Datasets:

electricsheepafrica
/

rehabilitation-workforce-training

record_id string	scenario string	year int64	setting string	cadre string	age int64	sex string	years_experience int64	qualification string	training_institution string	cpd_received int64	supervision_regular int64	position_filled int64	vacancy int64	task_shifted int64	workload_patients_week int64	emigration_intent int64	rural_willingness int64	equipment_available int64	dedicated_space int64	assessment_competent int64	treatment_competent int64	assistive_device_competent int64	patients_seen_month int64	patient_satisfaction int64	functional_outcomes_measured int64	rehab_in_health_policy int64	budget_for_rehab int64	regulation_registered int64
URB-00000	urban_training_institution	2,022	teaching_hospital	social_worker	44	male	8	on_job_training	in_service	1	0	0	1	0	25	1	0	1	0	0	1	0	90	1	0	0	0	0
URB-00001	urban_training_institution	2,015	teaching_hospital	prosthetist_orthotist	46	male	1	diploma	in_service	0	0	1	0	0	24	0	0	1	1	0	0	0	98	1	0	0	0	0
URB-00002	urban_training_institution	2,019	rehab_training_school	occupational_therapist	31	female	3	diploma	in_service	1	1	1	0	0	21	0	0	0	1	1	0	0	73	1	0	0	0	1
URB-00003	urban_training_institution	2,012	private_institution	rehab_physician	25	male	6	on_job_training	in_service	0	0	0	1	0	16	0	0	0	0	1	0	0	62	1	0	1	0	0
URB-00004	urban_training_institution	2,013	private_institution	rehab_nurse	22	female	0	on_job_training	regional_school	0	1	1	0	0	21	0	0	0	0	0	0	1	89	0	0	1	0	0
URB-00005	urban_training_institution	2,014	university	rehab_nurse	56	female	2	diploma	in_service	1	0	0	1	0	27	0	0	0	0	0	1	0	119	1	0	1	0	0
URB-00006	urban_training_institution	2,024	teaching_hospital	physiotherapist	38	male	0	certificate	local_university	0	0	1	0	0	23	1	1	0	0	1	0	0	96	1	0	0	0	0
URB-00007	urban_training_institution	2,022	teaching_hospital	social_worker	38	male	11	on_job_training	local_university	0	0	0	1	0	18	0	0	0	1	0	0	1	62	0	1	1	0	0
URB-00008	urban_training_institution	2,012	university	physiotherapist	32	male	1	certificate	in_service	0	0	0	1	0	9	1	0	0	0	1	0	1	47	0	0	0	0	0
URB-00009	urban_training_institution	2,020	private_institution	physiotherapist	32	female	5	diploma	foreign_trained	0	0	1	0	0	16	0	0	0	0	0	0	0	73	0	0	0	0	1
URB-00010	urban_training_institution	2,021	private_institution	physiotherapist	46	male	14	degree	in_service	1	0	1	0	0	16	1	0	1	0	1	0	0	66	1	1	0	0	0
URB-00011	urban_training_institution	2,020	teaching_hospital	rehab_physician	37	male	2	diploma	local_university	1	0	1	0	0	24	0	0	0	0	0	0	1	106	0	0	0	0	1
URB-00012	urban_training_institution	2,024	private_institution	occupational_therapist	39	male	10	degree	in_service	1	0	0	1	0	27	1	1	1	0	1	0	1	117	0	1	1	0	0
URB-00013	urban_training_institution	2,020	private_institution	physiotherapist	22	male	8	certificate	in_service	0	1	1	0	0	23	1	0	0	0	0	0	1	94	0	0	0	0	0
URB-00014	urban_training_institution	2,017	university	physiotherapist	36	male	2	certificate	regional_school	0	0	1	0	0	20	0	0	0	0	1	0	0	76	0	0	0	0	0
URB-00015	urban_training_institution	2,022	teaching_hospital	social_worker	41	female	0	diploma	foreign_trained	1	0	1	0	0	26	1	0	1	0	0	0	0	101	1	0	1	0	0
URB-00016	urban_training_institution	2,024	rehab_training_school	social_worker	48	male	3	diploma	local_university	0	0	1	0	0	27	1	0	0	0	1	1	0	113	1	0	0	0	1
URB-00017	urban_training_institution	2,022	private_institution	prosthetist_orthotist	31	female	11	diploma	regional_school	0	1	0	1	0	15	1	1	0	0	0	1	0	59	0	0	0	0	1
URB-00018	urban_training_institution	2,021	teaching_hospital	rehab_nurse	37	female	25	diploma	in_service	0	0	1	0	0	19	1	0	0	0	1	1	1	82	0	0	1	0	0
URB-00019	urban_training_institution	2,023	university	prosthetist_orthotist	28	male	15	on_job_training	in_service	1	0	0	1	0	21	0	0	1	1	0	0	0	72	0	0	0	0	0
URB-00020	urban_training_institution	2,018	university	occupational_therapist	23	male	0	diploma	regional_school	0	0	0	1	0	17	1	0	0	0	0	0	0	62	0	0	0	0	0
URB-00021	urban_training_institution	2,022	private_institution	social_worker	30	female	0	certificate	in_service	0	0	0	1	1	9	1	0	0	0	1	1	1	32	1	1	0	1	0
URB-00022	urban_training_institution	2,018	teaching_hospital	occupational_therapist	41	female	3	diploma	foreign_trained	1	0	1	0	0	28	0	0	1	1	0	1	1	116	0	0	1	0	0
URB-00023	urban_training_institution	2,012	private_institution	social_worker	35	female	12	certificate	in_service	0	0	0	1	0	16	0	1	1	0	1	0	0	75	1	1	1	0	0
URB-00024	urban_training_institution	2,024	university	physiotherapist	52	female	2	on_job_training	in_service	0	0	1	0	0	17	0	1	0	1	1	0	0	74	0	0	0	1	0
URB-00025	urban_training_institution	2,022	teaching_hospital	speech_therapist	28	female	3	certificate	local_university	0	1	0	1	0	16	0	0	0	0	0	0	0	74	1	0	1	0	0
URB-00026	urban_training_institution	2,016	rehab_training_school	rehab_physician	36	male	13	certificate	regional_school	0	0	1	0	0	19	1	0	0	0	1	0	0	67	1	0	0	0	0
URB-00027	urban_training_institution	2,020	teaching_hospital	physiotherapist	34	male	9	on_job_training	in_service	0	0	1	0	1	17	1	0	0	0	1	1	0	63	1	0	1	0	0
URB-00028	urban_training_institution	2,012	private_institution	physiotherapist	35	female	0	diploma	regional_school	1	0	0	1	0	20	1	0	0	0	0	0	0	68	0	0	1	0	1
URB-00029	urban_training_institution	2,014	university	physiotherapist	37	male	3	diploma	regional_school	0	1	0	1	0	20	0	0	1	0	0	0	0	78	1	0	1	0	1
URB-00030	urban_training_institution	2,012	rehab_training_school	speech_therapist	41	male	18	diploma	in_service	0	0	1	0	0	22	1	0	0	0	0	0	0	95	0	0	0	0	0
URB-00031	urban_training_institution	2,015	teaching_hospital	speech_therapist	35	male	4	certificate	in_service	1	0	0	1	0	16	1	0	1	0	0	1	0	67	0	0	0	0	0
URB-00032	urban_training_institution	2,010	teaching_hospital	rehab_physician	44	female	17	on_job_training	foreign_trained	0	0	1	0	0	23	0	0	0	1	1	1	0	81	1	0	1	0	0
URB-00033	urban_training_institution	2,012	teaching_hospital	other	25	male	1	certificate	in_service	0	1	0	1	0	26	1	0	1	0	0	0	0	104	0	0	0	0	0
URB-00034	urban_training_institution	2,010	rehab_training_school	occupational_therapist	42	female	7	diploma	foreign_trained	0	0	0	1	1	26	1	0	1	1	1	0	1	93	0	0	0	1	1
URB-00035	urban_training_institution	2,021	university	psychologist	34	female	9	diploma	local_university	1	0	1	0	0	15	0	0	1	0	1	0	0	53	1	0	0	0	0
URB-00036	urban_training_institution	2,010	university	rehab_nurse	22	male	6	on_job_training	in_service	0	0	1	0	0	21	1	1	1	0	1	0	0	65	0	0	1	1	0
URB-00037	urban_training_institution	2,013	teaching_hospital	physiotherapist	33	female	7	diploma	local_university	0	0	1	0	0	28	1	1	0	1	0	0	0	109	0	0	1	0	1
URB-00038	urban_training_institution	2,018	private_institution	speech_therapist	38	female	0	diploma	local_university	1	0	1	0	0	19	0	0	0	0	0	0	0	72	1	0	0	0	0
URB-00039	urban_training_institution	2,021	university	social_worker	41	female	7	degree	in_service	0	0	1	0	1	22	1	0	0	0	1	0	0	90	1	0	0	0	0
URB-00040	urban_training_institution	2,023	university	rehab_nurse	35	male	4	on_job_training	regional_school	0	0	1	0	0	19	0	0	1	0	1	0	0	80	0	1	0	0	0
URB-00041	urban_training_institution	2,012	university	occupational_therapist	24	female	2	on_job_training	in_service	1	0	0	1	0	19	0	0	0	1	1	0	1	64	0	0	0	0	0
URB-00042	urban_training_institution	2,016	teaching_hospital	physiotherapist	22	male	0	diploma	in_service	1	0	0	1	0	14	0	0	0	0	1	0	0	44	0	0	0	1	1
URB-00043	urban_training_institution	2,013	private_institution	physiotherapist	33	female	4	diploma	local_university	1	1	1	0	0	20	1	0	0	0	1	1	1	77	1	0	0	0	1
URB-00044	urban_training_institution	2,014	rehab_training_school	physiotherapist	32	male	0	diploma	regional_school	0	0	1	0	0	19	0	0	0	1	1	0	0	80	1	0	0	0	0
URB-00045	urban_training_institution	2,020	private_institution	speech_therapist	39	female	3	certificate	regional_school	1	0	1	0	0	17	0	0	1	0	0	0	0	67	1	0	0	0	0
URB-00046	urban_training_institution	2,011	teaching_hospital	social_worker	23	female	13	on_job_training	local_university	0	1	1	0	0	24	0	1	0	0	1	0	0	99	0	0	1	1	0
URB-00047	urban_training_institution	2,017	teaching_hospital	speech_therapist	38	female	23	degree	local_university	0	0	0	1	0	17	0	0	0	0	1	1	1	66	0	0	0	0	0
URB-00048	urban_training_institution	2,012	rehab_training_school	social_worker	25	male	8	diploma	regional_school	0	0	0	1	0	25	1	0	0	1	0	0	1	96	1	0	0	0	0
URB-00049	urban_training_institution	2,024	teaching_hospital	speech_therapist	37	male	6	on_job_training	local_university	0	0	1	0	0	24	0	0	1	0	1	0	0	100	1	0	0	0	0
URB-00050	urban_training_institution	2,010	private_institution	occupational_therapist	26	female	0	on_job_training	in_service	0	0	1	0	0	17	1	0	0	0	0	0	1	68	0	0	0	0	0
URB-00051	urban_training_institution	2,016	rehab_training_school	prosthetist_orthotist	46	male	0	on_job_training	local_university	0	0	0	1	0	24	0	0	0	1	0	0	0	108	0	0	0	0	0
URB-00052	urban_training_institution	2,023	rehab_training_school	rehab_physician	22	female	24	diploma	local_university	1	0	0	1	0	20	0	0	1	0	1	0	1	96	1	0	1	1	0
URB-00053	urban_training_institution	2,011	university	social_worker	29	female	10	on_job_training	regional_school	0	0	1	0	0	15	0	0	1	0	0	0	1	53	0	0	0	0	0
URB-00054	urban_training_institution	2,020	rehab_training_school	rehab_nurse	35	female	20	certificate	local_university	0	0	1	0	0	23	0	0	0	0	0	0	0	99	0	0	0	0	0
URB-00055	urban_training_institution	2,024	teaching_hospital	physiotherapist	45	male	0	diploma	in_service	0	1	1	0	0	15	0	0	0	0	0	0	0	53	1	0	0	0	0
URB-00056	urban_training_institution	2,020	private_institution	audiologist	47	female	11	diploma	regional_school	0	0	0	1	0	17	0	0	0	0	1	1	1	67	0	0	0	0	0
URB-00057	urban_training_institution	2,014	university	physiotherapist	28	male	9	degree	regional_school	0	0	0	1	0	27	1	0	0	0	0	0	0	99	0	0	0	0	0
URB-00058	urban_training_institution	2,022	private_institution	psychologist	45	female	15	diploma	local_university	1	0	1	0	0	28	0	1	0	0	0	0	0	115	0	0	0	1	0
URB-00059	urban_training_institution	2,023	teaching_hospital	prosthetist_orthotist	23	female	3	diploma	local_university	1	0	0	1	0	26	0	0	0	0	0	0	1	99	0	0	0	0	0
URB-00060	urban_training_institution	2,023	teaching_hospital	other	32	male	10	diploma	local_university	1	0	1	0	1	19	0	0	1	0	0	1	1	73	0	0	1	0	1
URB-00061	urban_training_institution	2,017	university	social_worker	40	male	10	on_job_training	local_university	0	0	0	1	1	19	1	0	0	1	0	1	0	65	0	0	1	0	0
URB-00062	urban_training_institution	2,024	teaching_hospital	other	36	female	7	diploma	local_university	0	0	0	1	0	17	0	0	0	1	1	1	0	65	0	0	0	1	1
URB-00063	urban_training_institution	2,012	university	psychologist	35	female	3	certificate	in_service	0	0	1	0	0	20	0	1	0	0	1	1	0	71	1	0	1	1	0
URB-00064	urban_training_institution	2,013	private_institution	other	42	female	7	diploma	in_service	0	0	1	0	0	24	0	1	0	0	0	1	0	108	1	0	0	0	1
URB-00065	urban_training_institution	2,017	private_institution	occupational_therapist	37	female	5	certificate	regional_school	1	0	1	0	0	19	0	0	0	0	1	0	1	70	1	0	1	0	0
URB-00066	urban_training_institution	2,022	university	prosthetist_orthotist	34	female	2	on_job_training	in_service	1	0	0	1	0	15	0	0	0	0	1	1	0	57	1	0	0	0	0
URB-00067	urban_training_institution	2,011	university	rehab_nurse	56	female	0	on_job_training	in_service	0	1	1	0	0	17	0	0	0	1	0	1	0	65	0	0	0	1	0
URB-00068	urban_training_institution	2,017	rehab_training_school	other	47	male	5	degree	in_service	0	0	0	1	0	26	0	0	0	0	1	1	0	118	1	0	0	0	1
URB-00069	urban_training_institution	2,015	university	psychologist	27	male	13	on_job_training	in_service	0	0	1	0	0	19	0	0	1	0	1	1	1	91	1	0	0	0	0
URB-00070	urban_training_institution	2,013	university	rehab_nurse	22	female	2	on_job_training	local_university	0	0	1	0	0	12	1	0	1	0	0	0	1	56	0	0	0	0	0
URB-00071	urban_training_institution	2,024	university	social_worker	37	female	14	certificate	in_service	1	0	1	0	0	18	0	0	1	0	1	0	0	56	0	0	0	0	0
URB-00072	urban_training_institution	2,014	university	physiotherapist	42	female	2	on_job_training	in_service	0	0	1	0	0	28	0	0	0	0	1	0	1	102	1	0	1	0	0
URB-00073	urban_training_institution	2,020	private_institution	social_worker	42	female	4	certificate	in_service	0	0	0	1	0	15	0	0	0	1	0	0	0	67	0	0	0	0	0
URB-00074	urban_training_institution	2,023	rehab_training_school	physiotherapist	50	male	20	on_job_training	regional_school	0	0	0	1	0	20	1	1	1	0	0	1	1	77	0	1	0	0	0
URB-00075	urban_training_institution	2,010	private_institution	rehab_physician	40	female	1	on_job_training	regional_school	1	0	0	1	0	29	0	0	0	1	1	0	1	106	0	0	0	0	0
URB-00076	urban_training_institution	2,023	private_institution	social_worker	35	female	7	certificate	local_university	0	0	1	0	1	20	0	0	1	0	0	1	0	80	0	0	1	0	0
URB-00077	urban_training_institution	2,017	university	rehab_nurse	44	female	10	certificate	foreign_trained	1	1	0	1	1	21	0	0	0	0	1	0	1	75	1	0	0	0	0
URB-00078	urban_training_institution	2,022	private_institution	rehab_nurse	45	female	3	diploma	in_service	0	0	1	0	0	21	0	0	0	0	0	1	0	86	0	0	1	1	1
URB-00079	urban_training_institution	2,023	rehab_training_school	prosthetist_orthotist	26	female	0	on_job_training	local_university	0	0	0	1	0	26	0	0	0	0	0	0	0	106	1	0	0	0	0
URB-00080	urban_training_institution	2,018	private_institution	rehab_physician	43	female	4	certificate	regional_school	0	0	1	0	0	18	0	0	0	0	1	0	0	69	0	0	0	1	0
URB-00081	urban_training_institution	2,016	private_institution	rehab_nurse	40	male	4	certificate	regional_school	0	0	0	1	0	16	1	0	1	0	1	0	0	62	0	0	0	0	0
URB-00082	urban_training_institution	2,010	university	rehab_nurse	49	male	7	degree	regional_school	0	0	0	1	0	24	0	0	1	0	1	0	0	105	0	0	0	0	1
URB-00083	urban_training_institution	2,015	university	audiologist	37	female	4	on_job_training	local_university	0	0	0	1	0	22	0	1	1	1	1	1	0	106	0	1	0	0	0
URB-00084	urban_training_institution	2,019	rehab_training_school	occupational_therapist	25	female	0	certificate	local_university	1	0	1	0	0	23	1	0	1	0	0	1	0	91	0	0	0	0	0
URB-00085	urban_training_institution	2,022	rehab_training_school	rehab_nurse	33	male	2	degree	in_service	0	0	1	0	0	16	0	0	0	0	1	0	0	70	1	0	1	0	1
URB-00086	urban_training_institution	2,016	rehab_training_school	audiologist	36	female	19	degree	local_university	1	0	1	0	0	13	0	0	1	1	1	1	1	45	1	0	1	0	1
URB-00087	urban_training_institution	2,020	private_institution	physiotherapist	42	female	19	degree	regional_school	0	0	1	0	0	15	1	0	0	0	0	0	1	64	0	1	1	0	1
URB-00088	urban_training_institution	2,022	university	occupational_therapist	38	male	5	on_job_training	in_service	1	0	0	1	0	18	1	0	0	0	1	0	0	66	1	0	1	0	0
URB-00089	urban_training_institution	2,018	private_institution	rehab_nurse	30	female	7	certificate	local_university	1	0	1	0	1	21	0	0	0	0	0	0	0	70	0	0	1	0	0
URB-00090	urban_training_institution	2,019	university	physiotherapist	35	male	21	on_job_training	in_service	1	0	1	0	0	16	0	0	0	0	1	0	0	48	1	0	0	1	0
URB-00091	urban_training_institution	2,013	rehab_training_school	speech_therapist	29	female	7	certificate	in_service	0	0	1	0	0	13	0	0	0	0	1	1	0	62	1	0	0	0	0
URB-00092	urban_training_institution	2,010	private_institution	social_worker	54	female	7	diploma	regional_school	0	0	1	0	0	24	0	0	0	0	0	0	0	73	0	0	0	0	0
URB-00093	urban_training_institution	2,021	rehab_training_school	rehab_nurse	22	female	2	on_job_training	foreign_trained	1	0	1	0	0	15	0	0	1	0	1	1	1	58	1	1	0	0	0
URB-00094	urban_training_institution	2,011	private_institution	speech_therapist	37	male	3	on_job_training	regional_school	0	0	1	0	1	21	1	0	0	1	0	1	0	90	0	1	1	0	0
URB-00095	urban_training_institution	2,024	rehab_training_school	psychologist	40	female	0	on_job_training	foreign_trained	1	0	1	0	0	15	1	0	0	1	1	1	0	57	1	0	0	0	0
URB-00096	urban_training_institution	2,023	rehab_training_school	audiologist	28	male	0	degree	local_university	0	0	1	0	1	23	1	0	0	0	0	0	1	82	0	0	0	1	1
URB-00097	urban_training_institution	2,012	private_institution	occupational_therapist	41	male	6	certificate	in_service	1	1	1	0	0	26	0	0	1	0	0	1	0	86	1	0	1	0	0
URB-00098	urban_training_institution	2,021	private_institution	physiotherapist	45	female	9	certificate	in_service	0	0	1	0	1	22	0	1	1	0	1	1	0	90	1	0	0	0	0
URB-00099	urban_training_institution	2,010	private_institution	occupational_therapist	34	female	20	degree	local_university	1	0	0	1	0	21	0	1	0	1	1	1	0	87	1	0	1	0	1

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Rehabilitation Workforce & Training in Sub-Saharan Africa

Abstract

Synthetic dataset modelling rehabilitation workforce cadres, training, competencies, retention, and service delivery across three tiers in SSA. 0.5-2 rehab professionals per 100K vs 60+ in HIC; <5000 physiotherapists for all SSA.

Parameterization Evidence

Parameter	Value	Source	Year
0.5-2 rehab professionals per 100K in SSA	Workforce	WHO Rehab 2030	2023
<5000 physiotherapists for all SSA	Density	WCPT	2022
~0.5 P&O per million in SSA	Specialist	ISPO	2022

Validation

Usage

from datasets import load_dataset
ds = load_dataset("electricsheepafrica/rehabilitation-workforce-training", "urban_training_institution")

References

WHO. Rehabilitation 2030 initiative. 2023.
WCPT. Physiotherapy workforce data. 2022.
ISPO. Prosthetics and orthotics workforce. 2022.

Citation

@dataset{electricsheepafrica_rehabilitation_workforce_training_2025,
  title={Rehabilitation Workforce and Training in Sub-Saharan Africa},
  author={Electric Sheep Africa},
  year={2025},
  publisher={HuggingFace},
  url={https://huggingface.co/datasets/electricsheepafrica/rehabilitation-workforce-training}
}

License

CC-BY-4.0

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Size of downloaded dataset files:

4.45 MB

Size of the auto-converted Parquet files:

682 kB

Number of rows:

30,000