Datasets:

electricsheepafrica
/

intellectual-disability-developmental

record_id string	scenario string	year int64	setting string	age int64	sex string	cause string	severity string	comorbid_epilepsy int64	comorbid_cerebral_palsy int64	formally_diagnosed int64	developmental_screening int64	early_intervention int64	speech_therapy int64	medication int64	school_enrolled int64	special_education int64	inclusive_education int64	dropped_out int64	family_support int64	caregiver_burden int64	stigma_experienced int64	abuse_neglect_risk int64	financial_barrier int64	no_services_available int64	daily_living_skills string	community_participation int64
URB-00000	urban_specialist_centre	2,022	paediatric_hospital	14	female	perinatal_asphyxia	profound	0	0	1	0	0	0	0	1	0	0	0	0	0	0	0	1	1	supervised	0
URB-00001	urban_specialist_centre	2,021	private_clinic	5	male	meningitis_encephalitis	mild	1	0	0	0	0	0	1	1	0	1	1	1	0	0	0	0	0	independent	1
URB-00002	urban_specialist_centre	2,020	paediatric_hospital	2	female	congenital_infection	moderate	0	0	1	1	1	0	0	0	0	0	0	0	0	0	0	0	1	independent	0
URB-00003	urban_specialist_centre	2,017	specialist_centre	8	male	congenital_infection	moderate	0	0	1	1	0	0	0	0	0	0	0	0	1	1	0	1	0	independent	0
URB-00004	urban_specialist_centre	2,021	special_school	9	female	iodine_deficiency	moderate	1	0	1	1	0	0	1	1	1	0	0	0	0	1	0	0	0	supervised	0
URB-00005	urban_specialist_centre	2,018	paediatric_hospital	7	female	unknown	mild	0	1	0	0	0	0	0	1	1	0	0	0	0	0	0	0	0	supervised	0
URB-00006	urban_specialist_centre	2,013	specialist_centre	3	female	unknown	severe	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	supervised	0
URB-00007	urban_specialist_centre	2,022	private_clinic	7	male	perinatal_asphyxia	mild	1	0	0	1	0	0	0	1	1	0	0	0	1	0	0	1	1	supervised	0
URB-00008	urban_specialist_centre	2,011	specialist_centre	9	female	iodine_deficiency	profound	0	0	1	0	0	0	0	0	0	0	0	0	1	0	0	1	1	dependent	0
URB-00009	urban_specialist_centre	2,011	specialist_centre	5	male	unknown	mild	1	0	1	1	0	0	1	1	0	0	0	1	1	1	0	1	0	independent	0
URB-00010	urban_specialist_centre	2,010	private_clinic	1	female	unknown	profound	0	0	1	1	0	0	0	0	0	0	0	1	1	1	0	1	0	supervised	0
URB-00011	urban_specialist_centre	2,023	paediatric_hospital	20	male	unknown	moderate	0	0	0	1	0	0	0	0	0	0	0	1	0	1	1	0	0	dependent	0
URB-00012	urban_specialist_centre	2,024	specialist_centre	3	male	iodine_deficiency	mild	0	0	0	0	0	0	0	0	0	0	0	1	1	1	0	1	0	supervised	0
URB-00013	urban_specialist_centre	2,015	specialist_centre	10	female	meningitis_encephalitis	mild	0	0	0	1	0	0	0	1	0	0	1	0	0	1	0	1	1	supervised	0
URB-00014	urban_specialist_centre	2,022	specialist_centre	1	female	genetic_chromosomal	severe	1	0	1	0	1	0	0	0	0	0	0	1	1	0	0	1	1	dependent	0
URB-00015	urban_specialist_centre	2,022	special_school	23	male	genetic_chromosomal	mild	0	0	1	0	0	0	0	1	0	1	0	0	1	1	0	0	0	independent	0
URB-00016	urban_specialist_centre	2,015	special_school	18	female	unknown	mild	0	0	1	1	0	0	0	1	1	0	0	0	1	0	0	0	0	dependent	0
URB-00017	urban_specialist_centre	2,015	special_school	18	male	congenital_infection	mild	0	0	0	1	0	0	0	0	0	0	0	1	1	1	0	1	0	independent	0
URB-00018	urban_specialist_centre	2,023	paediatric_hospital	16	female	perinatal_asphyxia	mild	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	1	supervised	1
URB-00019	urban_specialist_centre	2,021	paediatric_hospital	27	male	perinatal_asphyxia	profound	1	0	0	1	0	0	0	0	0	0	0	0	0	1	0	1	0	dependent	0
URB-00020	urban_specialist_centre	2,018	private_clinic	4	female	genetic_chromosomal	moderate	0	1	0	1	0	0	0	0	0	0	0	0	1	1	0	0	0	supervised	0
URB-00021	urban_specialist_centre	2,023	special_school	3	female	unknown	mild	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	1	dependent	1
URB-00022	urban_specialist_centre	2,019	private_clinic	12	female	perinatal_asphyxia	mild	1	1	0	0	0	0	1	0	0	0	0	0	1	0	1	1	0	supervised	0
URB-00023	urban_specialist_centre	2,016	private_clinic	5	female	meningitis_encephalitis	mild	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	supervised	1
URB-00024	urban_specialist_centre	2,013	specialist_centre	3	female	genetic_chromosomal	moderate	0	0	0	1	0	0	0	0	0	0	0	0	0	1	0	1	1	supervised	0
URB-00025	urban_specialist_centre	2,022	paediatric_hospital	13	female	congenital_infection	severe	0	0	1	0	0	0	0	1	1	0	1	1	1	1	1	1	0	supervised	1
URB-00026	urban_specialist_centre	2,016	paediatric_hospital	7	male	unknown	mild	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	1	independent	1
URB-00027	urban_specialist_centre	2,023	specialist_centre	14	male	perinatal_asphyxia	moderate	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	0	dependent	0
URB-00028	urban_specialist_centre	2,017	paediatric_hospital	13	male	genetic_chromosomal	mild	1	0	1	0	0	0	0	0	0	0	0	1	1	0	1	0	0	dependent	1
URB-00029	urban_specialist_centre	2,010	special_school	12	female	unknown	mild	0	0	0	1	0	0	0	0	0	0	0	0	0	1	1	0	1	independent	0
URB-00030	urban_specialist_centre	2,016	special_school	9	female	perinatal_asphyxia	mild	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	dependent	1
URB-00031	urban_specialist_centre	2,024	paediatric_hospital	32	female	meningitis_encephalitis	mild	0	0	0	1	0	0	0	1	1	0	0	0	0	1	0	0	1	independent	0
URB-00032	urban_specialist_centre	2,017	specialist_centre	9	male	unknown	moderate	0	1	0	0	0	0	0	0	0	0	0	1	1	0	1	0	0	independent	1
URB-00033	urban_specialist_centre	2,012	private_clinic	4	female	genetic_chromosomal	mild	0	0	0	1	0	0	0	0	0	0	0	1	1	1	0	0	0	supervised	1
URB-00034	urban_specialist_centre	2,012	private_clinic	8	female	malnutrition	moderate	0	0	1	0	0	0	0	1	1	0	1	0	1	0	0	1	0	dependent	0
URB-00035	urban_specialist_centre	2,017	specialist_centre	11	male	perinatal_asphyxia	mild	0	0	1	0	0	1	0	1	0	1	1	0	1	1	0	0	0	dependent	0
URB-00036	urban_specialist_centre	2,013	special_school	10	male	meningitis_encephalitis	severe	0	0	1	0	0	0	0	1	0	0	0	0	1	1	0	0	1	dependent	0
URB-00037	urban_specialist_centre	2,022	private_clinic	3	female	perinatal_asphyxia	mild	1	0	1	1	0	0	0	0	0	0	0	0	0	1	0	0	0	dependent	0
URB-00038	urban_specialist_centre	2,018	paediatric_hospital	8	male	genetic_chromosomal	profound	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	1	dependent	0
URB-00039	urban_specialist_centre	2,022	specialist_centre	6	male	meningitis_encephalitis	profound	1	0	0	0	0	0	1	0	0	0	0	0	1	1	0	1	0	dependent	0
URB-00040	urban_specialist_centre	2,018	specialist_centre	11	female	genetic_chromosomal	moderate	0	1	0	0	0	0	0	0	0	0	0	0	1	1	1	1	1	independent	1
URB-00041	urban_specialist_centre	2,017	special_school	6	female	unknown	mild	1	0	0	1	0	0	0	0	0	0	0	0	1	1	0	1	1	independent	0
URB-00042	urban_specialist_centre	2,016	private_clinic	9	female	meningitis_encephalitis	mild	0	0	1	0	0	0	0	0	0	0	0	1	1	0	0	1	0	supervised	0
URB-00043	urban_specialist_centre	2,014	paediatric_hospital	2	female	congenital_infection	mild	1	0	1	0	0	0	1	0	0	0	0	0	1	1	0	1	1	supervised	1
URB-00044	urban_specialist_centre	2,016	specialist_centre	16	male	unknown	profound	1	1	1	0	0	0	0	1	0	0	0	1	0	0	0	0	1	dependent	1
URB-00045	urban_specialist_centre	2,015	specialist_centre	27	female	iodine_deficiency	mild	0	0	0	1	0	0	0	0	0	0	0	0	1	1	1	1	1	supervised	0
URB-00046	urban_specialist_centre	2,021	specialist_centre	4	female	iodine_deficiency	moderate	1	0	1	1	1	0	0	0	0	0	0	1	0	1	0	0	1	dependent	0
URB-00047	urban_specialist_centre	2,018	private_clinic	2	female	perinatal_asphyxia	moderate	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	1	1	supervised	0
URB-00048	urban_specialist_centre	2,021	specialist_centre	5	male	iodine_deficiency	mild	0	0	1	1	0	0	0	0	0	0	0	0	0	1	1	1	0	independent	0
URB-00049	urban_specialist_centre	2,015	private_clinic	6	female	unknown	mild	1	0	0	1	0	0	0	0	0	0	0	1	1	1	0	0	0	dependent	1
URB-00050	urban_specialist_centre	2,022	paediatric_hospital	9	female	unknown	severe	0	0	1	1	0	0	0	1	1	0	1	0	1	0	0	1	1	supervised	0
URB-00051	urban_specialist_centre	2,019	private_clinic	13	female	genetic_chromosomal	severe	0	0	1	1	0	0	0	1	0	0	0	0	1	1	0	1	0	dependent	0
URB-00052	urban_specialist_centre	2,024	paediatric_hospital	19	male	perinatal_asphyxia	moderate	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	0	dependent	0
URB-00053	urban_specialist_centre	2,017	private_clinic	8	female	meningitis_encephalitis	mild	0	0	0	0	0	0	0	1	1	0	1	0	0	0	0	1	0	independent	0
URB-00054	urban_specialist_centre	2,015	specialist_centre	4	female	perinatal_asphyxia	moderate	0	0	0	1	0	0	0	0	0	0	0	0	0	1	1	1	1	supervised	0
URB-00055	urban_specialist_centre	2,024	paediatric_hospital	6	female	unknown	moderate	0	0	1	1	0	0	0	0	0	0	0	1	1	0	0	0	1	supervised	1
URB-00056	urban_specialist_centre	2,019	private_clinic	1	female	genetic_chromosomal	mild	1	1	0	0	0	0	0	0	0	0	0	1	0	0	0	1	1	supervised	0
URB-00057	urban_specialist_centre	2,014	special_school	10	male	unknown	mild	1	0	1	1	0	0	1	1	0	0	0	0	0	0	0	1	1	dependent	0
URB-00058	urban_specialist_centre	2,011	paediatric_hospital	2	male	meningitis_encephalitis	mild	0	0	1	1	0	0	0	0	0	0	0	1	1	0	0	0	0	supervised	1
URB-00059	urban_specialist_centre	2,023	paediatric_hospital	4	female	perinatal_asphyxia	severe	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	dependent	0
URB-00060	urban_specialist_centre	2,018	specialist_centre	10	female	trauma	profound	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	0	dependent	0
URB-00061	urban_specialist_centre	2,010	specialist_centre	3	female	malnutrition	mild	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	1	0	dependent	0
URB-00062	urban_specialist_centre	2,021	paediatric_hospital	36	male	congenital_infection	mild	0	0	1	0	0	0	0	1	1	0	1	0	1	0	0	0	0	dependent	0
URB-00063	urban_specialist_centre	2,021	paediatric_hospital	16	male	perinatal_asphyxia	severe	0	0	1	0	0	0	0	0	0	0	0	0	1	1	0	0	1	dependent	0
URB-00064	urban_specialist_centre	2,020	specialist_centre	3	male	perinatal_asphyxia	mild	0	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	0	supervised	0
URB-00065	urban_specialist_centre	2,024	paediatric_hospital	10	male	perinatal_asphyxia	mild	0	0	0	1	0	0	0	0	0	0	0	0	1	1	0	0	0	supervised	0
URB-00066	urban_specialist_centre	2,014	specialist_centre	5	female	unknown	moderate	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	dependent	0
URB-00067	urban_specialist_centre	2,015	specialist_centre	16	female	meningitis_encephalitis	mild	0	0	1	0	0	0	0	0	0	0	0	1	0	1	1	0	1	independent	0
URB-00068	urban_specialist_centre	2,019	specialist_centre	16	female	trauma	moderate	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	1	0	supervised	1
URB-00069	urban_specialist_centre	2,014	paediatric_hospital	11	male	unknown	profound	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	1	1	dependent	1
URB-00070	urban_specialist_centre	2,021	private_clinic	19	male	genetic_chromosomal	profound	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	1	supervised	0
URB-00071	urban_specialist_centre	2,015	specialist_centre	39	female	genetic_chromosomal	mild	0	0	0	0	0	0	0	1	1	0	0	1	1	1	0	1	0	supervised	0
URB-00072	urban_specialist_centre	2,012	specialist_centre	28	male	meningitis_encephalitis	severe	0	0	0	1	0	0	0	0	0	0	0	1	0	0	0	0	0	dependent	1
URB-00073	urban_specialist_centre	2,017	paediatric_hospital	9	male	unknown	mild	0	0	0	1	0	0	0	1	0	1	0	0	1	1	0	1	0	supervised	0
URB-00074	urban_specialist_centre	2,024	specialist_centre	13	male	meningitis_encephalitis	mild	0	0	1	1	0	0	0	1	0	0	1	0	1	0	1	0	0	dependent	0
URB-00075	urban_specialist_centre	2,024	paediatric_hospital	9	male	malnutrition	mild	0	1	1	1	0	1	0	1	0	0	0	1	1	0	0	0	0	supervised	0
URB-00076	urban_specialist_centre	2,022	private_clinic	8	male	unknown	severe	0	0	0	1	0	0	0	0	0	0	0	1	1	1	0	1	0	supervised	0
URB-00077	urban_specialist_centre	2,017	paediatric_hospital	8	male	genetic_chromosomal	moderate	1	0	0	1	0	0	0	1	0	0	0	0	1	1	0	1	0	independent	0
URB-00078	urban_specialist_centre	2,014	special_school	4	female	unknown	mild	0	0	1	1	0	0	0	0	0	0	0	1	0	0	0	1	1	independent	0
URB-00079	urban_specialist_centre	2,014	special_school	12	male	congenital_infection	mild	0	1	0	1	0	0	0	1	1	0	0	0	1	1	0	1	0	supervised	0
URB-00080	urban_specialist_centre	2,024	paediatric_hospital	5	female	perinatal_asphyxia	moderate	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	1	1	dependent	0
URB-00081	urban_specialist_centre	2,017	specialist_centre	2	female	genetic_chromosomal	mild	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	supervised	0
URB-00082	urban_specialist_centre	2,018	paediatric_hospital	19	female	unknown	mild	0	0	1	0	0	1	0	1	1	0	0	0	1	0	0	1	1	supervised	0
URB-00083	urban_specialist_centre	2,023	paediatric_hospital	17	male	perinatal_asphyxia	mild	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	1	1	dependent	1
URB-00084	urban_specialist_centre	2,018	private_clinic	11	female	genetic_chromosomal	moderate	0	0	1	1	0	0	0	0	0	0	0	0	1	1	0	0	0	independent	0
URB-00085	urban_specialist_centre	2,021	paediatric_hospital	6	female	unknown	mild	1	0	0	0	0	0	0	1	0	0	0	0	1	0	1	1	1	dependent	1
URB-00086	urban_specialist_centre	2,013	special_school	28	female	trauma	mild	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	1	0	supervised	1
URB-00087	urban_specialist_centre	2,016	special_school	12	female	trauma	moderate	0	0	1	1	0	0	0	1	0	0	0	0	1	0	0	1	1	independent	0
URB-00088	urban_specialist_centre	2,016	private_clinic	7	male	perinatal_asphyxia	mild	0	0	1	0	0	0	0	1	0	0	0	0	1	0	0	1	0	dependent	0
URB-00089	urban_specialist_centre	2,020	paediatric_hospital	4	male	perinatal_asphyxia	mild	0	0	1	1	0	0	0	0	0	0	0	0	0	0	0	0	1	dependent	0
URB-00090	urban_specialist_centre	2,022	paediatric_hospital	7	male	malnutrition	moderate	0	0	0	1	0	0	0	0	0	0	0	0	0	1	1	1	1	dependent	0
URB-00091	urban_specialist_centre	2,021	paediatric_hospital	16	male	perinatal_asphyxia	mild	0	0	0	0	0	0	0	0	0	0	0	1	0	1	1	1	1	supervised	1
URB-00092	urban_specialist_centre	2,017	paediatric_hospital	9	female	congenital_infection	mild	0	0	0	0	0	0	0	0	0	0	0	1	1	1	0	0	0	dependent	1
URB-00093	urban_specialist_centre	2,018	specialist_centre	25	female	unknown	severe	0	0	0	1	0	0	0	1	0	0	0	0	1	1	0	0	0	dependent	0
URB-00094	urban_specialist_centre	2,023	special_school	10	female	unknown	profound	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	dependent	0
URB-00095	urban_specialist_centre	2,017	paediatric_hospital	1	female	malnutrition	moderate	0	0	0	1	0	0	0	0	0	0	0	0	1	0	0	0	0	independent	0
URB-00096	urban_specialist_centre	2,010	paediatric_hospital	13	female	malnutrition	mild	0	0	1	1	0	0	0	0	0	0	0	0	1	1	0	0	1	independent	0
URB-00097	urban_specialist_centre	2,022	specialist_centre	5	female	perinatal_asphyxia	mild	0	0	1	1	1	0	0	1	0	0	1	0	1	0	0	1	0	dependent	0
URB-00098	urban_specialist_centre	2,020	paediatric_hospital	10	female	perinatal_asphyxia	mild	1	0	0	0	0	0	1	0	0	0	0	0	0	0	0	1	1	dependent	0
URB-00099	urban_specialist_centre	2,013	special_school	5	male	unknown	mild	0	1	0	1	0	0	0	1	0	1	1	0	0	1	1	0	1	independent	0

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Intellectual Disability & Developmental Delays in Sub-Saharan Africa

Abstract

Synthetic dataset modelling intellectual disability causes, diagnosis, early intervention, education, and family support across three service tiers in SSA. Prevalence 1-3% globally, higher in LMICs; perinatal asphyxia, malnutrition, infections are major causes.

Parameterization Evidence

Parameter	Value	Source	Year
ID prevalence 1-3% globally; higher in LMICs	Burden	WHO	2023
Causes: asphyxia, malaria, meningitis, malnutrition	Aetiology	Lancet	2022
<0.1 psychiatrists per 100K in most SSA	Workforce	WHO Atlas	2020

Validation

Usage

from datasets import load_dataset
ds = load_dataset("electricsheepafrica/intellectual-disability-developmental", "urban_specialist_centre")

References

WHO. Intellectual disability fact sheet. 2023.
Lancet. Developmental disabilities in SSA. 2022.
WHO Mental Health Atlas. 2020.

Citation

@dataset{electricsheepafrica_intellectual_disability_2025,
  title={Intellectual Disability and Developmental Delays in Sub-Saharan Africa},
  author={Electric Sheep Africa},
  year={2025},
  publisher={HuggingFace},
  url={https://huggingface.co/datasets/electricsheepafrica/intellectual-disability-developmental}
}

License

CC-BY-4.0

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Size of downloaded dataset files:

3.89 MB

Size of the auto-converted Parquet files:

564 kB

Number of rows:

30,000