Datasets:

electricsheepafrica
/

medicine-quality-control-labs

id int64	lab_tier string	lab_id string	country_id string	region_type string	ISO_17025_accredited int64	staff_analysts int64	staff_with_MSc_PhD int64	continuous_training_hours_per_year int64	annual_budget_usd int64	budget_from_government_pct float64	budget_from_donors_pct float64	total_equipment_items int64	equipment_functional_pct float64	HPLC_available int64	dissolution_available int64	reagent_stockout_days_per_year int64	reference_standards_available int64	samples_tested_per_year int64	turnaround_days_median int64	test_types_offered int64	proficiency_testing_enrolled int64	proficiency_testing_pass_rate float64	internal_audit_conducted int64	CAPA_system_functional int64	sf_detection_rate_pct float64	confirmatory_testing_capacity int64	year int64
1	national_reference	QCL_009	C_042	urban	0	11	1	35	150,002	53.2	37	8	68.4	1	0	34	1	1,485	9	4	0	0	0	0	18.7	0	2,022
2	national_reference	QCL_089	C_016	peri_urban	0	6	1	25	313,186	27	58.2	8	63.5	1	0	9	1	1,475	12	6	1	60.4	0	1	22.1	1	2,023
3	national_reference	QCL_050	C_025	urban	0	9	2	15	188,045	25.7	66	10	63.1	1	1	10	1	1,499	4	4	1	75.1	1	0	16.9	0	2,020
4	national_reference	QCL_028	C_027	urban	0	6	2	32	190,704	24.5	73.9	8	59.2	1	1	52	0	1,479	4	4	1	59.8	0	0	22.8	0	2,023
5	national_reference	QCL_047	C_018	peri_urban	0	6	2	27	178,281	61.9	33.6	5	76.3	1	1	56	1	1,501	43	5	0	0	0	0	27	0	2,024
6	national_reference	QCL_052	C_016	rural	1	11	4	19	164,362	7.8	83	10	56.2	1	0	6	1	1,510	7	4	1	59	1	1	23.2	1	2,023
7	national_reference	QCL_052	C_037	urban	0	6	2	35	159,078	23.3	60.7	10	63	1	1	27	1	1,487	13	3	1	76.9	1	0	16.7	1	2,024
8	national_reference	QCL_067	C_050	urban	0	11	4	41	345,333	51	46.9	10	59.8	1	1	16	1	1,502	34	4	1	72.9	0	0	26.1	1	2,024
9	national_reference	QCL_081	C_042	urban	0	10	2	49	258,618	52.6	34.6	5	75.5	1	0	62	1	1,494	5	6	0	0	0	0	25.8	0	2,020
10	national_reference	QCL_025	C_014	urban	0	4	1	0	135,554	17.8	82.2	7	75.8	1	0	32	1	1,527	22	5	0	0	0	1	19	1	2,024
11	national_reference	QCL_059	C_025	peri_urban	0	10	4	61	204,206	42.4	42.2	8	62.7	1	1	2	0	1,507	23	7	0	0	0	0	21.7	0	2,024
12	national_reference	QCL_025	C_017	rural	0	4	1	25	264,801	12.5	79.2	10	68.7	1	0	28	0	1,503	6	8	0	0	0	0	20.2	1	2,024
13	national_reference	QCL_094	C_003	urban	0	10	1	40	243,987	45.8	41.4	12	58.9	1	1	15	1	1,570	4	1	1	62.8	0	0	28.7	0	2,024
14	national_reference	QCL_065	C_049	peri_urban	0	13	1	23	171,081	52.2	36.6	9	69.3	1	1	31	0	1,533	8	3	0	0	1	0	18.9	1	2,022
15	national_reference	QCL_070	C_049	peri_urban	0	9	2	7	246,676	70.8	18.3	9	78.3	1	1	5	1	1,495	5	7	0	0	0	0	25.9	0	2,022
16	national_reference	QCL_085	C_014	urban	0	14	2	23	219,760	36.3	48.9	4	57.7	1	1	28	1	1,445	1	5	1	61.7	1	0	15.9	1	2,022
17	national_reference	QCL_055	C_043	rural	0	7	0	36	203,527	48.2	42.7	3	52	1	0	1	0	1,510	1	7	0	0	0	0	17.4	1	2,024
18	national_reference	QCL_012	C_033	urban	0	3	0	21	136,232	65.2	16.2	7	54.6	1	1	0	0	1,509	40	4	0	0	1	0	13.1	1	2,023
19	national_reference	QCL_016	C_013	rural	0	10	1	33	171,937	30.6	57.8	8	48.1	1	0	42	1	1,502	10	6	1	84.7	1	0	22.2	0	2,024
20	national_reference	QCL_063	C_022	urban	0	8	2	36	111,857	50	44.9	7	64.6	1	1	9	0	1,517	9	8	1	80	0	1	13.5	0	2,023
21	national_reference	QCL_052	C_009	urban	0	10	2	10	204,239	23.9	69.9	9	62.5	1	0	69	0	1,502	4	3	0	0	0	0	23.5	0	2,021
22	national_reference	QCL_017	C_014	urban	0	11	3	12	161,529	60.6	31.8	7	54.1	1	1	1	1	1,449	7	9	1	75.9	0	1	15	0	2,024
23	national_reference	QCL_028	C_054	peri_urban	0	12	3	30	221,490	50.1	41.8	6	56.8	1	1	17	1	1,475	24	7	0	0	0	0	24.4	0	2,024
24	national_reference	QCL_096	C_033	urban	0	15	5	32	226,256	41.8	46	5	56.4	1	0	45	1	1,533	9	7	1	73.5	1	0	20	1	2,024
25	national_reference	QCL_057	C_010	urban	0	12	3	13	246,789	19.7	74.3	9	67.8	1	1	0	1	1,493	1	6	0	0	1	0	28.4	1	2,024
26	national_reference	QCL_020	C_028	peri_urban	0	5	1	45	272,428	42.8	42.4	9	63	1	0	23	0	1,542	1	3	1	69.3	0	0	22.7	1	2,023
27	national_reference	QCL_017	C_017	peri_urban	0	1	0	25	223,168	49.2	41.5	6	57.6	1	1	6	1	1,491	8	3	1	72.4	0	1	21.1	0	2,020
28	national_reference	QCL_075	C_006	urban	0	8	1	38	237,026	31.8	63.8	8	77.4	1	0	37	1	1,490	27	8	1	76.2	0	1	19.6	0	2,022
29	national_reference	QCL_086	C_012	peri_urban	0	10	1	54	223,056	36.7	47.3	5	64.8	1	1	47	1	1,456	11	8	0	0	0	0	9.6	0	2,022
30	national_reference	QCL_093	C_020	urban	0	7	2	18	169,032	39.7	58.1	4	70.9	1	1	3	0	1,489	29	5	1	65.8	0	0	23.6	0	2,022
31	national_reference	QCL_052	C_049	urban	0	7	1	24	263,278	14	71.7	10	67.9	1	1	14	0	1,498	28	3	0	0	0	0	29.4	1	2,021
32	national_reference	QCL_086	C_012	rural	0	6	1	40	215,959	49.8	40.2	8	72.8	1	1	87	1	1,460	26	6	1	56.9	0	0	19.8	0	2,023
33	national_reference	QCL_051	C_026	urban	0	8	2	28	177,637	62	28.6	13	65.9	1	1	23	0	1,557	1	4	0	0	0	0	18	1	2,023
34	national_reference	QCL_080	C_008	urban	0	9	1	49	220,832	36.8	50.7	6	49	1	1	41	0	1,500	20	7	1	74.9	0	0	26.9	0	2,021
35	national_reference	QCL_071	C_013	peri_urban	0	11	1	19	167,972	34.5	62.4	9	59.9	1	0	13	1	1,493	7	4	0	0	0	1	27.9	0	2,024
36	national_reference	QCL_076	C_005	urban	0	10	2	53	145,189	39.2	45.1	9	64.7	1	1	36	1	1,467	2	1	0	0	0	1	23	0	2,024
37	national_reference	QCL_008	C_013	urban	0	13	4	7	203,233	38.2	46	15	74.5	1	1	1	0	1,475	13	8	1	61.8	0	0	18.8	1	2,024
38	national_reference	QCL_075	C_002	urban	0	9	0	33	142,584	32.6	56.7	10	56.9	1	0	19	1	1,458	2	3	1	62.5	0	0	22.2	0	2,023
39	national_reference	QCL_044	C_029	peri_urban	0	6	1	10	244,615	28.4	64.5	10	56.8	1	1	16	0	1,521	16	3	0	0	1	0	19.7	0	2,023
40	national_reference	QCL_054	C_027	peri_urban	0	11	3	45	121,609	39.9	48.7	6	64.7	1	1	28	1	1,531	6	6	1	66.3	0	0	24.4	0	2,024
41	national_reference	QCL_040	C_051	urban	0	13	5	16	167,690	40.2	45.4	6	59.9	1	0	5	1	1,417	1	5	0	0	0	1	21	0	2,023
42	national_reference	QCL_068	C_009	urban	0	8	3	23	206,180	9.9	78.8	8	60.3	1	1	20	1	1,590	34	8	0	0	1	0	16.5	0	2,024
43	national_reference	QCL_052	C_026	peri_urban	0	10	1	19	157,249	20.9	68.6	6	81	1	0	1	1	1,545	29	6	1	64.1	1	0	21.6	0	2,022
44	national_reference	QCL_054	C_029	urban	1	4	1	37	210,504	31.6	58.2	6	68.1	1	0	0	0	1,531	2	5	1	58.8	0	1	16.4	0	2,022
45	national_reference	QCL_001	C_026	rural	0	5	1	37	200,882	28.2	61.2	10	65.9	1	1	12	1	1,520	1	6	0	0	1	1	15.9	1	2,021
46	national_reference	QCL_068	C_041	urban	0	11	3	27	180,489	18.9	81	4	65.4	1	1	13	1	1,571	19	10	0	0	0	1	18.4	1	2,024
47	national_reference	QCL_074	C_044	peri_urban	0	4	1	37	185,036	40.9	48.6	8	60.8	1	1	9	1	1,452	1	6	1	62.5	0	1	22.6	1	2,023
48	national_reference	QCL_038	C_007	rural	0	6	2	39	239,802	58.7	17.2	10	69.8	1	0	11	0	1,439	27	5	1	62	1	0	12.7	1	2,023
49	national_reference	QCL_033	C_021	urban	0	12	1	30	200,677	38.5	54.7	11	56.4	1	1	66	1	1,439	24	6	1	57.3	1	1	27.8	0	2,024
50	national_reference	QCL_021	C_026	urban	0	8	2	41	240,051	36.8	62.4	4	66	1	0	8	1	1,508	4	6	0	0	1	1	27.7	0	2,022
51	national_reference	QCL_001	C_040	urban	0	3	0	0	175,547	45.5	47	9	62.7	1	1	5	1	1,496	16	5	0	0	0	1	23.3	1	2,020
52	national_reference	QCL_030	C_042	rural	1	5	1	15	189,693	29.6	52.9	14	85.3	1	1	6	1	1,448	15	3	0	0	0	0	20.6	0	2,023
53	national_reference	QCL_047	C_018	peri_urban	0	10	2	20	238,633	33.3	51.8	10	77.6	1	1	93	0	1,510	3	5	1	79.1	0	0	21.9	1	2,021
54	national_reference	QCL_023	C_019	rural	0	10	3	42	436,769	34.4	57.9	10	49.7	1	1	115	1	1,467	7	5	0	0	0	0	22.2	0	2,023
55	national_reference	QCL_051	C_038	urban	0	6	2	29	255,420	29.5	56.7	7	67	1	1	1	0	1,520	27	3	0	0	0	1	19.1	0	2,024
56	national_reference	QCL_037	C_030	peri_urban	0	5	1	28	178,911	56.2	36.5	8	69.9	1	0	44	1	1,519	27	1	0	0	1	0	13.6	0	2,024
57	national_reference	QCL_053	C_027	peri_urban	0	13	6	39	311,170	42.7	47.7	10	65.7	1	0	21	0	1,491	16	5	0	0	0	0	27.9	0	2,024
58	national_reference	QCL_039	C_049	urban	0	13	2	27	300,137	62	32.1	9	63.3	1	0	74	1	1,487	15	6	1	71.3	0	1	21.9	0	2,020
59	national_reference	QCL_042	C_031	peri_urban	0	8	1	40	307,695	33	54.6	8	59.5	1	1	8	1	1,386	17	8	0	0	1	0	26.2	0	2,022
60	national_reference	QCL_009	C_037	rural	0	8	2	45	144,388	42.6	41	12	61.8	1	0	15	0	1,499	15	4	1	68.7	0	0	24	1	2,023
61	national_reference	QCL_052	C_016	peri_urban	0	11	3	41	267,370	48.7	42.5	7	59.7	1	1	6	1	1,532	23	9	0	0	1	1	20.7	1	2,022
62	national_reference	QCL_065	C_031	rural	1	4	0	24	176,296	32	58	5	67.4	1	0	6	1	1,513	30	4	1	74.4	1	0	22.4	0	2,024
63	national_reference	QCL_059	C_004	rural	0	8	1	53	196,372	41.9	49.8	8	65.5	1	0	11	1	1,436	1	5	1	76	0	0	23.5	0	2,021
64	national_reference	QCL_047	C_050	peri_urban	0	4	0	11	268,263	41.2	53.1	8	55.4	1	0	41	0	1,551	12	2	1	77.3	0	1	15.6	0	2,024
65	national_reference	QCL_014	C_017	peri_urban	0	9	1	18	327,377	59	30.9	9	62.4	1	0	11	0	1,479	11	5	1	81.3	0	0	21.8	1	2,023
66	national_reference	QCL_089	C_021	rural	0	12	4	33	321,860	43.3	39.8	9	75	1	0	10	0	1,561	23	3	0	0	0	0	26.9	1	2,023
67	national_reference	QCL_074	C_030	rural	0	7	1	41	133,065	27.4	61.2	10	64	1	1	13	1	1,473	1	3	0	0	1	0	16.3	0	2,024
68	national_reference	QCL_054	C_006	urban	0	8	2	33	124,834	51.6	32.1	3	51.2	1	1	0	1	1,481	1	8	1	84.6	0	0	18.7	0	2,024
69	national_reference	QCL_048	C_037	urban	0	4	0	17	214,616	58.2	23.7	4	58.4	1	0	57	1	1,506	2	7	1	65.8	1	0	27.3	0	2,023
70	national_reference	QCL_067	C_008	peri_urban	0	3	1	28	340,812	43.6	45	7	59.4	1	1	44	1	1,484	15	5	0	0	0	0	13.2	0	2,022
71	national_reference	QCL_094	C_027	urban	0	4	0	19	179,670	19.6	77.5	12	68.4	1	0	1	1	1,439	25	4	0	0	0	0	27	0	2,024
72	national_reference	QCL_095	C_027	urban	1	6	1	52	144,854	53	39.4	6	67.1	1	1	20	0	1,537	3	6	1	83.2	0	0	22.5	1	2,023
73	national_reference	QCL_019	C_019	rural	0	7	0	13	266,838	8.4	85.4	11	67.2	1	1	211	0	1,457	25	2	0	0	1	0	24.6	0	2,021
74	national_reference	QCL_056	C_038	peri_urban	0	5	0	47	252,266	15.9	75.7	10	61.8	1	1	37	1	1,477	13	6	1	74.3	1	0	24.1	0	2,023
75	national_reference	QCL_018	C_031	rural	0	4	0	33	151,384	47.3	49.1	8	60.1	1	0	47	0	1,559	20	2	1	69.8	0	0	19.4	1	2,024
76	national_reference	QCL_081	C_024	urban	0	15	3	0	109,025	41.9	49.9	6	64.1	1	0	23	1	1,538	14	12	1	70.5	0	1	20.4	0	2,023
77	national_reference	QCL_048	C_003	urban	0	8	2	8	134,802	19.3	68.2	12	74.1	1	1	39	1	1,548	2	4	1	71.9	0	0	27	1	2,024
78	national_reference	QCL_062	C_043	urban	0	10	3	35	182,540	46.7	43.6	4	52.3	1	1	20	0	1,480	8	6	1	76.9	0	0	23.8	0	2,023
79	national_reference	QCL_091	C_035	urban	0	9	2	38	156,087	50.8	38.6	7	70.8	1	1	12	1	1,553	2	6	1	72.5	0	0	23	1	2,024
80	national_reference	QCL_078	C_048	urban	0	6	2	66	131,823	61.9	27.7	6	60.4	1	1	31	0	1,470	12	2	0	0	0	0	27.3	0	2,024
81	national_reference	QCL_058	C_041	rural	0	18	6	30	307,101	43.9	41.8	6	65.1	1	1	11	1	1,501	19	5	0	0	1	1	16.8	1	2,024
82	national_reference	QCL_083	C_028	urban	0	13	2	27	145,431	21.6	68.7	5	69.8	1	0	41	0	1,491	1	3	1	72.2	0	0	26.7	0	2,021
83	national_reference	QCL_087	C_031	urban	0	8	3	19	173,485	16.2	77.6	8	59.9	1	1	21	0	1,517	51	6	1	69.5	0	1	24.2	0	2,024
84	national_reference	QCL_044	C_005	urban	1	9	3	57	138,881	35.1	54.7	8	51.7	1	0	49	1	1,453	18	5	1	72.1	0	0	20.8	1	2,023
85	national_reference	QCL_010	C_044	rural	0	11	1	62	189,610	28.4	54.4	7	79.8	1	1	8	0	1,500	2	3	0	0	1	1	22.1	1	2,022
86	national_reference	QCL_034	C_052	rural	0	7	1	22	139,037	20.8	67.2	6	74.9	1	1	10	1	1,517	15	3	1	57.2	0	0	18.8	0	2,020
87	national_reference	QCL_084	C_018	urban	1	7	1	10	102,231	36.3	55.3	7	72.1	1	1	30	1	1,462	17	10	1	75.6	0	0	28.5	0	2,024
88	national_reference	QCL_069	C_008	rural	0	11	2	26	157,129	25.1	70.1	7	67.5	1	0	5	1	1,517	3	5	0	0	0	0	25	1	2,021
89	national_reference	QCL_074	C_042	rural	0	11	3	55	210,524	38.3	44.2	14	69.7	1	1	18	0	1,527	9	2	0	0	0	0	21.3	1	2,023
90	national_reference	QCL_079	C_002	urban	0	5	1	42	247,733	48.8	41.7	7	64.2	1	1	1	1	1,504	68	10	0	0	0	0	25.8	1	2,021
91	national_reference	QCL_017	C_004	urban	0	8	1	41	96,808	59.1	23.6	6	74	1	1	22	1	1,520	20	2	1	67.6	1	0	27.1	1	2,023
92	national_reference	QCL_041	C_014	rural	1	10	2	59	193,148	14	78	7	68.6	1	1	139	1	1,475	56	10	1	53.2	1	0	22.4	1	2,023
93	national_reference	QCL_078	C_008	rural	0	6	2	17	217,740	15.4	84.6	7	72.1	1	1	33	0	1,502	9	1	0	0	0	0	30.6	1	2,024
94	national_reference	QCL_090	C_030	peri_urban	0	8	3	48	239,413	43.1	45.8	10	69	1	1	3	0	1,479	3	6	0	0	1	0	23.7	1	2,023
95	national_reference	QCL_009	C_009	peri_urban	0	6	2	0	254,086	33	59.1	10	62.9	1	0	39	1	1,474	5	5	0	0	1	0	22.2	1	2,020
96	national_reference	QCL_068	C_028	urban	0	6	1	45	230,423	48.5	50.4	6	61.2	1	0	94	1	1,495	15	4	0	0	0	0	22.4	0	2,020
97	national_reference	QCL_070	C_045	urban	0	7	2	27	191,933	51	46.8	12	70.8	1	1	10	0	1,473	16	3	1	61.9	0	1	19.7	0	2,021
98	national_reference	QCL_039	C_041	urban	0	6	1	16	289,778	44.7	43.5	12	69.2	1	0	4	1	1,411	14	5	1	73.4	1	0	22	0	2,024
99	national_reference	QCL_052	C_040	urban	0	7	1	44	235,066	39.8	51.8	6	69.1	1	0	30	0	1,519	29	7	0	0	0	1	17.2	1	2,023
100	national_reference	QCL_034	C_050	rural	0	10	2	27	292,946	28.8	60.7	9	65.6	1	1	13	1	1,517	6	3	1	72.9	1	0	16.5	0	2,021

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Medicine Quality Control Laboratories Dataset

Abstract

30,000 simulated QC laboratory assessments (10,000 per scenario) across three laboratory tiers in sub-Saharan Africa. Variables include staff, equipment functionality, testing volume, turnaround time, proficiency testing, budget, reagent stockouts, and SF detection rates. Three scenarios: WHO-prequalified lab (20 staff, 92% equipment functional), national reference (8 staff, 65%), district basic (2 staff, 30%).

This dataset is entirely simulated. It must not be used for laboratory accreditation or regulatory decisions.

Validation

Validation Report

Usage

from datasets import load_dataset
dataset = load_dataset("electricsheepafrica/medicine-quality-control-labs", "national_reference_lab")
df = dataset["train"].to_pandas()
print(df[['staff_analysts', 'equipment_functional_pct', 'samples_tested_per_year']].describe())

References

WHO (2023). QC lab capacity in Africa.
USP PQM+. Lab strengthening in 50+ countries.
WHO Prequalification of QC Laboratories.
African Medicines Quality Forum.

Citation

@dataset{esa_qc_labs_2025,
  title   = {Medicine Quality Control Laboratories Dataset},
  author  = {{Electric Sheep Africa}},
  year    = {2025},
  publisher = {Hugging Face},
  url     = {https://huggingface.co/datasets/electricsheepafrica/medicine-quality-control-labs}
}

License

CC-BY-4.0

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