Datasets:

electricsheepafrica
/

africa-synth-disability-disability-inclusive-health-all

record_id string	scenario string	year int64	setting string	age int64	sex string	disability_type string	severity string	health_need string	ramp_available int64	accessible_toilet int64	sign_language_available int64	staff_disability_trained int64	positive_attitude int64	refused_care int64	reasonable_accommodation int64	transport_barrier int64	cost_barrier int64	physical_barrier int64	communication_barrier int64	attitudinal_barrier int64	sought_care int64	received_care int64	quality_of_care string	satisfaction int64	follow_up_completed int64	preventive_care_received int64	unmet_health_need int64	health_worsened int64
URB-00000	urban_hospital	2,022	district_hospital	48	female	physical_mobility	severe	injury	0	1	0	0	0	0	1	0	0	1	0	0	1	0	poor	0	0	0	1	1
URB-00001	urban_hospital	2,010	tertiary_hospital	42	female	other	moderate	chronic_disease	0	1	0	0	0	0	0	0	1	0	0	0	1	1	good	1	0	0	0	0
URB-00002	urban_hospital	2,021	private_hospital	26	female	physical_mobility	mild	HIV_TB	0	0	0	0	1	1	0	1	0	1	0	1	1	0	poor	0	0	0	1	0
URB-00003	urban_hospital	2,019	private_hospital	46	male	multiple	mild	acute_illness	1	0	0	0	0	0	0	1	1	0	0	0	0	0	poor	0	0	0	1	0
URB-00004	urban_hospital	2,024	private_hospital	48	male	physical_mobility	mild	other	0	1	0	0	0	0	0	0	1	1	0	0	1	1	adequate	1	1	0	0	0
URB-00005	urban_hospital	2,013	specialist_clinic	27	male	intellectual	mild	other	0	0	0	0	0	0	0	1	0	0	1	1	1	1	good	0	1	0	0	0
URB-00006	urban_hospital	2,021	private_hospital	52	female	physical_mobility	mild	immunization	0	0	0	0	0	0	1	1	0	1	0	1	0	0	poor	0	0	0	1	0
URB-00007	urban_hospital	2,015	private_hospital	27	male	physical_mobility	severe	chronic_disease	0	1	0	0	0	0	0	0	0	1	0	0	1	1	good	0	1	0	0	0
URB-00008	urban_hospital	2,021	private_hospital	19	female	mental_health	severe	acute_illness	1	0	0	0	0	0	0	0	1	0	0	1	1	0	poor	0	0	0	1	0
URB-00009	urban_hospital	2,017	private_hospital	40	male	multiple	severe	chronic_disease	0	0	0	0	0	0	0	1	0	0	0	0	1	1	adequate	1	0	0	0	0
URB-00010	urban_hospital	2,012	specialist_clinic	42	male	physical_mobility	mild	acute_illness	1	1	0	0	1	0	0	1	1	0	0	0	1	1	adequate	1	0	0	0	0
URB-00011	urban_hospital	2,011	specialist_clinic	39	female	physical_mobility	severe	other	0	0	0	0	0	0	0	0	1	1	0	0	1	1	adequate	1	0	0	0	0
URB-00012	urban_hospital	2,016	private_hospital	28	female	other	moderate	chronic_disease	0	0	0	0	1	0	0	0	1	0	0	0	1	0	adequate	0	0	0	1	1
URB-00013	urban_hospital	2,022	private_hospital	46	female	other	mild	immunization	1	0	0	0	0	0	0	0	1	0	0	0	1	0	poor	0	0	0	1	0
URB-00014	urban_hospital	2,015	specialist_clinic	39	male	visual	moderate	acute_illness	1	0	0	0	0	0	0	0	1	0	1	0	1	1	adequate	0	1	0	0	0
URB-00015	urban_hospital	2,022	tertiary_hospital	6	male	visual	severe	injury	1	0	0	0	0	0	1	1	1	0	1	0	1	0	poor	0	0	1	1	1
URB-00016	urban_hospital	2,019	specialist_clinic	8	female	physical_mobility	severe	other	0	0	0	0	0	0	0	0	1	1	0	0	0	0	poor	0	0	0	1	1
URB-00017	urban_hospital	2,010	specialist_clinic	2	male	physical_mobility	mild	other	0	0	0	0	1	0	0	0	1	1	0	0	1	1	good	1	1	0	0	0
URB-00018	urban_hospital	2,017	private_hospital	34	male	visual	mild	immunization	1	1	0	0	0	0	0	0	1	0	1	0	1	1	poor	0	0	0	1	0
URB-00019	urban_hospital	2,018	private_hospital	42	female	hearing	mild	acute_illness	0	1	0	0	1	0	0	1	0	0	1	0	1	0	poor	0	0	0	1	0
URB-00020	urban_hospital	2,020	private_hospital	29	female	physical_mobility	mild	immunization	1	1	0	0	0	0	1	0	1	0	0	1	1	1	poor	0	1	0	1	0
URB-00021	urban_hospital	2,018	private_hospital	0	male	physical_mobility	severe	HIV_TB	0	0	0	0	1	0	0	0	0	1	0	0	1	0	poor	0	0	0	1	0
URB-00022	urban_hospital	2,011	district_hospital	41	female	physical_mobility	moderate	acute_illness	1	0	0	1	1	0	0	0	0	0	0	0	0	0	poor	0	0	0	1	0
URB-00023	urban_hospital	2,022	specialist_clinic	47	female	visual	moderate	HIV_TB	0	0	0	0	1	0	0	0	0	0	1	0	0	0	adequate	0	0	0	1	0
URB-00024	urban_hospital	2,024	specialist_clinic	43	male	physical_mobility	mild	HIV_TB	0	0	0	1	1	0	0	1	0	1	0	0	1	1	poor	0	0	0	1	0
URB-00025	urban_hospital	2,016	specialist_clinic	27	female	visual	mild	mental_health	1	1	0	0	0	0	0	0	1	0	1	1	1	1	adequate	1	1	1	0	0
URB-00026	urban_hospital	2,017	private_hospital	56	male	other	severe	immunization	1	0	0	0	0	0	0	1	1	0	0	0	1	1	poor	0	0	0	1	0
URB-00027	urban_hospital	2,024	private_hospital	27	male	hearing	mild	HIV_TB	0	0	0	1	1	0	0	0	1	0	1	0	1	1	good	0	1	0	0	0
URB-00028	urban_hospital	2,016	district_hospital	34	male	multiple	mild	immunization	0	0	0	0	1	0	0	1	1	0	0	0	1	1	poor	0	1	1	1	1
URB-00029	urban_hospital	2,010	tertiary_hospital	49	male	intellectual	mild	immunization	0	0	0	0	0	0	0	0	1	0	1	1	1	0	poor	0	0	0	1	0
URB-00030	urban_hospital	2,015	tertiary_hospital	41	male	physical_mobility	mild	injury	0	0	0	0	1	0	0	0	1	1	0	0	0	0	poor	0	0	1	1	0
URB-00031	urban_hospital	2,023	district_hospital	15	male	physical_mobility	moderate	chronic_disease	0	0	0	0	1	0	0	0	0	1	0	0	0	0	poor	0	0	0	1	0
URB-00032	urban_hospital	2,010	private_hospital	39	male	physical_mobility	severe	chronic_disease	0	1	0	0	0	0	0	1	0	1	0	1	0	0	poor	0	0	0	1	1
URB-00033	urban_hospital	2,023	private_hospital	29	male	mental_health	mild	other	0	0	0	0	0	0	0	1	1	0	0	0	1	1	poor	0	0	0	1	0
URB-00034	urban_hospital	2,011	private_hospital	36	male	physical_mobility	mild	immunization	0	0	0	0	0	0	0	0	0	1	0	1	0	0	poor	0	0	1	1	1
URB-00035	urban_hospital	2,019	tertiary_hospital	4	female	hearing	mild	chronic_disease	1	0	0	0	0	0	0	0	1	0	1	0	0	0	adequate	0	0	0	1	0
URB-00036	urban_hospital	2,014	private_hospital	55	female	visual	moderate	chronic_disease	1	1	0	0	0	0	0	0	1	0	1	0	1	1	adequate	1	1	1	0	0
URB-00037	urban_hospital	2,023	district_hospital	43	female	visual	moderate	acute_illness	0	0	0	0	1	0	0	0	0	0	1	0	0	0	poor	0	0	0	1	1
URB-00038	urban_hospital	2,014	tertiary_hospital	51	male	physical_mobility	moderate	chronic_disease	0	0	0	0	0	0	0	0	1	1	0	0	0	0	poor	0	0	0	1	0
URB-00039	urban_hospital	2,020	district_hospital	61	male	mental_health	moderate	immunization	0	0	0	0	0	0	0	0	0	0	0	0	1	1	poor	0	0	0	1	0
URB-00040	urban_hospital	2,012	tertiary_hospital	28	male	intellectual	severe	chronic_disease	0	0	0	0	0	0	0	0	0	0	1	0	0	0	poor	0	0	0	1	0
URB-00041	urban_hospital	2,018	private_hospital	21	male	other	severe	mental_health	0	0	0	0	1	0	0	0	1	0	0	0	0	0	poor	0	0	0	1	1
URB-00042	urban_hospital	2,022	specialist_clinic	33	female	physical_mobility	moderate	other	1	1	0	0	1	0	0	0	0	0	0	0	0	0	adequate	0	0	0	1	0
URB-00043	urban_hospital	2,018	private_hospital	38	female	other	moderate	acute_illness	0	0	0	1	1	0	0	0	0	0	0	0	1	0	poor	0	0	0	1	0
URB-00044	urban_hospital	2,012	specialist_clinic	55	male	hearing	mild	acute_illness	1	0	0	0	1	0	0	0	1	0	1	0	0	0	poor	0	0	0	1	0
URB-00045	urban_hospital	2,021	district_hospital	0	male	physical_mobility	severe	acute_illness	1	1	0	0	1	0	0	0	0	0	0	0	1	1	poor	0	1	0	1	0
URB-00046	urban_hospital	2,019	specialist_clinic	67	male	physical_mobility	moderate	maternal	1	0	0	0	1	0	0	0	1	0	0	0	1	0	poor	0	0	0	1	0
URB-00047	urban_hospital	2,017	district_hospital	30	male	physical_mobility	moderate	acute_illness	0	1	0	0	1	0	0	1	1	1	0	0	1	1	poor	0	0	1	1	1
URB-00048	urban_hospital	2,020	tertiary_hospital	58	female	multiple	moderate	other	1	0	0	0	1	0	0	0	1	0	0	0	1	1	adequate	1	1	0	0	0
URB-00049	urban_hospital	2,019	district_hospital	25	male	intellectual	severe	other	0	0	0	0	1	0	1	1	0	0	1	0	1	1	poor	0	1	0	1	0
URB-00050	urban_hospital	2,019	private_hospital	62	female	visual	severe	immunization	1	1	0	0	0	1	0	0	1	0	0	1	1	0	adequate	0	0	0	1	0
URB-00051	urban_hospital	2,018	specialist_clinic	6	female	physical_mobility	moderate	mental_health	0	1	0	0	0	0	1	0	0	1	0	0	1	0	good	0	0	0	1	0
URB-00052	urban_hospital	2,021	tertiary_hospital	24	male	intellectual	mild	maternal	0	1	0	0	0	0	0	0	0	0	1	0	1	1	adequate	0	0	1	0	0
URB-00053	urban_hospital	2,021	district_hospital	33	male	other	severe	acute_illness	1	0	0	0	1	0	0	1	1	0	0	0	0	0	adequate	0	0	0	1	0
URB-00054	urban_hospital	2,022	specialist_clinic	42	female	physical_mobility	severe	immunization	0	0	0	0	1	0	1	1	0	1	0	0	0	0	poor	0	0	1	1	1
URB-00055	urban_hospital	2,024	tertiary_hospital	31	female	other	mild	acute_illness	1	1	0	0	0	0	0	0	1	0	0	1	1	1	poor	0	0	0	1	0
URB-00056	urban_hospital	2,013	district_hospital	38	female	visual	mild	injury	1	0	0	0	0	0	0	1	0	0	1	0	1	1	poor	0	0	0	1	0
URB-00057	urban_hospital	2,011	specialist_clinic	33	female	visual	moderate	mental_health	0	0	0	0	0	0	0	0	1	0	1	0	1	0	poor	0	0	0	1	1
URB-00058	urban_hospital	2,012	tertiary_hospital	43	female	multiple	severe	injury	1	0	0	0	1	0	1	0	0	0	0	0	0	0	poor	0	0	0	1	0
URB-00059	urban_hospital	2,016	tertiary_hospital	31	male	physical_mobility	severe	chronic_disease	1	1	0	0	0	0	0	0	0	0	0	0	0	0	poor	0	0	0	1	1
URB-00060	urban_hospital	2,017	district_hospital	44	female	hearing	severe	acute_illness	1	0	0	0	0	0	0	0	1	0	1	1	1	1	poor	0	0	0	1	0
URB-00061	urban_hospital	2,013	tertiary_hospital	49	male	other	mild	HIV_TB	0	1	0	0	0	0	0	0	1	0	0	1	1	0	good	0	0	0	1	0
URB-00062	urban_hospital	2,022	tertiary_hospital	32	female	visual	mild	acute_illness	0	0	0	0	0	0	0	1	1	0	1	0	1	1	adequate	0	0	0	0	0
URB-00063	urban_hospital	2,014	tertiary_hospital	34	male	other	moderate	chronic_disease	0	0	0	0	1	0	0	1	1	0	0	0	1	1	poor	0	1	0	1	0
URB-00064	urban_hospital	2,021	district_hospital	35	female	mental_health	severe	injury	1	1	0	0	1	0	0	0	0	0	0	0	1	0	poor	0	0	0	1	0
URB-00065	urban_hospital	2,024	district_hospital	33	female	other	mild	maternal	0	0	0	0	1	0	0	0	0	0	0	0	1	0	poor	0	0	0	1	1
URB-00066	urban_hospital	2,023	tertiary_hospital	32	female	physical_mobility	severe	chronic_disease	0	0	0	0	1	0	0	0	0	1	0	0	1	1	adequate	0	1	0	0	0
URB-00067	urban_hospital	2,022	district_hospital	46	male	other	severe	other	1	1	0	1	1	0	0	0	0	0	0	0	1	0	poor	0	0	0	1	0
URB-00068	urban_hospital	2,017	district_hospital	10	male	mental_health	mild	acute_illness	1	0	0	1	1	0	0	0	0	0	0	0	1	1	adequate	0	0	0	0	0
URB-00069	urban_hospital	2,012	private_hospital	21	female	physical_mobility	moderate	maternal	1	1	0	0	0	0	0	0	1	0	0	0	1	0	adequate	0	0	0	1	0
URB-00070	urban_hospital	2,024	district_hospital	56	female	hearing	mild	chronic_disease	1	1	0	0	1	0	0	1	0	0	1	0	0	0	adequate	0	0	0	1	0
URB-00071	urban_hospital	2,021	specialist_clinic	0	male	physical_mobility	mild	chronic_disease	0	0	0	0	0	0	0	1	0	1	0	1	0	0	poor	0	0	0	1	0
URB-00072	urban_hospital	2,019	private_hospital	36	female	visual	severe	chronic_disease	1	1	0	0	0	0	0	1	1	0	1	1	1	1	poor	0	1	0	1	0
URB-00073	urban_hospital	2,017	tertiary_hospital	53	female	physical_mobility	mild	other	0	1	0	0	0	0	0	1	1	1	0	0	0	0	good	0	0	0	1	0
URB-00074	urban_hospital	2,019	private_hospital	6	female	physical_mobility	moderate	HIV_TB	1	1	0	0	0	0	1	0	0	0	0	0	0	0	poor	0	0	0	1	0
URB-00075	urban_hospital	2,019	tertiary_hospital	0	female	intellectual	moderate	immunization	1	0	0	0	1	0	0	1	1	0	1	0	0	0	poor	0	0	0	1	0
URB-00076	urban_hospital	2,016	specialist_clinic	22	female	other	mild	HIV_TB	0	1	0	1	1	0	0	1	0	0	0	0	0	0	poor	0	0	0	1	0
URB-00077	urban_hospital	2,012	specialist_clinic	23	male	physical_mobility	moderate	acute_illness	1	1	0	0	1	0	0	1	1	0	0	0	1	1	poor	0	0	0	1	0
URB-00078	urban_hospital	2,010	district_hospital	21	male	physical_mobility	severe	other	1	0	0	0	0	1	0	1	1	0	0	1	1	0	poor	0	0	0	1	0
URB-00079	urban_hospital	2,018	specialist_clinic	46	male	physical_mobility	severe	chronic_disease	0	1	0	0	1	0	0	1	0	1	0	0	1	0	adequate	0	0	0	1	1
URB-00080	urban_hospital	2,013	private_hospital	52	female	physical_mobility	moderate	chronic_disease	0	0	0	0	0	1	0	1	0	1	0	1	0	0	poor	0	0	0	1	0
URB-00081	urban_hospital	2,021	specialist_clinic	66	male	hearing	moderate	acute_illness	0	1	1	0	1	1	0	1	1	0	0	1	1	0	adequate	0	0	1	1	0
URB-00082	urban_hospital	2,021	specialist_clinic	48	female	hearing	moderate	injury	0	0	0	0	0	0	1	0	1	0	1	1	0	0	poor	0	0	0	1	1
URB-00083	urban_hospital	2,017	tertiary_hospital	51	male	visual	moderate	mental_health	1	0	0	0	0	0	0	0	1	0	1	1	0	0	poor	0	0	0	1	1
URB-00084	urban_hospital	2,013	specialist_clinic	57	male	other	mild	immunization	0	1	0	0	1	0	0	0	1	0	0	0	1	0	poor	0	0	0	1	1
URB-00085	urban_hospital	2,017	specialist_clinic	46	female	physical_mobility	mild	other	0	0	0	0	0	0	1	0	1	1	0	1	1	0	poor	0	0	0	1	1
URB-00086	urban_hospital	2,016	district_hospital	48	male	visual	mild	chronic_disease	1	0	0	0	1	0	0	0	0	0	1	0	1	0	poor	0	0	0	1	1
URB-00087	urban_hospital	2,012	private_hospital	33	female	multiple	moderate	HIV_TB	0	0	0	0	0	0	0	0	1	0	0	0	0	0	poor	0	0	0	1	0
URB-00088	urban_hospital	2,024	private_hospital	9	male	physical_mobility	mild	injury	1	1	0	0	0	0	0	0	0	0	0	0	1	1	good	1	1	0	0	0
URB-00089	urban_hospital	2,021	district_hospital	26	male	physical_mobility	moderate	acute_illness	1	0	0	0	0	0	0	0	0	0	0	0	1	1	good	1	0	0	0	0
URB-00090	urban_hospital	2,021	tertiary_hospital	80	female	physical_mobility	mild	acute_illness	0	1	0	0	0	0	1	0	0	1	0	0	1	1	adequate	1	0	0	0	0
URB-00091	urban_hospital	2,015	district_hospital	35	male	physical_mobility	severe	HIV_TB	1	0	0	1	1	1	0	1	0	0	0	1	1	0	poor	0	0	0	1	1
URB-00092	urban_hospital	2,024	tertiary_hospital	22	male	hearing	moderate	injury	0	0	0	0	0	0	0	0	1	0	1	0	1	1	poor	0	1	0	1	0
URB-00093	urban_hospital	2,011	specialist_clinic	0	male	mental_health	moderate	injury	0	0	0	0	0	0	0	1	1	0	0	0	1	1	good	1	0	0	0	0
URB-00094	urban_hospital	2,020	private_hospital	40	female	intellectual	moderate	HIV_TB	1	0	0	0	1	0	0	0	1	0	1	0	0	0	poor	0	0	0	1	0
URB-00095	urban_hospital	2,010	tertiary_hospital	55	male	other	moderate	chronic_disease	1	0	0	0	1	0	0	1	0	0	0	0	1	1	adequate	0	0	1	0	0
URB-00096	urban_hospital	2,020	specialist_clinic	49	male	physical_mobility	severe	other	0	0	0	1	1	0	0	1	0	1	0	0	1	1	adequate	0	0	0	0	0
URB-00097	urban_hospital	2,023	specialist_clinic	18	female	intellectual	moderate	HIV_TB	1	0	0	0	0	0	0	1	0	0	1	0	1	1	adequate	1	0	0	0	0
URB-00098	urban_hospital	2,015	private_hospital	44	male	hearing	mild	HIV_TB	0	0	0	1	1	0	1	0	0	0	1	0	1	1	poor	0	0	1	1	0
URB-00099	urban_hospital	2,010	specialist_clinic	69	male	physical_mobility	moderate	chronic_disease	1	0	0	0	1	0	1	1	0	0	0	0	1	0	poor	0	0	0	1	1

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

Disability-Inclusive Health Services in Sub-Saharan Africa

Abstract

Synthetic dataset modelling health facility accessibility, staff attitudes, barriers, and health outcomes for people with disabilities across three service tiers in SSA. People with disabilities 2-3x more likely to be denied healthcare; <20% of facilities have basic accessibility features.

Parameterization Evidence

Parameter	Value	Source	Year
2-3x more likely denied healthcare	Barriers	WHO/World Bank	2023
<20% facilities have ramps, accessible toilets	Access	Lancet	2022
CRPD ratified but implementation poor	Rights	UN CRPD	2023

Validation

Usage

from datasets import load_dataset
ds = load_dataset("electricsheepafrica/disability-inclusive-health", "urban_hospital")

References

WHO/World Bank. World Report on Disability. 2023.
Lancet. Health facility accessibility in SSA. 2022.

Citation

@dataset{electricsheepafrica_disability_inclusive_health_2025,
  title={Disability-Inclusive Health Services in Sub-Saharan Africa},
  author={Electric Sheep Africa},
  year={2025},
  publisher={HuggingFace},
  url={https://huggingface.co/datasets/electricsheepafrica/disability-inclusive-health}
}

License

CC-BY-4.0

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