Datasets:

electricsheepafrica
/

africa-synth-disability-physical-disability-mobility-rehab-all

record_id string	scenario string	year int64	setting string	age int64	sex string	is_child int64	disability_type string	cause string	severity string	duration_years int64	rehab_received int64	physiotherapy int64	surgery_needed int64	surgery_received int64	device_needed int64	device_received int64	device_type string	device_appropriate int64	financial_barrier int64	transport_barrier int64	stigma int64	functional_improvement int64	independent_mobility int64	community_participation int64	employed int64	school_enrolled int64	referred int64	referral_completed int64	unmet_need int64
URB-00000	urban_referral_centre	2,022	rehab_centre	45	female	0	lower_limb	unknown	severe	24	1	1	0	0	0	0	none	0	0	0	1	1	0	0	0	0	0	0	0
URB-00001	urban_referral_centre	2,024	private_physio	21	male	0	spinal_cord_injury	congenital	mild	5	0	0	0	0	1	0	none	0	1	1	1	0	1	0	0	0	0	0	1
URB-00002	urban_referral_centre	2,021	rehab_centre	16	female	0	upper_limb	trauma_accident	moderate	1	1	1	0	0	0	0	none	0	0	0	0	1	0	1	0	0	0	0	0
URB-00003	urban_referral_centre	2,022	orthopaedic_unit	41	female	0	upper_limb	congenital	moderate	4	1	0	1	1	1	0	none	0	0	0	0	0	1	1	0	0	0	0	1
URB-00004	urban_referral_centre	2,017	tertiary_hospital	30	male	0	stroke_hemiplegia	disease	moderate	1	0	0	0	0	1	1	none	0	1	0	0	0	0	0	0	0	0	0	0
URB-00005	urban_referral_centre	2,017	tertiary_hospital	38	female	0	lower_limb	ageing	severe	12	1	0	0	0	1	0	none	0	1	0	0	1	1	1	0	0	0	0	1
URB-00006	urban_referral_centre	2,016	orthopaedic_unit	25	female	0	spinal_cord_injury	ageing	mild	7	1	0	0	0	1	1	prosthesis	1	0	0	1	1	0	1	0	0	0	0	0
URB-00007	urban_referral_centre	2,022	tertiary_hospital	20	male	0	lower_limb	disease	moderate	15	0	0	0	0	0	0	none	0	1	0	1	0	1	1	0	0	0	0	0
URB-00008	urban_referral_centre	2,023	orthopaedic_unit	33	female	0	spinal_cord_injury	trauma_accident	severe	22	1	1	0	0	0	0	none	0	1	1	0	1	1	0	1	0	0	0	0
URB-00009	urban_referral_centre	2,022	private_physio	29	male	0	lower_limb	trauma_accident	mild	16	1	1	0	0	1	0	none	0	0	0	1	0	1	0	0	0	0	0	1
URB-00010	urban_referral_centre	2,024	tertiary_hospital	16	male	0	spinal_cord_injury	disease	mild	1	1	0	0	0	0	0	none	0	1	0	1	0	0	1	0	0	0	0	0
URB-00011	urban_referral_centre	2,019	private_physio	74	male	0	upper_limb	disease	moderate	17	1	1	0	0	0	0	none	0	1	1	0	0	1	1	0	0	1	1	0
URB-00012	urban_referral_centre	2,012	tertiary_hospital	25	male	0	lower_limb	congenital	moderate	2	1	1	0	0	0	0	none	0	1	1	1	0	1	1	0	0	0	0	0
URB-00013	urban_referral_centre	2,011	private_physio	35	female	0	lower_limb	ageing	severe	18	0	0	0	0	0	0	none	0	0	1	0	0	0	0	0	0	0	0	0
URB-00014	urban_referral_centre	2,014	tertiary_hospital	0	male	1	lower_limb	trauma_accident	moderate	9	1	0	0	0	0	0	none	0	1	1	0	0	0	0	0	0	0	0	0
URB-00015	urban_referral_centre	2,021	tertiary_hospital	45	female	0	lower_limb	disease	mild	19	1	0	0	0	0	0	none	0	0	0	0	1	1	1	0	0	1	0	0
URB-00016	urban_referral_centre	2,019	rehab_centre	36	female	0	amputation	disease	moderate	5	1	1	0	0	1	0	none	0	0	1	0	1	1	1	1	0	1	0	1
URB-00017	urban_referral_centre	2,017	rehab_centre	59	female	0	polio_residual	ageing	moderate	5	0	0	0	0	0	0	none	0	1	0	0	0	0	0	1	0	0	0	0
URB-00018	urban_referral_centre	2,022	tertiary_hospital	0	male	1	upper_limb	unknown	severe	2	0	0	0	0	1	0	none	0	1	0	0	0	1	0	0	1	0	0	1
URB-00019	urban_referral_centre	2,012	orthopaedic_unit	46	female	0	stroke_hemiplegia	congenital	mild	1	0	0	0	0	1	0	none	0	1	0	0	0	0	0	1	0	0	0	1
URB-00020	urban_referral_centre	2,012	rehab_centre	57	female	0	cerebral_palsy	trauma_accident	severe	2	1	0	0	0	1	0	none	0	1	0	0	1	1	0	0	0	0	0	1
URB-00021	urban_referral_centre	2,020	orthopaedic_unit	37	female	0	upper_limb	disease	moderate	4	0	0	1	0	1	0	none	0	1	1	1	0	0	0	0	0	0	0	1
URB-00022	urban_referral_centre	2,017	rehab_centre	0	female	1	upper_limb	congenital	moderate	2	1	1	0	0	0	0	none	0	0	1	0	1	0	1	0	0	0	0	0
URB-00023	urban_referral_centre	2,023	private_physio	28	female	0	amputation	trauma_accident	severe	5	1	1	1	1	1	1	crutches	0	0	0	0	0	1	0	0	0	0	0	0
URB-00024	urban_referral_centre	2,022	rehab_centre	39	female	0	upper_limb	disease	mild	2	1	1	0	0	0	0	none	0	0	0	0	1	1	1	0	0	0	0	0
URB-00025	urban_referral_centre	2,017	tertiary_hospital	11	female	1	lower_limb	trauma_accident	mild	2	0	0	0	0	1	1	none	0	0	0	1	0	0	0	0	0	0	0	0
URB-00026	urban_referral_centre	2,022	private_physio	28	female	0	stroke_hemiplegia	ageing	moderate	1	1	0	0	0	1	1	wheelchair	0	1	0	1	0	0	0	0	0	0	0	0
URB-00027	urban_referral_centre	2,021	private_physio	0	female	1	amputation	ageing	mild	7	1	1	0	0	0	0	none	0	1	0	0	1	1	0	0	0	0	0	0
URB-00028	urban_referral_centre	2,017	private_physio	40	female	0	lower_limb	disease	severe	21	0	0	1	0	1	1	wheelchair	0	0	0	0	0	1	1	0	0	0	0	0
URB-00029	urban_referral_centre	2,010	rehab_centre	17	male	0	upper_limb	ageing	moderate	1	0	0	0	0	0	0	none	0	1	0	0	0	0	1	0	0	1	0	0
URB-00030	urban_referral_centre	2,021	private_physio	71	male	0	upper_limb	congenital	moderate	26	1	0	1	0	1	1	wheelchair	1	1	0	0	0	1	0	0	0	0	0	0
URB-00031	urban_referral_centre	2,023	rehab_centre	0	female	1	stroke_hemiplegia	trauma_accident	mild	2	1	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	1	0	0
URB-00032	urban_referral_centre	2,011	orthopaedic_unit	21	male	0	upper_limb	congenital	severe	0	1	1	0	0	1	1	wheelchair	1	1	0	1	1	1	1	1	0	0	0	0
URB-00033	urban_referral_centre	2,010	rehab_centre	5	male	1	upper_limb	ageing	severe	4	1	1	0	0	1	1	none	1	0	1	1	0	1	1	0	1	1	0	0
URB-00034	urban_referral_centre	2,014	orthopaedic_unit	9	female	1	lower_limb	ageing	moderate	0	0	0	0	0	1	0	none	0	1	0	0	0	0	0	0	0	0	0	1
URB-00035	urban_referral_centre	2,013	rehab_centre	44	male	0	lower_limb	trauma_accident	mild	2	0	0	0	0	0	0	none	0	1	0	0	0	1	0	0	0	0	0	0
URB-00036	urban_referral_centre	2,024	tertiary_hospital	28	female	0	stroke_hemiplegia	congenital	severe	12	1	0	1	0	1	0	none	0	0	1	0	0	1	0	0	0	0	0	1
URB-00037	urban_referral_centre	2,020	orthopaedic_unit	51	female	0	other	disease	moderate	0	0	0	0	0	1	1	none	1	1	0	1	0	0	0	0	0	0	0	0
URB-00038	urban_referral_centre	2,021	private_physio	30	male	0	amputation	conflict_violence	severe	2	1	0	0	0	1	1	walking_frame	1	1	0	0	1	0	0	0	0	0	0	0
URB-00039	urban_referral_centre	2,024	rehab_centre	48	male	0	upper_limb	congenital	mild	0	1	0	1	0	0	0	none	0	1	1	1	1	1	1	0	0	0	0	0
URB-00040	urban_referral_centre	2,020	rehab_centre	0	male	1	lower_limb	ageing	severe	1	0	0	0	0	0	0	none	0	1	1	0	0	1	0	0	0	0	0	0
URB-00041	urban_referral_centre	2,013	tertiary_hospital	23	female	0	stroke_hemiplegia	conflict_violence	mild	7	1	0	0	0	0	0	none	0	1	0	1	0	1	0	0	0	0	0	0
URB-00042	urban_referral_centre	2,021	private_physio	58	female	0	lower_limb	trauma_accident	mild	11	0	0	0	0	1	0	none	0	1	0	0	0	1	0	0	0	0	0	1
URB-00043	urban_referral_centre	2,012	orthopaedic_unit	6	male	1	lower_limb	congenital	severe	4	0	0	0	0	1	0	none	0	1	0	0	0	0	1	0	0	0	0	1
URB-00044	urban_referral_centre	2,010	rehab_centre	20	female	0	amputation	ageing	mild	12	1	0	0	0	1	1	prosthesis	1	0	1	0	0	1	0	0	0	0	0	0
URB-00045	urban_referral_centre	2,024	rehab_centre	34	female	0	cerebral_palsy	congenital	moderate	24	0	0	0	0	1	0	none	0	1	0	0	0	0	0	0	0	0	0	1
URB-00046	urban_referral_centre	2,023	rehab_centre	28	male	0	upper_limb	disease	mild	6	0	0	0	0	0	0	none	0	1	1	1	0	0	1	0	0	1	1	0
URB-00047	urban_referral_centre	2,012	tertiary_hospital	36	female	0	lower_limb	disease	severe	4	0	0	0	0	0	0	none	0	1	0	0	0	1	0	0	0	0	0	0
URB-00048	urban_referral_centre	2,017	private_physio	43	male	0	spinal_cord_injury	disease	moderate	10	1	0	0	0	0	0	none	0	0	0	0	1	1	0	0	0	0	0	0
URB-00049	urban_referral_centre	2,019	rehab_centre	59	female	0	cerebral_palsy	trauma_accident	mild	3	0	0	0	0	1	0	none	0	1	1	0	0	1	0	0	0	0	0	1
URB-00050	urban_referral_centre	2,024	tertiary_hospital	26	female	0	lower_limb	ageing	moderate	1	0	0	0	0	1	0	none	0	1	0	0	0	0	0	0	0	0	0	1
URB-00051	urban_referral_centre	2,024	rehab_centre	52	male	0	lower_limb	conflict_violence	moderate	3	0	0	0	0	1	1	walking_frame	0	0	1	0	0	1	0	1	0	1	1	0
URB-00052	urban_referral_centre	2,017	orthopaedic_unit	26	female	0	cerebral_palsy	trauma_accident	mild	40	0	0	0	0	0	0	none	0	1	1	0	0	0	0	0	0	0	0	0
URB-00053	urban_referral_centre	2,016	tertiary_hospital	19	female	0	lower_limb	congenital	mild	2	0	0	0	0	0	0	none	0	1	0	0	0	0	0	0	0	1	1	0
URB-00054	urban_referral_centre	2,020	tertiary_hospital	0	female	1	spinal_cord_injury	ageing	severe	0	1	0	0	0	1	0	none	0	0	0	0	0	1	0	0	0	1	1	1
URB-00055	urban_referral_centre	2,013	private_physio	37	male	0	cerebral_palsy	disease	moderate	27	1	1	0	0	0	0	none	0	1	1	1	1	1	0	0	0	0	0	0
URB-00056	urban_referral_centre	2,011	rehab_centre	35	female	0	lower_limb	ageing	severe	0	1	1	1	0	0	0	none	0	0	0	0	1	1	0	0	0	0	0	0
URB-00057	urban_referral_centre	2,013	private_physio	6	male	1	other	trauma_accident	moderate	10	1	1	1	0	1	1	prosthesis	1	0	0	0	1	1	1	0	0	0	0	0
URB-00058	urban_referral_centre	2,015	rehab_centre	29	male	0	lower_limb	conflict_violence	moderate	3	0	0	0	0	1	0	none	0	0	0	0	0	0	0	0	0	0	0	1
URB-00059	urban_referral_centre	2,010	tertiary_hospital	62	female	0	lower_limb	conflict_violence	severe	3	1	1	0	0	0	0	none	0	1	0	1	0	1	0	0	0	0	0	0
URB-00060	urban_referral_centre	2,023	tertiary_hospital	10	female	1	upper_limb	congenital	severe	10	0	0	0	0	0	0	none	0	1	1	0	0	0	0	0	0	0	0	0
URB-00061	urban_referral_centre	2,023	tertiary_hospital	37	male	0	stroke_hemiplegia	trauma_accident	moderate	4	0	0	1	0	1	0	none	0	1	1	1	0	1	0	0	0	0	0	1
URB-00062	urban_referral_centre	2,024	tertiary_hospital	43	female	0	stroke_hemiplegia	disease	moderate	0	1	0	1	0	1	0	none	0	1	0	0	1	0	1	0	0	0	0	1
URB-00063	urban_referral_centre	2,019	rehab_centre	22	male	0	other	trauma_accident	mild	2	0	0	1	0	0	0	none	0	0	0	0	0	0	1	0	0	0	0	0
URB-00064	urban_referral_centre	2,018	private_physio	59	female	0	spinal_cord_injury	disease	moderate	4	1	1	0	0	1	0	none	0	0	1	1	0	1	0	0	0	0	0	1
URB-00065	urban_referral_centre	2,014	tertiary_hospital	25	male	0	lower_limb	disease	severe	2	0	0	0	0	0	0	none	0	0	0	0	0	1	1	0	0	0	0	0
URB-00066	urban_referral_centre	2,016	orthopaedic_unit	25	male	0	upper_limb	conflict_violence	moderate	6	1	0	0	0	1	1	prosthesis	0	1	0	0	1	1	0	1	0	0	0	0
URB-00067	urban_referral_centre	2,010	private_physio	60	female	0	spinal_cord_injury	congenital	severe	3	0	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	0	0	0
URB-00068	urban_referral_centre	2,022	rehab_centre	4	male	1	lower_limb	conflict_violence	mild	1	0	0	0	0	0	0	none	0	1	1	0	0	1	0	0	0	0	0	0
URB-00069	urban_referral_centre	2,021	orthopaedic_unit	13	male	1	spinal_cord_injury	congenital	mild	3	1	1	1	0	0	0	none	0	0	0	0	1	1	1	0	0	0	0	0
URB-00070	urban_referral_centre	2,014	orthopaedic_unit	69	male	0	lower_limb	disease	moderate	2	1	0	0	0	0	0	none	0	0	0	0	0	0	0	0	0	1	0	0
URB-00071	urban_referral_centre	2,018	rehab_centre	36	female	0	cerebral_palsy	congenital	mild	12	0	0	0	0	0	0	none	0	0	1	0	0	0	0	0	0	0	0	0
URB-00072	urban_referral_centre	2,015	tertiary_hospital	0	male	1	polio_residual	disease	severe	7	1	1	0	0	0	0	none	0	1	0	0	1	0	1	0	0	0	0	0
URB-00073	urban_referral_centre	2,014	orthopaedic_unit	36	male	0	cerebral_palsy	trauma_accident	mild	8	0	0	1	0	1	0	none	0	0	1	0	0	0	1	0	0	0	0	1
URB-00074	urban_referral_centre	2,018	private_physio	26	female	0	other	disease	moderate	8	0	0	1	0	1	1	crutches	1	0	0	0	0	1	0	0	0	0	0	0
URB-00075	urban_referral_centre	2,016	tertiary_hospital	0	male	1	lower_limb	trauma_accident	moderate	3	1	0	0	0	1	1	none	1	0	1	0	0	1	0	0	0	0	0	0
URB-00076	urban_referral_centre	2,022	orthopaedic_unit	20	male	0	lower_limb	disease	moderate	9	1	0	0	0	0	0	none	0	0	0	1	0	0	0	0	0	0	0	0
URB-00077	urban_referral_centre	2,020	rehab_centre	53	male	0	upper_limb	ageing	mild	37	1	0	0	0	0	0	none	0	1	0	0	1	1	0	0	0	0	0	0
URB-00078	urban_referral_centre	2,011	rehab_centre	19	male	0	upper_limb	unknown	mild	4	1	0	0	0	1	0	none	0	0	1	1	0	0	0	0	0	0	0	1
URB-00079	urban_referral_centre	2,017	rehab_centre	35	male	0	cerebral_palsy	ageing	moderate	8	1	0	0	0	1	1	crutches	1	1	0	1	0	1	0	0	0	0	0	0
URB-00080	urban_referral_centre	2,020	rehab_centre	1	male	1	upper_limb	disease	mild	10	1	1	0	0	1	0	none	0	0	1	0	1	0	0	0	0	0	0	1
URB-00081	urban_referral_centre	2,015	orthopaedic_unit	64	female	0	stroke_hemiplegia	congenital	moderate	27	0	0	1	0	1	0	none	0	1	1	0	0	1	0	0	0	0	0	1
URB-00082	urban_referral_centre	2,017	rehab_centre	52	female	0	spinal_cord_injury	disease	moderate	2	1	1	0	0	1	0	none	0	0	0	1	1	1	1	0	0	0	0	1
URB-00083	urban_referral_centre	2,010	orthopaedic_unit	27	female	0	lower_limb	disease	moderate	8	1	0	0	0	1	0	none	0	0	0	1	1	1	0	0	0	0	0	1
URB-00084	urban_referral_centre	2,018	orthopaedic_unit	0	female	1	lower_limb	disease	severe	4	1	0	0	0	0	0	none	0	1	1	0	0	0	0	0	0	0	0	0
URB-00085	urban_referral_centre	2,015	tertiary_hospital	47	female	0	upper_limb	trauma_accident	severe	7	1	1	0	0	1	1	wheelchair	0	0	1	0	1	1	0	0	0	1	1	0
URB-00086	urban_referral_centre	2,023	rehab_centre	34	male	0	stroke_hemiplegia	conflict_violence	moderate	11	1	1	0	0	1	1	crutches	0	1	0	0	0	0	1	0	0	0	0	0
URB-00087	urban_referral_centre	2,014	tertiary_hospital	18	male	0	upper_limb	trauma_accident	severe	17	1	0	0	0	0	0	none	0	1	0	0	0	1	1	0	0	0	0	0
URB-00088	urban_referral_centre	2,019	rehab_centre	50	male	0	amputation	congenital	severe	17	1	1	0	0	0	0	none	0	1	1	1	0	0	1	0	0	0	0	0
URB-00089	urban_referral_centre	2,023	tertiary_hospital	13	female	1	lower_limb	conflict_violence	severe	5	1	0	1	0	0	0	none	0	1	1	0	0	1	0	0	0	1	0	0
URB-00090	urban_referral_centre	2,018	tertiary_hospital	25	female	0	lower_limb	trauma_accident	mild	4	1	1	1	0	1	0	none	0	1	1	1	1	0	1	0	0	0	0	1
URB-00091	urban_referral_centre	2,010	rehab_centre	14	male	1	lower_limb	ageing	severe	0	0	0	0	0	1	0	none	0	0	0	0	0	0	0	0	1	0	0	1
URB-00092	urban_referral_centre	2,024	tertiary_hospital	7	female	1	upper_limb	disease	severe	6	1	1	0	0	1	1	prosthesis	0	0	1	0	1	1	0	0	1	0	0	0
URB-00093	urban_referral_centre	2,024	tertiary_hospital	43	male	0	upper_limb	trauma_accident	moderate	4	0	0	0	0	1	1	walking_frame	1	0	0	1	0	0	1	0	0	1	1	0
URB-00094	urban_referral_centre	2,021	tertiary_hospital	41	female	0	stroke_hemiplegia	conflict_violence	severe	18	1	1	0	0	0	0	none	0	1	0	1	1	1	1	1	0	0	0	0
URB-00095	urban_referral_centre	2,013	rehab_centre	31	male	0	upper_limb	congenital	mild	3	0	0	0	0	0	0	none	0	1	0	0	0	0	0	0	0	0	0	0
URB-00096	urban_referral_centre	2,022	private_physio	47	female	0	lower_limb	unknown	severe	1	0	0	1	0	0	0	none	0	0	0	0	0	1	0	1	0	0	0	0
URB-00097	urban_referral_centre	2,014	rehab_centre	24	female	0	lower_limb	ageing	moderate	7	1	1	0	0	1	1	orthosis	1	1	0	0	0	1	0	0	0	0	0	0
URB-00098	urban_referral_centre	2,019	tertiary_hospital	23	male	0	spinal_cord_injury	conflict_violence	mild	10	0	0	1	0	1	1	orthosis	1	0	1	0	0	0	0	0	0	1	0	0
URB-00099	urban_referral_centre	2,017	private_physio	42	female	0	lower_limb	congenital	severe	5	1	1	0	0	1	0	none	0	1	0	1	0	1	0	0	0	0	0	1

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

Physical Disability & Mobility Rehabilitation in Sub-Saharan Africa

Abstract

Synthetic dataset modelling physical disability, mobility rehabilitation access, assistive device coverage, and functional outcomes across three service tiers in SSA. Only 26-55% of people received needed rehabilitation; 17-37% received needed assistive devices.

Parameterization Evidence

Parameter	Value	Source	Year
26-55% received needed medical rehabilitation	Access	WHO AFRO	2023
17-37% received needed assistive devices	Devices	WHO AFRO	2023
Assistive device coverage 0-66% across studies	Coverage	PMC6210163	2018
CHWs delivering physical rehab in SSA	Workforce	PMC8966570	2022

Validation

Usage

from datasets import load_dataset
ds = load_dataset("electricsheepafrica/physical-disability-mobility-rehab", "urban_referral_centre")

References

WHO AFRO. Disabilities health topic. 2023.
PMC6210163. Access to rehabilitation for people with disabilities in LMICs. 2018.
PMC8966570. CHWs delivering physical rehab in SSA. 2022.

Citation

@dataset{electricsheepafrica_physical_disability_mobility_rehab_2025,
  title={Physical Disability and Mobility Rehabilitation in Sub-Saharan Africa},
  author={Electric Sheep Africa},
  year={2025},
  publisher={HuggingFace},
  url={https://huggingface.co/datasets/electricsheepafrica/physical-disability-mobility-rehab}
}

License

CC-BY-4.0

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