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record_id
string
scenario
string
year
int64
setting
string
age
int64
sex
string
condition
string
severity
string
duration_years
int64
treatment_received
int64
medication
int64
psychosocial_support
int64
psychiatrist_seen
int64
traditional_healer_consulted
int64
faith_healer_consulted
int64
chained_confined
int64
abuse_experienced
int64
functional_disability
string
unable_to_work
int64
social_isolation
int64
homelessness
int64
stigma
int64
cost_barrier
int64
no_services
int64
symptom_improvement
int64
community_participation
int64
caregiver_burden
int64
suicide_attempt
int64
treatment_gap
int64
URB-00000
urban_mental_health
2,022
general_hospital_MH
42
female
depression
severe
7
1
0
0
0
1
1
0
1
severe
0
0
0
0
0
1
1
1
0
0
0
URB-00001
urban_mental_health
2,024
general_hospital_MH
20
female
depression
mild
1
0
0
0
0
0
1
0
0
severe
1
1
0
0
1
1
0
0
0
0
1
URB-00002
urban_mental_health
2,021
private_practice
25
female
depression
mild
5
0
0
0
0
0
0
0
0
none
0
0
0
1
1
0
0
1
0
0
1
URB-00003
urban_mental_health
2,015
community_MH_centre
26
female
PTSD
moderate
0
1
1
0
1
1
0
0
0
moderate
1
0
0
1
1
1
0
0
1
0
0
URB-00004
urban_mental_health
2,022
private_practice
18
male
depression
severe
0
0
0
0
1
0
0
0
0
moderate
0
0
0
1
1
0
0
0
1
0
1
URB-00005
urban_mental_health
2,013
private_practice
26
male
anxiety
mild
27
0
0
1
0
1
0
0
0
moderate
1
1
0
1
1
1
0
0
0
0
1
URB-00006
urban_mental_health
2,012
community_MH_centre
10
female
psychosis_schizophrenia
severe
12
1
0
1
0
0
0
0
0
moderate
1
0
1
1
0
0
0
0
1
0
0
URB-00007
urban_mental_health
2,015
private_practice
26
male
depression
severe
4
1
1
0
1
0
1
0
0
severe
0
1
0
1
0
1
0
0
1
0
0
URB-00008
urban_mental_health
2,021
private_practice
32
male
other
moderate
3
0
0
0
0
0
1
0
0
moderate
1
1
0
1
0
0
0
0
1
0
1
URB-00009
urban_mental_health
2,022
psychiatric_hospital
48
female
substance_use
mild
9
0
0
0
0
1
0
0
0
severe
1
1
0
1
0
0
0
1
0
0
1
URB-00010
urban_mental_health
2,019
psychiatric_hospital
56
male
depression
severe
1
1
1
1
1
0
0
0
0
moderate
0
0
0
1
1
0
1
0
1
0
0
URB-00011
urban_mental_health
2,022
psychiatric_hospital
38
male
epilepsy
severe
11
0
0
0
0
1
0
0
0
severe
1
1
0
1
1
1
0
0
1
0
1
URB-00012
urban_mental_health
2,015
general_hospital_MH
17
male
other
severe
4
0
0
0
0
0
0
0
0
mild
0
0
0
0
1
0
0
0
1
0
1
URB-00013
urban_mental_health
2,024
psychiatric_hospital
15
female
anxiety
severe
3
0
0
0
1
0
1
0
0
moderate
1
0
0
1
0
0
0
1
1
0
1
URB-00014
urban_mental_health
2,020
general_hospital_MH
24
female
psychosis_schizophrenia
severe
13
0
0
0
1
1
0
0
0
severe
0
0
0
1
0
0
0
1
0
0
1
URB-00015
urban_mental_health
2,020
psychiatric_hospital
54
female
depression
moderate
6
0
0
0
0
0
0
0
1
severe
0
1
0
0
1
0
0
0
1
0
1
URB-00016
urban_mental_health
2,010
psychiatric_hospital
29
female
depression
severe
10
1
1
0
0
1
0
0
0
moderate
0
1
0
1
0
0
1
0
1
0
0
URB-00017
urban_mental_health
2,021
private_practice
12
male
anxiety
mild
21
1
1
0
0
0
0
0
0
severe
1
0
0
0
0
0
0
0
0
0
0
URB-00018
urban_mental_health
2,017
psychiatric_hospital
32
male
psychosis_schizophrenia
moderate
5
0
0
0
0
0
1
0
1
moderate
1
1
0
0
0
0
0
0
1
0
1
URB-00019
urban_mental_health
2,022
community_MH_centre
16
female
psychosis_schizophrenia
moderate
11
0
0
0
0
0
1
0
0
moderate
1
1
0
0
1
1
0
0
1
0
1
URB-00020
urban_mental_health
2,021
psychiatric_hospital
10
female
psychosis_schizophrenia
mild
11
0
0
0
0
0
1
0
0
severe
1
0
0
1
1
0
0
0
0
0
1
URB-00021
urban_mental_health
2,022
private_practice
18
female
other
mild
2
1
0
0
1
0
1
0
0
mild
0
0
0
0
1
1
0
0
0
0
0
URB-00022
urban_mental_health
2,020
community_MH_centre
29
male
psychosis_schizophrenia
moderate
2
0
0
0
0
0
0
0
0
severe
1
0
0
1
1
1
0
0
1
0
1
URB-00023
urban_mental_health
2,015
psychiatric_hospital
29
female
psychosis_schizophrenia
moderate
2
0
0
0
0
0
0
0
0
severe
0
0
0
0
0
0
0
0
1
0
1
URB-00024
urban_mental_health
2,019
community_MH_centre
54
female
psychosis_schizophrenia
severe
4
1
1
0
0
0
0
0
0
severe
0
1
1
1
0
0
0
0
0
0
0
URB-00025
urban_mental_health
2,010
psychiatric_hospital
52
female
depression
moderate
4
0
0
0
0
1
0
0
0
severe
1
0
0
1
1
0
0
1
1
0
1
URB-00026
urban_mental_health
2,022
private_practice
34
male
depression
moderate
16
0
0
0
1
1
1
0
0
none
0
0
0
0
1
1
0
0
1
0
1
URB-00027
urban_mental_health
2,023
psychiatric_hospital
10
female
bipolar
severe
3
0
0
0
0
1
0
0
0
severe
0
0
0
0
0
0
0
0
0
0
1
URB-00028
urban_mental_health
2,020
private_practice
36
male
depression
severe
0
1
1
0
0
1
0
0
0
mild
0
1
1
1
0
1
0
0
1
0
0
URB-00029
urban_mental_health
2,023
general_hospital_MH
47
male
bipolar
severe
3
0
0
1
0
0
1
1
0
severe
1
1
0
0
1
0
0
0
1
0
1
URB-00030
urban_mental_health
2,020
psychiatric_hospital
26
female
psychosis_schizophrenia
severe
10
0
0
0
0
1
0
0
0
moderate
1
1
0
1
1
0
0
0
1
0
1
URB-00031
urban_mental_health
2,023
community_MH_centre
32
male
PTSD
mild
0
1
1
0
1
0
0
0
0
mild
0
1
0
0
1
0
1
0
0
0
0
URB-00032
urban_mental_health
2,023
general_hospital_MH
20
female
psychosis_schizophrenia
severe
1
0
0
0
0
0
1
0
0
moderate
1
0
0
1
0
1
0
0
0
0
1
URB-00033
urban_mental_health
2,013
general_hospital_MH
10
female
psychosis_schizophrenia
moderate
10
0
0
0
1
0
0
0
0
none
0
1
0
0
1
0
0
0
0
0
1
URB-00034
urban_mental_health
2,016
general_hospital_MH
75
female
psychosis_schizophrenia
moderate
17
1
1
1
1
1
0
0
0
none
0
0
0
0
1
1
0
0
1
0
0
URB-00035
urban_mental_health
2,010
general_hospital_MH
42
female
bipolar
mild
4
0
0
0
0
0
0
0
0
none
0
1
0
1
0
1
0
0
0
0
1
URB-00036
urban_mental_health
2,013
general_hospital_MH
27
female
anxiety
severe
2
0
0
0
0
1
0
0
0
severe
1
1
0
1
1
1
0
0
0
0
1
URB-00037
urban_mental_health
2,015
community_MH_centre
51
male
depression
severe
12
0
0
0
0
0
0
0
0
mild
0
0
0
1
0
1
0
1
1
0
1
URB-00038
urban_mental_health
2,015
community_MH_centre
48
male
anxiety
mild
7
1
0
1
0
0
0
0
0
mild
0
0
0
1
0
1
1
1
0
0
0
URB-00039
urban_mental_health
2,017
psychiatric_hospital
28
female
psychosis_schizophrenia
severe
2
0
0
0
0
1
0
0
0
moderate
0
1
0
0
0
0
0
0
0
0
1
URB-00040
urban_mental_health
2,016
private_practice
30
female
PTSD
moderate
12
0
0
0
0
1
1
0
1
moderate
0
0
0
1
1
1
0
0
1
0
1
URB-00041
urban_mental_health
2,012
general_hospital_MH
27
male
PTSD
severe
2
0
0
0
0
1
0
0
0
severe
1
0
0
0
0
1
0
0
1
0
1
URB-00042
urban_mental_health
2,018
community_MH_centre
21
male
other
severe
5
0
0
0
0
1
0
0
0
moderate
1
1
0
1
0
0
0
1
1
0
1
URB-00043
urban_mental_health
2,022
private_practice
30
female
depression
moderate
2
0
0
0
0
1
1
0
0
mild
0
0
0
0
1
0
0
0
0
0
1
URB-00044
urban_mental_health
2,020
community_MH_centre
22
female
bipolar
mild
1
0
0
1
0
1
0
0
0
severe
1
1
0
0
0
0
0
0
0
0
1
URB-00045
urban_mental_health
2,011
psychiatric_hospital
36
male
depression
mild
1
1
0
0
1
0
0
0
0
none
0
1
0
0
1
0
0
0
0
0
0
URB-00046
urban_mental_health
2,013
psychiatric_hospital
32
male
depression
mild
1
0
0
0
1
0
0
0
0
severe
0
0
0
1
1
0
0
0
0
0
1
URB-00047
urban_mental_health
2,019
private_practice
57
male
depression
moderate
2
0
0
0
0
0
0
0
0
moderate
1
0
0
0
1
1
0
0
0
0
1
URB-00048
urban_mental_health
2,023
general_hospital_MH
46
female
depression
mild
3
0
0
0
1
1
0
0
0
mild
0
0
0
1
1
1
0
0
0
0
1
URB-00049
urban_mental_health
2,013
private_practice
22
male
depression
mild
8
0
0
0
0
0
0
0
1
moderate
1
0
0
0
0
1
0
0
0
0
1
URB-00050
urban_mental_health
2,024
general_hospital_MH
36
female
depression
moderate
1
0
0
0
0
1
0
0
0
severe
0
1
0
1
1
0
0
0
0
0
1
URB-00051
urban_mental_health
2,015
general_hospital_MH
56
male
PTSD
moderate
1
0
0
0
0
0
0
0
0
none
0
0
0
1
0
0
0
1
0
0
1
URB-00052
urban_mental_health
2,010
private_practice
10
female
bipolar
mild
0
0
0
0
0
1
1
0
0
moderate
0
0
0
0
0
1
0
0
0
0
1
URB-00053
urban_mental_health
2,011
private_practice
42
female
other
moderate
2
0
0
1
0
0
1
0
0
severe
1
0
0
1
0
1
0
0
0
0
1
URB-00054
urban_mental_health
2,010
general_hospital_MH
36
male
depression
mild
2
0
0
0
0
0
1
0
0
severe
0
0
0
1
1
0
0
0
0
0
1
URB-00055
urban_mental_health
2,021
general_hospital_MH
30
male
other
severe
1
0
0
0
0
0
0
0
0
moderate
1
0
0
1
0
1
0
0
0
0
1
URB-00056
urban_mental_health
2,024
private_practice
10
male
substance_use
moderate
2
0
0
0
0
1
0
0
0
moderate
1
1
0
0
1
0
0
1
1
0
1
URB-00057
urban_mental_health
2,013
private_practice
40
female
other
severe
2
1
1
0
0
0
1
0
0
severe
0
1
0
1
0
1
0
0
1
0
0
URB-00058
urban_mental_health
2,020
community_MH_centre
43
male
PTSD
mild
17
1
0
0
0
1
0
0
0
none
0
0
0
1
0
1
0
0
0
0
0
URB-00059
urban_mental_health
2,011
private_practice
30
female
psychosis_schizophrenia
moderate
8
0
0
0
0
0
0
0
0
severe
0
0
0
1
1
0
0
0
0
0
1
URB-00060
urban_mental_health
2,021
private_practice
29
male
other
mild
1
0
0
0
0
0
1
0
0
moderate
1
1
0
1
1
0
0
1
0
0
1
URB-00061
urban_mental_health
2,018
private_practice
15
female
psychosis_schizophrenia
severe
2
1
0
0
0
1
1
0
0
mild
0
0
0
0
0
0
0
0
0
0
0
URB-00062
urban_mental_health
2,017
psychiatric_hospital
29
female
bipolar
moderate
4
0
0
1
0
0
0
0
0
severe
0
1
0
1
1
0
0
0
0
0
1
URB-00063
urban_mental_health
2,013
psychiatric_hospital
21
female
psychosis_schizophrenia
severe
4
1
0
0
1
0
1
0
0
moderate
1
1
0
1
0
1
0
0
1
0
0
URB-00064
urban_mental_health
2,013
community_MH_centre
39
male
psychosis_schizophrenia
severe
4
1
0
0
0
0
0
0
0
severe
0
1
0
1
1
1
0
0
1
0
0
URB-00065
urban_mental_health
2,014
general_hospital_MH
33
female
psychosis_schizophrenia
mild
24
1
1
0
0
0
0
0
0
none
0
0
0
1
0
0
0
0
0
0
0
URB-00066
urban_mental_health
2,021
general_hospital_MH
32
female
substance_use
severe
9
1
1
0
0
0
0
0
0
moderate
0
1
0
0
0
0
0
0
0
0
0
URB-00067
urban_mental_health
2,011
general_hospital_MH
32
male
substance_use
moderate
4
0
0
0
0
0
0
0
0
none
0
1
0
0
0
0
0
0
0
0
1
URB-00068
urban_mental_health
2,010
general_hospital_MH
44
male
substance_use
moderate
3
0
0
0
0
0
1
0
0
none
0
0
0
0
0
0
0
0
1
0
1
URB-00069
urban_mental_health
2,020
psychiatric_hospital
29
female
psychosis_schizophrenia
moderate
1
0
0
0
0
1
1
0
1
mild
0
1
0
0
1
1
0
0
0
0
1
URB-00070
urban_mental_health
2,020
private_practice
31
female
PTSD
moderate
1
1
0
0
0
1
0
0
0
none
0
0
0
1
1
0
1
0
1
0
0
URB-00071
urban_mental_health
2,020
community_MH_centre
17
male
PTSD
severe
14
0
0
0
1
1
0
0
0
mild
0
0
0
1
1
0
0
0
1
0
1
URB-00072
urban_mental_health
2,021
psychiatric_hospital
33
female
other
moderate
4
0
0
0
0
1
1
0
0
severe
0
1
0
0
1
0
0
0
1
0
1
URB-00073
urban_mental_health
2,020
general_hospital_MH
33
male
epilepsy
moderate
3
0
0
0
0
1
1
0
0
severe
0
0
0
0
0
0
0
0
0
0
1
URB-00074
urban_mental_health
2,015
general_hospital_MH
53
female
epilepsy
severe
2
0
0
0
0
0
0
0
0
mild
0
1
0
0
1
1
0
0
1
0
1
URB-00075
urban_mental_health
2,015
psychiatric_hospital
35
male
depression
mild
6
0
0
0
0
1
0
0
1
severe
0
1
0
1
0
0
0
0
0
0
1
URB-00076
urban_mental_health
2,021
community_MH_centre
17
female
psychosis_schizophrenia
moderate
2
1
1
1
0
0
0
0
0
severe
1
0
0
0
1
1
0
0
1
0
0
URB-00077
urban_mental_health
2,022
private_practice
46
female
depression
severe
24
0
0
0
0
0
0
0
1
severe
0
0
0
1
0
1
0
0
1
0
1
URB-00078
urban_mental_health
2,015
private_practice
17
male
depression
mild
3
0
0
0
0
1
0
0
0
moderate
0
1
0
0
0
1
0
0
0
0
1
URB-00079
urban_mental_health
2,011
general_hospital_MH
32
male
psychosis_schizophrenia
severe
2
0
0
0
0
1
0
0
0
mild
0
0
0
1
1
1
0
0
1
0
1
URB-00080
urban_mental_health
2,019
general_hospital_MH
42
male
depression
mild
6
0
0
0
0
0
1
0
0
mild
0
0
0
1
0
0
0
0
0
0
1
URB-00081
urban_mental_health
2,015
private_practice
30
female
other
mild
1
1
1
1
0
1
0
0
0
moderate
1
1
0
0
1
0
0
0
0
0
0
URB-00082
urban_mental_health
2,018
private_practice
33
female
epilepsy
moderate
0
0
0
0
0
1
1
0
1
moderate
1
0
0
1
0
1
0
0
0
0
1
URB-00083
urban_mental_health
2,017
general_hospital_MH
18
female
depression
severe
2
0
0
1
0
0
1
0
0
severe
0
0
0
1
1
0
0
0
0
1
1
URB-00084
urban_mental_health
2,024
general_hospital_MH
27
male
depression
moderate
0
1
1
0
0
1
1
0
0
severe
0
0
0
1
1
0
0
0
1
0
0
URB-00085
urban_mental_health
2,022
general_hospital_MH
20
male
other
severe
0
1
0
0
0
1
0
0
0
moderate
1
0
0
1
1
0
1
0
1
0
0
URB-00086
urban_mental_health
2,016
community_MH_centre
37
female
psychosis_schizophrenia
severe
5
0
0
1
0
1
0
0
0
severe
1
0
1
0
0
1
0
0
0
0
1
URB-00087
urban_mental_health
2,012
private_practice
35
male
psychosis_schizophrenia
moderate
0
1
1
0
0
0
1
0
1
severe
0
1
0
1
1
1
0
0
0
0
0
URB-00088
urban_mental_health
2,011
psychiatric_hospital
26
male
PTSD
mild
11
0
0
1
0
1
0
0
0
none
0
1
0
1
1
1
0
0
0
0
1
URB-00089
urban_mental_health
2,015
community_MH_centre
29
male
anxiety
severe
12
0
0
1
0
0
0
0
0
none
0
0
0
1
0
0
0
0
0
0
1
URB-00090
urban_mental_health
2,023
private_practice
35
female
depression
severe
1
1
1
0
1
0
1
0
0
severe
0
1
1
0
1
1
0
0
1
0
0
URB-00091
urban_mental_health
2,017
general_hospital_MH
36
male
anxiety
severe
8
1
1
0
0
0
1
0
1
mild
0
0
0
0
1
0
0
0
1
0
0
URB-00092
urban_mental_health
2,021
private_practice
63
female
depression
mild
0
0
0
0
1
0
0
0
1
none
0
1
0
0
1
0
0
0
0
0
1
URB-00093
urban_mental_health
2,018
private_practice
35
female
depression
moderate
12
0
0
0
0
1
0
0
0
mild
0
1
0
1
1
1
0
0
1
0
1
URB-00094
urban_mental_health
2,023
psychiatric_hospital
35
male
depression
severe
17
0
0
1
0
0
0
0
1
moderate
0
1
0
0
0
0
0
0
0
0
1
URB-00095
urban_mental_health
2,019
general_hospital_MH
48
female
PTSD
severe
4
0
0
1
0
0
1
0
0
mild
0
1
0
0
0
1
0
0
0
0
1
URB-00096
urban_mental_health
2,021
community_MH_centre
24
female
other
moderate
1
0
0
0
1
1
0
0
0
moderate
1
0
0
0
0
0
0
0
0
0
1
URB-00097
urban_mental_health
2,020
community_MH_centre
19
male
psychosis_schizophrenia
moderate
11
1
0
0
0
0
1
0
0
severe
0
0
0
1
1
1
1
0
1
0
0
URB-00098
urban_mental_health
2,014
psychiatric_hospital
46
female
psychosis_schizophrenia
severe
3
0
0
0
0
1
0
0
0
moderate
1
0
1
0
0
0
0
1
0
0
1
URB-00099
urban_mental_health
2,024
community_MH_centre
33
female
psychosis_schizophrenia
mild
2
0
0
1
0
0
1
0
0
moderate
1
0
0
0
1
0
0
0
0
0
1
End of preview. Expand in Data Studio

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

Mental Health & Psychosocial Disability in Sub-Saharan Africa

Abstract

Synthetic dataset modelling mental health conditions, treatment access, human rights issues, and psychosocial disability across three service tiers in SSA. Treatment gap 76-85%; <0.1 psychiatrists per 100K; mental health budget <1% of health budget.

Parameterization Evidence

Parameter Value Source Year
Treatment gap 76-85% in SSA Access WHO MH Atlas 2020
<0.1 psychiatrists per 100K Workforce WHO MH Atlas 2020
1 in 4 affected; depression, psychosis most common Burden Lancet Commission 2022

Validation

Validation Report

Usage

from datasets import load_dataset
ds = load_dataset("electricsheepafrica/mental-health-psychosocial-disability", "urban_mental_health")

References

  1. WHO. Mental Health Atlas. 2020.
  2. Lancet Commission on Global Mental Health. 2022.

Citation

@dataset{electricsheepafrica_mental_health_psychosocial_disability_2025,
  title={Mental Health and Psychosocial Disability in Sub-Saharan Africa},
  author={Electric Sheep Africa},
  year={2025},
  publisher={HuggingFace},
  url={https://huggingface.co/datasets/electricsheepafrica/mental-health-psychosocial-disability}
}

License

CC-BY-4.0

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