Datasets:

electricsheepafrica
/

africa-synth-clinical-chemistry-biochemistry-all

id int64	age int64	sex string	facility_level string	indication string	automated_analyzer int64	method string	glucose_ordered int64	glucose_available int64	glucose_result float64	glucose_elevated int64	hba1c_ordered int64	hba1c_result float64	creatinine_ordered int64	creatinine_available int64	creatinine_umol float64	creatinine_elevated int64	urea_available int64	electrolytes_available int64	liver_panel_ordered int64	liver_panel_available int64	alt_result float64	alt_elevated int64	bilirubin_available int64	lipid_ordered int64	total_cholesterol float64	cardiac_enzymes_ordered int64	thyroid_ordered int64	tat_hours float64	tat_within_target int64	reagent_stockout int64	test_not_done_stockout int64	specimen_rejected int64	hemolyzed_sample int64	eqa_participating int64	critical_value_flagged int64	critical_value_communicated int64	referred_to_higher_lab int64	year int64
1	40	male	health_centre	hiv_monitoring	1	automated	0	0	null	0	0	null	0	0	null	0	0	0	0	0	null	0	0	0	null	0	0	7.2	0	0	0	0	0	0	0	0	0	2,021
2	22	female	tertiary	preoperative	0	poc_glucometer	1	0	null	0	0	null	0	0	null	0	0	0	0	0	null	0	0	0	null	0	0	16.5	0	1	1	0	0	0	0	0	0	2,021
3	47	male	tertiary	kidney_disease	1	automated	0	0	null	0	0	null	1	0	null	0	0	0	1	0	null	0	0	0	null	0	0	12.9	0	1	0	0	0	1	0	0	0	2,023
4	47	female	health_centre	kidney_disease	0	semi_automated	1	1	8.1	1	0	null	0	0	null	0	0	0	0	0	null	0	0	0	null	0	0	17.1	0	0	0	0	1	0	0	0	0	2,021
5	18	male	tertiary	liver_disease	1	automated	0	0	null	0	0	null	0	0	null	0	0	0	0	0	null	0	0	0	null	0	0	10	0	0	0	0	1	1	0	0	0	2,022
6	44	male	district	diabetes_monitoring	0	manual_colorimetric	1	1	5.3	0	1	null	1	0	null	0	0	0	0	0	null	0	0	1	null	0	0	18.7	0	0	0	0	0	0	0	0	0	2,020
7	43	female	regional	fever_workup	0	poc_glucometer	1	1	10.4	1	0	null	0	0	null	0	0	0	1	0	null	0	0	0	null	0	1	19.8	0	1	1	0	0	0	0	0	0	2,021
8	48	male	health_centre	kidney_disease	0	semi_automated	1	1	6.5	0	0	null	0	0	null	0	0	0	0	0	null	0	0	0	null	0	0	7.4	0	0	0	0	1	0	0	0	0	2,020
9	20	male	district	liver_disease	0	poc_glucometer	0	0	null	0	0	null	1	0	null	0	0	0	1	0	null	0	0	0	null	0	0	7.3	0	0	0	0	0	0	0	0	0	2,020
10	25	male	tertiary	kidney_disease	0	poc_glucometer	0	0	null	0	0	null	0	0	null	0	0	0	0	0	null	0	0	0	null	0	0	26.3	0	0	0	0	0	1	0	0	0	2,020
11	18	male	tertiary	preoperative	1	automated	1	1	3.5	0	0	null	1	0	null	0	0	0	0	0	null	0	0	0	null	0	0	14.7	0	1	1	0	0	0	0	0	0	2,022
12	19	male	health_centre	hiv_monitoring	0	semi_automated	1	0	null	0	0	null	1	0	null	0	0	0	0	0	null	0	0	0	null	0	0	10.9	0	0	0	1	0	0	0	0	1	2,020
13	39	female	district	other	0	manual_colorimetric	0	0	null	0	0	null	1	1	63	0	1	0	0	0	null	0	0	0	null	0	0	8.7	0	0	0	0	0	0	0	0	0	2,020
14	18	female	health_centre	diabetes_screen	1	automated	1	1	11	1	1	null	0	0	null	0	0	0	1	1	23	0	1	0	null	0	1	13.8	0	1	0	0	0	0	0	0	0	2,022
15	35	female	tertiary	diabetes_monitoring	1	automated	1	1	6.4	0	1	null	0	0	null	0	0	0	1	0	null	0	0	1	null	0	0	20.9	0	0	0	0	0	0	0	0	0	2,022
16	30	male	district	cardiac_workup	0	manual_colorimetric	1	1	6.2	0	0	null	1	0	null	0	0	0	1	0	null	0	0	0	null	1	0	9.8	0	0	0	0	0	0	0	0	0	2,023
17	43	female	district	ncd_screening	0	poc_glucometer	1	1	5.1	0	0	null	0	0	null	0	0	0	1	0	null	0	0	1	null	0	0	5.9	1	0	0	0	0	0	0	0	0	2,020
18	19	male	district	diabetes_monitoring	0	poc_glucometer	1	1	5.7	0	0	null	0	0	null	0	0	0	0	0	null	0	0	0	null	0	0	4.6	1	1	0	0	0	0	0	0	0	2,023
19	39	male	district	liver_disease	0	semi_automated	0	0	null	0	0	null	1	0	null	0	0	0	0	0	null	0	0	0	null	0	0	13.5	0	0	0	0	0	0	0	0	0	2,019
20	90	female	tertiary	ncd_screening	0	semi_automated	1	0	null	0	0	null	1	0	null	0	0	0	1	0	null	0	0	0	null	0	0	3	1	0	0	0	0	1	0	0	0	2,022
21	37	male	health_centre	diabetes_screen	0	semi_automated	0	0	null	0	1	null	0	0	null	0	0	0	1	1	45	1	1	0	null	0	0	4.9	1	0	0	0	0	0	0	0	0	2,022
22	67	male	regional	diabetes_screen	0	poc_glucometer	0	0	null	0	0	null	1	0	null	0	0	1	1	0	null	0	0	0	null	0	0	5.2	1	1	0	0	0	0	0	0	0	2,019
23	26	female	district	preoperative	0	poc_glucometer	1	0	null	0	0	null	1	0	null	0	0	0	0	0	null	0	0	0	null	0	0	15.1	0	0	0	0	0	1	0	0	1	2,020
24	59	male	district	ncd_screening	0	manual_colorimetric	1	1	3.5	0	0	null	1	0	null	0	0	0	1	0	null	0	0	0	null	0	0	10.1	0	0	0	0	0	0	0	0	0	2,022
25	90	female	health_centre	fever_workup	0	manual_colorimetric	1	0	null	0	0	null	1	0	null	0	0	0	1	1	53	1	1	0	null	0	0	15.8	0	1	1	0	1	0	0	0	0	2,021
26	54	female	tertiary	liver_disease	0	poc_glucometer	0	0	null	0	0	null	1	0	null	0	0	0	0	0	null	0	0	0	null	0	0	11.4	0	1	0	0	0	0	0	0	0	2,022
27	22	female	tertiary	kidney_disease	0	semi_automated	0	0	null	0	0	null	1	0	null	0	0	1	1	0	null	0	0	0	null	0	1	17.6	0	0	0	0	0	1	0	0	0	2,023
28	39	female	district	hiv_monitoring	1	automated	1	1	7.2	1	0	null	0	0	null	0	0	0	0	0	null	0	0	0	null	0	0	40.7	0	0	0	0	0	0	0	0	0	2,021
29	22	male	health_centre	ncd_screening	0	manual_colorimetric	1	1	4.2	0	0	null	1	0	null	0	0	0	1	1	13	0	1	0	null	0	0	25.4	0	0	0	0	0	0	0	0	0	2,023
30	50	female	district	cardiac_workup	0	poc_glucometer	0	0	null	0	0	null	1	0	null	0	0	0	1	1	10	0	1	0	null	0	0	4.1	1	0	0	0	0	0	0	0	0	2,023
31	51	male	district	diabetes_screen	1	automated	0	0	null	0	0	null	0	0	null	0	0	0	0	0	null	0	0	0	null	0	0	18.4	0	1	1	0	0	1	0	0	0	2,022
32	25	male	district	fever_workup	0	semi_automated	0	0	null	0	0	null	1	0	null	0	0	0	0	0	null	0	0	0	null	0	0	10.1	0	0	0	0	0	0	0	0	0	2,023
33	90	male	district	diabetes_screen	0	poc_glucometer	0	0	null	0	0	null	1	0	null	0	0	0	1	0	null	0	0	0	null	0	1	14.5	0	0	0	0	0	0	0	0	0	2,023
34	22	male	health_centre	diabetes_monitoring	0	poc_glucometer	1	0	null	0	0	null	0	0	null	0	0	0	1	1	45	1	1	0	null	0	0	15.4	0	0	0	0	0	0	0	0	0	2,022
35	28	male	district	diabetes_screen	0	poc_glucometer	1	1	8	1	0	null	1	1	30	0	1	0	0	0	null	0	0	0	null	0	0	10.4	0	1	1	0	0	1	0	0	0	2,021
36	48	male	tertiary	fever_workup	1	automated	1	1	2.9	0	0	null	1	0	null	0	0	0	1	1	5	0	1	0	null	0	0	28.8	0	1	0	0	0	0	1	1	0	2,019
37	31	female	tertiary	diabetes_monitoring	1	automated	1	1	8.2	1	0	null	0	0	null	0	0	0	0	0	null	0	0	1	null	0	0	16.4	0	0	0	0	0	0	0	0	0	2,021
38	90	female	district	preoperative	0	poc_glucometer	0	0	null	0	0	null	1	0	null	0	0	0	1	1	7	0	1	0	null	0	0	5.6	1	0	0	0	0	0	0	0	0	2,020
39	38	female	regional	cardiac_workup	0	semi_automated	1	0	null	0	0	null	0	0	null	0	0	0	1	0	null	0	0	0	null	0	0	11	0	1	0	0	0	0	0	0	1	2,022
40	59	female	regional	ncd_screening	0	manual_colorimetric	0	0	null	0	0	null	0	0	null	0	0	0	0	0	null	0	0	0	null	0	0	9.9	0	0	0	1	0	0	0	0	0	2,019
41	40	male	district	diabetes_screen	0	semi_automated	1	0	null	0	0	null	1	0	null	0	0	0	0	0	null	0	0	0	null	0	0	11.2	0	0	0	0	0	0	0	0	1	2,023
42	24	female	tertiary	diabetes_monitoring	0	semi_automated	0	0	null	0	1	null	0	0	null	0	0	0	0	0	null	0	0	0	null	0	0	20	0	0	0	0	0	0	0	0	0	2,021
43	40	male	regional	hiv_monitoring	0	poc_glucometer	1	1	5.4	0	0	null	0	0	null	0	0	0	1	1	10	0	1	0	null	0	0	11.7	0	1	1	0	0	0	0	0	1	2,020
44	31	female	health_centre	fever_workup	0	poc_glucometer	0	0	null	0	0	null	1	1	168	1	1	1	0	0	null	0	0	0	null	0	0	8.6	0	1	1	0	0	0	0	0	0	2,020
45	16	male	health_centre	preoperative	0	poc_glucometer	1	0	null	0	0	null	1	1	53	0	1	0	0	0	null	0	0	0	null	0	0	21.7	0	0	0	0	0	0	0	0	0	2,020
46	29	female	health_centre	preoperative	0	manual_colorimetric	1	1	5	0	0	null	1	1	113	0	1	0	1	0	null	0	0	0	null	0	0	11.4	0	1	1	0	0	0	0	0	0	2,021
47	29	male	health_centre	preoperative	0	manual_colorimetric	1	0	null	0	0	null	1	1	179	1	1	0	0	0	null	0	0	0	null	0	0	31.7	0	0	0	0	0	1	0	0	0	2,020
48	24	female	tertiary	diabetes_monitoring	0	manual_colorimetric	0	0	null	0	1	null	0	0	null	0	0	0	0	0	null	0	0	0	null	0	0	15.8	0	1	1	0	0	1	0	0	0	2,023
49	30	female	regional	other	0	poc_glucometer	1	1	7.5	1	0	null	0	0	null	0	0	0	0	0	null	0	0	0	null	0	0	11.6	0	1	1	0	0	1	0	0	0	2,022
50	51	male	regional	diabetes_monitoring	0	poc_glucometer	1	1	5.6	0	1	null	1	0	null	0	0	0	1	0	null	0	0	0	null	0	0	3.2	1	1	0	0	0	0	0	0	0	2,019
51	26	female	district	kidney_disease	0	poc_glucometer	1	1	7.3	1	0	null	0	0	null	0	0	0	1	1	17	0	0	0	null	0	0	15.6	0	0	0	0	0	0	0	0	0	2,020
52	37	male	regional	ncd_screening	0	semi_automated	0	0	null	0	0	null	0	0	null	0	0	0	1	1	12	0	1	0	null	0	0	10.7	0	1	1	0	0	1	0	0	0	2,022
53	26	female	tertiary	diabetes_screen	0	semi_automated	0	0	null	0	0	null	1	0	null	0	0	1	0	0	null	0	0	0	null	0	0	12.1	0	0	0	0	0	0	0	0	0	2,019
54	44	female	regional	kidney_disease	0	semi_automated	0	0	null	0	0	null	1	0	null	0	0	0	0	0	null	0	0	0	null	0	0	19.9	0	0	0	0	0	0	0	0	1	2,023
55	61	male	district	diabetes_screen	1	automated	1	1	5	0	1	null	0	0	null	0	0	0	1	1	6	0	1	0	null	0	0	8	0	1	1	0	0	0	0	0	0	2,022
56	35	female	district	diabetes_monitoring	0	poc_glucometer	1	1	4.7	0	1	null	1	0	null	0	0	1	0	0	null	0	0	0	null	0	0	12	0	0	0	0	0	1	0	0	0	2,020
57	16	female	district	preoperative	0	semi_automated	1	1	2.6	0	0	null	1	0	null	0	0	0	0	0	null	0	0	0	null	0	0	13.1	0	1	0	0	0	0	1	1	1	2,020
58	29	female	regional	fever_workup	0	manual_colorimetric	0	0	null	0	0	null	1	1	240	1	1	0	1	1	10	0	1	0	null	0	0	11.3	0	0	0	0	0	1	0	0	0	2,020
59	54	male	health_centre	fever_workup	1	automated	1	1	2.2	0	0	null	1	0	null	0	0	0	0	0	null	0	0	0	null	0	0	19.2	0	1	1	0	0	0	1	0	0	2,020
60	19	female	district	other	0	manual_colorimetric	1	1	6.9	0	0	null	1	1	170	1	1	0	0	0	null	0	0	0	null	0	0	12.5	0	0	0	0	0	0	0	0	0	2,022
61	23	female	district	liver_disease	0	manual_colorimetric	1	1	8.2	1	0	null	1	1	72	0	1	0	0	0	null	0	0	0	null	0	0	17.7	0	0	0	0	0	0	0	0	0	2,022
62	35	male	district	cardiac_workup	1	automated	0	0	null	0	0	null	0	0	null	0	0	0	0	0	null	0	0	0	null	1	0	11.8	0	0	0	0	0	1	0	0	0	2,023
63	12	female	health_centre	other	0	semi_automated	1	0	null	0	0	null	1	1	122	1	1	0	0	0	null	0	0	0	null	0	0	25.1	0	0	0	0	0	0	0	0	0	2,020
64	46	female	tertiary	cardiac_workup	0	poc_glucometer	1	1	5.5	0	0	null	0	0	null	0	0	0	1	0	null	0	0	0	null	1	0	3.9	1	1	0	0	0	0	0	0	1	2,022
65	90	female	district	kidney_disease	1	automated	1	0	null	0	0	null	0	0	null	0	0	0	1	0	null	0	0	0	null	0	0	11.2	0	1	0	0	0	1	0	0	0	2,023
66	44	female	health_centre	cardiac_workup	0	manual_colorimetric	1	0	null	0	0	null	1	1	109	0	0	1	0	0	null	0	0	0	null	0	0	15.3	0	0	0	0	0	0	0	0	0	2,023
67	73	female	district	kidney_disease	0	manual_colorimetric	1	1	3.6	0	0	null	0	0	null	0	0	0	0	0	null	0	0	0	null	0	0	29.1	0	1	1	0	0	1	0	0	0	2,023
68	17	male	tertiary	diabetes_monitoring	1	automated	1	1	6.1	0	0	null	0	0	null	0	0	0	1	0	null	0	0	0	null	0	0	25.6	0	1	1	0	0	0	0	0	0	2,021
69	31	female	regional	liver_disease	0	poc_glucometer	1	1	7.1	1	0	null	1	0	null	0	0	1	1	0	null	0	0	0	null	0	0	11.4	0	0	0	0	0	0	0	0	0	2,019
70	17	male	district	diabetes_screen	0	manual_colorimetric	0	0	null	0	0	null	1	0	null	0	0	0	0	0	null	0	0	0	null	0	0	11.2	0	0	0	0	0	0	0	0	0	2,023
71	22	male	health_centre	cardiac_workup	0	manual_colorimetric	1	0	null	0	0	null	1	1	89	0	1	0	1	1	9	0	1	1	null	0	0	14.6	0	0	0	0	0	0	0	0	1	2,020
72	25	male	district	hiv_monitoring	1	automated	1	0	null	0	0	null	0	0	null	0	0	0	0	0	null	0	0	0	null	0	0	8.5	0	1	1	0	0	0	0	0	0	2,020
73	34	male	regional	diabetes_screen	0	manual_colorimetric	1	1	6	0	0	null	0	0	null	0	0	0	0	0	null	0	0	0	null	0	0	5.6	1	0	0	0	0	0	0	0	0	2,019
74	32	female	district	kidney_disease	0	poc_glucometer	0	0	null	0	0	null	1	1	131	1	0	0	0	0	null	0	0	0	null	0	0	19.9	0	0	0	0	0	0	0	0	0	2,022
75	46	male	regional	diabetes_screen	0	manual_colorimetric	0	0	null	0	0	null	1	1	135	1	1	0	1	0	null	0	0	0	null	0	0	6.8	0	1	0	0	0	0	0	0	0	2,023
76	41	male	health_centre	diabetes_monitoring	1	automated	1	0	null	0	1	null	0	0	null	0	0	0	0	0	null	0	0	1	null	0	0	2.9	1	1	1	0	0	0	0	0	0	2,022
77	24	female	district	kidney_disease	0	semi_automated	0	0	null	0	0	null	0	0	null	0	0	0	1	0	null	0	0	0	null	0	0	9.9	0	0	0	0	0	0	0	0	0	2,020
78	30	male	tertiary	other	0	semi_automated	0	0	null	0	0	null	1	1	120	0	1	0	1	0	null	0	0	0	null	0	0	2.9	1	1	1	0	0	0	0	0	0	2,020
79	40	female	health_centre	kidney_disease	0	manual_colorimetric	0	0	null	0	0	null	0	0	null	0	0	0	0	0	null	0	0	0	null	0	0	17.7	0	1	0	0	0	0	0	0	0	2,023
80	66	female	district	cardiac_workup	0	poc_glucometer	0	0	null	0	0	null	0	0	null	0	0	0	0	0	null	0	0	0	null	1	0	24.5	0	1	1	0	0	0	0	0	0	2,023
81	37	male	health_centre	liver_disease	0	poc_glucometer	0	0	null	0	0	null	1	1	54	0	1	0	1	1	17	0	1	0	null	0	0	20.3	0	1	0	0	0	0	0	0	0	2,020
82	42	female	regional	diabetes_monitoring	1	automated	0	0	null	0	0	null	0	0	null	0	0	0	0	0	null	0	0	0	null	0	0	9.1	0	0	0	0	0	0	0	0	0	2,021
83	48	male	health_centre	fever_workup	0	manual_colorimetric	1	1	8.4	1	0	null	1	1	235	1	1	1	0	0	null	0	0	0	null	0	0	12.5	0	0	0	0	0	0	0	0	0	2,021
84	55	female	regional	preoperative	1	automated	1	1	6.7	0	0	null	1	0	null	0	0	0	1	0	null	0	0	0	null	0	0	20.5	0	0	0	0	0	0	0	0	0	2,020
85	47	female	district	ncd_screening	1	automated	0	0	null	0	0	null	0	0	null	0	0	0	0	0	null	0	0	1	null	0	0	5.8	1	1	1	0	0	0	0	0	0	2,022
86	36	female	district	ncd_screening	0	manual_colorimetric	1	1	9.9	1	0	null	1	0	null	0	0	0	0	0	null	0	0	0	null	0	0	23.3	0	0	0	0	0	1	0	0	1	2,021
87	30	female	tertiary	cardiac_workup	1	automated	0	0	null	0	0	null	1	0	null	0	0	0	0	0	null	0	0	0	null	0	0	16	0	0	0	0	0	0	0	0	0	2,020
88	40	male	regional	ncd_screening	0	poc_glucometer	1	1	2.4	0	0	null	0	0	null	0	0	0	1	0	null	0	0	0	null	0	0	20.1	0	0	0	0	0	0	1	0	0	2,022
89	46	female	district	kidney_disease	0	manual_colorimetric	1	1	7.8	1	0	null	0	0	null	0	0	0	0	0	null	0	0	0	null	0	0	12.2	0	0	0	1	0	1	0	0	0	2,020
90	48	male	district	diabetes_screen	0	semi_automated	0	0	null	0	0	null	1	1	150	1	0	1	1	0	null	0	0	0	null	0	0	13.8	0	1	0	0	0	0	0	0	0	2,021
91	86	male	regional	diabetes_screen	0	poc_glucometer	1	1	6.1	0	0	null	0	0	null	0	0	0	0	0	null	0	0	0	null	0	0	22.2	0	0	0	0	0	1	0	0	0	2,021
92	43	male	health_centre	fever_workup	0	poc_glucometer	1	0	null	0	0	null	0	0	null	0	0	0	1	0	null	0	0	0	null	0	0	15.6	0	0	0	0	0	0	0	0	0	2,022
93	25	female	regional	hiv_monitoring	1	automated	0	0	null	0	0	null	0	0	null	0	0	0	0	0	null	0	0	0	null	0	0	5.9	1	0	0	0	0	1	0	0	0	2,020
94	28	female	health_centre	diabetes_monitoring	0	manual_colorimetric	0	0	null	0	1	null	0	0	null	0	0	0	1	0	null	0	0	0	null	0	0	4.1	1	0	0	0	0	0	0	0	0	2,020
95	14	female	district	preoperative	0	poc_glucometer	0	0	null	0	0	null	1	0	null	0	0	0	1	1	15	0	1	0	null	0	0	11.4	0	0	0	0	0	0	0	0	1	2,022
96	17	female	tertiary	diabetes_screen	1	automated	1	1	4.4	0	1	null	0	0	null	0	0	0	1	0	null	0	0	0	null	0	0	7.4	0	1	0	0	1	0	0	0	0	2,023
97	42	female	district	fever_workup	0	semi_automated	1	1	6.1	0	0	null	1	0	null	0	0	1	0	0	null	0	0	0	null	0	0	17.5	0	0	0	0	0	1	0	0	1	2,023
98	37	female	tertiary	kidney_disease	0	manual_colorimetric	0	0	null	0	0	null	1	0	null	0	0	0	0	0	null	0	0	0	null	0	0	2.5	1	0	0	0	0	1	0	0	0	2,019
99	37	male	district	diabetes_monitoring	0	semi_automated	1	1	11.8	1	0	null	1	0	null	0	0	0	1	0	null	0	0	0	null	0	1	24.1	0	1	0	0	0	0	0	0	0	2,022
100	20	female	regional	diabetes_monitoring	0	manual_colorimetric	1	1	5.4	0	0	null	1	1	45	0	1	0	1	1	10	0	1	0	null	0	0	6.9	0	1	1	0	0	0	0	0	0	2,022

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⚠️ Synthetic dataset — Parameterized from published SSA literature, not real observations. Not suitable for empirical analysis or policy inference.

Clinical Chemistry & Biochemistry

Abstract

Synthetic dataset modeling clinical chemistry laboratory services across three SSA scenarios. Captures test availability (glucose, HbA1c, creatinine, liver/lipid panels), testing methods, results, turnaround times, reagent stockouts, and quality indicators. Parameterized from SSA laboratory capacity research.

Parameterization Evidence

Parameter	Value	Source	Year
Lab infrastructure	Automated analyzers urban-concentrated	Nkengasong et al. Lancet	2018
Glucose availability	44% facilities Tanzania	Peck et al. J Diabetes Res	2014
HbA1c availability	<5% facilities SSA	Peck et al.	2014
Creatinine availability	28% facilities Tanzania	Peck et al.	2014
Diabetes prevalence SSA	3-8% (rising)	Atun et al. Lancet	2017
CKD prevalence SSA	10-14%	Atun et al.	2017

Validation

Usage

from datasets import load_dataset
ds = load_dataset("electricsheepafrica/clinical-chemistry-biochemistry", name="limited_chemistry")
df = ds['train'].to_pandas()

References

Nkengasong JN et al. (2018). Laboratory medicine Africa. Lancet. DOI: 10.1016/S0140-6736(18)30625-8
Peck R et al. (2014). Lab capacity diabetes Tanzania. J Diabetes Res. DOI: 10.1155/2014/534835
Atun R et al. (2017). NCD burden Africa. Lancet. DOI: 10.1016/S0140-6736(17)31634-5
WHO AFRO (2021). Laboratory services assessment SSA

License

CC-BY-4.0

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