0	Ebola_PPE_kit	PPE_VHF	kit_50_sets	500	2,024	2	0	0	0.31	0	30	0	none	0	0	0	stockpile_expired	0	0
63	regional_hub	EMG_0107	epidemic_belt	0	0	0	0	0	0.32	generator_portable	power	unit	2,000	2,023	2	1	3	0.31	2	35	1	meningitis_epidemic	9,683	109	1	stockpile_expired	8	0
64	regional_hub	EMG_0137	flood_prone	0	0	0	0	0	0.2	radio_communication_set	communication	unit	300	2,022	4	0	0	0.27	0	27	1	cholera_outbreak	20,952	0	0	no_rapid_response_team	0	0
65	regional_hub	EMG_0127	drought_prone	0	0	0	0	0	0.12	IEHK_basic_unit	health_kit	kit_10000_pop	2,200	2,024	4	0	0	0.29	0	16	0	none	0	0	0	no_simulation_exercise	0	0
66	regional_hub	EMG_0094	flood_prone	0	0	0	0	0	0.42	IEHK_supplementary	health_kit	kit_supplement	1,500	2,024	2	0	0	0.19	0	34	0	none	0	0	0	no_simulation_exercise	0	0
67	regional_hub	EMG_0035	epidemic_belt	0	0	0	0	0	0.4	cholera_kit	outbreak_kit	kit_100_patients	800	2,023	1	0	0	0.39	0	39	1	conflict_displacement	7,277	0	0	supply_chain_plan_outdated	0	1
68	regional_hub	EMG_0106	flood_prone	0	0	0	0	0	0.1	trauma_surgical_kit	surgical	kit_100_procedures	3,500	2,024	4	0	0	0.41	0	42	0	none	0	0	0	stockpile_expired	0	0
69	regional_hub	EMG_0027	flood_prone	0	0	0	0	0	0.4	ORS_bulk_sachets	oral_rehydration	carton_1000	50	2,022	2	0	0	0.22	0	18	0	none	0	0	0	budget_not_allocated	0	0
70	regional_hub	EMG_0137	flood_prone	0	0	0	1	0	0.16	IV_fluids_RL_1000ml	IV_fluids	carton_12	15	2,021	1	0	0	0.43	0	34	1	conflict_displacement	12,063	0	1	coordination_mechanism_absent	6	0
71	regional_hub	EMG_0088	epidemic_belt	0	0	0	0	0	0.12	tents_field_hospital	shelter	unit	5,000	2,024	2	1	1	0.21	0	50	0	none	0	0	0	none	0	1
72	regional_hub	EMG_0105	flood_prone	0	0	0	0	0	0	water_purification_tablets	WASH	pack_10000	25	2,022	4	1	28	0.22	21	12	0	none	0	0	0	transport_not_pre_positioned	0	0
73	regional_hub	EMG_0056	flood_prone	1	0	0	0	0	0.19	body_bags	mortuary	pack_50	100	2,024	3	0	0	0.26	0	40	0	none	0	0	0	stockpile_expired	0	0
74	regional_hub	EMG_0096	flood_prone	1	0	0	0	0	0.18	N95_respirators_bulk	PPE_emergency	carton_500	200	2,023	3	0	0	0.22	0	46	0	none	0	0	0	transport_not_pre_positioned	0	1
75	regional_hub	EMG_0045	flood_prone	1	0	0	0	0	0.1	portable_oxygen_concentrator	respiratory	unit	1,500	2,022	3	1	1	0.48	0	39	0	none	0	0	0	budget_not_allocated	0	0
76	regional_hub	EMG_0005	flood_prone	0	0	0	0	0	0.19	rapid_cholera_test	diagnostic	pack_25	75	2,024	4	0	0	0.33	0	21	0	none	0	0	0	stockpile_expired	0	0
77	regional_hub	EMG_0013	multi_hazard	0	0	0	0	0	0.21	meningitis_vaccine_bulk	vaccine	vial_10dose	3.5	2,022	3	0	0	0.25	0	44	0	none	0	0	0	budget_not_allocated	0	0
78	regional_hub	EMG_0005	drought_prone	0	0	0	0	0	0.17	Ebola_PPE_kit	PPE_VHF	kit_50_sets	500	2,022	3	0	0	0.4	0	23	0	none	0	0	0	transport_not_pre_positioned	0	1
79	regional_hub	EMG_0145	drought_prone	1	0	0	0	0	0.13	generator_portable	power	unit	2,000	2,024	2	1	6	0.32	4	45	0	none	0	0	0	no_contingency_plan	0	0
80	regional_hub	EMG_0127	multi_hazard	0	1	0	0	0	0.17	radio_communication_set	communication	unit	300	2,024	2	0	0	0.05	0	47	1	conflict_displacement	2,857	0	0	warehouse_capacity_insufficient	0	0
81	regional_hub	EMG_0009	flood_prone	0	0	0	0	0	0.1	IEHK_basic_unit	health_kit	kit_10000_pop	2,200	2,022	2	0	0	0.26	0	4	0	none	0	0	0	no_rapid_response_team	0	0
82	regional_hub	EMG_0096	epidemic_belt	0	0	0	0	0	0.1	IEHK_supplementary	health_kit	kit_supplement	1,500	2,022	4	1	3	0.23	2	41	0	none	0	0	0	supply_chain_plan_outdated	0	1
83	regional_hub	EMG_0094	drought_prone	0	1	0	0	0	0.18	cholera_kit	outbreak_kit	kit_100_patients	800	2,022	3	1	1	0.34	0	39	0	none	0	0	0	staff_not_trained	0	1
84	regional_hub	EMG_0087	multi_hazard	0	0	0	1	0	0.05	trauma_surgical_kit	surgical	kit_100_procedures	3,500	2,024	3	1	9	0.34	5	33	1	pandemic_respiratory	41,361	15	1	coordination_mechanism_absent	34	0
85	regional_hub	EMG_0130	drought_prone	0	0	0	0	0	0.26	ORS_bulk_sachets	oral_rehydration	carton_1000	50	2,024	3	1	25	0.35	16	12	0	none	0	0	0	coordination_mechanism_absent	0	0
86	regional_hub	EMG_0094	epidemic_belt	0	0	0	0	0	0	IV_fluids_RL_1000ml	IV_fluids	carton_12	15	2,023	1	1	5	0.26	3	54	1	measles_outbreak	20,339	196	0	none	0	1
87	regional_hub	EMG_0047	flood_prone	0	0	0	0	0	0.38	tents_field_hospital	shelter	unit	5,000	2,021	1	1	2	0.19	1	45	0	none	0	0	0	no_rapid_response_team	0	0
88	regional_hub	EMG_0119	multi_hazard	0	0	0	0	0	0.53	water_purification_tablets	WASH	pack_10000	25	2,023	1	0	0	0.25	0	32	0	none	0	0	0	budget_not_allocated	0	1
89	regional_hub	EMG_0028	epidemic_belt	0	0	0	0	0	0.06	body_bags	mortuary	pack_50	100	2,021	3	0	0	0.27	0	34	0	none	0	0	0	staff_not_trained	0	0
90	regional_hub	EMG_0077	drought_prone	1	0	0	0	0	0.55	N95_respirators_bulk	PPE_emergency	carton_500	200	2,023	2	0	0	0.19	0	30	0	none	0	0	0	supply_chain_plan_outdated	0	0
91	regional_hub	EMG_0135	epidemic_belt	0	0	0	0	0	0.09	portable_oxygen_concentrator	respiratory	unit	1,500	2,022	2	0	0	0.35	0	36	0	none	0	0	0	no_rapid_response_team	0	1
92	regional_hub	EMG_0090	flood_prone	0	0	0	0	0	0.51	rapid_cholera_test	diagnostic	pack_25	75	2,024	3	1	2	0.29	1	43	0	none	0	0	0	no_simulation_exercise	0	0
93	regional_hub	EMG_0125	drought_prone	0	0	0	0	0	0.11	meningitis_vaccine_bulk	vaccine	vial_10dose	3.5	2,024	1	1	19	0.28	13	18	0	none	0	0	0	no_rapid_response_team	0	0
94	regional_hub	EMG_0042	drought_prone	0	0	0	0	0	0.5	Ebola_PPE_kit	PPE_VHF	kit_50_sets	500	2,022	1	1	12	0.34	7	5	0	none	0	0	0	no_simulation_exercise	0	0
95	regional_hub	EMG_0055	epidemic_belt	0	0	0	0	0	0.14	generator_portable	power	unit	2,000	2,023	2	1	1	0.04	0	44	0	none	0	0	0	transport_not_pre_positioned	0	0
96	regional_hub	EMG_0096	flood_prone	0	0	0	0	0	0.16	radio_communication_set	communication	unit	300	2,022	4	0	0	0.24	0	55	0	none	0	0	0	none	0	1
97	regional_hub	EMG_0149	drought_prone	0	0	0	0	0	0	IEHK_basic_unit	health_kit	kit_10000_pop	2,200	2,023	3	1	3	0.33	2	33	0	none	0	0	0	budget_not_allocated	0	0
98	regional_hub	EMG_0149	flood_prone	0	0	0	0	0	0.2	IEHK_supplementary	health_kit	kit_supplement	1,500	2,024	4	0	0	0.25	0	13	0	none	0	0	0	no_contingency_plan	0	0
99	regional_hub	EMG_0055	flood_prone	0	0	0	0	0	0	cholera_kit	outbreak_kit	kit_100_patients	800	2,022	4	1	9	0.2	7	14	0	none	0	0	0	supply_chain_plan_outdated	0	0
100	regional_hub	EMG_0021	drought_prone	0	0	0	0	0	0.37	trauma_surgical_kit	surgical	kit_100_procedures	3,500	2,023	4	1	3	0.39	1	43	0	none	0	0	0	cold_chain_for_vaccines_absent	0	0

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Emergency & Disaster Supply Readiness Dataset

Abstract

This dataset provides 30,000 simulated emergency preparedness observations (10,000 per scenario) of health emergency supply stockpiles, readiness scores, and disaster response performance across three levels of the emergency preparedness system in sub-Saharan Africa. Each record represents one emergency supply item assessed at one stockpile location during one quarterly period. The dataset captures 35+ variables spanning emergency supply type, stockpile availability, expired stock, readiness scoring, disaster events, deployment times, supply gaps during response, and mortality impact. Three scenarios: national emergency stockpile (70% availability, 65/100 readiness), regional hub (40%, 35/100), district level (15%, 14/100).

This dataset is entirely simulated. It must not be used for emergency planning or response decisions.

1. Introduction

1.1 Emergency Preparedness in Africa

WHO AFRO reports that only 33% of African countries meet IHR core capacity targets for emergency preparedness. The COVID-19 pandemic, recurrent Ebola outbreaks, cholera epidemics, and climate-related disasters (floods, droughts) underscore the critical need for pre-positioned emergency health supplies.

1.2 Stockpile Challenges

Emergency stockpiles face unique supply chain challenges: long shelf-life requirements, rotation to prevent expiry, cold chain for vaccines and biologicals, rapid deployment logistics, and the tension between pre-positioning costs and the unpredictability of emergencies. The WHO Interagency Emergency Health Kit (IEHK) is designed to serve 10,000 people for 3 months but is often unavailable at sub-national levels.

1.3 Response Gaps

During emergency response, supply gaps are common — particularly at district and community levels where pre-positioning is minimal. Deployment times from national stockpiles can exceed 48-96 hours, during which time preventable morbidity and mortality accumulates.

2. Methodology

2.1 Parameterization

Parameter	National	Regional Hub	District	Source
Supply available	70%	40%	15%	WHO/IFRC data
Readiness score	65/100	35/100	14/100	IHR assessments
Deployment time	48h	96h	168h	Response data
Supply gap in response	31%	59%	84%	After-action reviews
Budget allocated	60%	20%	3%	WHO AFRO
Expired stock	10%	25%	45%	Stockpile audits

2.2 Emergency Supply Selection

16 items: IEHK basic/supplementary, cholera kit, trauma surgical kit, ORS, IV fluids, field hospital tents, water purification, body bags, N95 respirators, portable oxygen concentrator, rapid cholera test, meningitis vaccine, Ebola PPE kit, generator, radio communication.

3. Schema

Column	Type	Description
level	categorical	national_stockpile / regional_hub / district
supply_name	categorical	16 emergency supplies
supply_category	categorical	health_kit / outbreak_kit / surgical / WASH / PPE / vaccine / power / communication
region_risk_profile	categorical	flood_prone / drought_prone / conflict_affected / epidemic_belt / multi_hazard
available_in_stockpile	binary	Supply present
quantity_in_stock	int	Units available
expired_stock_pct	float	Proportion expired
usable_stock	int	Usable (non-expired) units
readiness_score_0_100	float	Composite readiness score
has_contingency_plan	binary	Written plan exists
has_rapid_response_team	binary	RRT constituted
has_PHEOC	binary	Public Health EOC
ihr_core_capacity_met	binary	IHR compliance
disaster_event_in_quarter	binary	Disaster occurred
disaster_type	categorical	10 disaster types
population_affected	int	People affected
deployment_time_hours	int	Hours to deploy supplies
supply_gap_during_response	binary	Supplies insufficient
deaths_attributable_supply_gap	int	Preventable deaths
emergency_budget_allocated_pct	float	Budget earmarked

4. Validation

Validation Report

5. Usage

from datasets import load_dataset

dataset = load_dataset(
    "electricsheepafrica/emergency-disaster-supply-readiness",
    "regional_hub"
)
df = dataset["train"].to_pandas()

# Readiness by risk profile
print(df.groupby('region_risk_profile')['readiness_score_0_100'].mean().sort_values())

6. Limitations

Simulated: Not from real emergency stockpile inventories or IHR reports.
Simplified disaster modelling: Binary disaster event rather than severity grading.
No multi-agency coordination: UN/NGO response capacity not modelled.

7. References

WHO Health Emergency Framework. IEHK for 10,000 people/3 months.
IFRC/WHO. Emergency preparedness stockpiles.
Africa CDC. Epidemic preparedness. PHEOC readiness.
WHO AFRO. IHR core capacities. 33% of African countries meet targets.

Citation

@dataset{esa_emergency_supply_2025,
  title   = {Emergency and Disaster Supply Readiness Dataset},
  author  = {{Electric Sheep Africa}},
  year    = {2025},
  publisher = {Hugging Face},
  url     = {https://huggingface.co/datasets/electricsheepafrica/emergency-disaster-supply-readiness},
  note    = {Simulated dataset. Not for emergency planning or response decisions.}
}

License

CC-BY-4.0

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