Datasets:

electricsheepafrica
/

africa-synth-disability-stroke-rehabilitation-recovery-all

record_id string	scenario string	year int64	setting string	age int64	sex string	stroke_type string	hypertension int64	diabetes int64	hiv_positive int64	survived int64	ct_scan int64	thrombolysis int64	hemiplegia int64	aphasia int64	dysphagia int64	depression_post int64	rehab_received int64	physiotherapy int64	speech_therapy int64	early_mobilisation int64	functional_recovery int64	independent_adl int64	walking_ability int64	return_to_work int64	recurrent_stroke int64	one_year_mortality int64	antihypertensive int64	bp_controlled int64	caregiver_burden int64
URB-00000	urban_stroke_unit	2,022	tertiary_hospital	65	female	ischaemic	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00001	urban_stroke_unit	2,022	tertiary_hospital	42	female	ischaemic	0	0	0	1	1	0	0	0	0	0	0	1	0	1	0	0	1	0	0	0	0	0	0
URB-00002	urban_stroke_unit	2,022	tertiary_hospital	58	female	ischaemic	1	1	0	1	1	0	1	0	0	0	0	0	0	1	0	0	0	0	0	1	1	0	1
URB-00003	urban_stroke_unit	2,022	rehab_centre	50	female	ischaemic	1	1	0	1	0	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	1
URB-00004	urban_stroke_unit	2,015	rehab_centre	46	female	haemorrhagic	0	0	0	1	1	0	1	1	0	0	0	0	0	1	0	0	0	0	1	0	1	0	1
URB-00005	urban_stroke_unit	2,014	tertiary_hospital	49	male	ischaemic	0	0	0	1	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	1
URB-00006	urban_stroke_unit	2,024	private_hospital	77	female	haemorrhagic	1	0	0	1	1	0	1	0	1	0	0	1	0	0	0	0	0	0	0	1	1	1	0
URB-00007	urban_stroke_unit	2,012	tertiary_hospital	43	female	ischaemic	0	0	0	1	1	0	1	0	1	0	1	1	0	0	0	0	0	0	0	1	1	1	1
URB-00008	urban_stroke_unit	2,019	private_hospital	85	male	ischaemic	1	0	0	1	0	0	0	1	0	1	0	1	0	1	0	1	1	0	1	1	1	0	0
URB-00009	urban_stroke_unit	2,015	tertiary_hospital	55	female	ischaemic	1	1	0	1	1	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	1	1	0
URB-00010	urban_stroke_unit	2,018	tertiary_hospital	79	male	ischaemic	1	0	0	1	1	0	0	0	0	0	1	0	0	1	0	1	0	0	1	0	1	0	0
URB-00011	urban_stroke_unit	2,022	private_hospital	40	male	ischaemic	1	0	0	1	0	0	0	0	1	1	0	0	0	0	0	0	0	0	0	1	1	1	0
URB-00012	urban_stroke_unit	2,024	tertiary_hospital	53	female	ischaemic	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00013	urban_stroke_unit	2,023	rehab_centre	26	female	haemorrhagic	1	0	0	1	0	0	0	0	1	1	0	0	0	0	0	1	0	1	0	1	0	0	0
URB-00014	urban_stroke_unit	2,023	rehab_centre	51	male	ischaemic	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00015	urban_stroke_unit	2,021	private_hospital	54	male	ischaemic	0	0	0	1	0	0	1	0	1	0	1	1	0	0	0	0	0	0	0	0	1	0	0
URB-00016	urban_stroke_unit	2,012	tertiary_hospital	59	male	ischaemic	1	0	0	1	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00017	urban_stroke_unit	2,023	private_hospital	54	male	haemorrhagic	1	0	1	1	1	0	1	0	1	0	0	1	0	0	0	1	1	0	0	0	1	0	1
URB-00018	urban_stroke_unit	2,020	stroke_unit	66	male	ischaemic	1	0	0	1	1	0	1	0	1	0	1	1	0	0	0	0	1	0	0	0	0	0	0
URB-00019	urban_stroke_unit	2,011	tertiary_hospital	64	male	haemorrhagic	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00020	urban_stroke_unit	2,018	tertiary_hospital	42	male	haemorrhagic	1	1	1	1	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1
URB-00021	urban_stroke_unit	2,020	private_hospital	37	male	haemorrhagic	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00022	urban_stroke_unit	2,024	tertiary_hospital	46	male	ischaemic	0	0	0	1	0	0	0	0	0	1	0	0	0	1	0	0	0	1	0	0	0	0	0
URB-00023	urban_stroke_unit	2,016	private_hospital	49	female	ischaemic	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00024	urban_stroke_unit	2,012	rehab_centre	30	male	haemorrhagic	1	1	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	1	1	0
URB-00025	urban_stroke_unit	2,019	private_hospital	52	male	ischaemic	0	0	0	1	1	0	1	1	0	1	1	1	0	0	1	1	1	1	0	0	1	1	1
URB-00026	urban_stroke_unit	2,023	stroke_unit	52	male	ischaemic	1	0	0	1	0	0	0	1	0	1	1	1	1	1	1	1	0	0	0	0	0	0	0
URB-00027	urban_stroke_unit	2,020	stroke_unit	49	female	ischaemic	0	0	0	1	0	0	1	0	1	0	1	1	0	0	0	1	0	0	0	1	0	0	0
URB-00028	urban_stroke_unit	2,010	stroke_unit	80	female	ischaemic	0	0	0	1	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00029	urban_stroke_unit	2,018	tertiary_hospital	46	female	ischaemic	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00030	urban_stroke_unit	2,017	rehab_centre	55	male	ischaemic	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00031	urban_stroke_unit	2,011	stroke_unit	80	male	TIA	1	0	0	1	1	0	1	1	0	1	1	0	0	0	1	0	0	0	0	0	1	0	1
URB-00032	urban_stroke_unit	2,010	tertiary_hospital	65	female	ischaemic	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00033	urban_stroke_unit	2,024	stroke_unit	59	male	ischaemic	1	0	0	1	0	0	1	0	0	0	1	0	0	0	1	1	0	0	0	0	1	0	1
URB-00034	urban_stroke_unit	2,018	stroke_unit	28	male	haemorrhagic	0	0	0	1	1	0	1	0	1	1	1	1	0	0	1	0	1	0	0	0	0	0	0
URB-00035	urban_stroke_unit	2,017	stroke_unit	61	male	ischaemic	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00036	urban_stroke_unit	2,020	stroke_unit	35	male	ischaemic	1	1	0	1	0	0	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0
URB-00037	urban_stroke_unit	2,016	rehab_centre	53	female	haemorrhagic	1	0	0	1	1	0	0	0	1	1	0	0	0	0	0	0	1	0	0	1	0	0	0
URB-00038	urban_stroke_unit	2,013	tertiary_hospital	25	female	ischaemic	1	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00039	urban_stroke_unit	2,017	stroke_unit	57	male	ischaemic	1	0	0	1	1	0	0	1	0	1	1	0	0	0	1	1	0	0	0	0	1	0	0
URB-00040	urban_stroke_unit	2,019	tertiary_hospital	66	female	TIA	0	0	0	1	1	0	1	0	0	0	1	0	0	0	0	1	0	0	1	0	0	0	1
URB-00041	urban_stroke_unit	2,010	tertiary_hospital	51	male	haemorrhagic	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00042	urban_stroke_unit	2,016	rehab_centre	55	female	ischaemic	0	0	0	1	1	0	1	0	1	0	0	0	0	0	0	0	1	0	0	1	0	0	0
URB-00043	urban_stroke_unit	2,021	stroke_unit	49	female	ischaemic	1	0	0	1	1	0	1	1	1	0	1	0	0	0	1	1	0	0	0	0	1	1	1
URB-00044	urban_stroke_unit	2,023	tertiary_hospital	45	male	ischaemic	1	0	0	1	1	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0
URB-00045	urban_stroke_unit	2,019	stroke_unit	62	male	ischaemic	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00046	urban_stroke_unit	2,016	tertiary_hospital	68	female	ischaemic	1	0	0	1	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0	1	0	0
URB-00047	urban_stroke_unit	2,010	rehab_centre	24	male	ischaemic	1	0	0	1	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	1	0
URB-00048	urban_stroke_unit	2,022	private_hospital	60	male	haemorrhagic	1	0	0	1	0	0	1	1	1	0	1	0	0	0	1	0	0	0	0	0	1	0	0
URB-00049	urban_stroke_unit	2,010	rehab_centre	67	female	ischaemic	0	0	0	1	0	0	1	1	0	1	1	0	0	0	0	0	0	0	0	1	0	0	0
URB-00050	urban_stroke_unit	2,024	rehab_centre	20	male	ischaemic	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00051	urban_stroke_unit	2,010	stroke_unit	28	female	ischaemic	1	0	1	1	1	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0
URB-00052	urban_stroke_unit	2,017	stroke_unit	64	male	haemorrhagic	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00053	urban_stroke_unit	2,018	tertiary_hospital	60	female	ischaemic	1	1	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1
URB-00054	urban_stroke_unit	2,020	rehab_centre	52	male	ischaemic	0	1	0	1	0	0	1	1	1	1	0	0	1	0	0	0	0	0	0	0	1	0	1
URB-00055	urban_stroke_unit	2,014	private_hospital	82	male	ischaemic	1	0	0	1	0	0	0	0	0	0	1	1	0	0	1	0	0	0	0	1	1	0	0
URB-00056	urban_stroke_unit	2,023	private_hospital	66	male	ischaemic	1	0	0	1	1	0	0	1	1	1	0	1	0	0	0	0	1	0	0	1	1	0	0
URB-00057	urban_stroke_unit	2,022	tertiary_hospital	34	male	ischaemic	1	0	0	1	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1
URB-00058	urban_stroke_unit	2,015	private_hospital	51	female	ischaemic	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00059	urban_stroke_unit	2,010	stroke_unit	55	female	ischaemic	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00060	urban_stroke_unit	2,022	private_hospital	72	female	haemorrhagic	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00061	urban_stroke_unit	2,020	tertiary_hospital	71	male	ischaemic	0	0	0	1	0	0	0	0	1	0	0	0	0	1	0	0	0	0	1	0	0	0	0
URB-00062	urban_stroke_unit	2,014	private_hospital	47	male	ischaemic	0	1	0	1	0	0	1	0	1	0	1	0	0	0	0	0	0	0	0	1	1	1	1
URB-00063	urban_stroke_unit	2,022	rehab_centre	56	female	haemorrhagic	1	0	0	1	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0
URB-00064	urban_stroke_unit	2,012	rehab_centre	44	female	ischaemic	1	0	0	1	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	1	1	1
URB-00065	urban_stroke_unit	2,011	stroke_unit	58	female	haemorrhagic	1	0	0	1	0	0	1	0	0	0	0	1	0	0	0	0	1	0	0	0	0	0	0
URB-00066	urban_stroke_unit	2,024	stroke_unit	64	female	ischaemic	1	0	0	1	1	0	1	0	0	1	1	0	0	0	0	0	1	0	0	0	1	0	1
URB-00067	urban_stroke_unit	2,023	stroke_unit	35	male	ischaemic	1	0	0	1	1	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0	0	0	0
URB-00068	urban_stroke_unit	2,021	stroke_unit	44	female	ischaemic	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00069	urban_stroke_unit	2,024	stroke_unit	63	female	ischaemic	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00070	urban_stroke_unit	2,019	tertiary_hospital	69	male	haemorrhagic	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00071	urban_stroke_unit	2,016	stroke_unit	30	male	haemorrhagic	0	1	0	1	0	0	0	1	1	0	1	0	0	0	0	0	0	0	0	0	1	0	0
URB-00072	urban_stroke_unit	2,012	stroke_unit	44	male	ischaemic	1	0	0	1	1	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0
URB-00073	urban_stroke_unit	2,015	private_hospital	53	female	TIA	1	0	0	1	1	0	1	0	0	1	0	1	0	0	0	1	1	0	0	0	1	0	1
URB-00074	urban_stroke_unit	2,014	private_hospital	57	male	TIA	1	0	0	1	0	0	1	0	0	0	0	1	0	0	0	0	1	0	0	1	0	0	0
URB-00075	urban_stroke_unit	2,024	rehab_centre	46	female	TIA	1	1	0	1	0	0	1	1	1	1	1	0	0	0	1	1	0	0	0	0	0	0	1
URB-00076	urban_stroke_unit	2,022	private_hospital	63	female	ischaemic	0	0	1	1	1	0	0	0	0	1	0	1	0	0	0	0	1	0	0	1	0	0	0
URB-00077	urban_stroke_unit	2,018	tertiary_hospital	55	male	ischaemic	1	0	0	1	0	0	1	1	0	1	0	1	0	0	0	1	0	0	1	0	1	0	0
URB-00078	urban_stroke_unit	2,013	tertiary_hospital	43	female	ischaemic	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00079	urban_stroke_unit	2,012	private_hospital	44	male	ischaemic	1	0	0	1	1	0	1	0	0	1	1	0	0	0	1	1	0	0	0	0	0	0	1
URB-00080	urban_stroke_unit	2,022	tertiary_hospital	63	female	ischaemic	0	0	0	1	1	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	1
URB-00081	urban_stroke_unit	2,011	private_hospital	53	male	ischaemic	0	0	0	1	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0
URB-00082	urban_stroke_unit	2,018	private_hospital	60	male	ischaemic	1	0	0	1	1	0	1	0	0	0	1	1	0	0	1	0	1	0	0	1	1	1	1
URB-00083	urban_stroke_unit	2,017	private_hospital	82	male	TIA	1	0	0	1	1	0	1	0	0	1	0	1	0	0	0	0	1	0	0	0	1	1	1
URB-00084	urban_stroke_unit	2,021	private_hospital	66	female	ischaemic	1	0	0	1	1	0	0	0	0	1	0	1	0	0	0	0	0	0	0	0	0	0	0
URB-00085	urban_stroke_unit	2,014	tertiary_hospital	42	female	ischaemic	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0
URB-00086	urban_stroke_unit	2,019	rehab_centre	48	female	ischaemic	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0
URB-00087	urban_stroke_unit	2,014	stroke_unit	69	female	ischaemic	0	0	0	1	0	0	0	1	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0
URB-00088	urban_stroke_unit	2,012	stroke_unit	37	female	ischaemic	1	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	0
URB-00089	urban_stroke_unit	2,014	tertiary_hospital	54	female	ischaemic	1	0	0	1	0	0	1	1	0	0	0	0	0	1	0	1	0	0	1	0	0	0	0
URB-00090	urban_stroke_unit	2,021	private_hospital	52	female	ischaemic	1	1	0	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1
URB-00091	urban_stroke_unit	2,023	private_hospital	25	female	ischaemic	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
URB-00092	urban_stroke_unit	2,024	rehab_centre	57	female	ischaemic	1	1	0	1	1	0	1	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	1
URB-00093	urban_stroke_unit	2,014	private_hospital	53	male	ischaemic	1	0	0	1	1	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0
URB-00094	urban_stroke_unit	2,024	private_hospital	64	female	ischaemic	1	0	0	1	1	0	0	0	1	1	0	1	0	0	0	0	1	0	0	0	1	0	0
URB-00095	urban_stroke_unit	2,022	stroke_unit	49	female	ischaemic	1	0	0	1	0	0	0	1	0	0	1	1	1	0	0	0	1	0	0	0	0	0	0
URB-00096	urban_stroke_unit	2,020	private_hospital	67	male	ischaemic	0	0	0	1	0	0	1	0	0	1	1	1	0	0	1	0	0	0	0	0	1	0	0
URB-00097	urban_stroke_unit	2,023	rehab_centre	54	male	haemorrhagic	0	0	0	1	1	0	1	1	0	1	1	0	0	0	0	1	0	1	0	0	0	0	1
URB-00098	urban_stroke_unit	2,022	rehab_centre	79	male	ischaemic	0	0	0	1	0	0	1	1	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1
URB-00099	urban_stroke_unit	2,017	tertiary_hospital	63	male	ischaemic	1	0	1	1	1	0	1	0	0	1	1	0	0	0	1	1	0	1	0	1	0	0	0

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

Stroke Rehabilitation & Recovery in Sub-Saharan Africa

Abstract

Synthetic dataset modelling stroke types, acute care, post-stroke disability, rehabilitation access, and functional recovery across three care tiers in SSA. 70% of stroke survivors have disability; <5% access rehabilitation in SSA.

Parameterization Evidence

Parameter	Value	Source	Year
Stroke incidence increasing; youngest patients globally	Burden	Lancet Neurology	2022
70% survivors disabled; <5% access rehab	Access	WHO	2023
Physiotherapy <10% coverage in most SSA	Workforce	PMC	2022

Validation

Usage

from datasets import load_dataset
ds = load_dataset("electricsheepafrica/stroke-rehabilitation-recovery", "urban_stroke_unit")

References

Lancet Neurology. Stroke in SSA. 2022.
WHO. Stroke fact sheet. 2023.

Citation

@dataset{electricsheepafrica_stroke_rehabilitation_recovery_2025,
  title={Stroke Rehabilitation and Recovery in Sub-Saharan Africa},
  author={Electric Sheep Africa},
  year={2025},
  publisher={HuggingFace},
  url={https://huggingface.co/datasets/electricsheepafrica/stroke-rehabilitation-recovery}
}

License

CC-BY-4.0

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