Datasets:

electricsheepafrica
/

african-hypertension-cvd-dataset

patient_id stringlengths 10 10	age float64 18 85	sex stringclasses 2 values	residence stringclasses 2 values	bmi float64 16 42.7	family_history_hypertension bool 2 classes	diabetes bool 2 classes	smoking bool 2 classes	alcohol_heavy bool 2 classes	physically_active bool 2 classes	high_salt_diet bool 2 classes	hypertension_status stringclasses 2 values	systolic_bp_mmhg float64 90 200	diastolic_bp_mmhg float64 60 120	diagnosed bool 2 classes	on_medication bool 2 classes	medication_adherence stringclasses 4 values	bp_controlled bool 2 classes	stroke_history bool 2 classes	myocardial_infarction bool 2 classes	heart_failure bool 2 classes	total_cholesterol_mg_dl float64 120 350	ldl_mg_dl float64 60 250	hdl_mg_dl float64 25 80	creatinine_mg_dl float64 0.5 2.69
HTN_000001	62	Female	Urban	34.1	false	false	false	false	true	true	Hypertensive	148	86	false	false	Undiagnosed	false	false	false	false	142	152	53	0.85
HTN_000002	46	Male	Rural	28.5	false	false	false	false	false	true	Hypertensive	158	112	false	false	Undiagnosed	false	false	false	false	171	133	43	1.39
HTN_000003	54.2	Female	Urban	26.3	true	false	false	false	false	false	Hypertensive	188	92	true	false	null	false	false	false	false	208	139	32	1.77
HTN_000004	18.2	Male	Rural	28.2	false	false	false	false	true	true	Hypertensive	149	114	false	false	Undiagnosed	false	false	false	false	287	135	46	1.57
HTN_000005	55.9	Male	Urban	21.8	false	false	true	false	true	false	Normal	115	84	false	false	null	false	false	false	false	186	133	38	1.13
HTN_000006	52.7	Male	Rural	20.6	false	false	false	false	true	true	Hypertensive	156	94	true	true	Good	false	false	false	false	203	124	26	1.64
HTN_000007	39.7	Female	Rural	23.8	false	true	false	false	false	true	Hypertensive	132	95	false	false	Undiagnosed	false	false	false	false	308	161	49	0.5
HTN_000008	26.6	Male	Urban	17.5	false	false	false	false	false	false	Normal	123	84	false	false	null	false	false	false	false	120	101	25	1
HTN_000009	70.5	Female	Urban	27.1	false	false	false	false	false	false	Hypertensive	153	87	true	true	Moderate	false	true	false	false	213	134	49	1.06
HTN_000010	62.5	Female	Rural	25.1	true	false	false	false	false	true	Hypertensive	140	80	false	false	Undiagnosed	false	false	false	false	250	157	43	1.38
HTN_000011	46.9	Female	Rural	31.4	true	false	false	false	false	true	Hypertensive	139	97	false	false	Undiagnosed	false	false	false	false	226	126	53	1.3
HTN_000012	49.2	Female	Urban	25.3	false	false	false	false	true	false	Hypertensive	158	103	false	false	Undiagnosed	false	false	false	false	248	174	45	0.9
HTN_000013	45.1	Male	Urban	25.5	false	false	true	false	false	true	Hypertensive	136	95	false	false	Undiagnosed	false	true	false	false	208	119	32	0.97
HTN_000014	46.4	Female	Rural	23.6	false	false	false	false	true	false	Hypertensive	136	93	false	false	Undiagnosed	false	false	false	false	187	151	46	1.12
HTN_000015	38.1	Male	Rural	21.9	true	false	true	false	true	false	Hypertensive	146	88	false	false	Undiagnosed	false	false	false	true	214	74	68	1.64
HTN_000016	62.5	Female	Urban	21.5	false	false	false	false	false	false	Hypertensive	144	110	false	false	Undiagnosed	false	false	false	false	182	85	47	1.66
HTN_000017	67.6	Female	Rural	29	false	false	false	false	true	false	Hypertensive	162	89	true	true	Moderate	false	false	false	false	181	146	27	0.65
HTN_000018	37.1	Male	Rural	25.3	false	false	false	false	true	true	Normal	117	64	false	false	null	false	false	false	false	169	94	61	0.91
HTN_000019	81.5	Male	Rural	24	true	true	true	false	false	true	Hypertensive	158	95	true	false	null	false	false	true	true	183	132	55	0.96
HTN_000020	52.5	Male	Rural	28.1	false	false	true	false	true	true	Hypertensive	147	89	true	true	Moderate	false	false	false	false	182	122	47	1.17
HTN_000021	48.1	Female	Urban	24.6	false	false	false	false	false	false	Hypertensive	159	80	false	false	Undiagnosed	false	false	false	false	260	95	36	0.67
HTN_000022	69.9	Female	Urban	25	true	false	false	false	false	false	Hypertensive	150	96	false	false	Undiagnosed	false	false	false	false	192	160	74	1.79
HTN_000023	48.2	Male	Rural	18.8	false	false	true	false	true	false	Normal	99	84	false	false	null	false	false	false	false	187	124	32	0.66
HTN_000024	56.2	Female	Rural	35.8	true	false	false	false	true	true	Hypertensive	125	75	true	true	Good	true	false	false	false	227	152	62	1.61
HTN_000025	63.3	Male	Urban	25	false	false	true	false	false	false	Hypertensive	171	80	false	false	Undiagnosed	false	false	true	false	189	151	45	1.24
HTN_000026	37.3	Female	Urban	23.9	false	true	false	false	false	false	Hypertensive	148	97	false	false	Undiagnosed	false	false	false	false	202	180	35	1.4
HTN_000027	48.9	Female	Rural	17.9	false	false	false	false	false	false	Hypertensive	130	106	false	false	Undiagnosed	false	false	false	false	186	111	56	1.2
HTN_000028	35.8	Male	Rural	25.3	false	false	false	false	true	true	Hypertensive	151	80	false	false	Undiagnosed	false	false	false	false	233	113	49	1.17
HTN_000029	52.7	Female	Rural	23.7	true	false	false	false	true	true	Hypertensive	185	116	false	false	Undiagnosed	false	false	false	false	163	182	38	1.63
HTN_000030	59	Female	Rural	36.1	false	false	false	false	true	true	Hypertensive	143	103	true	false	null	false	false	false	false	169	152	65	1.22
HTN_000031	52	Female	Rural	22.7	false	false	false	false	true	false	Normal	129	68	false	false	null	false	false	false	false	120	101	62	0.8
HTN_000032	78.8	Male	Rural	25.2	false	false	true	false	true	true	Hypertensive	153	102	true	false	null	false	true	false	true	249	133	51	1.4
HTN_000033	26.7	Female	Rural	28.9	false	false	false	false	true	false	Hypertensive	155	105	false	false	Undiagnosed	false	false	false	false	120	120	37	1.43
HTN_000034	51.2	Male	Rural	22.8	false	false	false	false	false	false	Hypertensive	196	96	false	false	Undiagnosed	false	false	false	false	206	107	53	1.38
HTN_000035	61.7	Female	Urban	21.1	false	false	false	false	false	false	Hypertensive	161	109	false	false	Undiagnosed	false	false	false	false	235	181	58	1.28
HTN_000036	65.9	Female	Rural	22.9	true	false	false	false	false	true	Hypertensive	125	78	true	true	Good	true	false	false	false	177	106	30	1.47
HTN_000037	43.6	Male	Urban	20.6	false	false	false	true	true	false	Hypertensive	143	89	false	false	Undiagnosed	false	false	false	false	184	128	44	0.53
HTN_000038	34.3	Female	Urban	25.6	false	false	false	false	false	true	Hypertensive	151	107	true	false	null	false	false	false	false	229	180	39	1.69
HTN_000039	57.8	Female	Urban	32.4	false	false	false	false	false	false	Hypertensive	141	120	false	false	Undiagnosed	false	false	false	false	177	216	36	0.67
HTN_000040	47	Male	Urban	28.1	false	false	false	false	false	true	Hypertensive	190	81	false	false	Undiagnosed	false	false	false	false	255	114	41	1.89
HTN_000041	58.2	Male	Rural	22.7	true	false	false	true	false	true	Hypertensive	142	94	false	false	Undiagnosed	false	false	false	false	167	132	62	1.91
HTN_000042	41.1	Female	Urban	27.1	false	false	false	false	true	true	Hypertensive	168	107	false	false	Undiagnosed	false	false	false	false	251	90	41	1.31
HTN_000043	48.5	Female	Rural	24.1	false	false	false	false	true	true	Hypertensive	142	110	false	false	Undiagnosed	false	true	false	false	247	76	31	1.19
HTN_000044	79.9	Male	Urban	28.2	true	true	false	false	false	true	Hypertensive	125	70	true	true	Good	true	false	false	false	193	208	44	1.02
HTN_000045	52.7	Female	Urban	30.5	false	false	false	false	false	true	Hypertensive	144	88	false	false	Undiagnosed	false	false	false	false	174	104	44	1.3
HTN_000046	48.1	Female	Rural	26.8	false	false	true	false	false	true	Hypertensive	169	98	true	false	null	false	false	false	false	199	115	41	0.94
HTN_000047	41.9	Female	Rural	20.2	false	false	false	false	true	true	Normal	112	84	false	false	null	false	false	false	false	233	60	53	0.75
HTN_000048	85	Female	Urban	26.7	true	false	false	false	false	true	Hypertensive	148	88	false	false	Undiagnosed	false	true	false	false	187	112	40	1.79
HTN_000049	53.4	Female	Urban	24.3	false	false	false	false	true	true	Hypertensive	159	84	false	false	Undiagnosed	false	false	false	false	256	158	34	1.01
HTN_000050	49.9	Male	Rural	21.8	true	false	false	false	false	true	Hypertensive	159	100	false	false	Undiagnosed	false	false	false	false	302	180	46	1.31
HTN_000051	52.1	Female	Urban	24.2	false	false	false	false	true	false	Hypertensive	151	80	false	false	Undiagnosed	false	false	false	false	170	88	51	0.72
HTN_000052	58.2	Female	Urban	27.9	true	false	false	false	false	false	Hypertensive	156	120	false	false	Undiagnosed	false	false	false	false	193	132	38	0.84
HTN_000053	48	Male	Urban	17.5	false	true	false	false	true	false	Hypertensive	152	116	true	false	null	false	false	false	false	207	112	40	1.01
HTN_000054	53.8	Female	Rural	28.3	true	false	true	false	true	false	Hypertensive	167	113	false	false	Undiagnosed	false	false	false	false	300	109	40	1.24
HTN_000055	53.9	Male	Urban	26.8	true	true	true	false	false	true	Normal	121	66	false	false	null	false	false	false	false	135	177	39	0.77
HTN_000056	39.9	Male	Urban	25.2	true	false	false	false	true	false	Hypertensive	147	102	false	false	Undiagnosed	false	false	false	false	158	172	43	1.16
HTN_000057	49.4	Male	Urban	24.4	true	true	false	false	false	true	Hypertensive	136	90	false	false	Undiagnosed	false	false	false	false	271	128	47	1.75
HTN_000058	61.1	Female	Urban	37.9	true	false	false	false	true	true	Hypertensive	146	80	false	false	Undiagnosed	false	false	false	false	277	189	37	0.57
HTN_000059	67.6	Male	Urban	18.4	false	false	false	false	false	true	Normal	115	81	false	false	null	false	false	false	false	163	146	56	0.84
HTN_000060	18	Male	Rural	25.7	false	false	false	true	false	true	Normal	129	82	false	false	null	false	false	false	false	191	140	58	0.74
HTN_000061	41.4	Male	Rural	18.7	false	false	false	false	true	true	Normal	112	78	false	false	null	false	false	false	false	133	150	50	0.7
HTN_000062	42.5	Female	Rural	24.8	true	false	false	false	true	true	Hypertensive	170	102	false	false	Undiagnosed	false	false	false	false	181	67	54	1.49
HTN_000063	62.8	Female	Rural	23.3	false	false	false	false	true	false	Normal	117	79	false	false	null	false	false	false	false	194	120	52	0.87
HTN_000064	36.5	Male	Rural	17.1	false	false	false	true	false	true	Hypertensive	134	83	true	true	Good	true	false	false	false	179	119	59	1.12
HTN_000065	53.5	Female	Urban	30.2	false	false	true	false	false	true	Hypertensive	130	106	false	false	Undiagnosed	false	false	false	false	163	181	46	0.85
HTN_000066	31.9	Male	Rural	20.2	false	false	false	false	false	true	Normal	120	80	false	false	null	false	false	false	false	147	100	71	0.66
HTN_000067	40.5	Female	Rural	28	false	false	true	false	true	false	Normal	129	60	false	false	null	false	false	false	false	147	112	57	0.79
HTN_000068	34.8	Female	Urban	26.6	true	false	false	false	false	true	Hypertensive	145	80	true	true	Poor	false	false	false	false	246	141	25	0.96
HTN_000069	48.3	Male	Urban	26.6	false	true	false	false	false	false	Hypertensive	143	89	true	false	null	false	false	false	false	219	129	30	1.29
HTN_000070	51	Female	Rural	23.6	true	false	false	false	false	true	Hypertensive	140	80	false	false	Undiagnosed	false	false	false	false	175	159	25	1.59
HTN_000071	59.6	Male	Rural	22.3	false	true	false	false	true	false	Hypertensive	130	113	false	false	Undiagnosed	false	false	false	false	206	100	72	1.46
HTN_000072	43.6	Female	Urban	26.9	true	false	false	false	true	true	Hypertensive	153	107	false	false	Undiagnosed	false	false	false	false	180	123	25	1.77
HTN_000073	50	Male	Rural	27.8	true	true	true	false	true	true	Hypertensive	173	105	false	false	Undiagnosed	false	false	true	false	263	112	27	0.89
HTN_000074	50.3	Male	Rural	18	true	false	false	true	false	true	Hypertensive	147	101	false	false	Undiagnosed	false	false	true	false	155	130	61	1.02
HTN_000075	51.2	Male	Urban	24.3	false	false	false	false	true	true	Hypertensive	172	104	true	false	null	false	false	false	false	171	131	36	1.28
HTN_000076	59.4	Female	Urban	30.1	false	false	false	false	false	true	Hypertensive	150	111	false	false	Undiagnosed	false	false	false	false	222	165	40	1.18
HTN_000077	65.8	Male	Rural	23.9	true	true	false	false	false	true	Hypertensive	136	100	true	false	null	false	false	false	false	210	124	43	1.59
HTN_000078	43.4	Female	Rural	25.4	true	false	false	false	true	true	Normal	105	72	false	false	null	false	false	false	false	186	165	44	0.95
HTN_000079	40	Female	Rural	24.1	true	false	false	false	true	false	Hypertensive	165	104	false	false	Undiagnosed	false	false	false	false	216	160	46	0.51
HTN_000080	28.1	Female	Rural	30	false	false	true	false	false	false	Normal	122	68	false	false	null	false	false	false	false	157	111	58	0.98
HTN_000081	37.3	Male	Urban	25.9	false	false	false	true	true	true	Normal	129	69	false	false	null	false	false	false	false	135	103	59	1.14
HTN_000082	41.8	Male	Rural	20	false	false	false	false	false	false	Hypertensive	139	102	false	false	Undiagnosed	false	false	true	false	192	119	38	1.39
HTN_000083	33.1	Female	Rural	22	false	false	false	false	false	false	Normal	104	84	false	false	null	false	false	false	false	146	145	59	0.83
HTN_000084	62	Male	Rural	20	false	true	false	true	true	false	Normal	104	69	false	false	null	false	false	false	false	187	106	59	0.89
HTN_000085	37.6	Male	Rural	16.5	false	false	false	false	true	true	Normal	113	84	false	false	null	false	false	false	false	239	142	50	1.01
HTN_000086	34.6	Male	Rural	24.5	false	false	false	false	false	true	Hypertensive	146	97	true	false	null	false	false	false	false	199	183	46	1.02
HTN_000087	28	Female	Urban	29.8	false	false	false	false	false	true	Hypertensive	165	101	false	false	Undiagnosed	false	false	false	false	188	144	40	0.59
HTN_000088	66.2	Female	Rural	28.7	false	false	true	false	true	true	Normal	129	78	false	false	null	false	false	false	false	124	75	63	0.87
HTN_000089	37.9	Male	Rural	16	true	false	false	true	false	false	Normal	129	61	false	false	null	false	false	false	false	193	115	76	0.51
HTN_000090	20.8	Female	Urban	26.9	false	false	false	false	false	true	Hypertensive	143	99	true	false	null	false	false	false	false	269	194	48	1.35
HTN_000091	35.5	Male	Rural	16	false	false	false	false	false	true	Normal	110	76	false	false	null	false	false	false	false	173	198	44	0.71
HTN_000092	42.1	Male	Rural	26.4	true	true	false	false	true	true	Hypertensive	144	91	false	false	Undiagnosed	false	false	false	false	222	173	40	1.94
HTN_000093	77.8	Female	Rural	26.6	false	true	false	false	true	false	Hypertensive	169	113	false	false	Undiagnosed	false	false	false	false	153	115	62	1.13
HTN_000094	22.3	Male	Rural	36.3	false	false	true	false	true	false	Normal	120	84	false	false	null	false	false	false	false	142	129	65	1.09
HTN_000095	49.2	Female	Urban	31.9	true	false	false	false	false	true	Hypertensive	156	95	true	true	Moderate	false	false	false	false	230	70	45	0.5
HTN_000096	22.6	Male	Rural	21.8	true	false	false	false	false	true	Hypertensive	143	86	false	false	Undiagnosed	false	false	false	false	247	129	43	1.25
HTN_000097	51.4	Male	Urban	17.5	false	false	false	false	true	true	Hypertensive	138	93	true	false	null	false	false	false	false	153	138	48	0.69
HTN_000098	48	Female	Urban	29.2	true	false	false	false	false	false	Normal	95	78	false	false	null	false	false	false	false	202	122	75	1.33
HTN_000099	44.9	Female	Urban	28.8	true	false	false	false	true	false	Hypertensive	115	97	true	true	Good	false	false	false	false	217	141	29	1.61
HTN_000100	34.6	Male	Urban	29.5	false	false	false	false	false	true	Hypertensive	152	80	false	false	Undiagnosed	false	false	false	false	252	184	47	0.92

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African Hypertension & Cardiovascular Disease Dataset

Screening, Risk Stratification, and CVD Event Prediction

Version: 1.0
Release Date: November 2024
Context: Sub-Saharan Africa (25-35% adult HTN prevalence, 70-80% undiagnosed)
License: Research & Educational Use

Abstract

We present synthetic datasets for hypertension and cardiovascular disease modeling in Sub-Saharan Africa, addressing the leading cause of stroke and heart disease. With HTN prevalence of 25-35% (urban: 30-45%) and 70-80% undiagnosed, early screening is critical. The datasets incorporate risk factors with documented ORs: obesity BMI >30 (OR 3.50), age >60 (OR 4.20), family history (OR 2.80), high salt intake (OR 2.40), diabetes (OR 2.30), physical inactivity (OR 1.80). CVD event modeling includes stroke (OR 3.80 for HTN), MI (OR 2.50), and heart failure (OR 3.20). Five datasets (21,000 samples total, 5.8 MB) provide configurations for community screening, urban high-risk cohorts, and CVD event prediction. Models trained on these data are expected to achieve AUC-ROC >0.82 for HTN prediction and >0.80 for CVD risk, serving as proof-of-concept for primary care screening algorithms.

Keywords: Hypertension, CVD, Stroke, Myocardial Infarction, Blood Pressure, African Health, NCDs

Key Features

Risk Factors (ORs)

Obesity (BMI >30): OR 3.50
Age >60 years: OR 4.20
Family history: OR 2.80
High salt intake: OR 2.40
Diabetes: OR 2.30
Physical inactivity: OR 1.80
Heavy alcohol: OR 2.10
Urban residence: OR 1.95

CVD Events

Stroke: OR 3.80 (HTN vs normal)
Myocardial infarction: OR 2.50
Heart failure: OR 3.20

African Context

70-80% undiagnosed
5-15% controlled among diagnosed
15-35% on medication
Stage 2 HTN (≥140/90): Most common presentation

Dataset Inventory

Dataset	N	HTN %	Diagnosed	CVD Events
baseline_1000	1,000	82%	28%	112
large_5000	5,000	81%	25%	514
extra_large_10000	10,000	81%	25%	1,055
urban_high_risk_2000	2,000	81%	26%	209
test_2000	2,000	82%	25%	201

Expected Performance

HTN prediction: AUC 0.82-0.90
CVD risk (10-year): AUC 0.80-0.88
Stroke prediction: AUC 0.78-0.85

Citation

African Hypertension & CVD Dataset (2024)
Version 1.0, Generated November 2024
Organization: Electric Sheep Africa
License: CC-BY-4.0

Status: Research Use Only
Contact: https://huggingface.co/electricsheepafrica

Downloads last month: 51

Size of downloaded dataset files:

2.67 MB

Size of the auto-converted Parquet files:

464 kB

Number of rows:

17,000