Datasets:

electricsheepafrica
/

africa-synth-mental-health-soil-contamination-urban-all

record_id string	scenario string	year int64	setting string	farm_size_m2 float64	farmer_age int64	farmer_sex string	hh_consumers int64	children_consuming int64	crop_type string	irrigation_source string	uses_wastewater int64	soil_pb_mgkg float64	soil_cd_mgkg float64	soil_cr_mgkg float64	soil_pb_exceeds int64	soil_cd_exceeds int64	crop_pb_mgkg float64	crop_cd_mgkg float64	crop_pb_exceeds_codex int64	crop_cd_exceeds_codex int64	water_pb_ugL float64	water_cd_ugL float64	hazard_index float64	unacceptable_risk int64	gi_symptoms int64	child_developmental int64	kidney_effects int64	soil_tested int64	crop_tested int64	aware_of_risk int64	uses_compost int64	phytoremediation int64
IND-00000	industrial_adjacent_farms	2,022	peri_urban	365	49	male	2	2	tomato_pepper	stream_river	0	206.8	3.64	118	1	1	0.627	0.095	1	0	3.9	0.28	0.89	0	0	0	0	0	0	0	1	0
IND-00001	industrial_adjacent_farms	2,010	urban_industrial	282	63	female	3	1	leafy_greens	wastewater	1	100	3.2	133	0	1	0.652	0.315	1	1	6.3	2.3	1.26	1	0	0	0	1	0	0	0	0
IND-00002	industrial_adjacent_farms	2,017	peri_urban	160	55	female	6	3	root_vegetables	wastewater	1	141	3.98	150.6	1	1	0.308	0.084	1	0	4.5	1.15	0.49	0	0	0	0	0	0	0	0	0
IND-00003	industrial_adjacent_farms	2,010	urban_industrial	77	43	male	5	0	root_vegetables	stream_river	0	112	2.71	57.2	1	0	0.116	0.053	0	0	1.2	0.27	0.29	0	0	0	0	0	0	0	0	0
IND-00004	industrial_adjacent_farms	2,011	urban_roadside	392	18	male	5	0	legumes	borehole	0	82.8	4.02	60.8	0	1	0.443	0.143	1	0	1.5	0.56	0.59	0	0	0	0	0	0	0	1	0
IND-00005	industrial_adjacent_farms	2,019	urban_industrial	332	35	female	2	1	tomato_pepper	stream_river	0	160.4	1.93	16.7	1	0	0.44	0.051	1	0	2.2	0.35	0.36	0	0	0	0	0	0	0	0	0
IND-00006	industrial_adjacent_farms	2,021	urban_roadside	439	32	male	3	1	maize	piped	0	63.8	6.12	75.6	0	1	0.142	0.24	0	1	1.9	0.65	0.75	0	0	0	0	0	0	0	0	0
IND-00007	industrial_adjacent_farms	2,022	peri_urban	485	43	female	5	2	maize	wastewater	1	137.7	12.62	46.3	1	1	0.211	0.696	0	1	7.6	1.99	1.69	1	0	0	0	0	0	0	0	0
IND-00008	industrial_adjacent_farms	2,013	urban_roadside	416	22	male	4	1	root_vegetables	rainwater	0	107.7	2.31	52.5	1	0	0.292	0.101	0	0	1.4	0.53	0.35	0	0	0	0	0	0	0	0	1
IND-00009	industrial_adjacent_farms	2,012	urban_roadside	119	18	female	2	2	tomato_pepper	stream_river	0	112.3	1.22	24.9	1	0	0.782	0.026	1	0	1.4	1.51	1.52	1	0	0	0	0	0	1	0	0
IND-00010	industrial_adjacent_farms	2,015	urban_industrial	67	35	male	5	0	root_vegetables	borehole	0	133.8	4.32	61.9	1	1	0.321	0.121	1	0	3.7	0.47	0.71	0	0	0	0	1	0	0	1	0
IND-00011	industrial_adjacent_farms	2,010	urban_roadside	50	49	female	2	4	tomato_pepper	stream_river	0	336.1	0.75	52.1	1	0	0.881	0.035	1	0	2.3	0.17	0.62	0	0	0	0	0	0	0	0	0
IND-00012	industrial_adjacent_farms	2,023	peri_urban	513	43	female	5	3	maize	wastewater	1	311.3	4.68	181.7	1	1	1.087	0.465	1	1	16.7	0.78	2.36	1	0	0	0	0	0	0	0	0
IND-00013	industrial_adjacent_farms	2,019	urban_industrial	504	45	female	5	3	legumes	wastewater	1	59.5	12.73	112.3	0	1	0.218	0.383	0	1	17.7	3.8	1.15	1	0	0	0	0	0	1	0	0
IND-00014	industrial_adjacent_farms	2,016	peri_urban	110	28	female	6	4	legumes	borehole	0	29.5	9.16	45.6	0	1	0.075	0.706	0	1	1	0.24	0.98	0	0	0	0	0	0	0	0	0
IND-00015	industrial_adjacent_farms	2,022	urban_industrial	223	47	female	6	1	maize	wastewater	1	136.6	7.18	76.7	1	1	0.309	0.435	1	1	2.5	0.92	1.08	1	1	0	0	0	0	0	1	0
IND-00016	industrial_adjacent_farms	2,012	peri_urban	591	39	female	3	1	leafy_greens	borehole	0	400.2	1.53	75.9	1	0	1.07	0.145	1	0	2.7	0.17	1.64	1	0	0	0	0	0	0	0	0
IND-00017	industrial_adjacent_farms	2,024	urban_industrial	61	50	female	7	0	tomato_pepper	stream_river	0	470.2	12.17	62.6	1	1	1.223	0.834	1	1	1.7	0.61	2.79	1	0	0	0	0	0	1	0	0
IND-00018	industrial_adjacent_farms	2,014	peri_urban	264	33	female	5	2	tomato_pepper	borehole	0	739.4	4	141.8	1	1	1.858	0.214	1	1	2.9	0.45	1.29	1	0	0	0	0	0	1	0	0
IND-00019	industrial_adjacent_farms	2,013	urban_industrial	46	33	female	2	1	root_vegetables	wastewater	1	22.6	3.79	384.5	0	1	0.067	0.115	0	0	13.8	0.78	0.3	0	1	0	0	0	0	0	1	0
IND-00020	industrial_adjacent_farms	2,024	peri_urban	98	54	male	7	1	maize	stream_river	0	358.8	2.82	34.1	1	0	0.688	0.141	1	0	1	0.73	0.58	0	0	0	0	0	0	0	0	0
IND-00021	industrial_adjacent_farms	2,021	urban_industrial	89	46	male	5	3	legumes	stream_river	0	58.3	1.66	35.2	0	0	0.135	0.078	0	0	3.1	0.32	0.34	0	1	0	0	0	0	0	0	1
IND-00022	industrial_adjacent_farms	2,014	peri_urban	233	20	female	7	5	maize	stream_river	0	66.8	4.03	157.8	0	1	0.087	0.183	0	0	10.7	0.19	0.32	0	0	0	0	0	0	0	0	0
IND-00023	industrial_adjacent_farms	2,011	peri_urban	120	44	female	5	1	leafy_greens	borehole	0	44.3	4.57	37	0	1	0.105	0.49	0	1	3.6	0.35	2.08	1	1	0	0	0	1	0	0	0
IND-00024	industrial_adjacent_farms	2,014	urban_roadside	726	68	male	1	1	legumes	wastewater	1	270.1	7.19	36.7	1	1	0.919	0.803	1	1	11.3	1.63	2.3	1	0	0	0	0	0	0	1	0
IND-00025	industrial_adjacent_farms	2,011	urban_industrial	258	27	female	7	3	leafy_greens	piped	0	36.4	1.33	80.1	0	0	0.126	0.028	0	0	5.2	0.59	0.16	0	0	0	0	0	0	0	0	0
IND-00026	industrial_adjacent_farms	2,022	peri_urban	330	53	female	4	0	root_vegetables	wastewater	1	130.6	4.07	108.7	1	1	0.277	0.262	0	1	2.1	1.22	1.03	1	1	0	0	0	0	1	1	0
IND-00027	industrial_adjacent_farms	2,011	peri_urban	97	44	male	6	0	leafy_greens	piped	0	119	3.08	28.9	1	1	0.245	0.326	0	1	2.3	0.27	0.81	0	0	0	0	0	0	0	0	0
IND-00028	industrial_adjacent_farms	2,017	peri_urban	210	44	male	5	0	leafy_greens	wastewater	1	57.9	1.36	164.2	0	0	0.472	0.061	1	0	2.7	2.12	0.49	0	0	0	0	0	0	0	0	0
IND-00029	industrial_adjacent_farms	2,019	urban_roadside	496	26	male	6	1	tomato_pepper	wastewater	1	281.1	6.44	30.9	1	1	0.704	0.195	1	0	4.1	5.49	1.27	1	0	0	0	0	0	0	1	0
IND-00030	industrial_adjacent_farms	2,024	urban_industrial	188	59	female	5	4	leafy_greens	stream_river	0	171.6	4.43	20.5	1	1	0.726	0.546	1	1	6.3	0.93	2.22	1	0	0	0	0	0	0	0	0
IND-00031	industrial_adjacent_farms	2,018	urban_industrial	126	41	female	3	3	legumes	wastewater	1	492.5	2.61	25.3	1	0	0.466	0.106	1	0	10.2	1.86	1.51	1	0	0	0	0	0	0	0	0
IND-00032	industrial_adjacent_farms	2,013	peri_urban	153	60	male	8	2	root_vegetables	stream_river	0	73.1	6.26	48.3	0	1	0.137	0.394	0	1	3.1	0.59	1.03	1	0	0	0	0	0	1	0	0
IND-00033	industrial_adjacent_farms	2,014	urban_industrial	68	33	female	4	0	tomato_pepper	rainwater	0	125.4	1.12	18.5	1	0	0.299	0.04	0	0	2.8	0.49	0.29	0	0	0	0	0	0	1	0	0
IND-00034	industrial_adjacent_farms	2,011	urban_roadside	103	31	male	5	0	legumes	stream_river	0	65.6	4.67	23.9	0	1	0.191	0.196	0	0	2.7	1.3	0.37	0	0	0	0	0	0	0	1	0
IND-00035	industrial_adjacent_farms	2,017	urban_industrial	441	51	female	3	1	leafy_greens	wastewater	1	98.1	5.64	63.9	0	1	0.406	1.084	1	1	8.9	2.56	2.73	1	1	0	0	0	0	0	1	0
IND-00036	industrial_adjacent_farms	2,010	urban_industrial	237	48	female	7	1	leafy_greens	rainwater	0	156.9	0.39	21.3	1	0	0.885	0.037	1	0	1.3	0.33	1.15	1	0	0	0	0	0	0	0	0
IND-00037	industrial_adjacent_farms	2,010	urban_roadside	163	29	female	5	0	root_vegetables	stream_river	0	184.8	1.92	32.1	1	0	0.771	0.063	1	0	1.1	0.65	1.1	1	0	0	0	0	0	1	0	0
IND-00038	industrial_adjacent_farms	2,021	urban_roadside	157	32	male	7	2	root_vegetables	borehole	0	130.6	3.79	98.4	1	1	0.304	0.105	1	0	2.2	0.73	0.45	0	0	0	0	0	1	0	1	0
IND-00039	industrial_adjacent_farms	2,023	urban_industrial	88	38	male	4	1	legumes	wastewater	1	277.1	1.48	72.3	1	0	0.224	0.06	0	0	10	3.75	0.42	0	0	0	0	1	0	0	0	0
IND-00040	industrial_adjacent_farms	2,024	urban_roadside	93	49	female	5	1	legumes	rainwater	0	61.5	4.55	28.5	0	1	0.133	0.192	0	0	16.6	0.22	0.84	0	0	0	0	0	0	0	1	0
IND-00041	industrial_adjacent_farms	2,023	urban_industrial	191	25	female	7	0	maize	wastewater	1	153.3	2.02	52	1	0	0.412	0.156	1	0	71.5	1.41	0.97	0	0	0	0	0	0	0	0	0
IND-00042	industrial_adjacent_farms	2,022	urban_industrial	160	30	female	6	4	maize	rainwater	0	286.2	6.9	86.7	1	1	0.927	0.358	1	1	1.4	0.76	0.98	0	0	0	0	0	0	0	1	0
IND-00043	industrial_adjacent_farms	2,011	urban_industrial	265	26	male	5	2	root_vegetables	piped	0	112	3.02	17	1	1	0.172	0.106	0	0	1.9	1.15	0.3	0	0	0	0	0	0	0	0	0
IND-00044	industrial_adjacent_farms	2,013	urban_industrial	202	46	male	4	0	maize	stream_river	0	235.4	4.12	42.8	1	1	0.801	0.174	1	0	3	1.21	0.26	0	0	0	0	0	0	0	0	0
IND-00045	industrial_adjacent_farms	2,022	peri_urban	144	33	female	1	1	maize	piped	0	70.4	3.83	74.7	0	1	0.208	0.079	0	0	5.5	0.31	0.42	0	0	0	0	0	0	0	0	0
IND-00046	industrial_adjacent_farms	2,017	urban_roadside	364	61	female	2	1	leafy_greens	wastewater	1	128.1	6.76	84.6	1	1	0.416	0.362	1	1	6.1	1.18	2.02	1	0	0	0	0	0	1	1	0
IND-00047	industrial_adjacent_farms	2,012	urban_roadside	193	53	female	6	0	tomato_pepper	wastewater	1	120.2	7.34	126.4	1	1	0.219	0.168	0	0	4.4	2.11	0.74	0	0	0	0	0	0	1	0	0
IND-00048	industrial_adjacent_farms	2,016	peri_urban	461	38	female	1	1	tomato_pepper	stream_river	0	68.7	4.2	38.8	0	1	0.12	0.247	0	1	2.9	1.42	0.51	0	0	0	0	0	0	0	0	0
IND-00049	industrial_adjacent_farms	2,019	peri_urban	684	55	male	5	1	leafy_greens	borehole	0	154.8	3.07	122.8	1	1	0.235	0.084	0	0	5.2	0.52	0.53	0	0	0	0	0	0	0	1	0
IND-00050	industrial_adjacent_farms	2,018	peri_urban	393	19	female	2	2	leafy_greens	piped	0	203.4	3.01	13.5	1	1	0.556	0.418	1	1	0.5	0.41	0.77	0	0	0	0	0	1	0	0	0
IND-00051	industrial_adjacent_farms	2,012	peri_urban	196	19	male	6	1	leafy_greens	wastewater	1	48.3	2.75	152.3	0	0	0.249	0.254	0	1	36.8	2.65	0.68	0	0	0	0	0	0	0	0	0
IND-00052	industrial_adjacent_farms	2,010	peri_urban	416	36	male	6	1	leafy_greens	piped	0	166.3	2.79	44.3	1	0	0.61	0.184	1	0	2.3	0.87	0.33	0	0	0	0	0	0	0	0	0
IND-00053	industrial_adjacent_farms	2,024	urban_roadside	55	37	female	6	4	tomato_pepper	stream_river	0	35.2	3.7	126.9	0	1	0.049	0.175	0	0	1.6	0.33	0.78	0	0	0	0	0	0	0	0	0
IND-00054	industrial_adjacent_farms	2,024	urban_industrial	154	35	male	3	3	leafy_greens	piped	0	571.5	1.37	127.9	1	0	5.097	0.067	1	0	14.3	0.91	5.02	1	0	0	0	0	0	0	0	0
IND-00055	industrial_adjacent_farms	2,014	peri_urban	363	34	male	3	2	tomato_pepper	rainwater	0	50.1	6.86	40.3	0	1	0.144	0.137	0	0	8.2	0.46	0.35	0	0	0	0	0	0	1	0	0
IND-00056	industrial_adjacent_farms	2,022	peri_urban	183	65	female	8	3	tomato_pepper	piped	0	123.4	1.62	26.5	1	0	0.145	0.027	0	0	3.2	0.98	0.27	0	0	0	0	0	0	0	1	0
IND-00057	industrial_adjacent_farms	2,015	peri_urban	219	41	female	3	1	leafy_greens	wastewater	1	116.9	5.18	61.9	1	1	0.308	0.325	1	1	4.6	2.43	0.57	0	0	0	0	0	0	0	0	0
IND-00058	industrial_adjacent_farms	2,021	urban_industrial	222	38	female	6	1	maize	rainwater	0	300.6	2.9	18.8	1	0	0.383	0.029	1	0	2.5	0.45	0.25	0	0	1	0	0	0	0	0	0
IND-00059	industrial_adjacent_farms	2,022	urban_industrial	93	46	female	3	3	leafy_greens	borehole	0	101.7	1.2	37.1	1	0	0.603	0.11	1	0	1	0.32	0.61	0	0	0	0	0	0	0	0	0
IND-00060	industrial_adjacent_farms	2,012	peri_urban	80	26	male	2	1	tomato_pepper	wastewater	1	154.3	6.44	89.3	1	1	0.179	0.137	0	0	10.2	3.71	0.12	0	0	0	0	0	0	1	0	0
IND-00061	industrial_adjacent_farms	2,016	urban_industrial	91	32	female	2	3	tomato_pepper	rainwater	0	362.1	1.84	58.1	1	0	1.531	0.139	1	0	1.1	0.41	1.93	1	0	0	0	0	0	0	0	0
IND-00062	industrial_adjacent_farms	2,024	peri_urban	2,058	18	male	3	0	root_vegetables	borehole	0	273.2	3.93	118.3	1	1	0.203	0.348	0	1	3.9	0.95	0.7	0	0	0	0	0	0	0	0	0
IND-00063	industrial_adjacent_farms	2,018	peri_urban	299	18	male	2	2	tomato_pepper	borehole	0	84.2	7.51	82.8	0	1	0.167	0.267	0	1	1	0.63	0.29	0	0	0	0	0	0	0	0	0
IND-00064	industrial_adjacent_farms	2,017	urban_roadside	251	29	male	1	2	leafy_greens	borehole	0	154.9	2.26	50.7	1	0	0.329	0.102	1	0	2.1	1.04	0.35	0	0	1	0	0	0	1	0	0
IND-00065	industrial_adjacent_farms	2,023	peri_urban	231	23	female	4	1	leafy_greens	rainwater	0	85	3.81	14.9	0	1	0.43	0.74	1	1	2.2	0.58	2.98	1	0	0	0	0	0	0	0	0
IND-00066	industrial_adjacent_farms	2,013	urban_industrial	462	21	male	8	0	leafy_greens	piped	0	82.8	3.66	61.4	0	1	0.356	0.27	1	1	2.6	0.21	0.67	0	0	0	0	0	0	0	1	0
IND-00067	industrial_adjacent_farms	2,015	peri_urban	108	31	female	4	0	root_vegetables	rainwater	0	75.8	2.49	116	0	0	0.249	0.234	0	1	14.7	0.27	0.97	0	0	0	0	0	0	0	1	0
IND-00068	industrial_adjacent_farms	2,017	peri_urban	139	38	female	8	3	root_vegetables	borehole	0	211.4	3.71	13.9	1	1	0.31	0.209	1	1	7	0.97	0.33	0	0	0	1	0	0	0	1	0
IND-00069	industrial_adjacent_farms	2,012	urban_roadside	140	37	male	4	2	legumes	stream_river	0	123.4	6.23	18.6	1	1	0.11	0.286	0	1	3	0.55	0.6	0	0	0	0	0	0	0	1	0
IND-00070	industrial_adjacent_farms	2,022	urban_industrial	398	56	female	4	1	leafy_greens	stream_river	0	179.9	3.69	68.4	1	1	0.711	0.58	1	1	1.6	0.35	1.71	1	0	0	0	0	0	1	0	0
IND-00071	industrial_adjacent_farms	2,020	urban_industrial	342	43	female	4	1	root_vegetables	stream_river	0	56.2	8.17	110.9	0	1	0.156	0.353	0	1	2.6	0.75	0.84	0	0	0	0	0	0	0	0	0
IND-00072	industrial_adjacent_farms	2,017	urban_industrial	54	46	male	4	0	tomato_pepper	borehole	0	57	3.95	23.5	0	1	0.179	0.263	0	1	1.7	0.25	0.23	0	0	0	0	0	0	0	0	0
IND-00073	industrial_adjacent_farms	2,024	urban_industrial	328	24	male	5	4	maize	borehole	0	14.2	2.42	111	0	0	0.029	0.046	0	0	1.4	0.93	0.04	0	0	0	0	0	0	0	0	0
IND-00074	industrial_adjacent_farms	2,013	peri_urban	100	53	male	8	2	root_vegetables	rainwater	0	128.2	1.68	16.2	1	0	0.255	0.027	0	0	1.8	0.29	0.13	0	0	0	0	0	0	0	0	0
IND-00075	industrial_adjacent_farms	2,017	urban_roadside	159	30	female	3	0	leafy_greens	borehole	0	168.5	4.04	56.9	1	1	0.611	0.451	1	1	2.5	0.42	1.26	1	0	0	0	0	1	0	0	0
IND-00076	industrial_adjacent_farms	2,022	urban_industrial	163	28	male	5	1	leafy_greens	borehole	0	175.8	4.02	107.1	1	1	0.827	0.367	1	1	3.7	0.47	0.91	0	1	0	0	0	0	0	1	0
IND-00077	industrial_adjacent_farms	2,023	urban_industrial	73	59	female	4	2	leafy_greens	stream_river	0	167.5	3.53	37.4	1	1	0.804	0.256	1	1	1.2	0.21	2.55	1	0	0	0	0	0	1	0	0
IND-00078	industrial_adjacent_farms	2,020	urban_industrial	90	41	male	6	2	legumes	stream_river	0	170	3.72	30.6	1	1	0.599	0.081	1	0	6.8	2.78	0.64	0	0	0	0	0	0	0	0	0
IND-00079	industrial_adjacent_farms	2,018	peri_urban	174	49	male	6	1	leafy_greens	wastewater	1	149.9	5.43	41.6	1	1	0.663	0.418	1	1	2.2	1.15	1.62	1	0	0	0	0	0	0	0	0
IND-00080	industrial_adjacent_farms	2,022	urban_roadside	222	47	female	6	2	legumes	borehole	0	36.1	2.28	95.3	0	0	0.075	0.071	0	0	8	0.27	0.16	0	0	0	0	1	0	0	0	0
IND-00081	industrial_adjacent_farms	2,023	urban_industrial	238	47	male	5	1	tomato_pepper	wastewater	1	843.5	3.83	116	1	1	3.454	0.161	1	0	51.4	1.59	3.67	1	1	0	0	0	0	0	0	0
IND-00082	industrial_adjacent_farms	2,012	peri_urban	112	29	female	6	0	tomato_pepper	wastewater	1	300.4	3.16	47.2	1	1	0.806	0.171	1	0	12.6	1.23	1.4	1	0	0	0	0	0	0	0	0
IND-00083	industrial_adjacent_farms	2,024	urban_industrial	1,898	18	female	3	1	tomato_pepper	wastewater	1	227.6	5.42	120.1	1	1	0.704	0.293	1	1	7.7	7.14	1.93	1	0	0	0	0	0	0	0	0
IND-00084	industrial_adjacent_farms	2,011	urban_industrial	206	40	male	4	2	tomato_pepper	borehole	0	127.9	5.03	114.8	1	1	0.265	0.16	0	0	4.1	0.72	0.45	0	0	0	0	0	0	0	1	0
IND-00085	industrial_adjacent_farms	2,018	peri_urban	61	39	female	5	2	root_vegetables	wastewater	1	831.4	6.2	120.4	1	1	1.164	0.13	1	0	30.3	1.15	0.76	0	0	0	0	0	0	0	0	0
IND-00086	industrial_adjacent_farms	2,015	urban_industrial	56	29	male	7	3	tomato_pepper	wastewater	1	227.1	6.09	172.5	1	1	0.718	0.074	1	0	5.8	2.17	0.6	0	0	0	0	0	0	0	1	0
IND-00087	industrial_adjacent_farms	2,016	urban_industrial	221	18	male	8	2	tomato_pepper	piped	0	145.7	4.61	74.6	1	1	0.496	0.576	1	1	5.9	0.19	1.73	1	0	0	0	0	0	0	1	0
IND-00088	industrial_adjacent_farms	2,011	urban_roadside	22	32	female	4	3	maize	wastewater	1	469.2	5.43	121.2	1	1	1.353	0.188	1	0	13.3	7.64	1.22	1	0	0	0	0	0	1	0	0
IND-00089	industrial_adjacent_farms	2,012	peri_urban	97	19	male	4	0	maize	rainwater	0	215.2	6.57	99.6	1	1	1.082	0.239	1	1	0.7	0.45	2.08	1	0	0	0	0	0	0	0	0
IND-00090	industrial_adjacent_farms	2,023	urban_roadside	35	39	male	7	4	tomato_pepper	wastewater	1	394.1	4.16	53	1	1	1.403	0.096	1	0	8.5	1.87	2.02	1	0	1	0	0	0	0	0	0
IND-00091	industrial_adjacent_farms	2,019	urban_industrial	346	30	female	6	3	leafy_greens	stream_river	0	64.5	1.75	46	0	0	0.265	0.095	0	0	4.5	0.38	0.54	0	0	0	0	0	0	0	1	0
IND-00092	industrial_adjacent_farms	2,018	urban_roadside	130	27	female	1	3	leafy_greens	stream_river	0	23.5	1.15	50.7	0	0	0.23	0.069	0	0	3.2	0.99	0.63	0	0	0	0	0	0	0	0	0
IND-00093	industrial_adjacent_farms	2,022	urban_roadside	91	41	male	4	3	maize	stream_river	0	92.2	2.66	95.2	0	0	0.333	0.081	1	0	2.3	0.69	0.34	0	0	0	0	0	0	1	1	0
IND-00094	industrial_adjacent_farms	2,012	urban_industrial	114	28	male	7	2	leafy_greens	rainwater	0	180.6	2.03	61.3	1	0	0.294	0.169	0	0	5.1	0.42	1.19	1	0	0	0	0	1	0	0	0
IND-00095	industrial_adjacent_farms	2,015	urban_industrial	240	37	female	3	1	tomato_pepper	stream_river	0	110.2	0.94	43.2	1	0	0.49	0.05	1	0	3.6	0.92	0.46	0	0	0	0	0	0	0	1	0
IND-00096	industrial_adjacent_farms	2,020	urban_roadside	221	30	female	7	3	leafy_greens	rainwater	0	103.3	1.19	186.8	1	0	0.654	0.086	1	0	2.3	0.96	0.47	0	0	0	0	0	0	1	0	0
IND-00097	industrial_adjacent_farms	2,011	peri_urban	331	43	female	4	2	leafy_greens	borehole	0	35.6	4.72	21.9	0	1	0.152	0.285	0	1	0.7	0.63	1.1	1	0	0	0	0	0	0	0	0
IND-00098	industrial_adjacent_farms	2,024	peri_urban	235	43	male	5	1	tomato_pepper	piped	0	114	4.4	36.8	1	1	0.169	0.331	0	1	7.8	0.28	1.27	1	0	0	0	0	0	0	0	0
IND-00099	industrial_adjacent_farms	2,023	urban_roadside	291	46	female	3	2	leafy_greens	wastewater	1	483.4	4.98	101.8	1	1	3.922	0.238	1	1	5	1.78	5.57	1	0	0	0	0	0	0	0	0

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

Soil Contamination & Urban Agriculture Safety in Sub-Saharan Africa

Abstract

Synthetic dataset modelling heavy metal contamination in urban agricultural soils and food crops across three settings in SSA. Wastewater irrigation and industrial proximity elevate Pb, Cd, Cr in soils and leafy vegetables, exceeding Codex Alimentarius limits.

Scenarios

Industrial Adjacent Farms: Near factories with soil Pb ~120 mg/kg; 40% crop Pb exceedance.
Wastewater Irrigated: Peri-urban farms using wastewater; 50% wastewater irrigation.
Roadside Market Gardens: Urban roadside plots with traffic-related contamination.

Parameterization Evidence

Parameter	Value	Source	Year
Nairobi urban farms: Pb, Cd, Cr in leafy greens	SSA data	Springer	2025
Hg, Pb, Cd in Nairobi industrial drainage	SSA data	Nature Sci Rep	2020
Nigeria food crop heavy metal contamination	SSA data	PMC6748284	2019
Leafy greens accumulate more heavy metals	Uptake	MDPI	2025
Codex limits: Pb 0.3 mg/kg, Cd 0.2 mg/kg vegetables	Standard	WHO/FAO Codex	2023

Validation

Usage

from datasets import load_dataset
ds = load_dataset("electricsheepafrica/soil-contamination-urban-agriculture", "industrial_adjacent_farms")

Limitations

Synthetic data; not for clinical decision-making.
Soil-plant transfer factors simplified; depend on pH, organic matter, species.

References

Springer. Heavy metal contamination in Nairobi urban agriculture. 2025.
Nature Scientific Reports. Heavy metals in Nairobi industrial drainage. 2020.
PMC6748284. Heavy metal contamination of food crops in Nigeria. 2019.
WHO/FAO Codex Alimentarius. Maximum levels for contaminants in food. 2023.

Citation

@dataset{electricsheepafrica_soil_contamination_urban_agriculture_2025,
  title={Soil Contamination and Urban Agriculture Safety in Sub-Saharan Africa},
  author={Electric Sheep Africa},
  year={2025},
  publisher={HuggingFace},
  url={https://huggingface.co/datasets/electricsheepafrica/soil-contamination-urban-agriculture}
}

License

CC-BY-4.0

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