Datasets:

electricsheepafrica
/

pesticide-occupational-health

id int64	age int64	sex string	child int64	urban int64	occupation string	exposure_type string	pesticide_class string	specific_agent string	route_of_exposure string	ppe_used int64	ppe_type string	trained_in_pesticide_safety int64	stored_in_home int64	labelled_container int64	banned_pesticide_used int64	severity string	delay_to_presentation_hours float64	miosis int64	salivation int64	bradycardia int64	respiratory_distress int64	seizures int64	altered_consciousness int64	vomiting int64	diarrhoea int64	ecg_done int64	decontamination_done int64	gastric_lavage_done int64	activated_charcoal int64	atropine_given int64	survived int64	died int64	hospital_days int64	chronic_sequelae int64	returned_to_same_work int64
1	36	M	0	0	household	occupational	unknown	unknown	mixed	1	mask_only	0	0	0	0	moderate	0.9	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	6	0	1
2	49	F	0	0	smallholder_farmer	accidental	organophosphate	chlorpyrifos	inhalation	0	none	0	0	0	0	moderate	2.8	1	1	0	0	0	0	0	0	0	0	0	0	1	1	0	6	0	0
3	33	M	0	0	smallholder_farmer	occupational	organophosphate	unknown	inhalation	0	none	0	0	1	1	moderate	8.3	1	0	0	0	0	0	0	1	1	0	0	0	1	1	0	8	0	1
4	19	M	0	0	household	accidental	rodenticide	superwarfarin	dermal	0	none	0	0	1	1	mild	10.3	0	0	0	0	0	0	1	0	0	1	0	0	0	1	0	1	0	0
5	38	F	0	0	commercial_farm_worker	occupational	organochlorine	unknown	dermal	1	full	0	0	1	0	severe	4.4	0	0	0	1	0	1	0	0	0	1	0	0	0	1	0	5	0	1
6	11	F	1	0	student	accidental	organophosphate	malathion	ingestion	0	none	0	0	1	1	mild	16.4	1	0	0	0	0	0	1	0	0	0	0	1	0	1	0	1	0	0
7	43	M	0	0	other	accidental	carbamate	unknown	ingestion	0	none	0	1	0	0	mild	9.5	0	1	0	0	0	0	1	0	0	0	0	1	1	1	0	4	0	0
8	33	M	0	0	smallholder_farmer	occupational	pyrethroid	unknown	mixed	0	none	0	0	1	0	mild	8	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	1	0	1
9	14	F	1	0	child_farm_labour	accidental	herbicide	unknown	inhalation	0	none	0	1	1	0	mild	14.6	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	1	0	0
10	56	M	0	1	pesticide_applicator	intentional_self_harm	organophosphate	diazinon	ingestion	0	none	0	0	0	1	moderate	0.9	1	1	0	0	0	0	0	1	0	0	0	0	1	1	0	3	0	0
11	27	M	0	0	other	occupational	unknown	unknown	inhalation	0	none	1	1	0	0	moderate	8.6	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0
12	48	F	0	0	smallholder_farmer	accidental	organochlorine	unknown	mixed	0	none	0	0	0	0	moderate	8.3	0	0	0	0	0	0	1	0	1	0	0	0	0	1	0	4	0	0
13	72	M	0	0	smallholder_farmer	intentional_self_harm	organophosphate	chlorpyrifos	ingestion	0	none	0	1	1	0	moderate	0.7	1	1	0	0	0	0	1	1	0	0	0	0	1	1	0	3	0	0
14	54	M	0	1	commercial_farm_worker	accidental	organophosphate	unknown	ingestion	0	none	0	0	1	0	severe	13.6	0	0	0	0	1	0	1	0	0	0	0	0	1	1	0	4	0	0
15	36	M	0	0	commercial_farm_worker	occupational	carbamate	unknown	dermal	0	none	0	0	1	0	severe	12.9	0	1	0	1	0	1	0	0	1	0	0	0	1	1	0	3	0	0
16	31	F	0	0	pesticide_applicator	intentional_self_harm	rodenticide	unknown	ingestion	0	none	0	0	1	0	severe	3.5	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	7	0	0
17	40	M	0	1	household	accidental	herbicide	unknown	inhalation	0	none	0	1	0	0	mild	3	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	1	0	0
18	37	F	0	0	commercial_farm_worker	intentional_self_harm	pyrethroid	unknown	ingestion	0	none	0	0	0	0	severe	1.9	0	0	0	1	0	0	1	0	0	0	0	1	0	1	0	6	0	0
19	9	M	1	0	student	accidental	organophosphate	unknown	mixed	0	none	0	1	0	1	severe	6.3	1	1	0	1	0	1	0	1	0	0	0	0	1	0	1	0	0	0
20	30	M	0	0	student	occupational	rodenticide	aluminium_phosphide	mixed	0	none	0	0	1	0	mild	2.8	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	4	0	0
21	23	F	0	1	smallholder_farmer	intentional_self_harm	unknown	unknown	ingestion	0	none	0	1	0	1	severe	2.1	0	0	0	1	0	0	1	0	0	0	0	0	0	1	0	13	0	0
22	37	F	0	0	pesticide_applicator	intentional_self_harm	organochlorine	unknown	ingestion	0	none	0	1	0	0	moderate	0.5	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	6	0	0
23	2	M	1	1	student	accidental	pyrethroid	unknown	inhalation	0	none	0	0	0	0	severe	1.9	0	0	0	1	0	1	1	0	0	0	0	0	0	1	0	4	0	0
24	40	M	0	0	student	occupational	rodenticide	zinc_phosphide	dermal	0	none	1	1	1	0	moderate	3.8	0	0	0	1	0	0	0	0	0	1	0	0	0	1	0	11	0	1
25	2	F	1	0	student	accidental	carbamate	unknown	dermal	0	none	0	1	1	0	mild	2.5	0	0	0	0	0	0	0	0	0	1	0	0	1	1	0	1	0	0
26	52	F	0	0	commercial_farm_worker	occupational	organophosphate	unknown	dermal	0	none	0	0	0	1	mild	20.1	1	1	0	0	0	0	0	1	0	1	0	0	1	1	0	1	0	1
27	36	F	0	0	other	accidental	rodenticide	zinc_phosphide	dermal	0	none	0	0	1	0	severe	1	0	0	0	1	0	1	1	0	0	0	0	0	0	1	0	5	0	0
28	11	M	1	0	student	accidental	carbamate	unknown	inhalation	0	none	0	0	0	0	severe	20.7	1	0	0	0	0	0	0	1	0	0	0	0	1	1	0	7	0	0
29	14	F	1	0	student	accidental	rodenticide	aluminium_phosphide	dermal	0	none	0	0	0	0	mild	10.6	0	0	0	0	0	0	1	0	0	1	0	0	0	1	0	2	0	0
30	12	F	1	0	child_farm_labour	accidental	organochlorine	unknown	mixed	0	none	0	1	0	0	mild	15.6	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	4	0	0
31	2	M	1	0	student	accidental	rodenticide	aluminium_phosphide	ingestion	0	none	0	1	0	0	severe	15.5	0	0	0	1	1	0	0	0	0	0	0	0	0	1	0	5	0	0
32	26	M	0	1	commercial_farm_worker	occupational	organophosphate	chlorpyrifos	inhalation	0	none	0	0	0	0	mild	7	1	1	0	0	0	0	1	0	0	0	0	0	1	1	0	2	0	1
33	43	M	0	0	smallholder_farmer	accidental	rodenticide	unknown	dermal	0	none	0	0	0	0	severe	30.7	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	7	0	0
34	28	M	0	0	smallholder_farmer	occupational	organophosphate	chlorpyrifos	inhalation	0	none	1	1	0	1	moderate	2.9	1	1	0	1	0	0	1	0	1	0	0	0	1	1	0	3	0	0
35	17	M	0	0	smallholder_farmer	accidental	herbicide	unknown	ingestion	0	none	0	1	0	1	moderate	4.1	0	0	0	1	0	0	1	0	1	0	0	0	0	0	1	0	0	0
36	42	M	0	1	household	occupational	pyrethroid	unknown	mixed	1	partial	0	1	0	0	mild	12	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	1	0	0
37	47	F	0	0	student	accidental	organophosphate	malathion	ingestion	0	none	0	1	1	0	mild	1.5	0	0	0	0	0	0	1	0	0	0	0	1	1	1	0	2	0	0
38	32	F	0	1	smallholder_farmer	dietary	pyrethroid	unknown	ingestion	0	none	0	0	0	0	moderate	1	0	0	0	1	0	0	0	0	1	0	0	0	0	0	1	0	0	0
39	45	M	0	0	smallholder_farmer	accidental	pyrethroid	unknown	ingestion	0	none	0	0	0	0	severe	8.6	0	0	0	1	0	1	0	0	0	0	0	0	0	1	0	3	0	0
40	36	M	0	0	smallholder_farmer	dietary	organophosphate	chlorpyrifos	mixed	0	none	0	0	1	0	severe	9.3	1	1	0	0	0	0	1	0	0	0	0	0	0	1	0	5	0	0
41	57	M	0	0	commercial_farm_worker	intentional_self_harm	rodenticide	zinc_phosphide	ingestion	0	none	0	0	0	0	severe	10.4	0	0	0	1	0	1	1	0	1	0	0	0	0	1	0	9	0	0
42	41	M	0	1	household	intentional_self_harm	organophosphate	diazinon	ingestion	0	none	0	0	0	0	severe	10.1	1	1	1	1	0	0	0	0	0	0	0	0	0	1	0	3	0	0
43	49	M	0	1	student	accidental	pyrethroid	unknown	ingestion	0	none	0	1	1	0	moderate	17.1	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	3	0	0
44	23	M	0	0	smallholder_farmer	occupational	rodenticide	aluminium_phosphide	inhalation	0	none	0	0	0	0	moderate	4.5	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	10	0	1
45	58	M	0	0	commercial_farm_worker	occupational	organophosphate	unknown	mixed	1	mask_only	0	1	1	1	severe	3.6	1	1	0	1	0	0	0	0	0	0	0	0	1	1	0	6	1	1
46	25	F	0	0	student	occupational	unknown	unknown	inhalation	1	full	0	1	0	1	mild	3.2	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	5	0	1
47	17	M	0	0	pesticide_applicator	accidental	unknown	unknown	ingestion	0	none	0	1	0	0	mild	4.3	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	3	0	0
48	27	F	0	0	other	occupational	herbicide	unknown	inhalation	0	none	0	0	0	0	moderate	1.9	0	0	0	0	0	0	1	0	1	0	0	0	0	1	0	5	0	1
49	37	M	0	1	student	intentional_self_harm	organophosphate	dimethoate	ingestion	0	none	0	1	1	0	severe	3.3	1	0	0	0	0	0	1	0	0	0	0	0	1	1	0	17	0	0
50	24	F	0	0	smallholder_farmer	accidental	carbamate	unknown	dermal	0	none	0	1	1	0	severe	7.2	0	0	0	0	0	0	1	0	1	1	0	0	1	1	0	4	0	0
51	25	F	0	1	smallholder_farmer	occupational	rodenticide	unknown	mixed	1	mask_only	0	1	1	0	moderate	4	0	0	0	0	0	0	1	0	1	0	0	0	0	1	0	4	0	0
52	26	M	0	0	smallholder_farmer	accidental	pyrethroid	unknown	dermal	0	none	0	0	0	0	severe	11.3	0	0	0	1	0	0	1	0	0	0	0	0	0	1	0	4	0	0
53	39	M	0	0	student	intentional_self_harm	carbamate	unknown	ingestion	0	none	0	0	0	0	moderate	18.2	1	1	0	1	0	0	1	1	0	0	0	0	1	1	0	8	0	0
54	30	M	0	0	student	accidental	rodenticide	aluminium_phosphide	ingestion	0	none	0	0	1	0	moderate	8.7	0	0	0	0	0	0	1	0	1	0	0	1	0	1	0	2	0	0
55	38	M	0	1	student	occupational	unknown	unknown	inhalation	0	none	0	0	0	0	mild	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	2	0	0
56	18	M	0	0	household	occupational	organophosphate	dimethoate	dermal	0	none	0	0	0	0	mild	6.4	1	1	0	0	0	0	1	1	0	1	0	0	0	1	0	2	0	0
57	53	M	0	0	smallholder_farmer	occupational	pyrethroid	unknown	inhalation	0	none	1	1	0	0	mild	6.9	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	1	0	1
58	63	M	0	0	smallholder_farmer	intentional_self_harm	unknown	unknown	ingestion	0	none	0	1	1	0	severe	6.4	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	17	0	0
59	39	F	0	1	other	accidental	carbamate	unknown	mixed	0	none	0	1	0	0	mild	3.4	1	1	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0
60	32	F	0	0	commercial_farm_worker	occupational	carbamate	unknown	inhalation	0	none	0	1	1	0	mild	2.3	0	1	1	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0
61	41	F	0	1	other	occupational	unknown	unknown	dermal	1	partial	0	1	0	0	moderate	8	0	0	0	1	0	0	0	0	1	0	0	0	0	1	0	8	0	1
62	25	F	0	0	pesticide_applicator	dietary	unknown	unknown	mixed	0	none	0	1	0	0	moderate	4.7	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	3	0	0
63	49	M	0	0	smallholder_farmer	intentional_self_harm	rodenticide	aluminium_phosphide	ingestion	0	none	0	0	1	0	severe	1.6	0	0	0	0	0	0	1	0	0	0	0	1	0	1	0	6	0	0
64	42	M	0	1	other	accidental	rodenticide	unknown	ingestion	0	none	0	0	0	0	moderate	2.6	0	0	0	1	0	0	1	0	0	0	0	0	0	1	0	5	0	0
65	44	F	0	1	other	intentional_self_harm	organophosphate	chlorpyrifos	ingestion	0	none	0	1	0	0	severe	9.9	1	0	1	1	0	0	1	0	0	0	0	0	0	1	0	8	0	0
66	31	F	0	0	pesticide_applicator	intentional_self_harm	unknown	unknown	ingestion	0	none	0	0	0	0	severe	1.7	0	0	0	1	0	1	0	0	0	0	1	1	0	1	0	4	0	0
67	58	M	0	0	other	dietary	organophosphate	chlorpyrifos	ingestion	0	none	0	1	1	0	severe	1.7	1	1	0	0	0	0	1	1	1	0	0	0	1	1	0	11	0	0
68	51	F	0	0	commercial_farm_worker	occupational	herbicide	unknown	mixed	0	none	1	0	0	0	moderate	15.9	0	0	0	0	0	0	1	0	1	0	0	0	0	1	0	3	0	1
69	36	F	0	0	other	accidental	organophosphate	unknown	dermal	0	none	0	0	0	0	severe	7.4	1	0	0	0	0	1	0	0	0	0	0	0	1	1	0	3	0	0
70	31	F	0	0	smallholder_farmer	occupational	unknown	unknown	dermal	0	none	0	0	0	0	mild	2.2	0	0	0	0	0	0	1	0	0	1	0	0	0	1	0	1	0	1
71	31	M	0	0	smallholder_farmer	accidental	rodenticide	superwarfarin	inhalation	0	none	0	1	0	0	moderate	1	0	0	0	0	0	0	1	0	1	0	0	0	0	1	0	5	0	0
72	33	M	0	0	smallholder_farmer	occupational	organophosphate	unknown	inhalation	0	none	0	0	0	0	severe	6.7	1	1	1	1	0	1	0	0	0	0	0	0	1	1	0	14	0	0
73	53	F	0	0	commercial_farm_worker	occupational	organochlorine	unknown	dermal	0	none	0	1	1	1	severe	1.9	0	0	0	0	0	1	1	0	0	1	0	0	0	1	0	7	0	1
74	15	M	0	0	other	occupational	carbamate	unknown	dermal	0	none	0	1	0	0	mild	6.6	0	1	1	0	0	0	1	0	0	1	0	0	1	1	0	2	0	1
75	45	M	0	0	commercial_farm_worker	intentional_self_harm	organochlorine	unknown	ingestion	0	none	0	0	0	0	moderate	6.2	0	0	0	0	0	0	1	0	0	0	0	1	0	1	0	4	0	0
76	34	F	0	0	smallholder_farmer	occupational	organophosphate	chlorpyrifos	inhalation	0	none	0	1	1	0	moderate	2.7	1	0	0	0	0	0	1	1	0	0	0	0	1	1	0	11	0	0
77	47	F	0	0	other	accidental	herbicide	unknown	inhalation	0	none	0	0	1	1	mild	3.7	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	2	0	0
78	29	F	0	0	smallholder_farmer	intentional_self_harm	organochlorine	unknown	ingestion	0	none	0	1	0	0	severe	12.3	0	0	0	1	0	0	0	0	1	0	0	0	0	1	0	56	0	0
79	22	M	0	0	other	occupational	herbicide	unknown	inhalation	0	none	0	1	1	0	moderate	3.2	0	0	0	1	0	0	1	0	0	0	0	0	0	1	0	7	0	0
80	24	F	0	0	student	intentional_self_harm	rodenticide	aluminium_phosphide	ingestion	0	none	0	0	1	0	severe	9.1	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	3	0	0
81	29	F	0	0	pesticide_applicator	occupational	unknown	unknown	mixed	0	none	0	1	1	1	mild	11.8	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	1	0	0
82	24	F	0	0	other	accidental	pyrethroid	unknown	inhalation	0	none	0	1	1	0	mild	7.6	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	1	0	0
83	52	F	0	0	household	intentional_self_harm	organophosphate	unknown	ingestion	0	none	0	1	0	0	severe	2.2	1	1	0	0	1	0	0	0	1	0	0	0	1	0	1	0	0	0
84	43	M	0	0	smallholder_farmer	intentional_self_harm	pyrethroid	unknown	ingestion	0	none	0	0	0	0	severe	5.5	0	0	0	0	0	1	1	0	0	0	0	0	0	1	0	8	0	0
85	48	F	0	0	smallholder_farmer	occupational	organophosphate	chlorpyrifos	mixed	0	none	1	0	1	0	mild	6.2	1	1	0	0	0	0	0	1	0	0	0	0	0	1	0	1	0	0
86	4	M	1	0	household	dietary	unknown	unknown	dermal	0	none	0	0	0	0	mild	6.6	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	1	0	0
87	53	F	0	0	student	occupational	organophosphate	parathion	inhalation	0	none	0	0	1	0	mild	0.5	0	1	1	0	0	0	0	0	0	0	0	0	1	1	0	1	0	1
88	27	M	0	1	pesticide_applicator	occupational	rodenticide	aluminium_phosphide	inhalation	0	none	1	0	0	1	mild	3.1	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	1	0	1
89	24	F	0	0	other	accidental	organophosphate	malathion	ingestion	0	none	0	1	1	0	severe	0.5	1	1	0	0	0	0	1	0	0	0	1	1	1	1	0	8	0	0
90	16	F	0	0	other	occupational	unknown	unknown	dermal	0	none	0	0	0	0	mild	4.8	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	1
91	27	F	0	1	household	intentional_self_harm	carbamate	unknown	ingestion	0	none	0	1	0	0	moderate	1.2	1	0	0	0	0	0	0	0	0	0	1	0	0	1	0	6	0	0
92	2	M	1	1	student	accidental	herbicide	unknown	ingestion	0	none	0	1	0	0	severe	1.1	0	0	0	0	0	1	0	0	0	0	1	1	0	1	0	6	0	0
93	38	M	0	1	commercial_farm_worker	accidental	pyrethroid	unknown	ingestion	0	none	0	1	0	0	moderate	1.7	0	0	0	1	0	0	1	0	0	0	0	0	0	1	0	3	0	0
94	20	M	0	0	smallholder_farmer	accidental	organophosphate	unknown	mixed	0	none	0	1	0	0	mild	1	1	0	0	0	0	0	1	0	0	0	0	0	1	1	0	1	0	0
95	47	M	0	0	student	occupational	carbamate	unknown	inhalation	1	gloves_only	0	1	0	1	moderate	9.8	1	0	1	0	0	0	0	0	1	0	0	0	0	1	0	12	0	0
96	25	M	0	1	commercial_farm_worker	occupational	herbicide	unknown	inhalation	0	none	0	1	0	0	moderate	11.6	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	2	0	1
97	48	M	0	0	smallholder_farmer	intentional_self_harm	unknown	unknown	ingestion	0	none	0	0	0	0	moderate	3.9	0	0	0	0	0	0	1	0	0	0	0	1	0	1	0	2	0	0
98	27	M	0	0	smallholder_farmer	occupational	organophosphate	chlorpyrifos	dermal	0	none	0	1	1	0	severe	21	1	1	0	0	0	0	1	0	0	1	0	0	0	1	0	4	0	0
99	7	F	1	1	child_farm_labour	dietary	organophosphate	diazinon	dermal	0	none	0	1	0	0	moderate	3.4	0	1	0	0	0	0	1	0	0	1	0	0	1	1	0	6	0	0
100	37	F	0	0	other	intentional_self_harm	unknown	unknown	ingestion	0	none	0	1	0	0	severe	2.1	0	0	0	0	1	0	0	0	1	0	0	0	0	1	0	14	0	0

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Pesticide Poisoning & Occupational Health Dataset

Abstract

This dataset provides 30,000 simulated pesticide poisoning records (10,000 per scenario) from sub-Saharan Africa. Each record contains 50+ variables including pesticide class, exposure type, PPE use, clinical presentation, antidote access, and outcomes. Three settings: referral hospital (1.6% mortality), district hospital (2.5%), and rural health centre (12.4%).

1. Introduction

Agriculture intensification in SSA drives increasing pesticide use with minimal safety infrastructure. Organophosphate poisoning is the leading cause. PPE use is below 20% among smallholders. Pesticides stored in homes cause accidental child poisonings. Self-harm by pesticide ingestion is a significant contributor. Atropine is often unavailable in rural facilities. Occupational exposure is massively underreported.

This dataset is entirely simulated. It must not be used for clinical decision-making.

2. Methodology

2.1 Parameterization

Parameter	Value	Source
Organophosphate #1 class	~35%	PMC 2022
PPE use smallholders	<20%	BMC PH 2024
Occupational exposure	~36%	PMC 2017
Self-harm proportion	~22%	Uganda NIPH 2023
Male predominance	62%	Literature

2.2 Scenario Design

Scenario	ICU	Atropine	Pralidoxime	Mortality
Referral hospital	Yes	Yes	Yes	1.6%
District hospital	No	Yes	No	2.5%
Rural HC	No	No	No	12.4%

3. Schema

Column	Type	Description
id	int	Unique identifier
age	int	Patient age
pesticide_class	categorical	organophosphate / carbamate / pyrethroid / rodenticide
exposure_type	categorical	occupational / accidental / self-harm / dietary
ppe_used	binary	PPE worn during exposure
severity	categorical	mild / moderate / severe
atropine_given	binary	Atropine administered
died	binary	Fatal outcome
chronic_sequelae	binary	Long-term health effects
returned_to_same_work	binary	Returned to same occupation

4. Validation

Validation Report

Key validation checks:

Mortality: 1.6% → 2.5% → 12.4% ✓
Organophosphate: #1 pesticide class (~35%) ✓
PPE use: <20% occupational cases ✓
Self-harm: ~22% of cases ✓
Atropine: available referral/district, absent rural ✓
Returned to work: ~70% ✓

5. Usage

from datasets import load_dataset
dataset = load_dataset("electricsheepafrica/pesticide-occupational-health", "district_hospital")
df = dataset["train"].to_pandas()

6. Limitations

Simulated: Not from real poison centre registries.
No toxicology: No serum cholinesterase levels.
Simplified: No detailed treatment timelines.
No environmental: No soil/water contamination data.

7. References

PMC (2022). Pesticide research environmental human exposure Africa.
BMC Public Health (2024). Pesticide safety practice African context.
PMC (2017). Organophosphate poisoning Tshwane.
Uganda NIPH (2023). Organophosphate poisoning distribution.
ScienceDirect (2024). Systematic review pesticide exposure.

Citation

@dataset{esa_pesticide_occ_2025,
  title={Pesticide Poisoning and Occupational Health Dataset},
  author={Electric Sheep Africa},
  year={2025},
  publisher={Hugging Face},
  url={https://huggingface.co/datasets/electricsheepafrica/pesticide-occupational-health}
}

License

CC-BY-4.0

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