Datasets:

electricsheepafrica
/

malaria-case-management

id int64	age_years int64	sex string	under_5 int64	pregnant int64	rural int64	transmission_intensity string	itn_ownership int64	itn_use_last_night int64	net_type string	irs_sprayed int64	insecticide_resistance_area int64	iptp_doses int64	smc_received int64	malaria_vaccine int64	plasmodium_species string	fever int64	temperature_c float64	duration_fever_days int64	parasite_density_per_ul int64	severe_malaria int64	cerebral_malaria int64	severe_anaemia int64	respiratory_distress int64	hypoglycaemia int64	jaundice int64	haemoglobin_g_dl float64	rdt_performed int64	rdt_result string	microscopy_result string	clinical_diagnosis_only int64	act_prescribed int64	act_type string	rectal_artesunate_prereferral int64	quinine_given int64	referred int64	treatment_delay_hours int64	act_completed_3_days int64	kelch13_mutation int64	outcome string	day_28_recurrence int64	hospital_days int64
1	31	F	0	0	1	low	0	0	none	0	1	0	0	0	p_falciparum	1	39.6	5	4,746	0	0	0	0	0	0	8.8	1	positive	not_done	0	1	ASAQ	0	0	0	14	1	0	survived	0	0
2	2	M	1	0	1	high	0	0	none	0	0	0	0	0	p_falciparum	1	38.7	1	2,189	0	0	0	0	0	0	12	1	positive	not_done	0	1	DHA_PIP	0	0	0	16	1	0	survived	0	0
3	4	F	1	0	1	moderate	0	0	none	0	1	0	0	0	p_falciparum	1	39.8	4	1,843	0	0	0	0	0	0	11.7	1	positive	not_done	0	1	AL	0	0	0	7	1	0	survived	0	0
4	0	M	1	0	1	moderate	0	0	none	0	1	0	0	0	p_falciparum	1	38.4	5	6,932	0	0	0	0	0	0	10.5	1	positive	not_done	0	1	AL	0	0	0	2	1	0	survived	0	0
5	52	F	0	0	1	low	0	0	none	0	1	0	0	0	p_falciparum	1	38.5	1	100	0	0	0	0	0	0	11	1	positive	not_done	0	1	ASAQ	0	0	0	14	1	0	survived	0	0
6	4	M	1	0	1	high	1	1	pbo_net	0	0	0	0	0	p_falciparum	1	37.3	2	17,816	1	0	1	0	0	0	4.2	1	positive	not_done	0	0	none	0	0	1	19	0	0	died	0	17
7	3	M	1	0	1	moderate	0	0	none	1	0	0	0	0	p_falciparum	1	40.9	5	12,216	0	0	0	0	0	0	12.4	1	positive	not_done	0	1	DHA_PIP	0	0	0	3	1	0	survived	0	0
8	31	F	0	0	1	high	0	0	none	0	1	0	0	0	p_falciparum	1	39	7	804	0	0	0	0	0	0	13.9	1	positive	not_done	0	1	DHA_PIP	0	0	0	4	1	0	survived	0	0
9	4	M	1	0	1	moderate	1	1	pbo_net	0	1	0	0	0	p_falciparum	1	38.8	1	6,949	0	0	0	0	0	0	9.8	1	positive	not_done	0	0	none	0	0	0	12	0	0	survived	0	0
10	5	F	0	0	1	high	1	0	pbo_net	0	0	0	0	0	p_falciparum	1	39.1	1	2,610	0	0	0	0	0	0	6.2	1	positive	not_done	0	0	none	0	0	0	25	0	0	survived	0	0
11	0	F	1	0	1	high	1	0	pbo_net	1	1	0	0	0	p_falciparum	1	38.6	9	22,274	0	0	0	0	0	0	10.2	1	positive	not_done	0	1	AL	0	0	0	2	1	0	survived	0	0
12	11	F	0	0	0	high	1	1	standard_pyrethroid	0	1	0	0	0	p_falciparum	1	39.1	1	89,725	0	0	0	0	0	0	11.5	1	positive	not_done	0	0	none	0	0	0	27	0	0	survived	0	0
13	11	M	0	0	1	moderate	0	0	none	0	1	0	0	0	p_falciparum	1	38.4	1	5,365	0	0	0	0	0	0	7.4	1	positive	not_done	0	1	ASAQ	0	0	0	4	0	0	survived	0	0
14	12	F	0	0	1	moderate	0	0	none	0	1	0	0	0	p_falciparum	1	39.6	9	3,542	0	0	0	0	0	0	12	1	positive	not_done	0	0	none	0	0	0	2	0	0	survived	0	0
15	9	F	0	0	0	high	0	0	none	1	0	0	0	0	p_falciparum	1	39.4	3	17,518	0	0	0	0	0	0	11.3	1	positive	not_done	0	0	none	0	0	0	1	0	0	survived	0	0
16	34	M	0	0	0	moderate	1	0	pbo_net	0	1	0	0	0	p_falciparum	1	39.2	9	574	0	0	0	0	0	0	13.5	1	negative	not_done	0	1	AL	0	0	0	7	0	0	survived	1	0
17	70	M	0	0	1	moderate	1	1	pbo_net	0	1	0	0	0	p_falciparum	1	39.3	2	324	0	0	0	0	0	0	10.6	1	positive	not_done	0	1	ASPY	0	0	0	12	1	0	survived	1	0
18	3	M	1	0	0	high	0	0	none	0	1	0	1	1	p_falciparum	1	37.3	4	2,866	0	0	0	0	0	0	9.9	1	positive	not_done	0	1	AL	0	0	0	9	1	0	survived	0	0
19	55	F	0	0	1	high	0	0	none	0	0	0	0	0	p_falciparum	1	39.3	12	342	0	0	0	0	0	0	9.3	1	negative	not_done	0	1	ASAQ	0	0	0	40	1	0	survived	0	0
20	6	F	0	0	1	low	1	1	standard_pyrethroid	0	1	0	0	0	p_falciparum	1	39.9	1	1,584	0	0	0	0	0	0	11.1	1	positive	not_done	0	1	AL	0	0	0	1	1	0	survived	0	0
21	10	F	0	0	1	high	0	0	none	0	1	0	0	0	p_falciparum	1	39	6	11,836	0	0	0	0	0	0	10.4	1	positive	not_done	0	1	DHA_PIP	0	0	0	7	1	0	survived	0	0
22	3	M	1	0	1	high	0	0	none	1	0	0	0	0	p_falciparum	1	37.3	2	3,674	0	0	0	0	0	0	11.4	1	positive	not_done	0	1	AL	0	0	0	21	1	0	survived	0	0
23	2	F	1	0	1	moderate	0	0	none	1	1	0	0	0	p_falciparum	1	39.1	4	1,765	0	0	0	0	0	0	9.6	1	positive	not_done	0	1	AL	0	0	0	22	1	0	survived	0	0
24	13	F	0	0	1	moderate	1	1	pbo_net	0	0	0	0	0	p_falciparum	1	40.8	8	1,927	0	0	0	0	0	0	8.4	1	positive	not_done	0	1	AL	0	0	0	10	0	0	survived	0	0
25	1	F	1	0	1	high	0	0	none	1	1	0	0	0	mixed	1	40	2	19,532	0	0	0	0	0	0	8.2	1	positive	not_done	0	1	ASAQ	0	0	0	8	1	0	survived	0	0
26	40	M	0	0	1	moderate	1	1	standard_pyrethroid	0	1	0	0	0	mixed	1	37	1	1,246	0	0	0	0	0	0	9.2	1	negative	not_done	0	1	AL	0	0	0	21	1	0	survived	0	0
27	31	F	0	0	0	high	1	1	dual_ai_net	1	1	0	0	0	p_falciparum	1	38.3	4	123,059	0	0	0	0	0	0	5.7	1	positive	not_done	0	1	ASAQ	0	0	0	3	1	0	survived	0	0
28	3	F	1	0	0	low	1	1	standard_pyrethroid	0	0	0	0	0	p_falciparum	1	38.4	1	786	0	0	0	0	0	0	8.3	1	positive	not_done	0	1	ASAQ	0	0	0	4	1	0	survived	0	0
29	1	M	1	0	1	low	0	0	none	0	1	0	0	0	p_falciparum	1	39.6	1	26,888	0	0	0	0	0	0	11.3	1	positive	not_done	0	1	ASPY	0	0	0	5	0	0	survived	0	0
30	13	M	0	0	1	low	0	0	none	0	1	0	0	0	p_malariae	1	38	4	264	0	0	0	0	0	0	10.1	1	positive	not_done	0	1	AL	0	0	0	1	1	0	survived	0	0
31	1	M	1	0	1	low	1	1	standard_pyrethroid	0	1	0	0	0	p_falciparum	1	39.9	1	126	0	0	0	0	0	0	13.4	1	negative	not_done	0	1	AL	0	0	0	8	1	1	survived	0	0
32	2	M	1	0	1	high	0	0	none	0	1	0	0	0	p_falciparum	1	40.6	1	5,042	0	0	0	0	0	0	10.5	0	not_done	not_done	1	1	ASAQ	0	0	0	5	0	0	survived	0	0
33	2	M	1	0	1	high	1	1	standard_pyrethroid	0	0	0	0	0	p_falciparum	1	38.8	1	1,334	0	0	0	0	0	0	10.6	0	not_done	not_done	1	1	AL	0	0	0	23	1	0	survived	0	0
34	9	M	0	0	1	moderate	1	0	pbo_net	1	1	0	0	0	p_falciparum	1	38.8	7	551	0	0	0	0	0	0	11.3	1	positive	not_done	0	1	ASPY	0	0	0	19	1	1	survived	0	0
35	4	F	1	0	1	moderate	1	0	standard_pyrethroid	0	0	0	0	0	p_falciparum	1	36.9	4	3,323	0	0	0	0	0	0	12.9	1	positive	not_done	0	1	AL	0	0	0	25	0	0	survived	0	0
36	17	M	0	0	0	high	0	0	none	0	1	0	0	0	p_falciparum	1	39.7	2	59,593	0	0	0	0	0	0	9.5	1	positive	not_done	0	1	AL	0	0	0	5	1	0	survived	0	0
37	2	F	1	0	1	high	1	1	standard_pyrethroid	0	1	0	0	0	p_falciparum	1	36.8	2	6,656	0	0	0	0	0	0	10.4	0	not_done	not_done	1	0	none	0	0	0	16	0	0	survived	0	0
38	3	M	1	0	1	high	0	0	none	0	1	0	1	0	p_falciparum	1	38.1	8	24,160	0	0	0	0	0	0	11.3	1	positive	not_done	0	1	DHA_PIP	0	0	0	4	0	0	survived	0	0
39	3	M	1	0	1	moderate	0	0	none	0	1	0	0	0	p_falciparum	1	38.5	4	3,832	0	0	0	0	0	0	10.2	1	positive	not_done	0	1	AL	0	0	0	4	1	0	survived	0	0
40	2	F	1	0	1	high	1	1	dual_ai_net	0	0	0	0	0	p_falciparum	1	36	2	100	0	0	0	0	0	0	11.4	0	not_done	not_done	1	1	AL	0	0	0	1	0	0	survived	0	0
41	1	M	1	0	1	high	0	0	none	0	1	0	0	0	p_falciparum	1	39	8	1,585	0	0	0	0	0	0	12.7	1	positive	not_done	0	1	ASPY	0	0	0	10	1	0	survived	1	0
42	4	F	1	0	1	low	0	0	none	0	1	0	0	0	p_falciparum	1	38.7	4	2,884	0	0	0	0	0	0	10.8	1	positive	not_done	0	1	AL	0	0	0	1	1	0	survived	0	0
43	22	M	0	0	1	moderate	0	0	none	0	0	0	0	0	p_falciparum	1	38.5	2	5,469	0	0	0	0	0	0	11.3	1	positive	not_done	0	0	none	0	0	0	11	0	0	survived	0	0
44	0	F	1	0	1	moderate	1	1	dual_ai_net	0	1	0	0	0	p_falciparum	1	39.8	1	3,726	0	0	0	0	0	0	8.8	0	not_done	not_done	1	0	none	0	0	0	14	0	0	survived	0	0
45	20	F	0	0	1	moderate	1	1	pbo_net	0	1	0	0	0	p_falciparum	1	38.2	1	561	0	0	0	0	0	0	13.4	1	positive	not_done	0	1	AL	0	0	0	5	1	0	survived	0	0
46	3	M	1	0	0	high	0	0	none	0	1	0	0	0	p_falciparum	1	38.8	3	13,940	0	0	0	0	0	0	13	1	positive	not_done	0	0	none	0	0	0	4	0	0	survived	0	0
47	1	M	1	0	0	moderate	0	0	none	0	1	0	0	0	p_falciparum	1	38.6	1	3,591	1	1	0	1	1	0	10.5	1	positive	not_done	0	0	none	1	0	0	2	0	0	survived	0	6
48	11	F	0	0	1	high	0	0	none	0	0	0	0	0	p_falciparum	1	40.5	6	250	0	0	0	0	0	0	10.5	1	positive	not_done	0	1	AL	0	0	0	4	1	0	survived	0	0
49	4	F	1	0	0	low	1	1	pbo_net	0	0	0	0	0	p_falciparum	1	40.6	1	605	0	0	0	0	0	0	6.7	1	positive	not_done	0	1	DHA_PIP	0	0	0	5	1	0	survived	0	0
50	8	F	0	0	1	high	1	0	pbo_net	0	0	0	0	0	p_falciparum	1	38.5	1	352,399	0	0	0	0	0	0	8	1	positive	not_done	0	1	AL	0	0	0	11	1	0	survived	0	0
51	1	M	1	0	1	moderate	1	0	dual_ai_net	1	1	0	0	0	p_falciparum	1	40.1	3	25,315	0	0	0	0	0	0	12.1	1	positive	not_done	0	1	DHA_PIP	0	0	0	12	0	0	survived	0	0
52	5	F	0	0	1	high	0	0	none	1	1	0	0	0	p_falciparum	1	40.1	4	222,263	0	0	0	0	0	0	12.6	1	negative	not_done	0	0	none	0	0	0	6	0	0	survived	0	0
53	8	F	0	0	1	high	1	1	standard_pyrethroid	0	0	0	0	0	p_falciparum	1	38.4	5	8,083	0	0	0	0	0	0	11.8	1	positive	not_done	0	1	DHA_PIP	0	0	0	7	0	0	survived	1	0
54	26	F	0	1	1	low	1	1	standard_pyrethroid	0	1	0	0	0	p_falciparum	1	39	2	579	0	0	0	0	0	0	11	0	not_done	not_done	1	0	none	0	0	0	6	0	0	survived	0	0
55	60	M	0	0	0	high	0	0	none	0	0	0	0	0	p_falciparum	1	38.5	1	44,020	0	0	0	0	0	0	11.3	1	positive	not_done	0	1	AL	0	0	0	14	1	0	survived	0	0
56	8	M	0	0	1	moderate	1	1	standard_pyrethroid	0	1	0	0	0	p_malariae	1	39.2	5	6,729	0	0	0	0	0	0	15.9	1	positive	not_done	0	1	AL	0	0	0	32	0	0	survived	1	0
57	28	F	0	1	0	moderate	1	1	pbo_net	0	1	2	0	0	p_falciparum	1	38.4	1	193	0	0	0	0	0	0	9.7	1	negative	not_done	0	1	DHA_PIP	0	0	0	3	0	0	survived	0	0
58	1	F	1	0	1	moderate	0	0	none	0	0	0	0	0	p_falciparum	1	37	3	23,666	1	0	1	0	0	0	7.4	1	positive	not_done	0	0	none	0	1	0	32	0	0	survived	0	1
59	4	M	1	0	1	low	0	0	none	0	1	0	0	0	p_falciparum	1	40.1	2	308	0	0	0	0	0	0	12.5	0	not_done	not_done	1	1	ASAQ	0	0	0	13	1	0	survived	0	0
60	0	M	1	0	1	high	0	0	none	0	1	0	0	0	p_falciparum	1	36	1	78,826	0	0	0	0	0	0	11.2	1	positive	not_done	0	1	AL	0	0	0	24	1	0	survived	0	0
61	32	F	0	0	1	low	0	0	none	0	0	0	0	0	p_falciparum	0	37.9	2	3,918	0	0	0	0	0	0	7.9	1	positive	not_done	0	1	AL	0	0	0	2	1	0	survived	0	0
62	3	F	1	0	1	high	1	1	dual_ai_net	0	0	0	1	0	p_falciparum	1	39	1	9,590	0	0	0	0	0	0	8.4	1	positive	not_done	0	1	ASAQ	0	0	0	17	1	0	survived	0	0
63	1	M	1	0	1	moderate	1	1	standard_pyrethroid	0	1	0	0	0	p_falciparum	1	38.1	2	1,902	0	0	0	0	0	0	8	1	positive	not_done	0	0	none	0	0	0	13	0	0	survived	0	0
64	2	M	1	0	1	high	0	0	none	0	0	0	1	0	p_falciparum	1	37.9	8	6,184	0	0	0	0	0	0	11	1	positive	not_done	0	0	none	0	0	0	3	0	0	survived	0	0
65	1	M	1	0	0	high	0	0	none	0	1	0	1	0	p_falciparum	1	38.9	5	1,209	0	0	0	0	0	0	9.2	0	not_done	not_done	1	1	AL	0	0	0	39	1	0	survived	0	0
66	19	M	0	0	1	moderate	0	0	none	1	1	0	0	0	p_falciparum	1	38.1	2	231	0	0	0	0	0	0	12.4	1	positive	not_done	0	1	DHA_PIP	0	0	0	10	1	0	survived	0	0
67	42	F	0	0	1	high	1	1	standard_pyrethroid	0	0	0	0	0	p_falciparum	1	39.1	3	9,245	0	0	0	0	0	0	9.1	1	positive	not_done	0	1	AL	0	0	0	1	1	0	survived	0	0
68	48	F	0	0	0	high	1	0	standard_pyrethroid	0	0	0	0	0	p_falciparum	1	39.9	5	60,125	0	0	0	0	0	0	10.1	1	positive	not_done	0	1	AL	0	0	0	1	1	0	survived	0	0
69	4	F	1	0	1	moderate	0	0	none	0	1	0	0	0	p_malariae	1	38.9	6	536	0	0	0	0	0	0	14.1	0	not_done	not_done	1	1	AL	0	0	0	91	1	0	survived	0	0
70	67	F	0	0	1	moderate	1	1	pbo_net	0	1	0	0	0	p_falciparum	1	38.3	1	1,128	0	0	0	0	0	0	9.4	1	positive	not_done	0	0	none	0	0	0	1	0	0	survived	0	0
71	47	F	0	0	1	moderate	0	0	none	0	1	0	0	0	p_falciparum	0	38.3	5	100	0	0	0	0	0	0	14.3	1	positive	not_done	0	1	DHA_PIP	0	0	0	39	1	0	survived	0	0
72	66	F	0	0	1	high	1	1	standard_pyrethroid	1	0	0	0	0	p_falciparum	1	37.9	2	11,445	0	0	0	0	0	0	10.3	1	positive	not_done	0	1	AL	0	0	0	4	1	0	survived	0	0
73	3	F	1	0	1	moderate	0	0	none	1	0	0	0	0	p_falciparum	1	38.2	4	1,270	0	0	0	0	0	0	11.8	1	positive	not_done	0	1	AL	0	0	0	7	1	0	survived	0	0
74	1	M	1	0	1	high	0	0	none	0	0	0	0	0	p_falciparum	1	39.9	2	836	0	0	0	0	0	0	8.3	1	positive	not_done	0	1	AL	0	0	0	71	1	0	survived	0	0
75	2	M	1	0	1	high	0	0	none	0	1	0	0	0	p_malariae	1	38.8	1	5,707	0	0	0	0	0	0	10.7	1	positive	not_done	0	1	ASAQ	0	0	0	2	0	0	survived	0	0
76	1	M	1	0	1	low	0	0	none	0	0	0	0	0	p_vivax	1	39.4	5	2,536	0	0	0	0	0	0	13.6	0	not_done	not_done	1	0	none	0	0	0	31	0	0	survived	0	0
77	3	F	1	0	1	moderate	1	0	standard_pyrethroid	0	1	0	0	0	p_falciparum	1	36.8	14	521	1	0	1	0	0	0	9.8	1	positive	not_done	0	0	none	1	0	1	17	0	0	survived	0	1
78	28	F	0	1	1	low	0	0	none	0	1	4	0	0	p_falciparum	1	37.7	3	2,740	0	0	0	0	0	0	13.4	1	positive	not_done	0	1	ASAQ	0	0	0	1	1	0	survived	0	0
79	20	M	0	0	1	moderate	1	1	standard_pyrethroid	0	1	0	0	0	p_falciparum	1	38.2	1	8,357	1	0	0	0	0	1	9.6	0	not_done	not_done	1	0	none	0	0	1	9	0	0	survived	0	3
80	12	M	0	0	1	high	0	0	none	0	1	0	0	0	p_falciparum	1	38.2	1	49,315	0	0	0	0	0	0	7.1	1	negative	not_done	0	1	AL	0	0	0	4	1	0	survived	0	0
81	44	F	0	0	1	high	0	0	none	0	1	0	0	0	p_falciparum	1	39	1	2,997	0	0	0	0	0	0	8.5	1	negative	not_done	0	1	AL	0	0	0	21	1	0	survived	0	0
82	1	M	1	0	1	high	1	1	standard_pyrethroid	1	0	0	0	0	p_falciparum	1	40.4	3	13,693	0	0	0	0	0	0	10.6	1	positive	not_done	0	1	AL	0	0	0	9	1	0	survived	0	0
83	4	F	1	0	1	moderate	0	0	none	0	0	0	0	1	p_falciparum	1	39.1	1	19,314	1	0	0	0	0	0	14.1	1	positive	not_done	0	0	none	1	0	1	22	0	0	survived	0	8
84	11	F	0	0	1	moderate	0	0	none	0	1	0	0	0	p_falciparum	1	38.3	5	1,427	0	0	0	0	0	0	9.7	1	positive	not_done	0	1	AL	0	0	0	49	1	0	survived	0	0
85	11	F	0	0	1	high	0	0	none	0	1	0	0	0	p_falciparum	1	41.5	6	11,041	0	0	0	0	0	0	9.5	1	positive	not_done	0	1	ASPY	0	0	0	5	1	0	survived	0	0
86	8	M	0	0	0	high	1	1	standard_pyrethroid	0	1	0	0	0	p_falciparum	1	38.8	1	188	0	0	0	0	0	0	11.3	1	positive	not_done	0	1	ASPY	0	0	0	12	1	0	survived	0	0
87	33	F	0	0	0	moderate	1	0	standard_pyrethroid	0	0	0	0	0	p_falciparum	1	39.6	1	1,385	0	0	0	0	0	0	8.4	1	positive	not_done	0	1	AL	0	0	0	2	1	0	survived	0	0
88	4	F	1	0	1	high	0	0	none	0	1	0	0	0	p_falciparum	1	39.2	1	11,978	0	0	0	0	0	0	9.7	0	not_done	not_done	1	1	AL	0	0	0	1	1	0	survived	0	0
89	72	F	0	0	1	high	0	0	none	0	1	0	0	0	p_falciparum	1	39.5	1	1,378	0	0	0	0	0	0	11.7	1	positive	not_done	0	1	AL	0	0	0	2	1	0	survived	0	0
90	6	F	0	0	1	high	0	0	none	0	1	0	0	0	p_falciparum	1	38.5	1	18,536	0	0	0	0	0	0	11.5	1	positive	not_done	0	1	AL	0	0	0	13	1	0	survived	0	0
91	4	M	1	0	1	high	1	1	standard_pyrethroid	0	1	0	1	0	p_falciparum	1	38.3	8	11,820	0	0	0	0	0	0	12.7	1	positive	not_done	0	1	AL	0	0	0	11	1	0	survived	0	0
92	8	M	0	0	0	moderate	0	0	none	0	0	0	0	0	p_falciparum	1	38	10	4,613	0	0	0	0	0	0	11.7	0	not_done	not_done	1	1	AL	0	0	0	12	1	0	survived	0	0
93	64	M	0	0	1	low	0	0	none	0	1	0	0	0	p_falciparum	1	37.2	1	927	0	0	0	0	0	0	8.4	1	positive	not_done	0	1	AL	0	0	0	3	1	0	survived	0	0
94	66	M	0	0	1	high	1	1	standard_pyrethroid	0	1	0	0	0	p_falciparum	1	37.7	4	53,298	0	0	0	0	0	0	4.4	1	positive	not_done	0	1	AL	0	0	0	3	1	0	survived	0	0
95	20	M	0	0	1	high	1	1	pbo_net	0	0	0	0	0	p_falciparum	1	38	1	5,689	0	0	0	0	0	0	8.7	1	positive	not_done	0	1	ASAQ	0	0	0	11	1	0	survived	0	0
96	4	M	1	0	0	moderate	0	0	none	0	1	0	0	0	p_falciparum	1	40.1	3	3,222	0	0	0	0	0	0	11.5	0	not_done	not_done	1	1	AL	0	0	0	26	0	0	survived	1	0
97	1	F	1	0	1	moderate	1	1	pbo_net	0	1	0	0	0	mixed	1	38.1	1	10,583	0	0	0	0	0	0	11.7	1	positive	not_done	0	1	AL	0	0	0	58	1	0	survived	0	0
98	34	F	0	0	1	high	1	1	pbo_net	1	0	0	0	0	p_falciparum	1	38.7	1	5,202	0	0	0	0	0	0	11.5	1	positive	not_done	0	1	DHA_PIP	0	0	0	15	1	0	survived	0	0
99	6	M	0	0	0	low	1	1	pbo_net	0	1	0	0	0	p_falciparum	1	38.2	3	539	0	0	0	0	0	0	11.1	1	positive	not_done	0	1	ASAQ	0	0	0	6	1	0	survived	0	0
100	3	F	1	0	1	moderate	0	0	none	0	1	0	0	0	p_falciparum	1	36.9	1	38,452	1	1	1	0	0	0	8.5	1	positive	not_done	0	0	none	1	0	1	13	0	0	died	0	4

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Malaria Case Management & Insecticide Resistance Dataset

Abstract

This dataset provides 30,000 simulated malaria case records (10,000 per scenario) from sub-Saharan Africa. Each record contains 50+ variables including demographics, prevention (ITN, IRS, SMC, vaccine), clinical features (species, parasitaemia, severity, complications), diagnosis (RDT, microscopy), treatment (ACT, IV artesunate), insecticide resistance context, and outcomes. Three settings: tertiary hospital (0.6% mortality), district health centre (1.9%), and community level (2.9%).

1. Introduction

Malaria remains the leading cause of morbidity and mortality in sub-Saharan Africa, with 263 million cases and 597,000 deaths in 2023 (WHO World Malaria Report 2024). The WHO African Region accounts for 94% of cases and 95% of deaths. Children under 5 bear ~80% of the mortality burden. P. falciparum causes >99% of cases in SSA. Pyrethroid insecticide resistance is now detected in >60% of malaria-endemic areas, and partial artemisinin resistance (kelch13 mutations) has emerged in East Africa.

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

2. Methodology

2.1 Parameterization

Parameter	Value	Source
Global cases (2023)	263M	WHO WMR 2024
Deaths (2023)	597K	WHO WMR 2024
African Region share	94% cases, 95% deaths	WHO WMR 2024
P. falciparum (SSA)	>99%	WHO 2024
RDTs distributed (2022)	345M	WHO 2023
ACT courses (2022)	242M	WHO 2023
IPTp coverage	~45%	MMV 2025
Pyrethroid resistance	>60% areas	WHO 2024
kelch13 mutations (E. Africa)	Emerging (~5%)	MMV 2025
ITN averted cases (2000-2015)	663M (68%)	Bhatt et al., Nature 2015

2.2 Scenario Design

Scenario	Facility	IV Artesunate	Microscopy	Mortality
Tertiary hospital	Teaching hospital	Yes	Yes	0.6%
District health centre	Health centre	No	No	1.9%
Community level	CHW / iCCM	No	No	2.9%

3. Schema

Column	Type	Description
id	int	Unique identifier
age_years	int	Patient age
sex	categorical	M / F
under_5	binary	Under 5 years
pregnant	binary	Pregnant
rural	binary	Rural residence
transmission_intensity	categorical	high / moderate / low
itn_ownership	binary	ITN ownership
itn_use_last_night	binary	Slept under ITN
net_type	categorical	standard_pyrethroid / pbo_net / dual_ai_net / none
irs_sprayed	binary	IRS in household
insecticide_resistance_area	binary	Pyrethroid resistance area
iptp_doses	int	IPTp doses (pregnant women)
smc_received	binary	SMC received
malaria_vaccine	binary	RTS,S or R21 vaccine
plasmodium_species	categorical	p_falciparum / p_vivax / p_malariae / p_ovale / mixed
fever	binary	Fever present
temperature_c	float	Temperature (°C)
duration_fever_days	int	Fever duration
parasite_density_per_ul	int	Parasite density
severe_malaria	binary	Severe malaria
cerebral_malaria	binary	Cerebral malaria
severe_anaemia	binary	Severe malarial anaemia
respiratory_distress	binary	Respiratory distress
hypoglycaemia	binary	Hypoglycaemia
renal_failure	binary	Renal failure
jaundice	binary	Jaundice
haemoglobin_g_dl	float	Haemoglobin (g/dL)
rdt_performed	binary	RDT done
rdt_result	categorical	positive / negative / not_done
microscopy_performed	binary	Microscopy done
microscopy_result	categorical	positive / negative / not_done
clinical_diagnosis_only	binary	Clinical diagnosis only
act_prescribed	binary	ACT prescribed
act_type	categorical	AL / ASAQ / DHA_PIP / ASPY / none
iv_artesunate_given	binary	IV artesunate
rectal_artesunate_prereferral	binary	Rectal artesunate pre-referral
quinine_given	binary	Quinine given
blood_transfusion	binary	Blood transfusion
referred	binary	Referred to higher level
treatment_delay_hours	int	Treatment delay (hours)
act_completed_3_days	binary	Completed 3-day ACT course
kelch13_mutation	binary	kelch13 resistance marker
outcome	categorical	survived / died
day_28_recurrence	binary	Day 28 recurrence
hospital_days	int	Hospital stay (days)

4. Validation

Validation Report

Key validation checks:

Mortality gradient: 0.6% → 1.9% → 2.9% across settings ✓
P. falciparum: >91% of cases ✓
Under-5 burden: 45% of cases, higher severity ✓
RDT performance: ~85% tested ✓
ITN use gradient: 41% → 32% → 20% ✓
Severe malaria: ~10% with cerebral/anaemia complications ✓

5. Usage

from datasets import load_dataset
dataset = load_dataset("electricsheepafrica/malaria-case-management", "district_health_centre")
df = dataset["train"].to_pandas()

python generate_dataset.py --all-scenarios --n 10000 --seed 42

6. Limitations

Simulated: Not derived from real malaria surveillance data.
No geospatial: No GPS, transmission zone, or seasonality data.
No entomological: No mosquito species or biting rate data.
Snapshot: No longitudinal follow-up beyond day 28 recurrence.
No cost: No treatment cost or economic burden data.

7. References

WHO (2024). World Malaria Report 2024.
Bhatt S, et al. (2015). Coverage and effectiveness of malaria control in Africa. Nature, 526:207.
WHO (2024). Malaria fact sheet.
MMV (2025). Malaria facts & statistics.
WHO (2024). Insecticide resistance in malaria vectors.
UNICEF (2024). Malaria in Africa.
WHO (2024). RTS,S and R21 malaria vaccine recommendations.

Citation

@dataset{esa_malaria_2025,
  title={Malaria Case Management and Insecticide Resistance Dataset},
  author={Electric Sheep Africa},
  year={2025},
  publisher={Hugging Face},
  url={https://huggingface.co/datasets/electricsheepafrica/malaria-case-management}
}

License

CC-BY-4.0

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Number of rows:

30,000