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record_id
string
scenario
string
year
int64
setting
string
age
int64
sex
string
cause
string
level
string
lower_limb
int64
stump_complications
int64
phantom_pain
int64
prosthesis_received
int64
prosthetist_seen
int64
waiting_time_months
int64
prosthesis_type
string
appropriate_fit
int64
gait_training
int64
prosthesis_functional
int64
abandoned
int64
rehab_received
int64
cost_barrier
int64
distance_barrier
int64
stigma
int64
independent_mobility
int64
return_to_work
int64
community_reintegration
int64
quality_of_life
string
unmet_need
int64
URB-00000
urban_prosthetic_centre
2,022
orthopaedic_hospital
47
female
trauma_RTI
bilateral
1
0
1
0
0
0
none
0
0
0
0
0
0
0
1
0
0
1
poor
1
URB-00001
urban_prosthetic_centre
2,020
private_clinic
24
female
cancer
partial_foot
1
0
1
1
0
4
donated
1
1
1
0
0
1
0
0
0
0
1
poor
0
URB-00002
urban_prosthetic_centre
2,022
orthopaedic_hospital
38
female
trauma_RTI
transtibial
1
0
0
0
0
0
none
0
0
0
0
0
0
1
1
0
0
0
poor
1
URB-00003
urban_prosthetic_centre
2,022
rehab_centre
44
male
diabetes
transtibial
1
0
1
0
1
0
none
0
0
0
0
1
0
0
0
0
0
0
poor
1
URB-00004
urban_prosthetic_centre
2,013
prosthetic_workshop
28
female
diabetes
transtibial
1
0
1
0
1
0
none
0
0
0
0
1
1
1
0
0
0
0
moderate
1
URB-00005
urban_prosthetic_centre
2,024
private_clinic
46
male
trauma_RTI
transtibial
1
0
1
0
1
0
none
0
0
0
0
0
0
0
0
0
0
0
poor
1
URB-00006
urban_prosthetic_centre
2,011
orthopaedic_hospital
38
male
diabetes
transtibial
1
0
0
0
0
0
none
0
0
0
0
1
0
0
0
0
0
0
poor
1
URB-00007
urban_prosthetic_centre
2,024
rehab_centre
2
male
diabetes
transfemoral
1
0
1
0
1
0
none
0
0
0
0
0
1
0
1
0
0
0
poor
1
URB-00008
urban_prosthetic_centre
2,022
prosthetic_workshop
27
male
trauma_RTI
transfemoral
1
0
0
1
0
3
3D_printed
1
0
1
0
0
0
0
0
0
0
1
poor
0
URB-00009
urban_prosthetic_centre
2,020
orthopaedic_hospital
41
female
trauma_RTI
bilateral
1
0
1
1
1
3
donated
1
1
0
0
1
1
0
1
1
0
0
good
0
URB-00010
urban_prosthetic_centre
2,022
rehab_centre
13
male
trauma_RTI
bilateral
1
0
1
0
0
0
none
0
0
0
0
1
0
0
1
0
0
1
poor
1
URB-00011
urban_prosthetic_centre
2,024
rehab_centre
21
female
diabetes
partial_foot
1
0
1
0
1
0
none
0
0
0
0
0
0
0
0
0
0
0
poor
1
URB-00012
urban_prosthetic_centre
2,020
private_clinic
11
male
trauma_RTI
transhumeral
0
1
1
1
0
5
polypropylene
0
0
1
1
1
1
0
0
0
0
1
moderate
0
URB-00013
urban_prosthetic_centre
2,018
private_clinic
23
male
trauma_RTI
transtibial
1
0
0
1
1
18
polypropylene
0
1
0
0
0
0
0
0
0
0
1
moderate
0
URB-00014
urban_prosthetic_centre
2,018
private_clinic
2
male
vascular_disease
transtibial
1
0
1
1
1
12
modular
1
0
1
0
0
1
0
0
0
0
0
moderate
0
URB-00015
urban_prosthetic_centre
2,020
prosthetic_workshop
50
male
conflict_violence
partial_foot
1
0
0
0
1
0
none
0
0
0
0
0
1
0
0
0
0
0
poor
1
URB-00016
urban_prosthetic_centre
2,024
prosthetic_workshop
15
male
vascular_disease
transtibial
1
0
0
0
0
0
none
0
0
0
0
0
1
0
0
0
0
1
moderate
1
URB-00017
urban_prosthetic_centre
2,011
rehab_centre
48
female
conflict_violence
transtibial
1
0
1
1
1
2
donated
1
1
0
0
0
1
1
0
0
0
1
poor
0
URB-00018
urban_prosthetic_centre
2,020
prosthetic_workshop
60
female
trauma_RTI
transfemoral
1
1
1
1
0
9
polypropylene
0
0
1
0
0
0
1
0
0
1
1
good
0
URB-00019
urban_prosthetic_centre
2,022
prosthetic_workshop
28
female
trauma_RTI
transtibial
1
0
0
1
0
1
donated
0
0
0
1
1
0
0
1
0
0
1
good
0
URB-00020
urban_prosthetic_centre
2,021
private_clinic
12
male
vascular_disease
transtibial
1
0
1
1
0
21
traditional
0
0
1
0
0
0
0
1
0
0
0
moderate
0
URB-00021
urban_prosthetic_centre
2,017
prosthetic_workshop
36
male
diabetes
transfemoral
1
0
1
1
0
9
polypropylene
1
0
1
0
0
0
0
0
0
0
0
moderate
0
URB-00022
urban_prosthetic_centre
2,016
orthopaedic_hospital
57
female
congenital
transfemoral
1
0
0
0
0
0
none
0
0
0
0
1
1
1
0
0
0
0
poor
1
URB-00023
urban_prosthetic_centre
2,010
private_clinic
11
male
trauma_RTI
transradial
0
0
1
0
0
0
none
0
0
0
0
1
1
0
1
0
0
0
poor
1
URB-00024
urban_prosthetic_centre
2,012
prosthetic_workshop
49
female
vascular_disease
partial_foot
1
1
1
1
0
14
modular
1
1
0
0
1
1
1
1
0
0
0
moderate
0
URB-00025
urban_prosthetic_centre
2,021
prosthetic_workshop
18
male
diabetes
partial_foot
1
0
0
0
0
0
none
0
0
0
0
0
0
1
0
0
0
1
poor
1
URB-00026
urban_prosthetic_centre
2,023
rehab_centre
22
male
trauma_RTI
transtibial
1
0
1
1
1
19
traditional
0
0
1
0
0
0
0
1
0
0
0
moderate
0
URB-00027
urban_prosthetic_centre
2,020
private_clinic
15
male
conflict_violence
transhumeral
0
0
1
0
0
0
none
0
0
0
0
0
1
0
0
0
0
0
moderate
1
URB-00028
urban_prosthetic_centre
2,019
private_clinic
43
female
trauma_RTI
transfemoral
1
0
1
0
0
0
none
0
0
0
0
0
0
0
1
0
0
0
poor
1
URB-00029
urban_prosthetic_centre
2,010
orthopaedic_hospital
25
male
diabetes
partial_foot
1
1
0
0
1
0
none
0
0
0
0
0
1
1
0
0
0
1
moderate
1
URB-00030
urban_prosthetic_centre
2,021
private_clinic
67
male
diabetes
transtibial
1
0
0
0
1
0
none
0
0
0
0
0
1
1
0
0
0
0
good
1
URB-00031
urban_prosthetic_centre
2,017
rehab_centre
54
male
other
partial_foot
1
0
1
1
1
34
3D_printed
0
0
0
0
1
0
0
0
0
0
0
poor
0
URB-00032
urban_prosthetic_centre
2,020
private_clinic
26
female
trauma_RTI
transfemoral
1
0
0
0
1
0
none
0
0
0
0
1
1
1
1
0
0
0
moderate
1
URB-00033
urban_prosthetic_centre
2,010
prosthetic_workshop
34
male
conflict_violence
transtibial
1
0
1
1
1
14
polypropylene
0
0
1
0
1
1
0
1
0
0
0
good
0
URB-00034
urban_prosthetic_centre
2,017
rehab_centre
35
male
trauma_RTI
bilateral
1
0
1
1
0
1
traditional
0
0
1
1
0
0
1
0
0
0
0
poor
0
URB-00035
urban_prosthetic_centre
2,016
private_clinic
48
female
vascular_disease
transtibial
1
0
1
1
1
1
polypropylene
0
0
0
0
1
1
0
0
0
1
1
poor
0
URB-00036
urban_prosthetic_centre
2,019
prosthetic_workshop
38
female
diabetes
transradial
0
0
1
1
0
9
polypropylene
0
0
1
0
0
1
0
0
0
0
0
poor
0
URB-00037
urban_prosthetic_centre
2,017
orthopaedic_hospital
31
female
diabetes
transfemoral
1
0
0
0
1
0
none
0
0
0
0
0
1
1
0
0
0
0
poor
1
URB-00038
urban_prosthetic_centre
2,021
private_clinic
35
male
conflict_violence
transhumeral
0
0
1
0
0
0
none
0
0
0
0
1
1
0
0
0
0
0
poor
1
URB-00039
urban_prosthetic_centre
2,015
rehab_centre
48
male
vascular_disease
bilateral
1
0
1
0
1
0
none
0
0
0
0
1
0
1
1
0
0
0
moderate
1
URB-00040
urban_prosthetic_centre
2,013
prosthetic_workshop
28
male
trauma_RTI
transtibial
1
0
0
0
1
0
none
0
0
0
0
1
0
0
0
0
0
0
good
1
URB-00041
urban_prosthetic_centre
2,012
orthopaedic_hospital
28
male
cancer
transradial
0
0
1
1
0
4
traditional
1
0
1
0
0
1
0
1
0
0
1
good
0
URB-00042
urban_prosthetic_centre
2,023
prosthetic_workshop
41
male
trauma_RTI
transhumeral
0
0
1
1
1
4
donated
0
0
0
0
0
1
1
1
0
0
0
poor
0
URB-00043
urban_prosthetic_centre
2,012
rehab_centre
16
male
trauma_RTI
transtibial
1
1
0
0
0
0
none
0
0
0
0
1
0
0
1
0
0
0
moderate
1
URB-00044
urban_prosthetic_centre
2,010
orthopaedic_hospital
27
male
infection
partial_foot
1
0
0
0
1
0
none
0
0
0
0
0
1
1
0
0
0
0
poor
1
URB-00045
urban_prosthetic_centre
2,016
private_clinic
19
female
diabetes
transradial
0
0
1
1
1
3
donated
1
0
1
0
0
1
0
0
0
0
1
poor
0
URB-00046
urban_prosthetic_centre
2,016
rehab_centre
47
male
congenital
transfemoral
1
1
1
1
1
9
traditional
0
1
1
0
1
1
1
1
0
0
0
good
0
URB-00047
urban_prosthetic_centre
2,018
rehab_centre
29
male
trauma_RTI
transradial
0
0
0
0
1
0
none
0
0
0
0
0
0
0
0
0
0
0
moderate
1
URB-00048
urban_prosthetic_centre
2,018
orthopaedic_hospital
36
male
trauma_RTI
bilateral
1
0
0
0
0
0
none
0
0
0
0
0
1
1
0
0
0
0
poor
1
URB-00049
urban_prosthetic_centre
2,016
prosthetic_workshop
27
female
trauma_RTI
transtibial
1
0
0
1
0
5
modular
0
1
1
0
0
1
1
0
0
0
0
moderate
0
URB-00050
urban_prosthetic_centre
2,012
private_clinic
45
male
vascular_disease
transfemoral
1
0
0
0
1
0
none
0
0
0
0
0
0
1
0
0
0
1
poor
1
URB-00051
urban_prosthetic_centre
2,016
private_clinic
13
female
diabetes
transtibial
1
0
1
1
0
1
polypropylene
0
1
1
0
1
1
1
0
0
0
0
moderate
0
URB-00052
urban_prosthetic_centre
2,022
prosthetic_workshop
32
female
trauma_RTI
partial_foot
1
0
0
0
1
0
none
0
0
0
0
1
1
1
1
0
0
0
poor
1
URB-00053
urban_prosthetic_centre
2,012
rehab_centre
46
male
cancer
bilateral
1
1
1
1
0
10
traditional
0
0
1
0
1
0
0
0
0
0
0
moderate
0
URB-00054
urban_prosthetic_centre
2,019
rehab_centre
45
male
trauma_RTI
partial_foot
1
1
0
0
0
0
none
0
0
0
0
1
1
0
1
0
0
0
poor
1
URB-00055
urban_prosthetic_centre
2,013
prosthetic_workshop
24
male
diabetes
transtibial
1
0
1
1
0
16
polypropylene
1
1
0
0
0
0
0
0
1
0
1
poor
0
URB-00056
urban_prosthetic_centre
2,019
private_clinic
26
female
diabetes
transfemoral
1
1
1
1
1
4
polypropylene
0
0
1
0
0
0
1
0
0
0
0
moderate
0
URB-00057
urban_prosthetic_centre
2,020
rehab_centre
24
male
diabetes
transtibial
1
0
0
1
0
20
polypropylene
0
0
1
0
1
1
1
0
0
0
1
poor
0
URB-00058
urban_prosthetic_centre
2,023
orthopaedic_hospital
47
male
infection
transtibial
1
1
0
1
0
9
3D_printed
0
0
0
0
1
1
0
0
0
0
0
moderate
0
URB-00059
urban_prosthetic_centre
2,017
prosthetic_workshop
47
female
trauma_RTI
transtibial
1
1
0
0
1
0
none
0
0
0
0
0
1
0
1
0
0
0
moderate
1
URB-00060
urban_prosthetic_centre
2,012
prosthetic_workshop
4
male
congenital
transfemoral
1
0
1
0
0
0
none
0
0
0
0
0
1
1
0
0
0
0
poor
1
URB-00061
urban_prosthetic_centre
2,010
rehab_centre
49
female
trauma_RTI
bilateral
1
1
1
1
0
16
traditional
1
0
1
0
1
1
0
0
0
0
0
poor
0
URB-00062
urban_prosthetic_centre
2,012
private_clinic
43
male
cancer
bilateral
1
0
1
0
1
0
none
0
0
0
0
1
1
0
0
0
1
0
moderate
1
URB-00063
urban_prosthetic_centre
2,024
prosthetic_workshop
32
female
other
transtibial
1
0
1
1
0
10
3D_printed
0
1
0
0
1
1
0
0
0
0
0
good
0
URB-00064
urban_prosthetic_centre
2,015
rehab_centre
20
male
trauma_RTI
transhumeral
0
0
0
1
0
6
3D_printed
1
0
0
0
0
1
0
1
0
0
1
poor
0
URB-00065
urban_prosthetic_centre
2,017
private_clinic
25
male
infection
transradial
0
0
0
0
1
0
none
0
0
0
0
0
0
0
0
0
0
0
poor
1
URB-00066
urban_prosthetic_centre
2,021
orthopaedic_hospital
12
female
trauma_RTI
transtibial
1
0
0
1
0
2
polypropylene
1
0
0
0
1
1
1
0
1
0
0
poor
0
URB-00067
urban_prosthetic_centre
2,011
orthopaedic_hospital
40
female
infection
transfemoral
1
1
1
0
1
0
none
0
0
0
0
1
1
1
0
0
0
0
moderate
1
URB-00068
urban_prosthetic_centre
2,021
private_clinic
55
male
cancer
bilateral
1
0
0
0
1
0
none
0
0
0
0
1
1
0
0
0
0
1
moderate
1
URB-00069
urban_prosthetic_centre
2,022
private_clinic
20
female
cancer
transtibial
1
0
1
0
1
0
none
0
0
0
0
0
1
1
1
0
0
0
poor
1
URB-00070
urban_prosthetic_centre
2,022
rehab_centre
23
male
infection
transtibial
1
1
0
1
1
17
polypropylene
1
0
1
0
1
1
0
0
1
1
0
poor
0
URB-00071
urban_prosthetic_centre
2,011
orthopaedic_hospital
9
male
trauma_RTI
transtibial
1
0
1
0
0
0
none
0
0
0
0
0
1
0
0
0
0
0
poor
1
URB-00072
urban_prosthetic_centre
2,021
prosthetic_workshop
55
male
trauma_RTI
transfemoral
1
0
0
0
1
0
none
0
0
0
0
1
0
0
1
0
0
0
good
1
URB-00073
urban_prosthetic_centre
2,012
rehab_centre
47
male
congenital
partial_foot
1
1
1
1
0
29
polypropylene
0
0
0
0
0
0
0
1
0
1
1
moderate
0
URB-00074
urban_prosthetic_centre
2,018
rehab_centre
32
female
congenital
transtibial
1
0
0
0
0
0
none
0
0
0
0
0
0
0
0
0
0
0
poor
1
URB-00075
urban_prosthetic_centre
2,011
orthopaedic_hospital
35
male
infection
transfemoral
1
0
1
1
0
23
donated
1
1
0
0
1
1
1
0
1
0
1
poor
0
URB-00076
urban_prosthetic_centre
2,021
private_clinic
15
male
infection
transtibial
1
0
1
0
0
0
none
0
0
0
0
0
1
0
0
0
0
0
moderate
1
URB-00077
urban_prosthetic_centre
2,023
private_clinic
2
male
trauma_RTI
bilateral
1
0
1
1
1
3
polypropylene
0
1
1
0
0
0
0
0
0
0
0
moderate
0
URB-00078
urban_prosthetic_centre
2,015
orthopaedic_hospital
31
female
trauma_RTI
transtibial
1
0
0
0
0
0
none
0
0
0
0
1
1
0
0
0
0
0
moderate
1
URB-00079
urban_prosthetic_centre
2,019
rehab_centre
71
male
trauma_RTI
transradial
0
0
1
0
1
0
none
0
0
0
0
1
1
0
0
0
0
0
poor
1
URB-00080
urban_prosthetic_centre
2,020
private_clinic
13
male
vascular_disease
transhumeral
0
0
0
0
0
0
none
0
0
0
0
0
0
0
1
0
0
0
moderate
1
URB-00081
urban_prosthetic_centre
2,010
orthopaedic_hospital
30
female
trauma_RTI
transfemoral
1
0
0
0
1
0
none
0
0
0
0
0
1
0
1
0
0
0
poor
1
URB-00082
urban_prosthetic_centre
2,023
private_clinic
3
male
trauma_RTI
transtibial
1
0
0
0
0
0
none
0
0
0
0
0
0
1
0
0
0
0
moderate
1
URB-00083
urban_prosthetic_centre
2,017
private_clinic
20
female
infection
transtibial
1
0
0
0
0
0
none
0
0
0
0
0
0
1
0
0
0
0
poor
1
URB-00084
urban_prosthetic_centre
2,017
prosthetic_workshop
35
male
trauma_RTI
transtibial
1
0
0
1
1
15
polypropylene
0
1
0
1
0
0
1
1
0
0
0
good
0
URB-00085
urban_prosthetic_centre
2,013
rehab_centre
25
male
other
transfemoral
1
0
1
1
1
1
traditional
1
0
0
0
0
0
1
0
0
1
1
good
0
URB-00086
urban_prosthetic_centre
2,017
orthopaedic_hospital
27
female
congenital
transtibial
1
1
0
1
0
7
donated
0
0
1
0
0
0
1
0
0
1
0
poor
0
URB-00087
urban_prosthetic_centre
2,017
orthopaedic_hospital
15
female
conflict_violence
transfemoral
1
0
1
0
0
0
none
0
0
0
0
1
0
1
0
0
0
0
moderate
1
URB-00088
urban_prosthetic_centre
2,021
private_clinic
28
male
conflict_violence
transtibial
1
0
1
1
1
22
3D_printed
0
0
0
0
0
1
1
0
0
1
1
good
0
URB-00089
urban_prosthetic_centre
2,017
orthopaedic_hospital
31
male
trauma_RTI
transradial
0
0
0
1
1
15
modular
0
0
1
1
0
1
0
1
0
0
0
good
0
URB-00090
urban_prosthetic_centre
2,019
private_clinic
41
female
vascular_disease
bilateral
1
1
1
1
1
21
polypropylene
1
0
1
0
0
1
1
0
1
0
1
moderate
0
URB-00091
urban_prosthetic_centre
2,024
orthopaedic_hospital
22
male
diabetes
partial_foot
1
0
1
0
0
0
none
0
0
0
0
0
1
1
1
0
0
0
poor
1
URB-00092
urban_prosthetic_centre
2,013
rehab_centre
39
male
diabetes
transhumeral
0
0
1
0
1
0
none
0
0
0
0
0
1
1
0
0
0
0
poor
1
URB-00093
urban_prosthetic_centre
2,012
private_clinic
27
male
conflict_violence
transhumeral
0
1
1
0
1
0
none
0
0
0
0
0
1
0
1
0
1
1
moderate
1
URB-00094
urban_prosthetic_centre
2,014
prosthetic_workshop
25
male
diabetes
transfemoral
1
0
1
1
1
19
donated
0
0
1
0
0
0
0
0
0
0
1
poor
0
URB-00095
urban_prosthetic_centre
2,011
private_clinic
39
male
conflict_violence
transtibial
1
0
0
1
1
5
polypropylene
1
1
1
0
1
1
0
0
1
0
1
moderate
0
URB-00096
urban_prosthetic_centre
2,019
orthopaedic_hospital
52
male
other
partial_foot
1
0
1
1
0
8
polypropylene
0
1
1
0
0
1
0
1
0
0
1
poor
0
URB-00097
urban_prosthetic_centre
2,023
prosthetic_workshop
40
male
conflict_violence
transfemoral
1
0
1
0
0
0
none
0
0
0
0
0
0
1
1
0
0
0
moderate
1
URB-00098
urban_prosthetic_centre
2,016
orthopaedic_hospital
30
male
cancer
transtibial
1
1
1
1
0
1
donated
0
0
1
0
1
1
1
1
0
0
0
moderate
0
URB-00099
urban_prosthetic_centre
2,015
orthopaedic_hospital
32
male
vascular_disease
bilateral
1
0
0
1
1
9
donated
1
1
1
0
0
0
0
0
0
0
0
poor
0
End of preview. Expand in Data Studio

Amputation & Prosthetics in Sub-Saharan Africa

Abstract

Synthetic dataset modelling amputation causes, prosthetic access, rehabilitation, and functional outcomes across three service tiers in SSA. 40M+ amputees in LMICs; <5% have prosthetic access; SSA has ~0.5 prosthetists per million.

Parameterization Evidence

Parameter Value Source Year
40M+ amputees in LMICs; <5% prosthetic access Access WHO 2023
~0.5 prosthetists/orthotists per million in SSA Workforce ISPO 2022
Trauma and diabetes leading causes Causes Lancet 2022

Validation

Validation Report

Usage

from datasets import load_dataset
ds = load_dataset("electricsheepafrica/amputation-prosthetics", "urban_prosthetic_centre")

References

  1. WHO. Assistive technology and prosthetics. 2023.
  2. ISPO. Prosthetics workforce in LMICs. 2022.

Citation

@dataset{electricsheepafrica_amputation_prosthetics_2025,
  title={Amputation and Prosthetics in Sub-Saharan Africa},
  author={Electric Sheep Africa},
  year={2025},
  publisher={HuggingFace},
  url={https://huggingface.co/datasets/electricsheepafrica/amputation-prosthetics}
}

License

CC-BY-4.0

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