Datasets:

electricsheepafrica
/

africa-synth-flooding-extreme-weather-trauma-all

record_id string	scenario string	year int64	month int64	event_type string	event_severity string	setting string	age int64	sex string	is_child int64	is_elderly int64	flooded int64	building_collapse int64	fracture int64	head_injury int64	drowning int64	laceration int64	crush_injury int64	burn int64	any_injury int64	injury_severity string	disability int64	ptsd int64	ems_response_minutes float64	first_aid_received int64	surgical_access int64	hospitalised int64	mortality int64	early_warning_received int64	evacuated int64	shelter_access int64	climate_intensity_trend float64
CYC-00000	cyclone_coastal	2,022	8	cyclone	catastrophic	peri_urban	45	male	0	0	1	0	1	0	0	0	0	0	1	moderate	0	1	152	1	0	0	0	0	0	0	0.1
CYC-00001	cyclone_coastal	2,013	6	cyclone	severe	coastal_rural	35	male	0	0	0	0	0	0	0	1	0	0	1	mild	0	0	101	0	0	0	0	0	0	0	0.0611
CYC-00002	cyclone_coastal	2,020	8	cyclone	severe	coastal_urban	31	female	0	0	0	0	0	0	0	1	0	0	1	moderate	0	0	85	0	0	1	0	0	1	1	0.1
CYC-00003	cyclone_coastal	2,014	2	cyclone	severe	coastal_urban	37	male	0	0	1	0	0	0	0	1	1	0	1	severe	0	1	81	1	0	1	0	0	0	1	0.0734
CYC-00004	cyclone_coastal	2,024	5	cyclone	severe	coastal_rural	23	female	0	0	0	0	0	0	0	0	0	0	0	none	0	0	65	0	0	0	0	0	0	0	0.1
CYC-00005	cyclone_coastal	2,020	11	cyclone	moderate	coastal_rural	26	male	0	0	1	0	0	0	0	0	0	0	0	none	0	0	29	0	0	0	0	0	1	0	0.1
CYC-00006	cyclone_coastal	2,022	1	cyclone	moderate	coastal_rural	76	female	0	1	0	0	0	0	0	1	0	0	1	mild	0	0	24	0	0	0	0	0	0	1	0.1
CYC-00007	cyclone_coastal	2,014	1	cyclone	severe	coastal_urban	18	male	0	0	0	0	0	0	0	0	0	0	0	none	0	1	48	0	0	0	0	0	0	0	0.0808
CYC-00008	cyclone_coastal	2,023	2	cyclone	moderate	coastal_urban	33	female	0	0	1	0	0	0	0	1	0	0	1	mild	0	0	34	0	0	0	0	0	1	1	0.1
CYC-00009	cyclone_coastal	2,012	7	cyclone	severe	coastal_rural	1	male	1	0	0	1	0	0	0	1	0	0	1	moderate	0	0	108	0	0	1	0	1	0	0	0.0346
CYC-00010	cyclone_coastal	2,012	9	cyclone	severe	peri_urban	60	female	0	1	1	0	1	0	0	0	0	0	1	moderate	0	0	141	0	0	0	0	0	0	1	0.0336
CYC-00011	cyclone_coastal	2,021	6	cyclone	moderate	peri_urban	76	male	0	1	1	0	0	0	0	0	0	0	0	none	0	1	50	0	0	0	0	1	0	1	0.1
CYC-00012	cyclone_coastal	2,020	10	cyclone	severe	coastal_urban	30	female	0	0	1	1	0	0	0	0	1	0	1	moderate	0	1	113	1	0	1	0	0	0	0	0.1
CYC-00013	cyclone_coastal	2,020	5	cyclone	moderate	peri_urban	28	female	0	0	0	0	0	0	0	1	0	0	1	mild	0	0	70	0	0	0	0	0	0	0	0.1
CYC-00014	cyclone_coastal	2,015	6	cyclone	moderate	peri_urban	37	female	0	0	0	0	0	0	0	0	0	0	0	none	0	1	87	0	0	0	0	1	0	1	0.0941
CYC-00015	cyclone_coastal	2,022	7	cyclone	catastrophic	coastal_rural	40	female	0	0	1	0	1	0	0	0	0	0	1	moderate	0	0	154	0	0	0	0	1	1	0	0.1
CYC-00016	cyclone_coastal	2,022	3	cyclone	minor	coastal_urban	33	female	0	0	0	0	0	0	0	0	0	0	0	none	0	0	20	0	0	0	0	0	0	1	0.1
CYC-00017	cyclone_coastal	2,021	9	cyclone	moderate	peri_urban	38	female	0	0	1	0	0	1	0	0	0	0	1	moderate	0	0	63	0	1	0	0	0	0	1	0.1
CYC-00018	cyclone_coastal	2,011	9	cyclone	severe	coastal_urban	18	male	0	0	1	0	0	1	1	1	0	0	1	mild	0	0	63	0	0	0	0	0	0	1	0.0162
CYC-00019	cyclone_coastal	2,012	11	cyclone	severe	coastal_rural	51	female	0	0	1	0	0	0	0	0	0	0	0	none	0	0	94	0	0	0	0	0	0	1	0.037
CYC-00020	cyclone_coastal	2,013	5	cyclone	moderate	coastal_rural	36	female	0	0	1	0	0	0	0	0	0	0	0	none	0	0	60	0	0	0	0	0	1	1	0.0608
CYC-00021	cyclone_coastal	2,015	12	cyclone	moderate	coastal_rural	35	female	0	0	0	0	0	0	1	0	0	0	1	moderate	0	0	47	0	0	1	0	0	0	0	0.1
CYC-00022	cyclone_coastal	2,018	10	cyclone	moderate	peri_urban	39	male	0	0	0	0	0	0	0	1	0	0	1	mild	0	0	48	0	0	0	1	0	0	1	0.1
CYC-00023	cyclone_coastal	2,019	9	cyclone	catastrophic	coastal_urban	1	female	1	0	1	1	0	0	0	0	1	0	1	moderate	0	1	104	0	0	0	0	0	1	1	0.1
CYC-00024	cyclone_coastal	2,011	11	cyclone	minor	coastal_rural	55	male	0	0	0	1	0	0	0	0	0	0	0	none	0	0	20	0	0	0	0	0	0	0	0.0192
CYC-00025	cyclone_coastal	2,011	10	cyclone	severe	coastal_rural	41	male	0	0	1	0	0	0	0	0	0	0	0	none	0	0	67	0	0	0	0	1	0	0	0.0203
CYC-00026	cyclone_coastal	2,013	1	cyclone	moderate	coastal_urban	27	female	0	0	1	0	1	0	0	0	0	0	1	moderate	0	0	61	0	0	0	0	1	0	1	0.0558
CYC-00027	cyclone_coastal	2,020	5	cyclone	severe	peri_urban	10	male	1	0	0	0	1	1	0	0	0	0	1	critical	0	0	115	0	0	0	0	0	1	1	0.1
CYC-00028	cyclone_coastal	2,021	8	cyclone	minor	peri_urban	9	female	1	0	0	0	0	1	0	0	1	0	1	severe	0	0	10	0	0	0	0	0	0	1	0.1
CYC-00029	cyclone_coastal	2,015	10	cyclone	minor	coastal_rural	41	female	0	0	0	0	0	0	0	0	0	0	0	none	0	0	25	0	0	0	0	0	1	0	0.1
CYC-00030	cyclone_coastal	2,017	12	cyclone	severe	coastal_urban	24	female	0	0	1	0	0	0	0	0	0	0	0	none	0	0	88	0	0	0	0	0	0	1	0.1
CYC-00031	cyclone_coastal	2,023	8	cyclone	severe	coastal_urban	36	female	0	0	1	0	0	0	0	0	0	0	0	none	0	0	121	0	0	0	0	0	0	0	0.1
CYC-00032	cyclone_coastal	2,010	12	cyclone	minor	coastal_urban	17	male	0	0	0	0	0	0	0	0	0	0	0	none	0	0	32	0	0	0	0	0	0	1	0.0035
CYC-00033	cyclone_coastal	2,023	12	cyclone	moderate	coastal_urban	26	male	0	0	0	0	0	0	0	0	0	0	0	none	0	1	59	0	0	0	0	0	1	0	0.1
CYC-00034	cyclone_coastal	2,012	8	cyclone	minor	coastal_urban	34	male	0	0	1	0	0	0	0	0	0	1	1	severe	0	1	24	0	0	0	0	0	0	0	0.0443
CYC-00035	cyclone_coastal	2,022	1	cyclone	moderate	coastal_rural	49	male	0	0	1	1	0	1	0	0	0	0	1	mild	0	0	78	1	1	0	0	1	0	0	0.1
CYC-00036	cyclone_coastal	2,010	7	cyclone	severe	coastal_rural	30	female	0	0	1	0	0	1	0	0	0	0	1	mild	0	0	110	0	0	0	0	0	0	0	0.0064
CYC-00037	cyclone_coastal	2,019	12	cyclone	moderate	peri_urban	10	male	1	0	1	0	0	0	0	0	0	0	0	none	0	1	33	0	0	0	0	1	0	0	0.1
CYC-00038	cyclone_coastal	2,013	5	cyclone	moderate	coastal_rural	30	male	0	0	0	0	0	0	0	0	0	0	0	none	0	1	80	0	0	0	0	0	1	0	0.0602
CYC-00039	cyclone_coastal	2,021	6	cyclone	moderate	peri_urban	32	male	0	0	0	0	0	0	0	0	0	0	0	none	0	1	60	0	0	0	0	0	0	0	0.1
CYC-00040	cyclone_coastal	2,011	6	cyclone	minor	peri_urban	18	male	0	0	0	0	0	0	0	0	0	0	0	none	0	1	27	0	0	0	0	0	0	0	0.0211
CYC-00041	cyclone_coastal	2,024	10	cyclone	minor	peri_urban	11	male	1	0	0	0	0	0	0	0	0	0	0	none	0	1	36	0	0	0	0	0	0	1	0.1
CYC-00042	cyclone_coastal	2,016	2	cyclone	minor	peri_urban	55	female	0	0	0	0	0	0	0	0	0	0	0	none	0	0	37	0	0	0	0	0	0	0	0.1
CYC-00043	cyclone_coastal	2,014	10	cyclone	severe	coastal_urban	16	female	0	0	1	0	0	0	0	1	0	0	1	moderate	0	0	89	0	0	1	0	1	0	1	0.0825
CYC-00044	cyclone_coastal	2,017	12	cyclone	severe	coastal_rural	35	female	0	0	0	0	1	0	0	1	0	0	1	moderate	0	0	92	1	0	0	0	1	0	0	0.1
CYC-00045	cyclone_coastal	2,017	5	cyclone	moderate	coastal_urban	25	female	0	0	0	0	0	0	0	0	0	0	0	none	0	0	58	0	0	0	0	0	0	1	0.1
CYC-00046	cyclone_coastal	2,023	9	cyclone	moderate	peri_urban	25	female	0	0	0	0	0	0	0	0	0	0	0	none	0	0	53	0	0	0	0	0	0	1	0.1
CYC-00047	cyclone_coastal	2,011	9	cyclone	minor	coastal_rural	24	female	0	0	0	0	0	0	0	0	0	0	0	none	0	1	33	0	0	0	0	0	0	0	0.0231
CYC-00048	cyclone_coastal	2,021	10	cyclone	moderate	coastal_rural	30	female	0	0	0	0	0	1	0	0	0	0	1	critical	0	0	72	0	0	1	0	0	0	0	0.1
CYC-00049	cyclone_coastal	2,021	12	cyclone	moderate	coastal_rural	7	male	1	0	1	0	0	0	0	0	0	0	0	none	0	1	35	0	0	0	0	0	0	1	0.1
CYC-00050	cyclone_coastal	2,012	2	cyclone	moderate	peri_urban	15	male	0	0	0	0	0	0	0	0	0	0	0	none	0	0	29	0	0	0	0	0	0	1	0.037
CYC-00051	cyclone_coastal	2,018	5	cyclone	catastrophic	coastal_rural	32	female	0	0	1	1	0	0	0	0	0	0	0	none	0	0	86	0	0	0	0	0	0	0	0.1
CYC-00052	cyclone_coastal	2,015	3	cyclone	minor	peri_urban	11	female	1	0	0	0	0	0	0	1	1	0	1	severe	1	0	43	1	1	0	0	0	0	1	0.1
CYC-00053	cyclone_coastal	2,014	9	cyclone	moderate	peri_urban	28	female	0	0	1	0	0	0	0	1	0	0	1	severe	0	0	59	0	0	0	0	0	0	1	0.0782
CYC-00054	cyclone_coastal	2,015	4	cyclone	severe	coastal_rural	16	female	0	0	1	1	0	0	0	0	0	0	0	none	0	0	85	0	0	0	0	0	0	0	0.1
CYC-00055	cyclone_coastal	2,020	9	cyclone	severe	coastal_urban	29	male	0	0	0	1	0	0	0	0	1	0	1	moderate	0	1	56	1	1	1	0	1	1	0	0.1
CYC-00056	cyclone_coastal	2,016	3	cyclone	minor	coastal_rural	34	female	0	0	0	0	0	0	0	0	0	0	0	none	0	0	39	0	0	0	0	0	0	1	0.1
CYC-00057	cyclone_coastal	2,015	1	cyclone	minor	peri_urban	38	female	0	0	0	0	0	0	0	0	0	0	0	none	0	0	33	0	0	0	0	1	0	0	0.1
CYC-00058	cyclone_coastal	2,016	6	cyclone	moderate	coastal_rural	23	female	0	0	1	0	0	0	0	0	0	0	0	none	0	0	85	0	0	0	0	1	0	0	0.1
CYC-00059	cyclone_coastal	2,019	6	cyclone	catastrophic	peri_urban	28	female	0	0	1	0	1	0	0	0	0	1	1	mild	0	0	151	1	0	0	0	0	0	1	0.1
CYC-00060	cyclone_coastal	2,015	11	cyclone	minor	coastal_rural	43	male	0	0	0	0	0	0	0	0	0	0	0	none	0	0	10	0	0	0	0	0	0	0	0.0876
CYC-00061	cyclone_coastal	2,019	11	cyclone	minor	coastal_rural	1	male	1	0	0	0	0	0	0	1	0	0	1	severe	0	0	27	0	1	0	0	1	0	0	0.1
CYC-00062	cyclone_coastal	2,024	3	cyclone	severe	peri_urban	59	male	0	0	0	0	0	0	1	0	0	0	1	mild	0	0	106	0	1	0	0	0	1	1	0.1
CYC-00063	cyclone_coastal	2,012	5	cyclone	moderate	coastal_rural	21	female	0	0	0	1	0	0	0	0	0	0	0	none	0	0	71	0	0	0	0	0	0	0	0.032
CYC-00064	cyclone_coastal	2,012	12	cyclone	catastrophic	coastal_rural	32	female	0	0	1	0	0	0	0	0	1	0	1	severe	0	0	201	1	1	0	0	0	0	0	0.0459
CYC-00065	cyclone_coastal	2,010	10	cyclone	moderate	coastal_urban	22	male	0	0	0	0	0	0	0	0	0	0	0	none	0	0	39	0	0	0	0	1	0	0	0.0001
CYC-00066	cyclone_coastal	2,022	2	cyclone	severe	coastal_urban	52	female	0	0	1	1	0	0	0	1	1	0	1	moderate	0	0	69	0	0	0	0	1	0	1	0.1
CYC-00067	cyclone_coastal	2,010	7	cyclone	moderate	peri_urban	54	female	0	0	1	0	0	0	0	0	0	0	0	none	0	0	60	0	0	0	0	0	0	1	0.0023
CYC-00068	cyclone_coastal	2,022	5	cyclone	severe	coastal_rural	8	male	1	0	1	1	0	0	0	0	1	0	1	mild	0	1	93	0	0	0	0	0	1	0	0.1
CYC-00069	cyclone_coastal	2,012	7	cyclone	moderate	coastal_urban	20	male	0	0	0	1	0	0	0	0	0	0	0	none	0	0	78	0	0	0	0	1	0	1	0.0295
CYC-00070	cyclone_coastal	2,021	3	cyclone	moderate	coastal_urban	31	male	0	0	1	0	0	0	0	0	0	0	0	none	0	0	50	0	0	0	0	0	0	0	0.1
CYC-00071	cyclone_coastal	2,010	4	cyclone	moderate	coastal_rural	39	male	0	0	0	0	1	0	0	0	0	0	1	severe	0	0	52	0	0	0	0	1	0	1	-0.0029
CYC-00072	cyclone_coastal	2,016	1	cyclone	severe	coastal_rural	18	male	0	0	1	0	1	0	0	0	0	0	1	mild	0	0	38	1	0	0	0	0	0	0	0.1
CYC-00073	cyclone_coastal	2,019	11	cyclone	moderate	peri_urban	35	male	0	0	0	1	0	0	0	0	0	0	0	none	0	0	29	0	0	0	0	0	0	0	0.1
CYC-00074	cyclone_coastal	2,016	3	cyclone	minor	coastal_urban	12	female	1	0	0	0	0	0	0	0	0	0	0	none	0	0	25	0	0	0	0	0	0	0	0.1
CYC-00075	cyclone_coastal	2,014	12	cyclone	minor	peri_urban	35	male	0	0	0	0	0	0	0	0	0	0	0	none	0	0	16	0	0	0	0	0	0	1	0.0814
CYC-00076	cyclone_coastal	2,024	2	cyclone	severe	coastal_rural	30	female	0	0	0	0	0	0	0	0	0	0	0	none	0	0	62	0	0	0	0	0	0	0	0.1
CYC-00077	cyclone_coastal	2,018	9	cyclone	severe	coastal_urban	36	female	0	0	0	0	0	0	0	0	1	0	1	severe	0	0	79	0	0	0	0	0	0	0	0.1
CYC-00078	cyclone_coastal	2,013	12	cyclone	moderate	coastal_rural	49	male	0	0	0	1	0	0	0	0	0	0	0	none	0	0	57	0	0	0	0	1	0	0	0.0719
CYC-00079	cyclone_coastal	2,014	9	cyclone	moderate	coastal_urban	11	female	1	0	0	0	0	0	0	0	0	0	0	none	0	0	66	0	0	0	0	1	0	0	0.0771
CYC-00080	cyclone_coastal	2,015	10	cyclone	minor	coastal_urban	46	male	0	0	0	1	0	0	0	0	0	0	0	none	0	0	25	0	0	0	0	0	0	1	0.0932
CYC-00081	cyclone_coastal	2,013	3	cyclone	minor	peri_urban	31	male	0	0	0	0	0	0	0	0	0	0	0	none	0	0	21	0	0	0	0	0	0	1	0.0631
CYC-00082	cyclone_coastal	2,020	6	cyclone	severe	coastal_rural	31	female	0	0	0	1	0	0	0	1	0	0	1	mild	0	0	69	0	0	0	0	0	0	0	0.1
CYC-00083	cyclone_coastal	2,019	8	cyclone	moderate	coastal_rural	42	male	0	0	0	0	0	0	0	0	0	0	0	none	0	1	59	0	0	0	0	0	0	1	0.1
CYC-00084	cyclone_coastal	2,012	2	cyclone	moderate	coastal_urban	29	male	0	0	0	0	0	0	0	0	0	0	0	none	0	1	59	0	0	0	0	0	0	0	0.0433
CYC-00085	cyclone_coastal	2,024	12	cyclone	catastrophic	coastal_rural	25	female	0	0	1	0	0	0	0	0	0	0	0	none	0	0	138	0	0	0	0	0	0	0	0.1
CYC-00086	cyclone_coastal	2,020	5	cyclone	minor	coastal_rural	15	male	0	0	1	0	0	0	0	0	1	0	1	mild	0	0	24	1	1	0	0	1	0	1	0.1
CYC-00087	cyclone_coastal	2,017	5	cyclone	severe	coastal_rural	52	female	0	0	1	1	0	0	0	1	0	0	1	moderate	0	0	32	0	0	1	0	1	0	0	0.1
CYC-00088	cyclone_coastal	2,017	7	cyclone	severe	coastal_rural	33	female	0	0	1	0	0	0	1	1	0	0	1	mild	0	0	66	1	0	0	1	0	0	1	0.1
CYC-00089	cyclone_coastal	2,024	8	cyclone	minor	peri_urban	17	female	0	0	0	0	0	0	0	0	0	0	0	none	0	0	10	0	0	0	0	0	0	1	0.1
CYC-00090	cyclone_coastal	2,021	1	cyclone	catastrophic	coastal_urban	2	male	1	0	1	1	0	0	0	1	0	0	1	mild	0	0	37	1	1	0	0	0	1	0	0.1
CYC-00091	cyclone_coastal	2,015	5	cyclone	severe	coastal_urban	19	female	0	0	1	0	0	0	0	0	0	0	0	none	0	0	94	0	0	0	0	0	1	1	0.1
CYC-00092	cyclone_coastal	2,018	4	cyclone	severe	coastal_urban	57	male	0	0	1	1	0	0	0	0	0	0	0	none	0	0	73	0	0	0	0	0	0	1	0.1
CYC-00093	cyclone_coastal	2,022	4	cyclone	severe	peri_urban	33	female	0	0	1	0	0	0	0	1	0	0	1	mild	0	0	111	1	0	0	0	0	0	0	0.1
CYC-00094	cyclone_coastal	2,012	3	cyclone	minor	peri_urban	32	male	0	0	0	0	0	0	0	0	0	0	0	none	0	0	10	0	0	0	0	0	0	0	0.0375
CYC-00095	cyclone_coastal	2,015	1	cyclone	severe	coastal_urban	31	male	0	0	1	0	0	0	0	0	0	0	0	none	0	0	99	0	0	0	0	1	0	1	0.1
CYC-00096	cyclone_coastal	2,018	7	cyclone	catastrophic	coastal_urban	35	female	0	0	1	0	0	0	0	1	0	0	1	mild	0	0	134	0	0	0	0	1	1	1	0.1
CYC-00097	cyclone_coastal	2,013	2	cyclone	moderate	coastal_rural	30	male	0	0	1	1	0	0	0	0	0	0	0	none	0	0	62	0	0	0	0	0	0	0	0.0641
CYC-00098	cyclone_coastal	2,022	9	cyclone	catastrophic	coastal_urban	17	male	0	0	1	1	0	1	0	0	0	0	1	mild	0	1	153	1	0	0	0	0	0	0	0.1
CYC-00099	cyclone_coastal	2,023	10	cyclone	moderate	coastal_rural	38	male	0	0	1	0	0	0	0	0	0	0	0	none	0	0	47	0	0	0	0	0	0	1	0.1

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⚠️ Synthetic dataset — Parameterized from published SSA literature, not real observations. Not suitable for empirical analysis or policy inference.

Extreme Weather & Trauma in Sub-Saharan Africa

Abstract

Synthetic dataset modelling trauma and injury from extreme weather events across three scenarios in SSA. Climate change is increasing the frequency and intensity of cyclones, floods, and severe storms in Africa, with EM-DAT recording a 5-fold increase in weather-related disasters since 1970.

Scenarios

Cyclone Coastal: Tropical cyclone impact on Mozambique/Madagascar-type coastlines.
Flash Flood Inland: Sudden inland flooding from extreme rainfall events.
Severe Storm Hail: Convective storms with hail and wind damage.

Parameterization Evidence

Parameter	Value	Source	Year
5-fold increase in weather disasters	Trend	EM-DAT/WMO	2021
Cyclone Idai: 1000+ deaths, 3M affected	Severity	OCHA	2019
EMS response >60 min in rural SSA	Service gap	Lancet Commission on Surgery	2015

References

EM-DAT/WMO. Atlas of Mortality and Economic Losses from Weather Disasters. 2021.
OCHA. Cyclone Idai situation reports. 2019.
Lancet Commission on Global Surgery. 2015.

Citation

@dataset{electricsheepafrica_extreme_weather_trauma_2025,
  title={Extreme Weather and Trauma in Sub-Saharan Africa},
  author={Electric Sheep Africa},
  year={2025},
  publisher={HuggingFace},
  url={https://huggingface.co/datasets/electricsheepafrica/extreme-weather-trauma}
}

License

CC-BY-4.0

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