Datasets:

electricsheepafrica
/

africa-synth-disability-community-based-rehabilitation-comoros

record_id string	scenario string	year int64	setting string	age int64	sex string	disability_type string	severity string	cbr_worker_contact int64	health_component int64	education_component int64	livelihood_component int64	empowerment_component int64	referred_to_health int64	rehab_received int64	assistive_device int64	school_enrolled int64	vocational_training int64	self_help_group int64	dpo_member int64	family_trained int64	stigma int64	poverty int64	functional_improvement int64	participation int64	quality_of_life int64	donor_funded int64	government_supported int64	sustainable int64
EST-00000	established_cbr_programme	2,022	home_visit	40	female	physical	severe	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0
EST-00001	established_cbr_programme	2,017	community_centre	32	male	multiple	moderate	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0
EST-00002	established_cbr_programme	2,010	community_centre	33	female	other	moderate	1	1	0	1	0	1	0	0	0	0	0	0	0	1	0	1	1	0	0	0	0
EST-00003	established_cbr_programme	2,017	health_facility_linked	19	male	intellectual	moderate	1	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	1	0	1	0	0
EST-00004	established_cbr_programme	2,022	health_facility_linked	18	female	physical	mild	1	0	0	0	0	0	0	0	0	0	1	0	0	1	1	1	1	1	0	0	0
EST-00005	established_cbr_programme	2,014	livelihood_centre	17	female	visual	mild	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0
EST-00006	established_cbr_programme	2,015	community_centre	54	female	physical	severe	1	1	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	1
EST-00007	established_cbr_programme	2,019	community_centre	15	male	intellectual	severe	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0
EST-00008	established_cbr_programme	2,022	home_visit	43	male	hearing	mild	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0
EST-00009	established_cbr_programme	2,023	school	30	male	mental_health	moderate	1	1	0	0	0	1	1	0	0	0	1	0	0	1	1	0	0	0	1	1	1
EST-00010	established_cbr_programme	2,012	health_facility_linked	0	female	intellectual	moderate	1	0	0	0	1	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0
EST-00011	established_cbr_programme	2,012	home_visit	75	female	other	severe	1	0	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0
EST-00012	established_cbr_programme	2,014	health_facility_linked	61	male	physical	moderate	1	0	0	1	0	0	0	0	0	1	1	0	1	1	1	0	0	0	0	0	0
EST-00013	established_cbr_programme	2,010	community_centre	80	male	intellectual	moderate	1	1	0	0	0	1	0	1	0	0	0	0	0	0	0	1	0	1	0	0	0
EST-00014	established_cbr_programme	2,020	home_visit	17	male	visual	mild	1	1	0	1	0	1	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0
EST-00015	established_cbr_programme	2,019	community_centre	61	male	other	mild	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
EST-00016	established_cbr_programme	2,019	community_centre	31	female	intellectual	moderate	1	0	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	1	0	1
EST-00017	established_cbr_programme	2,016	home_visit	21	male	other	moderate	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	1
EST-00018	established_cbr_programme	2,017	school	0	male	visual	moderate	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0
EST-00019	established_cbr_programme	2,020	health_facility_linked	40	female	physical	mild	1	0	0	1	0	0	0	0	0	1	1	0	0	1	0	0	0	0	0	0	0
EST-00020	established_cbr_programme	2,010	community_centre	52	female	multiple	mild	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0
EST-00021	established_cbr_programme	2,019	community_centre	22	female	physical	mild	1	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	0
EST-00022	established_cbr_programme	2,012	community_centre	28	male	visual	moderate	1	1	0	0	0	1	1	0	0	0	0	0	0	0	0	1	0	1	1	0	0
EST-00023	established_cbr_programme	2,021	school	36	female	hearing	severe	1	0	0	0	1	0	0	0	0	0	0	1	1	1	0	0	0	0	1	0	0
EST-00024	established_cbr_programme	2,024	livelihood_centre	33	male	intellectual	severe	1	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0
EST-00025	established_cbr_programme	2,012	community_centre	16	male	physical	mild	1	1	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0
EST-00026	established_cbr_programme	2,023	home_visit	7	male	multiple	moderate	1	1	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0
EST-00027	established_cbr_programme	2,023	community_centre	64	male	hearing	moderate	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0
EST-00028	established_cbr_programme	2,010	school	14	female	hearing	severe	1	0	1	0	0	0	0	0	1	0	0	0	1	1	1	0	0	0	0	0	0
EST-00029	established_cbr_programme	2,010	community_centre	54	female	physical	moderate	1	1	0	0	0	1	0	0	0	0	0	0	0	1	1	1	1	1	0	0	0
EST-00030	established_cbr_programme	2,015	home_visit	22	female	other	severe	1	1	0	0	1	1	1	0	0	0	0	0	0	0	0	0	1	0	0	0	0
EST-00031	established_cbr_programme	2,023	home_visit	0	female	intellectual	mild	1	1	1	0	1	0	0	0	1	0	0	0	0	0	0	1	0	1	0	0	0
EST-00032	established_cbr_programme	2,017	community_centre	0	male	physical	mild	1	1	0	0	1	1	1	1	1	0	0	0	0	1	1	1	0	0	0	0	0
EST-00033	established_cbr_programme	2,014	home_visit	6	male	visual	severe	1	1	0	0	1	1	0	1	1	0	0	0	0	0	1	0	1	0	0	0	0
EST-00034	established_cbr_programme	2,023	home_visit	65	female	visual	severe	1	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	1
EST-00035	established_cbr_programme	2,012	health_facility_linked	32	female	other	mild	1	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	1	0	0
EST-00036	established_cbr_programme	2,014	health_facility_linked	3	male	intellectual	severe	1	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	1	0	0	0	0
EST-00037	established_cbr_programme	2,023	livelihood_centre	1	male	mental_health	severe	1	1	0	0	0	0	0	1	0	0	0	0	1	1	0	0	0	0	0	0	0
EST-00038	established_cbr_programme	2,019	health_facility_linked	10	female	other	moderate	1	1	1	0	1	0	0	0	1	0	1	0	0	1	1	0	1	0	1	0	0
EST-00039	established_cbr_programme	2,018	community_centre	24	male	mental_health	severe	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1
EST-00040	established_cbr_programme	2,019	community_centre	0	female	hearing	mild	1	1	0	0	0	1	1	0	0	0	0	0	0	1	0	1	0	1	1	0	0
EST-00041	established_cbr_programme	2,023	school	5	female	physical	mild	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0
EST-00042	established_cbr_programme	2,013	home_visit	43	male	multiple	moderate	1	1	0	0	1	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0
EST-00043	established_cbr_programme	2,024	home_visit	22	male	other	mild	1	1	0	1	0	1	0	0	0	0	0	0	0	1	1	0	1	0	1	0	0
EST-00044	established_cbr_programme	2,018	health_facility_linked	42	female	visual	severe	1	1	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	0
EST-00045	established_cbr_programme	2,023	community_centre	4	male	physical	mild	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	1	1	0	0
EST-00046	established_cbr_programme	2,024	school	5	female	hearing	moderate	1	1	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	1	1	0	1
EST-00047	established_cbr_programme	2,010	home_visit	34	female	physical	severe	1	1	0	0	1	0	0	0	0	0	0	1	0	0	0	0	1	0	1	0	0
EST-00048	established_cbr_programme	2,020	livelihood_centre	49	male	mental_health	severe	1	1	0	0	0	1	0	0	0	0	0	0	0	0	1	1	0	1	1	0	1
EST-00049	established_cbr_programme	2,010	home_visit	20	male	intellectual	severe	1	1	0	0	0	0	0	1	0	0	0	0	0	0	1	0	0	0	1	0	1
EST-00050	established_cbr_programme	2,011	community_centre	45	female	visual	severe	1	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0	0
EST-00051	established_cbr_programme	2,010	health_facility_linked	0	male	visual	severe	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	1
EST-00052	established_cbr_programme	2,010	community_centre	18	female	physical	severe	1	1	0	0	1	0	0	0	0	0	0	1	1	1	0	1	1	1	0	0	0
EST-00053	established_cbr_programme	2,024	community_centre	0	male	intellectual	mild	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0
EST-00054	established_cbr_programme	2,019	school	14	female	hearing	moderate	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0
EST-00055	established_cbr_programme	2,019	home_visit	14	male	intellectual	severe	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	0
EST-00056	established_cbr_programme	2,015	home_visit	59	male	mental_health	moderate	1	1	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0	1	0	0
EST-00057	established_cbr_programme	2,017	community_centre	30	male	multiple	moderate	1	1	0	1	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0
EST-00058	established_cbr_programme	2,016	home_visit	1	female	multiple	mild	1	0	1	0	0	0	0	0	1	0	1	0	0	1	0	0	0	0	1	1	1
EST-00059	established_cbr_programme	2,015	community_centre	42	male	mental_health	severe	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	1	1	0	1
EST-00060	established_cbr_programme	2,011	school	34	female	multiple	moderate	1	1	0	1	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0
EST-00061	established_cbr_programme	2,021	home_visit	18	male	visual	moderate	1	1	0	0	0	0	0	1	0	0	0	0	0	1	1	0	1	0	1	0	1
EST-00062	established_cbr_programme	2,019	livelihood_centre	38	female	physical	severe	1	0	0	0	1	0	0	0	0	0	0	0	0	0	1	1	0	0	1	0	1
EST-00063	established_cbr_programme	2,024	community_centre	7	female	hearing	moderate	1	0	1	0	0	0	0	0	1	0	0	0	1	0	1	0	0	0	1	0	0
EST-00064	established_cbr_programme	2,017	health_facility_linked	70	female	visual	moderate	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	0
EST-00065	established_cbr_programme	2,012	livelihood_centre	17	male	physical	moderate	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1
EST-00066	established_cbr_programme	2,015	community_centre	12	female	physical	moderate	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	0	0
EST-00067	established_cbr_programme	2,016	community_centre	24	male	physical	mild	1	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0
EST-00068	established_cbr_programme	2,019	health_facility_linked	1	male	physical	severe	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0
EST-00069	established_cbr_programme	2,015	health_facility_linked	36	male	physical	mild	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1
EST-00070	established_cbr_programme	2,023	community_centre	8	female	physical	mild	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0
EST-00071	established_cbr_programme	2,022	community_centre	25	female	other	mild	1	1	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	1	0	0
EST-00072	established_cbr_programme	2,021	community_centre	50	male	physical	moderate	1	0	0	0	1	0	0	0	0	0	0	0	1	0	1	0	0	0	1	0	1
EST-00073	established_cbr_programme	2,023	school	0	male	physical	severe	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0
EST-00074	established_cbr_programme	2,019	home_visit	11	female	physical	severe	1	1	1	0	0	0	0	0	1	0	0	0	0	0	1	0	1	0	0	0	0
EST-00075	established_cbr_programme	2,023	home_visit	20	male	intellectual	moderate	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0	0
EST-00076	established_cbr_programme	2,016	school	29	male	other	mild	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0
EST-00077	established_cbr_programme	2,022	community_centre	0	male	other	severe	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	0
EST-00078	established_cbr_programme	2,013	community_centre	0	male	other	mild	1	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	0	0	0	0
EST-00079	established_cbr_programme	2,014	school	0	female	multiple	mild	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	0	0
EST-00080	established_cbr_programme	2,020	health_facility_linked	4	male	intellectual	moderate	1	1	1	0	1	1	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0
EST-00081	established_cbr_programme	2,018	home_visit	5	female	hearing	severe	1	1	1	0	1	0	0	0	1	0	0	0	1	0	1	0	0	0	0	0	0
EST-00082	established_cbr_programme	2,023	livelihood_centre	0	male	physical	mild	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0
EST-00083	established_cbr_programme	2,015	home_visit	36	female	intellectual	moderate	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	1
EST-00084	established_cbr_programme	2,021	health_facility_linked	17	male	physical	moderate	1	1	0	1	1	0	0	0	0	0	1	0	0	1	1	0	1	0	1	0	0
EST-00085	established_cbr_programme	2,024	home_visit	39	male	visual	mild	1	1	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	1	1	0	1
EST-00086	established_cbr_programme	2,024	community_centre	37	female	physical	severe	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0
EST-00087	established_cbr_programme	2,017	health_facility_linked	18	female	physical	severe	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0
EST-00088	established_cbr_programme	2,013	community_centre	16	female	mental_health	mild	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0	0
EST-00089	established_cbr_programme	2,021	livelihood_centre	17	male	intellectual	moderate	1	1	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	0	1	0	0
EST-00090	established_cbr_programme	2,017	home_visit	18	male	intellectual	moderate	1	1	0	1	0	1	0	0	0	0	0	0	1	0	0	0	0	0	0	0	0
EST-00091	established_cbr_programme	2,024	community_centre	11	female	physical	moderate	0	0	0	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	0	0
EST-00092	established_cbr_programme	2,010	livelihood_centre	28	female	physical	moderate	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0
EST-00093	established_cbr_programme	2,014	school	29	female	other	mild	1	1	0	0	0	1	0	0	0	0	0	0	0	1	0	1	0	1	1	0	1
EST-00094	established_cbr_programme	2,021	community_centre	36	female	intellectual	severe	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	0	0
EST-00095	established_cbr_programme	2,019	community_centre	35	male	physical	mild	1	1	0	1	1	1	1	0	0	1	0	0	0	0	1	0	0	0	0	0	0
EST-00096	established_cbr_programme	2,022	home_visit	8	male	other	severe	1	0	1	0	0	0	0	0	1	0	0	0	1	1	1	0	1	0	1	0	0
EST-00097	established_cbr_programme	2,017	home_visit	25	male	physical	moderate	1	1	0	0	0	1	0	0	0	0	0	0	1	0	1	0	1	0	1	0	1
EST-00098	established_cbr_programme	2,019	school	17	female	physical	moderate	1	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	1	0	1
EST-00099	established_cbr_programme	2,024	livelihood_centre	12	male	hearing	moderate	1	0	1	0	1	0	0	0	1	0	0	0	0	1	0	0	1	0	1	0	1

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

Community-Based Rehabilitation (CBR) in Sub-Saharan Africa

Abstract

Synthetic dataset modelling CBR matrix components (health, education, livelihood, social, empowerment), referral linkages, and functional outcomes across three programme maturity levels in SSA. CBR implemented in 90+ countries; many SSA programmes donor-dependent with limited government integration.

Parameterization Evidence

Parameter	Value	Source	Year
CBR matrix: health, education, livelihood, social, empowerment	Framework	WHO CBR Guidelines	2010
CHWs delivering physical rehab in SSA	Workforce	PMC8966570	2022
CBR programmes vary widely in SSA	Coverage	WHO AFRO	2023

Validation

Usage

from datasets import load_dataset
ds = load_dataset("electricsheepafrica/community-based-rehabilitation", "established_cbr_programme")

References

WHO. CBR Guidelines. 2010.
PMC8966570. CHWs delivering physical rehab in SSA. 2022.
WHO AFRO. Disabilities and rehabilitation. 2023.

Citation

@dataset{electricsheepafrica_community_based_rehabilitation_2025,
  title={Community-Based Rehabilitation in Sub-Saharan Africa},
  author={Electric Sheep Africa},
  year={2025},
  publisher={HuggingFace},
  url={https://huggingface.co/datasets/electricsheepafrica/community-based-rehabilitation}
}

License

CC-BY-4.0

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