Datasets:

electricsheepafrica
/

africa-synth-drought-drought-food-insecurity-all

id int64	spi_3mo float64	rainfall_deficit_pct float64	temp_anomaly_c float64	ndvi_anomaly float64	consecutive_dry_months int64	drought_severity string	livelihood string	household_size int64	female_headed int64	market_access_km float64	displaced int64	displacement_days int64	crop_loss_pct float64	livestock_loss_pct float64	food_price_index float64	wash_access int64	health_access int64	vaccinated int64	itn_use int64	food_assistance int64	cash_transfer int64	food_consumption_score float64	fcs_category string	rcsi int64	diarrhoea int64	malaria_fever int64	severe_wasting int64	wasting int64	muac_cm float64	whz float64	stunting int64	haz float64	underweight int64	anaemia int64	mortality_risk float64	ipc_phase int64
1	-0.26	0	0.98	0.11	1	normal	urban_informal	10	0	1	0	0	14.4	6.2	1.07	0	0	0	1	0	1	54.3	acceptable	7	0	0	0	0	13.2	-1.49	1	-2.31	1	0	0.013	1
2	-1.44	23.1	0.27	0.23	4	moderate	pastoral	4	0	9.8	0	0	11.2	3.3	1.06	1	1	1	1	0	0	52.9	acceptable	8	0	0	0	0	12.5	-1.69	1	-2.4	1	1	0.003	1
3	-0.84	17.4	0.91	0.1	1	mild	pastoral	2	0	8.9	0	0	15.1	12.8	1.24	1	1	1	0	0	0	41.8	acceptable	2	0	0	0	0	12.7	-1.04	1	-2.9	1	0	0.003	1
4	-0.15	18.6	0.3	-0.09	8	normal	rainfed_farming	7	0	11	0	0	32.6	0	1.17	0	1	1	0	1	0	45.3	acceptable	7	1	0	0	0	13.5	-1.47	0	-1.09	0	1	0.013	1
5	-0.37	12.6	0.08	-0.08	10	normal	pastoral	7	0	18.8	0	0	25.1	0	1.37	1	1	1	0	0	1	41.2	acceptable	0	0	0	0	0	13.4	-1.19	0	-0.26	0	0	0.003	1
6	-1.48	0	1.43	0.3	2	moderate	pastoral	8	1	14.4	0	0	22.7	0	1.21	0	1	1	0	0	0	50.5	acceptable	4	0	0	0	0	13.2	-0.73	0	-1.47	0	1	0.003	1
7	1.5	43.2	0.17	-0.25	2	normal	rainfed_farming	2	0	2.1	0	0	13	0	1.09	1	1	1	0	0	0	42.5	acceptable	1	0	0	0	0	12.7	-1.07	0	-0.25	0	1	0.003	1
8	-1.6	11.4	0.47	0.26	1	moderate	agro_pastoral	7	1	22.9	0	0	33.9	11.9	1.15	1	1	1	0	1	0	40.1	acceptable	9	0	0	0	0	13.2	-1.08	0	0.58	0	0	0.003	1
9	-0.36	19.4	0.41	-0.09	2	normal	pastoral	9	0	8.6	0	0	20.3	16.3	1.16	1	1	1	1	0	0	51.1	acceptable	10	1	0	0	0	13	0.16	0	-1.16	0	0	0.013	1
10	-1.47	4.9	0.76	0.3	3	moderate	agro_pastoral	8	1	8.2	0	0	8.1	16.1	1.3	0	0	1	1	0	0	54.3	acceptable	9	0	0	0	0	13.8	-0.89	0	0.09	0	0	0.013	1
11	1.36	11.9	-0.4	-0.08	10	normal	pastoral	9	0	6.3	0	0	20.5	15	1.22	1	0	1	1	0	0	56.3	acceptable	4	0	1	0	0	12.4	-2	1	-2.25	1	0	0.013	1
12	0.37	34.9	0.57	0.05	8	normal	urban_informal	8	0	8.8	0	0	0	17.3	1.01	1	0	1	0	0	0	55.5	acceptable	11	0	0	0	0	13.2	-0.66	0	1.06	0	1	0.013	1
13	0.36	2.3	0.77	-0.06	5	normal	agro_pastoral	4	0	17.6	0	0	3.5	11.5	1.06	1	1	1	0	0	0	52.6	acceptable	16	0	0	0	0	12.8	-0.6	0	-0.07	0	0	0.003	1
14	-0.73	21.8	0.45	0.18	3	mild	pastoral	7	0	20.5	0	0	8.3	12.7	0.91	1	1	1	1	0	0	47.5	acceptable	9	0	0	0	0	13	0.12	0	-0.39	0	0	0.003	1
15	-1.25	8.3	0.83	0.06	4	moderate	agro_pastoral	7	0	5	0	0	2.9	15.1	1.21	0	1	0	0	0	0	47	acceptable	1	0	0	0	0	13.3	-1.44	0	-0.01	0	1	0.003	1
16	-0.06	17.8	-0.12	0	3	normal	rainfed_farming	13	0	7.4	0	0	0.3	10.5	1.37	0	1	1	1	0	0	57.9	acceptable	6	0	0	0	0	13.6	-0.37	1	-3.71	1	1	0.003	1
17	-0.31	0	0.82	-0.02	2	normal	rainfed_farming	5	0	2.3	1	277	10.1	21.6	0.99	0	1	0	1	0	0	50	acceptable	5	0	1	0	0	13.4	-1.14	1	-2.33	1	0	0.003	1
18	-1.88	17.5	0.4	0.3	2	moderate	agro_pastoral	3	0	7.1	0	0	11.1	0	1.15	1	1	0	1	0	0	47.9	acceptable	0	0	0	0	0	14.7	-0.61	0	-0.73	0	0	0.003	1
19	0.5	7.2	0.38	-0.11	3	normal	pastoral	7	1	1	0	0	4	6	1.29	1	1	1	1	0	0	55.9	acceptable	5	0	1	1	1	10.7	-3.79	0	-0.05	1	0	0.023	3
20	-0.58	31.9	-0.5	-0.03	3	mild	pastoral	6	1	4.9	0	0	16.9	15.8	1.31	1	1	1	0	0	0	51.4	acceptable	9	0	0	0	0	12.7	0.53	0	0.31	0	0	0.003	1
21	0.01	21.6	1.22	0.05	2	normal	pastoral	3	1	1	0	0	35.7	21.6	1.32	1	1	1	0	0	0	39.7	acceptable	5	1	0	0	0	13.2	-1.66	1	-3.15	1	0	0.013	1
22	-0.19	0	0.54	0.11	1	normal	urban_informal	11	1	2.5	0	0	9	1.7	1.19	1	1	1	0	0	0	43.6	acceptable	0	0	0	0	0	13.5	0.19	1	-2.93	1	0	0.003	1
23	-0.76	36.4	1.52	0.09	7	mild	agro_pastoral	11	0	7.7	0	0	19	12.2	0.9	0	1	1	0	0	0	57.1	acceptable	0	0	0	0	0	13.3	-2	1	-2.71	1	1	0.003	1
24	-0.52	18.4	1.07	-0.01	3	mild	pastoral	4	0	1	0	0	10.1	8.4	1.1	0	1	1	1	0	0	52.5	acceptable	5	0	0	0	0	12.7	-1.43	0	-0.16	0	1	0.003	1
25	0.43	36.5	0.86	0.04	5	normal	pastoral	10	0	13	0	0	18.7	13.9	1.02	1	1	1	0	0	0	59.5	acceptable	7	0	0	0	0	13.6	-0.57	0	-1.17	0	0	0.003	1
26	1.29	15	0.8	-0.06	6	normal	agro_pastoral	2	0	4.5	0	0	26.1	8.3	1.19	1	1	0	1	0	0	47.1	acceptable	0	0	0	0	0	13.7	-1.88	0	-0.84	0	0	0.003	1
27	0.68	41.9	1.26	-0.11	6	normal	rainfed_farming	8	1	10	0	0	24.1	11.8	1.04	1	0	0	1	0	0	48.6	acceptable	4	0	0	0	0	13.1	-2	1	-2.7	1	0	0.013	1
28	-0.34	7.5	0.84	0.01	8	normal	rainfed_farming	9	0	9.3	0	0	20.3	0	1.17	0	1	1	1	0	0	51.5	acceptable	7	0	0	0	1	11.3	-2.07	0	-0.66	1	0	0.008	3
29	-0.68	0	0.14	0.12	1	mild	rainfed_farming	6	0	3.6	0	0	0	14.5	1.06	1	1	1	0	0	0	52.4	acceptable	12	0	0	0	1	12.2	-2.85	0	-1.68	1	0	0.008	3
30	0.17	37.3	0.46	-0.12	8	normal	pastoral	5	1	6	0	0	12.2	6.2	1.12	0	1	1	0	0	0	46.7	acceptable	11	0	0	0	0	14.3	-2	1	-3.03	1	0	0.003	1
31	-0.12	9.2	1.11	0.1	4	normal	urban_informal	8	1	3.8	0	0	0	0	0.97	0	0	1	1	0	0	52.2	acceptable	2	0	0	0	0	12.5	-0.3	0	-0.09	0	1	0.013	1
32	-0.75	20.5	0.91	0.1	4	mild	agro_pastoral	5	0	14.9	0	0	0	3.1	1.16	1	0	1	1	1	0	57.8	acceptable	9	0	0	0	0	12	-1.74	0	-0.64	0	0	0.013	1
33	0.13	1.5	0.86	0.04	8	normal	agro_pastoral	10	0	9.7	0	0	30.3	0	1.5	1	1	1	0	0	0	38.1	acceptable	9	0	0	0	0	13.3	0.32	1	-2.1	1	0	0.003	1
34	-0.86	14.3	0.54	0.06	7	mild	agro_pastoral	7	1	15.7	0	0	12.4	19.9	0.9	1	1	1	0	0	0	66	acceptable	9	0	0	0	0	12.4	-1.36	1	-3.28	1	0	0.003	1
35	-2.54	24.2	0.98	0.3	2	severe	agro_pastoral	8	0	1	0	0	5.9	2.4	1.13	1	1	1	1	0	0	57.3	acceptable	0	1	0	0	1	12.3	-1.5	0	-1.24	1	0	0.018	3
36	-0.92	0	1.75	0.16	4	mild	pastoral	6	0	8.8	0	0	8.9	3.9	1.11	1	1	0	1	0	0	44	acceptable	11	0	0	0	0	13.3	-0.64	0	-0.46	0	0	0.003	1
37	0.48	0	0.44	-0.09	2	normal	agro_pastoral	4	0	14.9	1	146	20.5	0	1.48	1	1	0	0	0	1	48.6	acceptable	4	0	0	0	0	13	0.66	0	0.41	0	0	0.003	1
38	1.28	29.9	1.09	-0.19	12	normal	agro_pastoral	7	1	4.4	0	0	4.6	0	1.16	1	1	0	1	0	0	54.7	acceptable	0	0	0	0	0	12.9	-1.13	0	-0.68	0	0	0.003	1
39	-0.59	49.5	0.65	0.23	7	mild	rainfed_farming	10	1	5.9	0	0	12.7	6.4	1.48	0	1	1	1	0	0	53.1	acceptable	9	0	0	0	0	13.3	-1.34	0	-0.88	0	0	0.003	1
40	-1.42	25.7	0.01	0.17	2	moderate	agro_pastoral	6	1	6.4	0	0	25.7	0	0.98	0	0	1	0	0	0	31.2	borderline	5	0	0	1	1	9.7	-3.05	0	-0.35	1	0	0.033	3
41	1.11	0.6	0.97	-0.3	5	normal	pastoral	8	1	1.7	0	0	10.6	0	1.06	1	1	0	1	0	0	46.1	acceptable	1	0	0	0	0	13.3	-1.05	0	-0.61	0	0	0.003	1
42	-0.48	30.4	-0.5	0.1	1	normal	agro_pastoral	6	1	3.3	0	0	0	6.3	0.99	0	1	1	0	0	0	52.6	acceptable	10	0	0	0	0	13.2	-1.17	1	-2.85	1	1	0.003	1
43	-1.04	23	2.06	0.01	1	moderate	pastoral	9	0	1	0	0	16.8	7.8	1.23	0	0	1	0	0	0	54.4	acceptable	0	1	0	0	0	12.9	-1.25	1	-2.38	1	0	0.023	1
44	-1.75	20.8	-0.28	0.3	6	moderate	urban_informal	8	0	5.5	0	0	16.6	12.5	1.15	1	1	1	0	1	0	46.9	acceptable	3	0	1	0	0	13.8	-1.27	0	-0.72	0	0	0.003	1
45	-0.36	0	0.81	0.02	2	normal	pastoral	7	0	7.6	0	0	13	2.2	0.9	1	1	0	0	0	0	56.1	acceptable	0	1	0	0	0	12.7	-1.27	0	-0.57	0	0	0.013	1
46	-0.67	0	0.34	0.17	3	mild	pastoral	6	0	1.4	0	0	18.8	3.1	1.33	0	0	1	0	0	0	62.4	acceptable	15	0	0	0	1	11.3	-2.37	1	-2.19	1	0	0.018	3
47	-0.86	16.1	-0.05	0.27	7	mild	urban_informal	7	0	10.1	0	0	28.3	0	1.29	1	1	1	1	0	0	47.3	acceptable	4	0	0	0	0	13.1	-0.84	1	-2.41	1	0	0.003	1
48	0.27	0	-0.39	-0.02	5	normal	pastoral	12	0	1	0	0	24	8.6	1.05	1	1	1	0	0	0	44.2	acceptable	3	0	0	0	0	12.6	-1.17	0	-1.11	0	0	0.003	1
49	0.04	22.1	0.25	-0.02	6	normal	pastoral	7	1	10.1	0	0	17.8	16.7	1.1	0	1	0	1	0	0	61	acceptable	0	1	0	0	0	12.7	-0.76	0	-0.17	0	1	0.013	1
50	-1.41	0	0.47	0.16	3	moderate	agro_pastoral	6	0	1	1	318	9.4	12.4	1.03	1	1	0	0	0	0	59.2	acceptable	4	0	1	0	0	12.6	-1.31	0	0.09	0	1	0.003	1
51	-0.82	2.1	1.25	0.01	2	mild	agro_pastoral	9	0	1	0	0	39	8.6	1.33	1	0	1	0	0	0	46.4	acceptable	3	0	0	0	1	12	-2.34	0	0.04	1	0	0.018	3
52	-0.42	40.4	-0.07	0.12	1	normal	pastoral	8	0	1.4	0	0	0	11.9	1.18	1	1	0	1	0	0	48.9	acceptable	14	1	0	0	0	13.2	-1.68	0	-0.1	0	0	0.013	1
53	0.03	14.8	1.4	0.01	7	normal	pastoral	10	0	3.1	0	0	9.1	14.6	1.09	1	1	1	1	0	0	58.4	acceptable	8	0	0	0	0	13.4	-1.69	1	-3.43	1	1	0.003	1
54	-0.21	23.7	0.35	-0.11	2	normal	rainfed_farming	7	1	9.2	0	0	10.9	0	0.9	1	1	1	1	0	0	37	acceptable	2	1	1	0	0	13.2	-1.23	0	-0.23	0	0	0.013	1
55	-0.39	27.3	0.65	0.12	4	normal	urban_informal	6	0	2.9	0	0	2.4	0	1.14	1	1	1	1	0	0	52.9	acceptable	6	0	0	0	0	13.3	-0.76	0	-1.02	0	0	0.003	1
56	-0.42	50.1	0.41	0.09	12	normal	pastoral	7	0	1.7	0	0	3.7	17.4	1.06	1	1	1	1	0	0	56.7	acceptable	7	0	0	0	0	13.6	0.01	0	-0.12	0	1	0.003	1
57	-1.87	3.9	0.29	0.21	8	moderate	agro_pastoral	5	1	3.8	0	0	17.8	0	1.04	0	0	1	1	0	0	56.2	acceptable	2	0	0	0	0	13.2	-1.47	0	-0.74	0	0	0.013	1
58	0.36	10.6	0.37	-0.02	1	normal	agro_pastoral	6	0	5.4	0	0	0	8.9	0.98	0	0	0	1	0	0	68.3	acceptable	7	0	0	0	0	13.3	-0.96	1	-2.88	1	0	0.013	1
59	-1.61	29.1	0.85	0.19	7	moderate	pastoral	5	0	12.2	0	0	19	10.5	1.36	0	0	1	1	0	0	55.9	acceptable	8	0	0	0	0	13.8	-0.81	0	-1.62	0	1	0.013	1
60	-2.09	33.5	0.61	0.3	1	severe	agro_pastoral	6	1	13.2	0	0	29	17.3	1.63	0	1	1	1	0	0	45.8	acceptable	7	0	0	0	0	13.5	0.06	0	-0.2	0	0	0.003	1
61	-0.18	48.5	0.46	0.06	2	normal	pastoral	6	0	1	0	0	18.1	7.7	1.12	0	0	1	0	1	0	52.6	acceptable	0	1	0	0	0	13.7	-0.44	0	-0.63	0	0	0.023	1
62	-2.25	17.3	0.76	0.3	7	severe	rainfed_farming	7	1	10.7	0	0	12.1	6.9	1.4	0	0	1	0	0	0	49.1	acceptable	9	0	0	0	0	14	-0.93	0	-0.04	0	1	0.013	1
63	-1.21	0	0.38	0.17	5	moderate	agro_pastoral	9	0	1	0	0	4.2	23.8	0.9	0	0	1	0	0	0	36.5	acceptable	0	0	0	0	0	13	-0.91	1	-3.61	1	0	0.013	1
64	-0.42	11.4	0.12	-0.02	2	normal	pastoral	8	0	10.6	0	0	8.6	4	1.22	0	1	1	1	0	0	38.3	acceptable	0	0	0	0	0	14.1	-0.44	0	-0.97	0	1	0.003	1
65	-0.03	1.4	0.62	-0.16	5	normal	rainfed_farming	6	0	6.6	0	0	31.5	8	1.38	1	1	1	1	0	0	33.7	borderline	3	0	1	0	0	13.9	0.17	0	0.12	0	0	0.003	2
66	0.87	18.2	1	-0.12	3	normal	rainfed_farming	8	0	17.4	0	0	14.2	4.3	1.33	1	1	1	0	0	0	58.2	acceptable	2	1	0	0	0	13.8	-0.93	1	-2.89	1	0	0.013	1
67	-0.1	0	0.55	-0.02	5	normal	rainfed_farming	11	0	8.6	0	0	20.6	30.7	1.3	1	0	1	1	0	0	59.2	acceptable	11	0	0	0	0	13.3	0.09	0	-0.1	0	0	0.013	1
68	-0.12	25.7	-0.2	-0.05	5	normal	agro_pastoral	6	1	1	0	0	12.6	16.3	0.96	1	1	1	1	0	0	51.8	acceptable	9	0	0	0	0	13	-1.01	0	0.57	0	0	0.003	1
69	-0.43	0.2	0.57	0.06	7	normal	urban_informal	4	0	2.5	0	0	13.9	0	1.03	1	0	1	1	0	0	44.1	acceptable	0	0	0	1	1	10.3	-3.37	0	-1.41	1	0	0.033	3
70	-1.64	8.7	0.66	0.21	8	moderate	pastoral	6	0	15.4	0	0	0	12.5	1.28	0	1	0	1	0	0	50.8	acceptable	11	0	0	0	0	13.9	-0.55	0	-0.29	0	0	0.003	1
71	-1.39	27.5	1.19	0.23	5	moderate	rainfed_farming	7	0	6.4	0	0	16.9	18.4	1.02	1	1	1	0	0	0	44.9	acceptable	5	0	1	0	0	13.3	-1.18	0	-0.79	0	0	0.003	1
72	-1.18	24.7	0.18	0.03	1	moderate	rainfed_farming	3	0	1	1	278	10.3	0	1.17	1	1	0	1	0	1	46.8	acceptable	0	0	0	0	0	13.8	-0.36	0	-0.14	0	0	0.003	1
73	-0.84	54.5	0.88	0.09	5	mild	agro_pastoral	5	0	6.1	0	0	8.1	3.5	1.36	0	0	1	1	0	0	55.4	acceptable	4	0	0	0	0	12.8	-0.82	0	-2	0	1	0.013	1
74	-0.96	5.5	0.42	0.11	3	mild	pastoral	5	1	7.8	0	0	2.6	8.1	1.1	0	1	1	0	1	0	62.3	acceptable	2	0	0	0	0	13.2	-0.13	1	-2.26	1	0	0.003	1
75	-0.95	5.7	0.99	0.22	1	mild	pastoral	5	1	4	0	0	0	14.3	0.98	1	1	1	1	0	0	57	acceptable	0	0	1	0	0	13	-1.48	0	-0.36	0	0	0.003	1
76	0.41	15	0.75	-0.02	1	normal	urban_informal	4	1	2.2	0	0	7.1	0	1.28	1	1	1	1	0	0	48	acceptable	4	0	0	0	0	14.4	-0.9	0	-0.31	0	1	0.003	1
77	0.96	0	1.06	-0.2	1	normal	rainfed_farming	10	0	1.5	0	0	0	22.2	1.04	1	1	1	0	0	0	54.5	acceptable	12	0	0	0	0	13.1	-2	0	-1.41	0	0	0.003	1
78	-0.35	44.3	-0.03	0.05	5	normal	pastoral	6	1	5.7	0	0	8	9.2	1.19	0	0	1	0	0	0	51.2	acceptable	12	0	0	0	0	14.3	-0.74	0	-0.09	0	1	0.013	1
79	1.41	7.7	0.22	-0.31	9	normal	agro_pastoral	7	0	12.4	0	0	23.9	31.6	1.17	0	0	1	1	0	0	52.9	acceptable	0	0	0	0	0	13	-0.38	1	-3.2	1	0	0.013	1
80	-0.04	0	0.78	0.09	4	normal	pastoral	8	1	8.9	0	0	25.7	22.2	1.38	1	1	1	0	0	0	46.3	acceptable	3	1	0	0	0	13.3	-0.72	1	-2	1	1	0.013	1
81	-0.33	0	0.99	0.15	4	normal	pastoral	5	1	2.9	0	0	23.9	0	1.08	1	0	1	0	1	0	66.2	acceptable	1	0	0	0	1	12.4	-1.77	1	-2.67	1	0	0.018	3
82	-1.53	2.8	0.72	0.3	9	moderate	urban_informal	4	0	1	0	0	17.2	14.9	1.27	1	0	0	0	0	0	55.4	acceptable	3	1	1	0	0	13.6	0.48	1	-2	1	1	0.023	1
83	-0.82	20.6	1.02	0.11	9	mild	pastoral	7	0	1	0	0	14.4	13.5	1.26	1	1	0	0	0	0	42.7	acceptable	10	0	0	0	0	13.4	-0.46	1	-3.29	1	1	0.003	1
84	-0.05	25.4	-0.08	-0.07	1	normal	agro_pastoral	6	0	1	0	0	27.3	3.8	1.15	1	1	1	1	0	1	52.2	acceptable	10	0	0	0	0	13.6	-1.82	0	1.19	0	0	0.003	1
85	-0.43	0	-0.32	0.08	14	normal	pastoral	5	1	15.1	0	0	25.4	3.2	1.31	1	1	1	0	0	0	51.7	acceptable	7	0	0	0	0	14	-0.93	1	-2.12	1	1	0.003	1
86	-1.02	39.7	0.16	0.13	6	moderate	pastoral	5	0	4.1	0	0	28	4.7	1.21	1	1	1	1	0	0	47	acceptable	12	0	0	0	0	13.9	-1.18	0	-0.77	0	1	0.003	1
87	-0.06	6.3	0.91	0.04	4	normal	agro_pastoral	5	0	9.1	0	0	23.4	0	1.15	0	1	1	1	0	0	49.2	acceptable	3	0	1	0	1	12.4	-2.16	0	-0.55	1	0	0.008	3
88	-0.48	14.5	-0.34	0.04	1	normal	agro_pastoral	4	0	10.6	0	0	24.4	0	1.19	1	1	1	1	0	0	56	acceptable	2	0	0	0	0	13.4	-0.94	0	-0.43	0	1	0.003	1
89	-1.53	15.5	0.46	0.25	4	moderate	pastoral	4	1	9.8	0	0	3.4	5.2	1.15	0	1	0	1	0	0	48.9	acceptable	0	0	0	0	0	13.7	-1.53	0	-2	0	0	0.003	1
90	0.16	4.3	1.13	-0.15	2	normal	rainfed_farming	7	0	1	0	0	10.7	0	1.16	1	0	1	0	1	0	62.1	acceptable	2	0	0	0	0	12.3	0.08	0	-0.51	0	0	0.013	1
91	-1.02	16.5	0.46	0.3	1	moderate	agro_pastoral	6	1	5.8	0	0	23.5	27.4	1.33	1	1	1	1	0	0	50.7	acceptable	0	0	0	0	0	14.2	-0.24	0	-0.84	0	1	0.003	1
92	-1.55	24.2	-0.47	0.21	5	moderate	agro_pastoral	10	0	1	0	0	17.9	22.4	1.18	0	1	0	0	0	0	55.3	acceptable	1	0	0	0	0	13.6	-1.88	1	-2.05	1	0	0.003	1
93	-0.21	10.4	0.82	0.03	4	normal	pastoral	3	1	1	0	0	19.6	0	0.97	0	1	1	1	0	0	41.7	acceptable	9	0	0	0	0	13.5	-1.09	1	-2	1	0	0.003	1
94	-0.05	3.9	0.01	0.09	2	normal	rainfed_farming	5	1	6.7	0	0	13	21.8	1.42	1	1	1	1	0	0	53.4	acceptable	5	1	0	0	0	13.7	0.54	1	-2.74	1	0	0.013	1
95	-1.32	18	0.2	0.15	16	moderate	pastoral	5	0	1	0	0	26.6	32.2	1.02	1	1	1	0	1	0	53	acceptable	8	0	1	0	0	13.8	-0.07	1	-2.49	1	0	0.003	1
96	-1	1.7	1.13	0.14	7	moderate	rainfed_farming	15	0	1	0	0	10.3	21.7	1.16	0	0	1	1	0	0	50	acceptable	13	0	0	0	1	11.8	-3.09	0	-1.48	1	0	0.018	3
97	-0.11	22.9	0.88	-0.14	2	normal	pastoral	5	0	6.8	0	0	2.4	10.7	0.93	0	1	1	1	0	0	43.6	acceptable	11	0	0	0	0	12.8	-1.42	1	-2.39	1	1	0.003	1
98	-0.02	12.9	0.46	0.04	3	normal	pastoral	3	1	8.7	0	0	18.4	8.5	1.3	0	1	1	0	1	0	55.5	acceptable	6	0	0	0	0	13	0.18	0	-0.98	0	0	0.003	1
99	-1.87	24.5	2	0.25	3	moderate	pastoral	6	0	3	0	0	13.3	0	1.23	1	1	1	1	0	0	59.4	acceptable	9	0	0	0	1	12.2	-1.75	0	-1.33	1	0	0.008	3
100	-2.01	20.6	-0.33	0.23	1	severe	pastoral	3	0	3	0	0	33.6	4.3	1.38	1	0	1	0	0	0	48.5	acceptable	4	0	0	0	0	13.4	-0.97	1	-2.54	1	0	0.013	1

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

Drought & Food Insecurity Health Impacts in Sub-Saharan Africa

Abstract

A synthetic, literature-grounded dataset describing how drought shocks and food insecurity translate into child malnutrition, infectious disease risk, and mortality in sub-Saharan Africa. Each record represents a child under five years old in a drought-affected household, linked to climate stress indicators (SPI, rainfall deficit, temperature anomaly, NDVI anomaly), food system impacts (crop loss, livestock loss, food price index), household coping and assistance, and health outcomes (wasting, stunting, MUAC, WHZ/HAZ, diarrhoea, measles, cholera, malaria fever).

The dataset is motivated by evidence that drought in Africa is strongly associated with adverse nutritional health (wasting, stunting, underweight), anaemia, increased mortality, and WASH-related infectious diseases (Ahenda et al., 2021). WHO highlights that drought-driven food insecurity forces households into displacement, worsens sanitation, and increases disease outbreaks such as cholera, measles, and malaria while families must choose between food and healthcare (WHO, 2024). The dataset encodes these pathways in a transparent, scenario-based way.

Three scenarios reflect common drought contexts:

Extreme Drought (Horn of Africa): multi-season failure, high crop and livestock losses, poor WASH and health access, high displacement, and emergency-level acute malnutrition.
Seasonal Stress (Sahel): recurrent rainfall deficits and market price spikes with moderate-to-high GAM and seasonal disease risk.
Resilient Agro (Irrigated/market-connected zones): lower drought intensity, better services, and lower GAM though still vulnerable.

Dataset Structure

Each scenario contains 10,000 records (30,000 total). Key columns include:

Climate Stress

spi_3mo — 3-month standardized precipitation index
rainfall_deficit_pct — Percent rainfall deficit
temp_anomaly_c — Temperature anomaly (°C)
ndvi_anomaly — Vegetation anomaly (proxy for crop stress)
consecutive_dry_months — Duration of drought spell
drought_severity — normal / mild / moderate / severe

Livelihood & Household

livelihood — pastoral / agro-pastoral / rainfed farming / urban informal
household_size, female_headed, market_access_km
displaced, displacement_days

Food System Impacts

crop_loss_pct, livestock_loss_pct
food_price_index — local staple price index
food_consumption_score — WFP FCS
fcs_category — poor / borderline / acceptable
rcsi — reduced coping strategy index

Services & Assistance

wash_access, health_access, vaccinated, itn_use
food_assistance, cash_transfer

Child Anthropometry & Health

muac_cm — mid-upper arm circumference
whz, haz — weight-for-height and height-for-age z-scores
wasting, severe_wasting, stunting, underweight
anaemia
diarrhoea, malaria_fever, measles, cholera
mortality_risk, child_died
ipc_phase — proxy IPC phase (1–5)

Parameterization Evidence

Parameter	Value Used	Source	Year
Drought linked to wasting, stunting, underweight, anaemia, mortality	Outcome model	Ahenda et al. Environ Int 148:106379	2021
Drought linked to WASH-related diseases (cholera, diarrhoea, scabies)	Disease pathways	Ahenda et al.	2021
Drought drives displacement and worsens sanitation and health access	Displacement & WASH parameters	WHO Horn of Africa drought situation	2024
Households forced to choose between food and healthcare	FCS & access pathways	WHO	2024
Undernutrition definitions (wasting, stunting, underweight)	Anthropometry definitions	WHO Malnutrition fact sheet	2024
Nearly half of deaths under 5 linked to undernutrition	Mortality risk framing	WHO Malnutrition fact sheet	2024
GAM >15% emergency threshold; >30% catastrophe	IPC and humanitarian guidance	ReliefWeb (2018)	2018

Validation Summary

The 8-panel validation report (validation_report.png) shows:

GAM gradient: Extreme drought averages ~43% wasting; seasonal stress ~21%; resilient agro ~9%.
SAM gradient: Severe wasting ranges from ~9% (extreme) to ~1–2% (resilient).
Drought intensity: SPI distributions shift from severe drought (<-2) in Horn of Africa to milder stress in resilient zones.
Food security: Lower FCS and higher rCSI in extreme drought settings.
Illness burden: Diarrhoea and cholera higher in low-WASH settings; measles reduced with higher vaccination coverage.
Services: WASH, health access, and assistance coverage improve from extreme to resilient scenarios.
IPC phases: Higher share of Phase 4–5 in extreme drought scenario.
Correlations: Drought severity correlates with food price index and wasting.

Usage

from datasets import load_dataset

# Load resilient agro scenario (default)
ds = load_dataset("electricsheepafrica/drought-food-insecurity", name="resilient_agro")
df = ds["train"].to_pandas()

# GAM and SAM rates
print(df["wasting"].mean(), df["severe_wasting"].mean())

# Relationship between SPI and wasting
print(df[["spi_3mo", "wasting"]].corr())

Intended Uses

Modelling drought-to-malnutrition pathways for early warning systems
Scenario planning for humanitarian response and IPC phase analysis
Teaching drought and food insecurity impacts on child health
Evaluating how WASH and assistance coverage shift risk profiles

Limitations

Synthetic data: Generated from literature-derived distributions, not from real household surveys.
Simplified IPC: IPC phase is a proxy based on wasting and FCS, not a full multi-indicator classification.
No spatial granularity: Records are not geocoded; within-scenario heterogeneity is probabilistic.
Seasonality and lags: SPI and NDVI are simplified; multi-season feedback loops are not explicitly modelled.

References

Ahenda P, et al. (2021). The adverse health effects associated with drought in Africa: a systematic review. Environ Int 148:106379. DOI: 10.1016/j.envint.2021.106379
WHO (2024). Drought and food insecurity in the Greater Horn of Africa. https://www.who.int/emergencies/situations/drought-food-insecurity-greater-horn-of-africa
WHO (2024). Malnutrition fact sheet. https://www.who.int/news-room/fact-sheets/detail/malnutrition
Persistent Global Acute Malnutrition: A discussion paper on the scope of the problem, its drivers, and recommendations (ReliefWeb, 2018).

Citation

@dataset{electricsheepafrica_drought_food_insecurity_2025,
  title={Drought and Food Insecurity Health Impacts in Sub-Saharan Africa},
  author={Electric Sheep Africa},
  year={2025},
  publisher={HuggingFace},
  url={https://huggingface.co/datasets/electricsheepafrica/drought-food-insecurity}
}

License

CC-BY-4.0

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