Datasets:

electricsheepafrica
/

africa-synth-hiv-viral-load-cd4-all

id int64	age int64	sex string	pregnant int64	facility_level string	on_art int64	art_duration_months int64	art_regimen string	vl_ordered int64	cd4_ordered int64	vl_platform string	vl_result float64	vl_suppressed float64	vl_tat_days float64	cd4_platform string	cd4_result float64	cd4_below_200 float64	cd4_tat_days float64	result_returned int64	eac_provided int64	regimen_switch int64	oi_prophylaxis int64	reagent_stockout int64	sample_rejected int64	test_not_done_stockout int64	specimen_transport_issue int64	year int64
1	41	female	0	health_centre	1	52	AZT_based	0	1	not_done	null	null	null	manual	538	0	4.4	0	0	0	0	0	0	0	0	2,020
2	42	male	0	clinic	1	44	TLD	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	1	0	1	0	2,020
3	43	female	0	district	1	16	TLD	1	1	conventional_central	66	1	27.6	manual	421	0	3.2	1	0	0	0	0	0	0	0	2,019
4	41	female	0	clinic	1	14	TLD	1	0	dbs_referred	265	1	22.8	not_done	null	null	null	0	0	0	0	0	0	0	1	2,021
5	48	female	0	clinic	1	1	TLD	1	0	dbs_referred	12,779	0	18	not_done	null	null	null	0	1	1	0	1	0	0	0	2,022
6	43	female	0	health_centre	1	19	TLD	1	1	dbs_referred	1,285	0	17.4	manual	315	0	4.3	0	1	1	0	0	0	0	0	2,021
7	40	male	0	clinic	1	55	TLE	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	1	0	1	0	2,021
8	48	male	0	district	1	29	other	0	1	not_done	null	null	null	manual	339	0	1.4	0	0	0	0	0	0	0	0	2,021
9	72	female	0	health_centre	1	19	TLD	0	1	not_done	null	null	null	flow_cytometry	571	0	3.2	1	0	0	0	0	0	0	0	2,022
10	37	female	0	district	0	0	none	1	1	dbs_referred	643,026	0	13.9	manual	106	1	4.8	1	0	0	0	1	0	0	0	2,023
11	56	female	0	clinic	1	39	AZT_based	0	1	not_done	null	null	null	flow_cytometry	656	0	3.3	0	0	0	0	1	0	0	0	2,020
12	33	female	0	district	1	15	other	0	1	not_done	null	null	null	flow_cytometry	633	0	3.1	0	0	0	0	1	0	0	0	2,022
13	27	female	0	clinic	1	11	other	0	1	not_done	null	null	null	manual	476	0	5.9	1	0	0	0	0	1	0	0	2,022
14	40	male	0	district	1	72	TLE	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	0	1	0	0	2,019
15	29	female	0	health_centre	1	29	TLE	0	1	not_done	null	null	null	manual	363	0	1.2	0	0	0	0	1	0	0	0	2,023
16	72	male	0	health_centre	1	16	TLD	1	0	conventional_central	10	1	10.6	not_done	null	null	null	1	0	0	0	1	0	1	0	2,022
17	39	male	0	health_centre	0	0	none	0	1	not_done	null	null	null	poc_cd4	800	0	8.5	0	0	0	0	0	0	0	0	2,021
18	41	male	0	clinic	1	96	TLD	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	0	0	0	0	2,022
19	34	male	0	health_centre	1	35	TLE	0	0	not_done	null	null	null	not_done	null	null	null	1	0	0	0	1	0	0	0	2,020
20	19	male	0	district	1	21	TLD	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	0	0	0	0	2,023
21	43	female	0	health_centre	1	46	TLD	0	0	not_done	null	null	null	not_done	null	null	null	1	0	0	0	0	0	0	0	2,022
22	46	female	0	district	0	0	none	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	0	0	0	0	2,020
23	23	male	0	health_centre	1	10	TLE	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	0	0	0	0	2,022
24	30	male	0	district	1	70	TLE	0	0	not_done	null	null	null	not_done	null	null	null	1	0	0	0	0	0	0	0	2,020
25	27	male	0	district	1	111	TLE	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	0	0	0	0	2,021
26	38	female	0	clinic	1	38	TLE	1	0	dbs_referred	27	1	9.4	not_done	null	null	null	1	0	0	0	0	0	0	0	2,023
27	41	male	0	clinic	0	0	none	1	0	conventional_central	59,022	0	30.7	not_done	null	null	null	0	1	0	0	1	0	1	0	2,022
28	34	male	0	tertiary	1	222	TLD	0	1	not_done	null	null	null	manual	328	0	3.3	0	0	0	0	0	0	0	0	2,020
29	54	female	0	clinic	1	39	TLD	1	0	dbs_referred	4	1	12.5	not_done	null	null	null	1	0	0	0	0	0	0	0	2,019
30	31	female	0	clinic	1	55	TLD	0	1	not_done	null	null	null	manual	572	0	2.5	0	0	0	0	1	0	0	0	2,021
31	62	male	0	district	1	13	TLE	0	1	not_done	null	null	null	manual	93	1	1.1	1	0	0	1	0	0	0	0	2,020
32	26	female	0	health_centre	1	3	AZT_based	0	1	not_done	null	null	null	manual	847	0	3.4	0	0	0	0	0	0	0	0	2,022
33	35	female	0	clinic	1	7	TLD	0	1	not_done	null	null	null	poc_cd4	461	0	2.6	1	0	0	0	0	1	0	0	2,023
34	20	male	0	district	1	19	TLD	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	0	0	0	0	2,022
35	34	female	1	district	1	11	TLD	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	0	0	0	0	2,020
36	54	female	0	tertiary	1	42	TLE	1	1	dbs_referred	28	1	28.9	manual	586	0	0.9	1	0	0	0	1	0	0	0	2,022
37	36	male	0	health_centre	1	21	PI_based	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	0	0	0	0	2,022
38	25	male	0	health_centre	1	5	TLD	0	0	not_done	null	null	null	not_done	null	null	null	1	0	0	0	0	0	0	0	2,019
39	30	female	0	health_centre	1	28	AZT_based	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	0	0	0	0	2,023
40	9	female	0	clinic	0	0	none	1	0	dbs_referred	18,303	0	23.6	not_done	null	null	null	0	0	0	0	0	0	0	0	2,020
41	22	female	0	clinic	1	55	TLE	0	1	not_done	null	null	null	manual	265	0	3.9	0	0	0	0	1	0	1	0	2,019
42	40	female	0	clinic	1	33	TLD	1	0	dbs_referred	52	1	15.4	not_done	null	null	null	1	0	0	0	0	0	0	0	2,020
43	9	male	0	clinic	1	34	TLD	1	0	conventional_central	1	1	9.9	not_done	null	null	null	0	0	0	0	0	0	0	0	2,020
44	45	female	0	health_centre	1	23	TLE	1	1	conventional_central	2	1	13.6	manual	598	0	2.6	0	0	0	0	0	0	0	0	2,023
45	17	male	0	clinic	1	43	TLE	0	1	not_done	null	null	null	poc_cd4	530	0	3.6	0	0	0	0	1	0	0	0	2,023
46	47	female	0	clinic	1	27	other	0	1	not_done	null	null	null	manual	649	0	2.4	0	0	0	0	0	0	0	0	2,019
47	10	male	0	tertiary	1	1	TLE	0	1	not_done	null	null	null	flow_cytometry	194	1	2.9	1	0	0	0	1	0	1	0	2,021
48	37	male	0	clinic	1	17	TLE	1	1	dbs_referred	4,328	0	36.9	poc_cd4	110	1	1.9	1	0	0	1	0	0	0	0	2,019
49	35	female	1	district	1	6	TLE	1	0	dbs_referred	5,800	0	33.4	not_done	null	null	null	0	1	0	0	0	0	0	0	2,021
50	62	female	0	health_centre	1	21	AZT_based	0	1	not_done	null	null	null	manual	513	0	4.1	1	0	0	0	0	1	0	0	2,020
51	22	female	0	district	0	0	none	0	1	not_done	null	null	null	flow_cytometry	93	1	3.7	0	0	0	0	1	1	0	0	2,022
52	38	female	0	health_centre	1	6	TLD	0	1	not_done	null	null	null	manual	58	1	2.8	0	0	0	1	0	0	0	0	2,022
53	24	female	0	clinic	1	42	other	0	0	not_done	null	null	null	not_done	null	null	null	1	0	0	0	0	0	0	0	2,021
54	30	female	0	health_centre	1	51	TLD	1	0	dbs_referred	163	1	8.3	not_done	null	null	null	0	0	0	0	0	0	0	0	2,022
55	42	female	0	clinic	0	0	none	0	1	not_done	null	null	null	poc_cd4	723	0	2.5	0	0	0	0	0	0	0	0	2,023
56	39	male	0	health_centre	1	24	TLE	0	1	not_done	null	null	null	poc_cd4	385	0	3.4	1	0	0	0	1	0	1	0	2,023
57	26	male	0	clinic	0	0	none	1	1	conventional_central	30,682	0	15.7	poc_cd4	243	0	1.8	0	0	0	0	1	0	1	0	2,023
58	40	female	0	clinic	1	6	TLD	0	1	not_done	null	null	null	manual	230	0	2.3	1	0	0	0	1	0	0	0	2,022
59	27	male	0	health_centre	1	49	AZT_based	1	0	conventional_central	1,000	0	21.7	not_done	null	null	null	0	1	0	0	0	0	0	0	2,023
60	55	female	0	district	1	12	other	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	0	0	0	0	2,022
61	35	male	0	district	0	0	none	0	0	not_done	null	null	null	not_done	null	null	null	1	0	0	0	0	0	0	0	2,020
62	49	male	0	clinic	1	21	TLE	0	0	not_done	null	null	null	not_done	null	null	null	1	0	0	0	0	0	0	0	2,022
63	17	male	0	clinic	1	4	TLD	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	0	0	0	0	2,023
64	25	female	1	clinic	1	1	TLE	1	1	dbs_referred	144	1	12.7	manual	578	0	2.4	0	0	0	0	0	0	0	0	2,020
65	46	female	0	tertiary	1	109	AZT_based	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	0	0	0	0	2,021
66	53	female	0	health_centre	1	57	other	0	0	not_done	null	null	null	not_done	null	null	null	1	0	0	0	0	0	0	0	2,020
67	42	female	0	health_centre	1	18	TLD	0	0	not_done	null	null	null	not_done	null	null	null	1	0	0	0	0	0	0	0	2,020
68	33	male	0	health_centre	0	0	none	1	0	dbs_referred	32,288	0	7.1	not_done	null	null	null	1	0	0	0	0	0	0	0	2,019
69	31	female	0	health_centre	0	0	none	0	1	not_done	null	null	null	manual	326	0	3.2	1	0	0	0	1	0	0	0	2,023
70	43	female	0	clinic	1	26	TLD	0	1	not_done	null	null	null	poc_cd4	460	0	2.8	1	0	0	0	0	0	0	0	2,020
71	37	male	0	clinic	1	18	AZT_based	1	1	dbs_referred	21	1	40.6	manual	274	0	6.1	1	0	0	0	1	0	1	0	2,022
72	21	female	0	health_centre	1	33	AZT_based	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	0	0	0	0	2,022
73	49	male	0	health_centre	1	5	AZT_based	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	0	0	0	0	2,021
74	55	female	0	health_centre	0	0	none	1	0	conventional_central	32,411	0	25	not_done	null	null	null	1	1	1	0	0	0	0	1	2,022
75	59	male	0	district	0	0	none	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	1	0	0	0	2,020
76	38	female	0	health_centre	1	7	TLD	0	1	not_done	null	null	null	flow_cytometry	310	0	5	0	0	0	0	0	0	0	0	2,020
77	31	female	0	clinic	0	0	none	0	1	not_done	null	null	null	poc_cd4	155	1	2.6	0	0	0	1	0	0	0	0	2,022
78	33	male	0	health_centre	1	7	TLE	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	0	0	0	0	2,022
79	22	female	0	tertiary	1	19	PI_based	0	1	not_done	null	null	null	manual	655	0	5	0	0	0	0	1	0	0	0	2,020
80	26	male	0	tertiary	1	34	TLD	1	0	conventional_central	2	1	65.7	not_done	null	null	null	1	0	0	0	0	0	0	0	2,023
81	6	male	0	district	1	3	PI_based	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	0	0	0	0	2,021
82	46	female	0	health_centre	1	27	other	0	1	not_done	null	null	null	manual	395	0	3.5	0	0	0	0	1	0	1	0	2,019
83	53	female	0	health_centre	1	8	TLE	0	0	not_done	null	null	null	not_done	null	null	null	1	0	0	0	0	0	0	0	2,022
84	28	female	0	district	1	57	TLD	1	0	conventional_central	106	1	20.5	not_done	null	null	null	1	0	0	0	0	0	0	0	2,022
85	56	female	0	health_centre	0	0	none	0	1	not_done	null	null	null	flow_cytometry	621	0	3.6	1	0	0	0	0	0	0	0	2,021
86	47	male	0	clinic	1	19	TLD	0	1	not_done	null	null	null	poc_cd4	308	0	1	0	0	0	0	0	0	0	0	2,023
87	24	female	0	health_centre	1	30	TLE	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	0	0	0	0	2,021
88	23	female	0	district	1	14	TLD	0	1	not_done	null	null	null	manual	243	0	2.3	1	0	0	0	0	0	0	0	2,021
89	41	male	0	district	1	20	TLD	0	1	not_done	null	null	null	manual	714	0	3.8	0	0	0	0	0	0	0	0	2,021
90	43	male	0	health_centre	0	0	none	0	1	not_done	null	null	null	manual	379	0	2.8	1	0	0	0	0	0	0	0	2,019
91	46	female	0	district	1	48	TLE	0	1	not_done	null	null	null	flow_cytometry	68	1	4.6	1	0	0	1	0	0	0	0	2,023
92	49	female	0	clinic	1	89	TLD	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	0	0	0	0	2,022
93	3	female	0	health_centre	1	38	TLD	1	0	dbs_referred	45,857	0	16	not_done	null	null	null	1	1	0	0	1	0	0	0	2,020
94	34	male	0	tertiary	1	21	other	0	0	not_done	null	null	null	not_done	null	null	null	1	0	0	0	0	0	0	0	2,023
95	53	male	0	tertiary	1	31	other	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	1	0	0	0	2,022
96	47	male	0	clinic	1	123	TLD	1	1	dbs_referred	29	1	4.8	manual	581	0	2.2	1	0	0	0	0	0	0	0	2,019
97	65	female	0	clinic	1	4	PI_based	0	0	not_done	null	null	null	not_done	null	null	null	0	0	0	0	0	0	0	0	2,022
98	59	female	0	health_centre	0	0	none	0	1	not_done	null	null	null	manual	205	0	1.6	0	0	0	0	1	0	1	0	2,020
99	37	female	0	district	1	54	TLD	1	1	poc_vl	8,201	0	0.1	poc_cd4	538	0	1.5	1	1	0	0	1	0	0	0	2,019
100	24	female	0	clinic	1	114	TLD	0	1	not_done	null	null	null	manual	469	0	1	0	0	0	0	0	0	0	0	2,020

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

HIV Viral Load & CD4 Testing

Abstract

Synthetic dataset modeling HIV viral load and CD4 laboratory services across three SSA scenarios. Captures VL/CD4 test availability, platforms (conventional/POC/DBS), results, turnaround times, clinical actions (EAC, regimen switch), and quality indicators. Parameterized from WHO/UNAIDS guidelines and SSA implementation research.

Parameterization Evidence

Parameter	Value	Source	Year
VL coverage SSA	17% to 71% (2015-2019)	Lecher et al. MMWR	2021
VL suppression on ART	76% SSA	UNAIDS	2023
Conventional VL TAT	2-6 weeks	Jani et al. Lancet HIV	2016
POC VL TAT	1-3 hours	Jani et al.	2016
SSA PLHIV on ART	21M / 25.6M	UNAIDS	2023

Validation

Usage

from datasets import load_dataset
ds = load_dataset("electricsheepafrica/hiv-viral-load-cd4", name="vl_limited")
df = ds['train'].to_pandas()

References

WHO (2023). HIV treatment guidelines
UNAIDS (2023). Global HIV statistics
Lecher SL et al. (2021). VL monitoring scale-up. MMWR. DOI: 10.15585/mmwr.mm7034a2
Jani IV et al. (2016). POC CD4 and VL. Lancet HIV. DOI: 10.1016/S2352-3018(15)00236-X

License

CC-BY-4.0

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