Datasets:

electricsheepafrica
/

vector-surveillance-control

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id int64	site_type string	ecology string	altitude_m int64	collection_method string	traps_deployed int64	collection_nights int64	anopheles_collected int64	aedes_collected int64	culex_collected int64	total_mosquitoes int64	species_identified int64	primary_vector string	bioassay_conducted int64	pyrethroid_mortality_pct float64	pyrethroid_resistant int64	organophosphate_mortality_pct float64	resistance_mechanism string	sporozoite_testing_done int64	sporozoite_rate float64	eir_estimate float64	itn_coverage_area float64	irs_conducted int64	larval_source_mgmt int64	next_gen_net_deployed int64	entomological_capacity_score float64	community_engagement_score float64	one_health_coordination float64	season string	year int64
1	research_site	peri_urban	625	gravid_trap	4	5	44	3	11	58	0	not_identified	0	0	0	0	not_tested	1	0.05	160.6	0.56	0	0	0	0.35	0.22	0.31	wet	2,020
2	outbreak_investigation	rural_agricultural	603	cdc_light_trap	6	2	77	4	14	95	0	not_identified	0	0	0	0	not_tested	1	0.021	295.1	0.39	0	0	0	0.24	0.35	0.2	wet	2,019
3	research_site	peri_urban	259	human_landing_catch	3	3	47	4	5	56	0	not_identified	1	8.3	1	75.9	none	0	0	0	0.45	0	0	1	0.3	0.33	0.44	wet	2,020
4	sentinel_site	forest_fringe	208	window_trap	3	3	37	4	5	46	0	not_identified	1	22.7	1	74.4	none	0	0	0	0.6	0	0	1	0.19	0.56	0.18	transition	2,021
5	community_monitoring	rural_agricultural	353	pyrethrum_spray_catch	2	7	29	1	4	34	0	not_identified	1	24.3	1	92.5	not_tested	1	0.024	36.3	0.43	1	0	1	0.36	0.05	0.27	dry	2,022
6	sentinel_site	coastal	674	larval_survey	1	4	21	1	2	24	1	an_arabiensis	0	0	0	0	not_tested	0	0	0	0.32	0	0	0	0.21	0.34	0.42	transition	2,023
7	sentinel_site	peri_urban	81	larval_survey	6	2	84	4	10	98	1	an_gambiae_ss	1	9.4	1	72.1	kdr_L1014F	1	0.026	398.6	0.5	0	0	0	0.32	0.29	0.53	dry	2,021
8	sentinel_site	urban	478	cdc_light_trap	3	7	38	4	6	48	0	not_identified	0	0	0	0	not_tested	0	0	0	0.65	0	0	0	0.42	0.35	0.49	dry	2,023
9	routine_survey	forest_fringe	190	larval_survey	3	2	43	5	11	59	1	an_gambiae_ss	0	0	0	0	not_tested	0	0	0	0.36	0	0	0	0.31	0.33	0.31	wet	2,021
10	sentinel_site	rural_agricultural	699	pyrethrum_spray_catch	8	4	102	4	18	124	0	not_identified	0	0	0	0	not_tested	1	0.03	279.2	0.35	0	1	0	0.31	0.36	0.2	wet	2,023
11	sentinel_site	highland	956	cdc_light_trap	1	1	16	1	5	22	1	an_gambiae_ss	0	0	0	0	not_tested	0	0	0	0.46	0	0	0	0.1	0.19	0.24	dry	2,023
12	outbreak_investigation	rural_agricultural	87	cdc_light_trap	3	4	39	6	5	50	0	not_identified	0	0	0	0	not_tested	0	0	0	0.45	0	0	0	0.09	0.05	0.15	wet	2,021
13	routine_survey	rural_agricultural	111	human_landing_catch	6	6	75	4	19	98	0	not_identified	0	0	0	0	not_tested	1	0.094	428.9	0.23	0	0	0	0.19	0.12	0	transition	2,023
14	research_site	urban	539	larval_survey	2	2	19	1	4	24	0	not_identified	0	0	0	0	not_tested	1	0.063	218.5	0.33	0	0	0	0.31	0.28	0.25	transition	2,019
15	routine_survey	peri_urban	598	larval_survey	8	2	117	3	27	147	0	not_identified	0	0	0	0	not_tested	1	0.057	1,217.1	0.65	0	0	0	0.32	0.01	0.14	transition	2,023
16	sentinel_site	arid_semi_arid	47	human_landing_catch	7	1	96	10	15	121	1	an_funestus	0	0	0	0	not_tested	0	0	0	0.33	0	0	0	0.31	0.23	0.45	transition	2,019
17	routine_survey	forest_fringe	541	pyrethrum_spray_catch	6	4	60	8	15	83	0	not_identified	0	0	0	0	not_tested	1	0.121	662.5	0.32	0	0	0	0.24	0.1	0.28	dry	2,020
18	community_monitoring	rural_agricultural	0	window_trap	5	2	57	9	13	79	0	not_identified	0	0	0	0	not_tested	0	0	0	0.41	1	0	0	0.18	0.21	0	wet	2,021
19	routine_survey	urban	326	cdc_light_trap	2	2	24	0	1	25	0	not_identified	0	0	0	0	not_tested	0	0	0	0.55	0	0	0	0.27	0.44	0.01	dry	2,022
20	sentinel_site	urban	630	cdc_light_trap	3	2	31	2	5	38	1	an_funestus	0	0	0	0	not_tested	1	0.028	158.4	0.62	0	0	0	0.36	0.35	0.43	dry	2,021
21	sentinel_site	rural_agricultural	0	cdc_light_trap	5	2	67	2	13	82	0	not_identified	0	0	0	0	not_tested	0	0	0	0.29	0	1	0	0.13	0.36	0.33	transition	2,019
22	outbreak_investigation	rural_agricultural	707	pyrethrum_spray_catch	8	1	109	7	15	131	0	not_identified	1	0	1	52.7	not_tested	0	0	0	0.43	0	0	0	0.47	0.16	0.23	transition	2,023
23	sentinel_site	rural_agricultural	951	cdc_light_trap	6	5	72	5	20	97	1	an_gambiae_ss	0	0	0	0	not_tested	0	0	0	0.44	1	0	0	0.37	0.31	0.05	wet	2,020
24	routine_survey	arid_semi_arid	391	window_trap	4	2	58	2	11	71	0	not_identified	1	31	1	62.1	kdr_L1014F	0	0	0	0.53	0	0	0	0.45	0.36	0.44	wet	2,020
25	community_monitoring	highland	628	human_landing_catch	4	4	51	1	12	64	0	not_identified	0	0	0	0	not_tested	1	0.083	386.3	0.51	0	0	0	0.16	0.29	0.28	transition	2,020
26	sentinel_site	peri_urban	410	cdc_light_trap	6	4	80	6	13	99	0	not_identified	0	0	0	0	not_tested	0	0	0	0.47	0	0	0	0.27	0.21	0.23	dry	2,020
27	sentinel_site	forest_fringe	287	gravid_trap	1	3	14	0	1	15	0	not_identified	0	0	0	0	not_tested	1	0.078	132.9	0.46	0	0	0	0.42	0.32	0.22	wet	2,021
28	community_monitoring	forest_fringe	232	window_trap	5	8	61	5	8	74	0	not_identified	0	0	0	0	not_tested	0	0	0	0.44	0	0	0	0.25	0.11	0.17	wet	2,021
29	outbreak_investigation	highland	1,230	cdc_light_trap	4	2	48	6	12	66	0	not_identified	0	0	0	0	not_tested	0	0	0	0.41	0	0	0	0.42	0.26	0.32	wet	2,019
30	sentinel_site	peri_urban	329	cdc_light_trap	3	4	36	4	5	45	1	an_gambiae_ss	0	0	0	0	not_tested	0	0	0	0.59	0	0	0	0.36	0.31	0.28	transition	2,023
31	sentinel_site	rural_agricultural	291	pyrethrum_spray_catch	5	1	65	6	12	83	0	not_identified	0	0	0	0	not_tested	1	0.05	1,186.2	0.54	0	0	0	0.4	0.27	0.37	wet	2,022
32	sentinel_site	forest_fringe	845	cdc_light_trap	2	2	23	1	5	29	1	an_funestus	1	49.9	1	74.5	not_tested	0	0	0	0.57	1	0	0	0.21	0.37	0.35	wet	2,023
33	routine_survey	peri_urban	0	pyrethrum_spray_catch	3	1	45	2	11	58	0	not_identified	1	22.8	1	87	metabolic_cyp	1	0.035	574.9	0.55	0	0	1	0.45	0.26	0.32	dry	2,019
34	sentinel_site	forest_fringe	509	cdc_light_trap	4	4	45	7	11	63	0	not_identified	0	0	0	0	not_tested	0	0	0	0.53	0	1	0	0.33	0.12	0.42	wet	2,022
35	routine_survey	forest_fringe	468	human_landing_catch	2	2	36	2	5	43	0	not_identified	0	0	0	0	not_tested	0	0	0	0.5	0	0	0	0.27	0.27	0.35	transition	2,019
36	sentinel_site	coastal	539	human_landing_catch	4	3	69	8	10	87	0	not_identified	0	0	0	0	not_tested	0	0	0	0.67	1	0	0	0.06	0.52	0.35	dry	2,023
37	community_monitoring	rural_agricultural	302	cdc_light_trap	1	4	16	2	0	18	1	an_arabiensis	0	0	0	0	not_tested	0	0	0	0.42	0	0	0	0.45	0.32	0.17	dry	2,020
38	research_site	rural_agricultural	318	cdc_light_trap	3	4	26	2	11	39	0	not_identified	0	0	0	0	not_tested	0	0	0	0.34	0	0	0	0.4	0.3	0.13	dry	2,020
39	research_site	rural_agricultural	737	gravid_trap	5	2	73	4	9	86	1	an_arabiensis	0	0	0	0	not_tested	1	0.022	293.1	0.27	0	0	0	0.44	0.34	0.25	wet	2,020
40	research_site	urban	439	cdc_light_trap	3	10	27	3	10	40	1	an_funestus	0	0	0	0	not_tested	0	0	0	0.33	0	0	0	0.09	0.21	0.21	dry	2,023
41	outbreak_investigation	rural_agricultural	631	larval_survey	5	3	61	5	12	78	1	an_arabiensis	0	0	0	0	not_tested	0	0	0	0.59	0	0	0	0.11	0.13	0.26	dry	2,023
42	routine_survey	urban	471	cdc_light_trap	4	2	57	2	9	68	0	not_identified	0	0	0	0	not_tested	0	0	0	0.69	1	0	0	0.13	0.2	0.3	wet	2,023
43	community_monitoring	arid_semi_arid	692	larval_survey	5	3	60	5	13	78	0	not_identified	1	33.4	1	75	kdr_L1014S	0	0	0	0.44	0	0	0	0.25	0.11	0.4	dry	2,023
44	sentinel_site	rural_agricultural	92	human_landing_catch	2	1	23	0	8	31	1	an_gambiae_ss	0	0	0	0	not_tested	0	0	0	0.47	0	0	0	0.51	0.25	0.31	wet	2,023
45	research_site	urban	592	cdc_light_trap	5	1	48	9	12	69	0	not_identified	0	0	0	0	not_tested	1	0.145	2,540.4	0.33	1	0	0	0.22	0.41	0.19	transition	2,020
46	outbreak_investigation	rural_agricultural	588	gravid_trap	5	1	60	5	15	80	0	not_identified	0	0	0	0	not_tested	0	0	0	0.25	0	0	0	0.46	0.4	0.29	dry	2,023
47	routine_survey	peri_urban	732	human_landing_catch	2	1	24	1	5	30	0	not_identified	0	0	0	0	not_tested	0	0	0	0.16	0	0	0	0.28	0.42	0.05	wet	2,020
48	routine_survey	rural_agricultural	261	window_trap	8	6	101	7	24	132	1	an_funestus	0	0	0	0	not_tested	1	0.073	448.5	0.55	1	0	0	0.26	0.43	0.33	dry	2,021
49	routine_survey	rural_agricultural	707	larval_survey	1	3	9	3	2	14	1	an_gambiae_ss	0	0	0	0	not_tested	0	0	0	0.47	0	0	0	0.15	0.32	0.09	dry	2,019
50	routine_survey	forest_fringe	0	cdc_light_trap	3	4	48	0	11	59	0	not_identified	1	45.4	1	51.9	metabolic_gst	0	0	0	0.27	0	0	0	0.37	0.09	0.23	transition	2,022
51	sentinel_site	coastal	390	larval_survey	6	2	59	9	20	88	1	an_gambiae_ss	0	0	0	0	not_tested	1	0.061	656.8	0.41	0	1	0	0.48	0.14	0.37	wet	2,019
52	sentinel_site	peri_urban	451	larval_survey	3	3	43	4	5	52	0	not_identified	0	0	0	0	not_tested	0	0	0	0.26	0	0	0	0.28	0.49	0.3	dry	2,019
53	routine_survey	highland	804	window_trap	4	4	46	3	12	61	0	not_identified	1	72.9	1	79.4	not_tested	0	0	0	0.18	0	0	0	0.49	0.33	0.33	dry	2,020
54	outbreak_investigation	rural_agricultural	559	pyrethrum_spray_catch	1	2	10	0	2	12	1	an_gambiae_ss	0	0	0	0	not_tested	0	0	0	0.6	0	0	0	0.22	0.22	0.34	transition	2,023
55	community_monitoring	peri_urban	428	larval_survey	5	1	69	4	4	77	1	an_arabiensis	0	0	0	0	not_tested	0	0	0	0.47	0	0	0	0.35	0.31	0.18	wet	2,022
56	sentinel_site	urban	242	pyrethrum_spray_catch	7	3	105	5	17	127	0	not_identified	1	13.9	1	77.7	kdr_L1014F	0	0	0	0.33	0	0	0	0.17	0.46	0.36	transition	2,019
57	sentinel_site	highland	578	pyrethrum_spray_catch	3	3	34	2	6	42	0	not_identified	0	0	0	0	not_tested	0	0	0	0.17	0	0	0	0.25	0.2	0.22	transition	2,021
58	outbreak_investigation	highland	711	window_trap	3	2	39	7	7	53	0	not_identified	0	0	0	0	not_tested	1	0.02	142.4	0.4	0	0	0	0.11	0.41	0.34	wet	2,022
59	sentinel_site	rural_agricultural	749	window_trap	5	4	60	4	18	82	1	an_arabiensis	1	31.9	1	38.2	kdr_L1014S	1	0.026	142.4	0.62	0	0	0	0.36	0.57	0.4	wet	2,020
60	sentinel_site	arid_semi_arid	272	larval_survey	3	1	32	5	8	45	0	not_identified	0	0	0	0	not_tested	0	0	0	0.62	0	0	0	0.34	0.03	0.46	wet	2,022
61	research_site	rural_agricultural	478	cdc_light_trap	3	2	42	0	8	50	0	not_identified	0	0	0	0	not_tested	1	0.045	344.9	0.69	0	0	0	0.34	0.6	0.46	wet	2,022
62	sentinel_site	highland	469	cdc_light_trap	4	6	52	4	13	69	1	an_gambiae_ss	0	0	0	0	not_tested	0	0	0	0.37	1	0	0	0.08	0.13	0.41	dry	2,022
63	routine_survey	peri_urban	0	larval_survey	2	1	23	1	5	29	1	an_funestus	0	0	0	0	not_tested	0	0	0	0.6	0	0	0	0.35	0.18	0.37	transition	2,021
64	sentinel_site	forest_fringe	630	larval_survey	1	6	7	1	2	10	1	an_arabiensis	0	0	0	0	not_tested	0	0	0	0.38	0	0	0	0.35	0.19	0.28	dry	2,022
65	outbreak_investigation	rural_agricultural	944	human_landing_catch	2	3	21	2	6	29	0	not_identified	1	33.7	1	87.1	kdr_L1014F	0	0	0	0.59	0	0	0	0.24	0.23	0.48	dry	2,023
66	sentinel_site	peri_urban	403	larval_survey	6	2	71	6	21	98	0	not_identified	0	0	0	0	not_tested	0	0	0	0.51	0	0	0	0.27	0.24	0.24	dry	2,020
67	outbreak_investigation	urban	367	larval_survey	4	8	51	2	15	68	0	not_identified	0	0	0	0	not_tested	0	0	0	0.77	0	0	0	0.09	0.2	0.43	wet	2,022
68	sentinel_site	rural_agricultural	823	pyrethrum_spray_catch	5	4	62	7	13	82	0	not_identified	0	0	0	0	not_tested	0	0	0	0.44	0	0	0	0.27	0.3	0.42	transition	2,020
69	research_site	rural_agricultural	335	larval_survey	7	3	80	4	17	101	0	not_identified	0	0	0	0	not_tested	0	0	0	0.4	0	0	0	0.29	0.25	0.25	wet	2,020
70	outbreak_investigation	urban	260	human_landing_catch	4	3	56	2	13	71	1	other	0	0	0	0	not_tested	0	0	0	0.51	0	0	0	0.27	0.29	0.36	transition	2,021
71	outbreak_investigation	peri_urban	434	cdc_light_trap	1	2	15	2	1	18	0	not_identified	0	0	0	0	not_tested	0	0	0	0.38	0	0	0	0.17	0.27	0.57	dry	2,019
72	outbreak_investigation	rural_agricultural	0	pyrethrum_spray_catch	3	2	33	4	12	49	0	not_identified	0	0	0	0	not_tested	0	0	0	0.53	0	0	0	0.16	0.48	0.2	dry	2,020
73	sentinel_site	arid_semi_arid	403	pyrethrum_spray_catch	7	3	74	4	18	96	1	an_gambiae_ss	1	20.5	1	70.6	metabolic_cyp	0	0	0	0.45	0	1	0	0.37	0.4	0.1	wet	2,023
74	sentinel_site	rural_agricultural	365	window_trap	5	4	64	4	8	76	1	an_arabiensis	0	0	0	0	not_tested	0	0	0	0.91	0	0	0	0.34	0.48	0.29	dry	2,021
75	routine_survey	rural_agricultural	0	cdc_light_trap	4	5	56	3	7	66	0	not_identified	0	0	0	0	not_tested	0	0	0	0.24	0	0	0	0.23	0.3	0.42	dry	2,023
76	outbreak_investigation	arid_semi_arid	966	larval_survey	2	1	21	1	8	30	0	not_identified	1	45.8	1	65.9	kdr_L1014S	0	0	0	0.66	0	0	1	0.43	0.3	0.24	transition	2,023
77	outbreak_investigation	rural_agricultural	617	window_trap	2	4	19	3	2	24	0	not_identified	0	0	0	0	not_tested	0	0	0	0.45	0	0	0	0.28	0.23	0.29	dry	2,022
78	community_monitoring	peri_urban	362	window_trap	3	4	32	2	7	41	0	not_identified	0	0	0	0	not_tested	0	0	0	0.22	0	0	0	0.04	0.43	0.25	wet	2,019
79	outbreak_investigation	arid_semi_arid	435	pyrethrum_spray_catch	8	1	83	9	16	108	0	not_identified	0	0	0	0	not_tested	0	0	0	0.43	0	0	0	0.3	0.26	0.34	wet	2,021
80	routine_survey	rural_agricultural	119	human_landing_catch	5	1	68	4	13	85	0	not_identified	0	0	0	0	not_tested	1	0.059	1,464.4	0.38	0	1	0	0.22	0.24	0.37	transition	2,023
81	sentinel_site	arid_semi_arid	771	gravid_trap	1	1	14	1	0	15	0	not_identified	0	0	0	0	not_tested	1	0.014	71.5	0.69	0	0	0	0.37	0.22	0.26	dry	2,022
82	outbreak_investigation	urban	606	cdc_light_trap	8	1	84	6	16	106	1	an_coluzzii	0	0	0	0	not_tested	0	0	0	0.49	0	0	0	0.33	0.28	0.21	dry	2,019
83	routine_survey	rural_agricultural	190	cdc_light_trap	5	2	64	7	15	86	0	not_identified	0	0	0	0	not_tested	1	0.015	175.2	0.25	0	0	0	0.29	0.16	0.27	transition	2,022
84	outbreak_investigation	arid_semi_arid	274	larval_survey	3	1	33	3	9	45	0	not_identified	1	21.1	1	64	kdr_L1014S	0	0	0	0.26	1	1	1	0.46	0.17	0.38	transition	2,022
85	outbreak_investigation	rural_agricultural	672	larval_survey	1	1	12	3	3	18	1	an_gambiae_ss	0	0	0	0	not_tested	0	0	0	0.32	0	0	0	0.15	0.34	0.47	transition	2,020
86	sentinel_site	peri_urban	306	larval_survey	3	1	34	3	9	46	0	not_identified	0	0	0	0	not_tested	1	0.075	930.7	0.47	0	0	0	0.39	0.42	0.65	transition	2,022
87	sentinel_site	forest_fringe	266	window_trap	2	2	16	2	8	26	0	not_identified	0	0	0	0	not_tested	0	0	0	0.41	0	0	0	0.08	0.26	0.37	transition	2,023
88	routine_survey	forest_fringe	476	cdc_light_trap	5	3	64	1	13	78	1	an_gambiae_ss	0	0	0	0	not_tested	0	0	0	0.41	0	0	0	0.25	0.12	0.1	dry	2,019
89	sentinel_site	highland	716	window_trap	2	2	22	2	6	30	0	not_identified	0	0	0	0	not_tested	0	0	0	0.51	0	0	0	0.41	0.12	0.13	dry	2,022
90	outbreak_investigation	arid_semi_arid	548	human_landing_catch	1	4	15	1	1	17	0	not_identified	0	0	0	0	not_tested	0	0	0	0.87	0	0	0	0.34	0.53	0.38	transition	2,023
91	community_monitoring	arid_semi_arid	16	cdc_light_trap	5	2	53	2	12	67	0	not_identified	0	0	0	0	not_tested	1	0.027	261.2	0.57	0	0	0	0.12	0.13	0.34	transition	2,019
92	community_monitoring	coastal	680	pyrethrum_spray_catch	6	5	86	5	12	103	0	not_identified	0	0	0	0	not_tested	0	0	0	0.61	0	0	0	0.25	0.46	0.36	transition	2,021
93	routine_survey	arid_semi_arid	534	larval_survey	3	6	37	1	5	43	0	not_identified	0	0	0	0	not_tested	0	0	0	0.42	0	0	0	0.34	0.14	0.39	wet	2,021
94	research_site	forest_fringe	505	larval_survey	3	4	44	3	6	53	0	not_identified	0	0	0	0	not_tested	1	0.061	244.9	0.5	0	0	0	0.21	0.07	0.32	transition	2,022
95	sentinel_site	urban	1,016	cdc_light_trap	4	4	45	3	6	54	0	not_identified	1	41.8	1	74.5	metabolic_cyp	0	0	0	0.36	1	0	0	0.06	0.4	0.42	wet	2,020
96	routine_survey	forest_fringe	211	larval_survey	13	8	165	23	35	223	0	not_identified	1	39.3	1	79.2	metabolic_gst	1	0.022	165.6	0.39	1	0	0	0.28	0.17	0.07	wet	2,020
97	community_monitoring	rural_agricultural	0	pyrethrum_spray_catch	2	7	30	2	6	38	0	not_identified	0	0	0	0	not_tested	1	0.026	40.7	0.42	0	0	0	0.26	0.27	0.34	dry	2,020
98	sentinel_site	rural_agricultural	141	cdc_light_trap	1	5	13	1	2	16	0	not_identified	0	0	0	0	not_tested	0	0	0	0.38	1	0	0	0.2	0.24	0.09	transition	2,022
99	routine_survey	forest_fringe	289	human_landing_catch	3	5	53	3	8	64	1	an_arabiensis	1	38.2	1	88.1	not_tested	0	0	0	0.52	0	0	0	0.06	0.19	0.44	wet	2,023
100	routine_survey	rural_agricultural	934	cdc_light_trap	6	4	79	6	10	95	0	not_identified	0	0	0	0	not_tested	0	0	0	0.39	0	0	0	0.3	0.49	0.24	dry	2,023

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Vector Surveillance & Control

Abstract

Synthetic dataset modeling vector surveillance and control across three SSA scenarios. Captures mosquito collection, species identification, insecticide resistance bioassays, sporozoite rates, ITN/IRS coverage, entomological capacity, and One Health coordination. Based on WHO (2022), Bhatt et al. (2015) Nature, Ranson & Lissenden (2016).

Parameterization Evidence

Parameter	Value	Source	Year
ITN coverage SSA	5% to 55% (2000-2015)	Bhatt et al. Nature	2015
Pyrethroid resistance	>70% of surveyed sites	Ranson & Lissenden Trends Parasitol	2016
Population at risk	80% global	WHO GVCR	2022
Organophosphate resistance	Rising in SSA	Wilson et al. Malaria J	2020

Validation

Usage

from datasets import load_dataset
ds = load_dataset("electricsheepafrica/vector-surveillance-control", name="moderate_program")
df = ds['train'].to_pandas()

References

WHO (2022). Global vector control response 2017-2030
Bhatt S et al. (2015). Effect of malaria control. Nature. DOI: 10.1038/nature15535
Ranson H & Lissenden N (2016). Insecticide resistance in African Anopheles. Trends Parasitol. DOI: 10.1016/j.pt.2015.11.010
Wilson AL et al. (2020). Global insecticide resistance. Malaria J. DOI: 10.1186/s12936-020-03277-y

License

CC-BY-4.0

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Size of downloaded dataset files:

1.59 MB

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403 kB

Number of rows:

10,000