Datasets:

electricsheepafrica
/

pollen-allergic-disease

record_id string	scenario string	year int64	month int64	in_pollen_season int64	setting string	age int64	sex string	is_child int64	temp_c float64	rainfall_mm float64	pollen_count float64	dominant_allergen string	urbanization_index float64	air_pollution_index float64	family_history int64	sensitized int64	allergic_rhinitis int64	asthma int64	eczema int64	conjunctivitis int64	food_allergy int64	any_allergic_condition int64	asthma_severity string	sneezing int64	nasal_congestion int64	wheeze int64	itchy_eyes int64	skin_rash int64	symptom_score float64	treatment_available int64	antihistamine_use int64	inhaler_use int64	er_visit int64	school_work_days_lost int64	quality_of_life float64
TRO-00000	tropical_urban_expansion	2,022	8	0	rural	40	male	0	24.7	1,445	25	grass	0.55	0.5	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.75
TRO-00001	tropical_urban_expansion	2,021	6	0	urban	44	female	0	26.9	1,277	38	grass	0.7	0.55	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.73
TRO-00002	tropical_urban_expansion	2,020	12	0	rural	6	male	1	26.3	1,481	32	grass	0.75	0.57	1	1	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.74
TRO-00003	tropical_urban_expansion	2,012	6	0	peri_urban	40	female	0	27.2	1,457	39	tree	0.75	0.52	0	1	0	0	0	1	0	1	none	0	0	0	1	0	0.2	0	0	0	0	1	0.71
TRO-00004	tropical_urban_expansion	2,016	6	0	urban	19	male	0	25	1,570	23	tree	0.71	0.56	0	0	0	0	0	1	0	1	none	0	0	0	0	0	0	0	0	0	0	0	0.72
TRO-00005	tropical_urban_expansion	2,014	10	1	rural	19	female	0	25.7	1,328	67	mould	0.75	0.41	0	0	1	0	0	0	0	1	none	1	1	0	0	0	0.4	0	0	0	0	0	0.64
TRO-00006	tropical_urban_expansion	2,010	3	1	urban	30	male	0	25	1,176	64	tree	0.48	0.44	1	0	0	0	1	0	0	1	none	0	0	0	0	0	0	0	0	0	0	0	0.69
TRO-00007	tropical_urban_expansion	2,014	6	0	urban	18	male	0	27.6	1,773	32	grass	0.53	0.28	0	0	0	0	0	1	0	1	none	0	0	0	1	0	0.2	1	0	0	0	0	0.72
TRO-00008	tropical_urban_expansion	2,022	12	0	rural	31	female	0	27.9	1,171	37	grass	0.5	0.3	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.78
TRO-00009	tropical_urban_expansion	2,011	4	1	peri_urban	27	female	0	24.6	1,978	227	grass	0.6	0.58	0	1	1	0	0	0	0	1	none	1	1	0	0	0	0.4	1	0	0	0	0	0.68
TRO-00010	tropical_urban_expansion	2,021	10	1	urban	19	female	0	24.7	1,411	106	grass	0.77	0.61	0	0	0	1	0	0	0	1	mild	0	0	1	0	0	0.2	0	0	0	0	2	0.67
TRO-00011	tropical_urban_expansion	2,010	7	0	urban	13	female	1	22.6	1,343	14	mould	0.92	0.61	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.81
TRO-00012	tropical_urban_expansion	2,011	11	0	peri_urban	30	female	0	25.5	1,314	42	grass	0.6	0.45	1	1	1	1	1	0	0	1	mild	1	1	0	0	0	0.4	1	1	1	0	0	0.73
TRO-00013	tropical_urban_expansion	2,017	1	0	urban	7	female	1	28.7	1,568	5	mould	0.7	0.43	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.67
TRO-00014	tropical_urban_expansion	2,016	9	1	urban	19	male	0	28.8	2,005	30	tree	0.61	0.46	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.76
TRO-00015	tropical_urban_expansion	2,022	8	0	peri_urban	26	male	0	30.5	988	42	mould	0.66	0.59	1	0	1	0	0	0	0	1	none	1	0	0	0	0	0.2	0	0	0	0	1	0.65
TRO-00016	tropical_urban_expansion	2,011	7	0	urban	43	female	0	22.3	1,507	31	weed	0.84	0.44	0	1	1	1	0	0	0	1	moderate	1	0	0	0	0	0.2	0	0	0	0	0	0.69
TRO-00017	tropical_urban_expansion	2,012	8	0	urban	40	male	0	27.7	1,919	19	mould	0.67	0.57	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	1	0	0	0	0	0.85
TRO-00018	tropical_urban_expansion	2,020	7	0	urban	2	male	1	24	1,122	37	mould	0.68	0.4	0	0	0	0	1	0	0	1	none	0	0	0	0	0	0	1	0	0	0	0	0.82
TRO-00019	tropical_urban_expansion	2,014	1	0	urban	28	male	0	27	1,582	26	grass	0.75	0.39	0	0	0	1	0	0	0	1	moderate	0	0	0	0	0	0	1	1	1	0	0	0.8
TRO-00020	tropical_urban_expansion	2,021	7	0	rural	15	female	0	25.8	1,275	42	dust_mite	0.48	0.42	0	1	0	0	0	1	0	1	none	0	0	0	0	0	0	0	0	0	0	0	0.76
TRO-00021	tropical_urban_expansion	2,020	8	0	peri_urban	30	female	0	27.1	883	46	weed	0.78	0.6	0	0	0	1	0	0	0	1	mild	0	0	0	0	0	0	0	0	0	0	0	0.76
TRO-00022	tropical_urban_expansion	2,016	11	0	peri_urban	7	male	1	27.3	2,078	47	tree	0.69	0.48	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.76
TRO-00023	tropical_urban_expansion	2,021	3	1	rural	34	female	0	27.6	1,127	170	mould	0.73	0.62	1	1	1	1	0	0	1	1	moderate	0	1	1	0	0	0.4	0	0	0	1	3	0.61
TRO-00024	tropical_urban_expansion	2,020	2	0	urban	26	male	0	30	1,521	40	grass	0.76	0.68	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.76
TRO-00025	tropical_urban_expansion	2,017	9	1	urban	9	female	1	29.1	852	175	tree	0.79	0.38	1	1	0	0	0	0	0	0	none	0	0	0	0	0	0	1	0	0	0	0	0.77
TRO-00026	tropical_urban_expansion	2,018	11	0	rural	33	female	0	33.1	1,370	25	tree	0.53	0.32	0	0	1	0	0	0	0	1	none	1	1	0	0	0	0.4	1	0	0	0	1	0.64
TRO-00027	tropical_urban_expansion	2,010	5	1	urban	10	female	1	24.4	1,868	195	weed	0.69	0.32	0	0	0	1	0	0	0	1	moderate	0	0	0	0	0	0	0	0	0	0	0	0.76
TRO-00028	tropical_urban_expansion	2,021	12	0	urban	2	male	1	26.9	1,218	42	tree	0.44	0.4	0	1	0	0	0	0	1	1	none	0	0	0	0	0	0	0	0	0	0	0	0.77
TRO-00029	tropical_urban_expansion	2,012	9	1	peri_urban	2	female	1	26	951	168	grass	0.58	0.56	0	1	0	0	1	0	0	1	none	0	0	0	0	0	0	1	0	0	0	0	0.85
TRO-00030	tropical_urban_expansion	2,023	11	0	peri_urban	20	male	0	27.5	1,010	39	grass	0.47	0.44	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.75
TRO-00031	tropical_urban_expansion	2,023	4	1	urban	22	male	0	25.2	1,606	166	tree	0.67	0.6	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.76
TRO-00032	tropical_urban_expansion	2,018	12	0	peri_urban	29	male	0	24.7	1,693	35	mould	0.7	0.55	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.74
TRO-00033	tropical_urban_expansion	2,013	9	1	peri_urban	48	female	0	26.9	1,510	110	grass	0.38	0.26	1	1	1	0	0	0	1	1	none	1	1	0	0	0	0.4	1	0	0	0	0	0.7
TRO-00034	tropical_urban_expansion	2,016	3	1	urban	36	female	0	28	1,326	51	grass	0.73	0.51	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.77
TRO-00035	tropical_urban_expansion	2,010	5	1	urban	32	male	0	29.4	1,334	137	grass	0.74	0.61	1	0	1	0	0	0	1	1	none	0	0	0	0	0	0	1	0	0	0	0	0.77
TRO-00036	tropical_urban_expansion	2,014	3	1	urban	57	female	0	30.8	1,078	182	weed	0.7	0.62	0	0	1	1	0	1	0	1	moderate	0	0	1	0	0	0.2	0	0	0	1	0	0.66
TRO-00037	tropical_urban_expansion	2,013	12	0	peri_urban	4	male	1	27.8	2,029	43	grass	0.68	0.51	0	0	0	1	0	0	0	1	moderate	0	0	1	0	0	0.2	0	0	0	0	1	0.66
TRO-00038	tropical_urban_expansion	2,019	7	0	peri_urban	45	female	0	27.7	965	25	tree	0.63	0.43	0	0	1	0	0	0	0	1	none	0	1	0	0	0	0.2	1	0	0	0	1	0.68
TRO-00039	tropical_urban_expansion	2,021	5	1	rural	25	female	0	31	465	167	tree	0.51	0.38	0	0	1	0	0	1	0	1	none	1	0	0	0	0	0.2	0	0	0	0	0	0.79
TRO-00040	tropical_urban_expansion	2,019	5	1	peri_urban	19	male	0	30.3	1,411	155	grass	0.69	0.55	0	0	1	1	0	0	0	1	mild	1	1	1	0	0	0.6	0	0	0	1	3	0.51
TRO-00041	tropical_urban_expansion	2,014	5	1	urban	23	female	0	28.6	1,732	57	dust_mite	0.52	0.43	0	0	1	0	0	0	0	1	none	1	1	0	0	0	0.4	0	0	0	0	2	0.58
TRO-00042	tropical_urban_expansion	2,016	2	0	peri_urban	50	female	0	33.2	1,321	11	grass	0.52	0.35	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.79
TRO-00043	tropical_urban_expansion	2,014	10	1	urban	11	female	1	26.6	1,342	247	tree	0.7	0.5	1	1	0	0	0	1	0	1	none	0	0	0	1	0	0.2	0	0	0	0	0	0.72
TRO-00044	tropical_urban_expansion	2,023	1	0	peri_urban	44	male	0	27.1	1,518	5	mould	0.21	0.09	1	0	0	1	0	0	0	1	moderate	0	0	0	0	0	0	1	0	0	0	0	0.8
TRO-00045	tropical_urban_expansion	2,010	4	1	rural	20	male	0	30.3	1,412	103	weed	0.68	0.56	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.76
TRO-00046	tropical_urban_expansion	2,020	12	0	urban	2	female	1	27.2	1,231	43	mould	0.87	0.72	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.74
TRO-00047	tropical_urban_expansion	2,017	11	0	urban	30	female	0	27.1	1,665	36	grass	0.82	0.55	0	0	0	0	0	1	0	1	none	0	0	0	0	0	0	0	0	0	0	0	0.76
TRO-00048	tropical_urban_expansion	2,018	7	0	rural	2	male	1	28	1,766	48	tree	0.59	0.49	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.77
TRO-00049	tropical_urban_expansion	2,020	9	1	urban	11	female	1	29.4	1,066	168	weed	0.63	0.48	0	0	1	0	0	0	0	1	none	1	1	0	0	0	0.4	0	0	0	0	1	0.63
TRO-00050	tropical_urban_expansion	2,015	6	0	rural	23	female	0	25.2	1,320	6	grass	0.68	0.61	0	0	0	1	0	0	0	1	severe	0	0	0	0	0	0	1	0	1	0	0	0.63
TRO-00051	tropical_urban_expansion	2,018	10	1	peri_urban	27	female	0	31.1	1,953	168	dust_mite	0.8	0.67	0	1	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.78
TRO-00052	tropical_urban_expansion	2,021	9	1	urban	21	male	0	28.2	1,797	115	tree	0.53	0.45	1	0	0	1	0	0	0	1	mild	0	0	0	0	0	0	0	0	0	0	0	0.74
TRO-00053	tropical_urban_expansion	2,022	10	1	urban	22	female	0	28.2	1,413	135	weed	0.86	0.43	1	1	0	1	1	1	0	1	moderate	0	0	1	0	1	0.4	0	0	0	0	3	0.59
TRO-00054	tropical_urban_expansion	2,013	6	0	urban	2	female	1	25.8	2,260	57	grass	0.61	0.37	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.76
TRO-00055	tropical_urban_expansion	2,015	8	0	peri_urban	12	male	1	28	918	25	weed	0.72	0.52	0	0	0	1	0	0	0	1	moderate	0	0	1	0	0	0.2	1	1	0	0	0	0.72
TRO-00056	tropical_urban_expansion	2,015	5	1	urban	61	male	0	30.2	1,229	117	mould	0.33	0.19	1	0	1	0	0	0	0	1	none	0	1	0	0	0	0.2	0	0	0	0	0	0.67
TRO-00057	tropical_urban_expansion	2,019	5	1	rural	16	female	0	25	1,430	158	tree	0.65	0.54	1	1	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.74
TRO-00058	tropical_urban_expansion	2,024	9	1	urban	40	female	0	26	1,506	93	grass	0.74	0.54	1	1	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.72
TRO-00059	tropical_urban_expansion	2,024	5	1	peri_urban	34	male	0	31.6	1,269	172	tree	0.65	0.44	0	0	1	0	0	0	0	1	none	1	0	0	0	0	0.2	0	0	0	0	1	0.71
TRO-00060	tropical_urban_expansion	2,014	9	1	peri_urban	2	female	1	30.1	849	85	grass	0.53	0.42	0	1	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.67
TRO-00061	tropical_urban_expansion	2,017	2	0	urban	37	female	0	29	1,598	58	grass	0.7	0.4	0	1	0	0	0	1	0	1	none	0	0	0	1	0	0.2	1	1	0	0	0	0.68
TRO-00062	tropical_urban_expansion	2,011	7	0	urban	31	female	0	29.2	1,630	71	weed	0.55	0.47	1	0	0	0	1	0	0	1	none	0	0	0	0	0	0	1	0	0	0	0	0.76
TRO-00063	tropical_urban_expansion	2,012	12	0	urban	55	male	0	27.1	1,223	24	tree	0.6	0.54	0	0	1	0	0	1	0	1	none	0	0	0	0	0	0	0	0	0	0	0	0.7
TRO-00064	tropical_urban_expansion	2,012	12	0	peri_urban	27	female	0	31.7	1,829	5	tree	0.63	0.34	0	1	1	0	0	0	0	1	none	1	1	0	0	0	0.4	1	0	0	0	0	0.67
TRO-00065	tropical_urban_expansion	2,024	10	1	rural	43	male	0	27.5	1,228	103	tree	0.68	0.56	0	1	0	0	0	0	0	0	none	0	0	0	0	0	0	1	0	0	0	0	0.87
TRO-00066	tropical_urban_expansion	2,017	8	0	urban	21	female	0	29	1,890	33	weed	0.75	0.62	0	1	0	0	1	0	0	1	none	0	0	0	0	1	0.2	0	0	0	0	1	0.72
TRO-00067	tropical_urban_expansion	2,017	12	0	urban	2	male	1	27.6	1,502	65	tree	0.61	0.42	1	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.8
TRO-00068	tropical_urban_expansion	2,020	10	1	rural	11	male	1	30.5	1,414	49	tree	0.48	0.25	1	1	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.74
TRO-00069	tropical_urban_expansion	2,013	9	1	urban	34	female	0	28.8	1,672	75	tree	0.49	0.42	0	0	1	0	0	1	0	1	none	0	0	0	0	0	0	0	0	0	0	0	0.73
TRO-00070	tropical_urban_expansion	2,014	5	1	urban	21	male	0	22.7	1,385	254	grass	0.66	0.54	0	0	1	0	0	0	0	1	none	0	0	0	0	0	0	0	0	0	0	0	0.74
TRO-00071	tropical_urban_expansion	2,023	5	1	peri_urban	42	male	0	27.6	653	188	tree	0.69	0.59	0	1	1	0	0	0	0	1	none	0	1	0	0	0	0.2	0	0	0	0	0	0.73
TRO-00072	tropical_urban_expansion	2,024	6	0	peri_urban	33	male	0	24.1	1,146	21	tree	0.48	0.34	1	1	0	0	0	1	0	1	none	0	0	0	0	0	0	1	1	0	0	0	0.77
TRO-00073	tropical_urban_expansion	2,014	5	1	urban	2	male	1	27.5	1,520	126	mould	0.5	0.4	0	0	1	0	0	0	0	1	none	1	0	0	0	0	0.2	0	0	0	0	0	0.66
TRO-00074	tropical_urban_expansion	2,016	6	0	rural	22	female	0	28.9	1,558	35	mould	0.84	0.52	0	1	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.74
TRO-00075	tropical_urban_expansion	2,022	6	0	urban	20	male	0	28.2	1,163	38	grass	0.44	0.39	1	1	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.8
TRO-00076	tropical_urban_expansion	2,010	11	0	urban	11	female	1	28	1,499	46	weed	0.77	0.56	0	0	0	0	0	1	0	1	none	0	0	0	1	0	0.2	0	0	0	0	1	0.67
TRO-00077	tropical_urban_expansion	2,023	11	0	urban	33	female	0	27.4	851	36	dust_mite	0.74	0.55	0	0	0	0	0	1	0	1	none	0	0	0	0	0	0	0	0	0	0	0	0.73
TRO-00078	tropical_urban_expansion	2,016	8	0	rural	32	female	0	24	1,746	35	mould	0.62	0.35	0	0	0	1	0	0	1	1	mild	0	0	0	0	0	0	1	0	1	0	0	0.76
TRO-00079	tropical_urban_expansion	2,021	12	0	rural	5	female	1	26.8	2,231	5	grass	0.51	0.37	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.73
TRO-00080	tropical_urban_expansion	2,016	12	0	urban	8	female	1	26.5	1,215	39	grass	0.78	0.45	1	0	1	1	0	0	0	1	moderate	0	0	0	0	0	0	0	0	0	0	0	0.73
TRO-00081	tropical_urban_expansion	2,015	7	0	urban	21	female	0	28.3	1,264	52	mould	0.49	0.45	0	1	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.73
TRO-00082	tropical_urban_expansion	2,015	5	1	peri_urban	61	female	0	28.2	988	79	weed	0.52	0.33	0	1	1	0	0	0	0	1	none	1	0	0	0	0	0.2	0	0	0	0	0	0.72
TRO-00083	tropical_urban_expansion	2,024	7	0	urban	28	female	0	31.7	1,683	31	tree	0.53	0.47	0	0	0	0	0	1	1	1	none	0	0	0	1	0	0.2	0	0	0	0	1	0.68
TRO-00084	tropical_urban_expansion	2,012	2	0	urban	24	male	0	27.2	1,257	31	grass	0.71	0.52	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.77
TRO-00085	tropical_urban_expansion	2,024	12	0	peri_urban	20	female	0	29.9	1,828	40	mould	0.73	0.61	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.75
TRO-00086	tropical_urban_expansion	2,020	5	1	peri_urban	10	male	1	28	1,708	35	tree	0.41	0.35	0	1	1	1	0	0	1	1	mild	1	1	0	0	0	0.4	1	0	0	0	1	0.71
TRO-00087	tropical_urban_expansion	2,023	5	1	urban	21	female	0	27.1	1,482	206	weed	0.58	0.35	0	0	0	0	0	0	1	1	none	0	0	0	0	0	0	0	0	0	0	0	0.74
TRO-00088	tropical_urban_expansion	2,010	4	1	peri_urban	7	female	1	24.1	1,590	181	tree	0.51	0.24	1	1	0	0	1	0	0	1	none	0	0	0	0	1	0.2	0	0	0	0	0	0.71
TRO-00089	tropical_urban_expansion	2,024	6	0	urban	27	female	0	29.1	1,127	38	grass	0.3	0.38	0	0	0	0	0	1	0	1	none	0	0	0	0	0	0	0	0	0	0	0	0.75
TRO-00090	tropical_urban_expansion	2,015	12	0	peri_urban	38	male	0	23.7	1,259	17	weed	0.49	0.52	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.74
TRO-00091	tropical_urban_expansion	2,011	12	0	peri_urban	10	male	1	33	1,420	34	grass	0.57	0.46	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	1	0	0	0	0	0.79
TRO-00092	tropical_urban_expansion	2,020	2	0	urban	23	male	0	30	1,317	25	grass	0.85	0.5	0	1	1	0	0	0	0	1	none	1	1	0	0	0	0.4	0	0	0	0	0	0.64
TRO-00093	tropical_urban_expansion	2,015	1	0	urban	3	female	1	29.4	1,481	44	weed	0.7	0.54	0	0	0	1	0	0	0	1	mild	0	0	0	0	0	0	1	0	0	0	0	0.82
TRO-00094	tropical_urban_expansion	2,018	2	0	urban	24	female	0	28.4	1,390	20	tree	0.71	0.53	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.74
TRO-00095	tropical_urban_expansion	2,024	12	0	urban	35	male	0	28.3	1,658	23	grass	0.53	0.44	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	1	0	0	0	0	0.8
TRO-00096	tropical_urban_expansion	2,015	9	1	urban	43	male	0	28.9	1,604	97	weed	0.58	0.36	0	0	1	0	0	0	0	1	none	1	0	0	0	0	0.2	0	0	0	0	0	0.65
TRO-00097	tropical_urban_expansion	2,014	1	0	urban	25	male	0	27.9	1,419	5	grass	0.7	0.55	1	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.76
TRO-00098	tropical_urban_expansion	2,023	6	0	urban	26	female	0	30.2	1,118	5	dust_mite	0.68	0.37	0	1	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.76
TRO-00099	tropical_urban_expansion	2,010	11	0	urban	28	male	0	27.4	1,422	32	mould	0.74	0.59	0	0	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0.78

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Pollen & Allergic Disease in Sub-Saharan Africa

Abstract

A synthetic dataset modelling pollen exposure and allergic disease across three climatic scenarios in SSA. Climate change extends pollen seasons, increases pollen counts via CO2 fertilization, and interacts with urbanization-driven air pollution to amplify allergic sensitization. ISAAC studies report allergic rhinitis prevalence of 10-25% and asthma 7-12% across African cities.

Scenarios

Tropical Urban Expansion: Rapidly urbanizing coastal cities with high air pollution synergy.
Sahel Arid Greening: Sahel re-greening zones with emerging grass/weed pollen exposure.
Highland Temperate: East African highlands with extended tree/grass pollen seasons.

Dataset Structure

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

year, month, in_pollen_season, setting, age, sex
temp_c, rainfall_mm, pollen_count, dominant_allergen
urbanization_index, air_pollution_index
family_history, sensitized
allergic_rhinitis, asthma, eczema, conjunctivitis, food_allergy
asthma_severity, symptom flags, symptom_score
treatment_available, antihistamine_use, inhaler_use, er_visit
school_work_days_lost, quality_of_life

Parameterization Evidence

Parameter	Value Used	Source	Year
Allergic rhinitis 10-25% in African cities	Prevalence baseline	ISAAC Phase III	2012
Asthma 7-12% in SSA children	Asthma rates	Ait-Khaled et al.	2007
CO2 increases pollen production 30-90%	CO2 fertilization effect	Ziska et al.	2019
Urbanization amplifies allergic sensitization	Urban-rural gradient	Platts-Mills et al.	2015

Validation Summary

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/pollen-allergic-disease", name="tropical_urban_expansion")
df = ds["train"].to_pandas()
print(df.groupby("in_pollen_season")["allergic_rhinitis"].mean())

Limitations

Synthetic data: Not from aeroallergen monitoring or clinical registries.
Simplified pollen model: Count modeled stochastically, not from phenological models.
No spatial geocoding: Scenarios proxy geography.

References

ISAAC Phase III. Worldwide trends in asthma and allergic rhinitis. Thorax, 2012.
Ait-Khaled N, et al. Prevalence of asthma symptoms in Africa. Int J Tuberc Lung Dis, 2007.
Ziska LH, et al. Temperature-related changes in pollen allergenicity. Curr Allergy Asthma Rep, 2019.
Platts-Mills TAE. The allergy epidemics. JACI, 2015.

Citation

@dataset{electricsheepafrica_pollen_allergic_disease_2025,
  title={Pollen and Allergic Disease in Sub-Saharan Africa},
  author={Electric Sheep Africa},
  year={2025},
  publisher={HuggingFace},
  url={https://huggingface.co/datasets/electricsheepafrica/pollen-allergic-disease}
}

License

CC-BY-4.0

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