Hugging Face's logo

Datasets:
electricsheepafrica
/
africa-synth-teleradiology-diagnostic-imaging-guinea

Tasks:
Tabular Classification
Modalities:
Tabular
Text
Formats:
csv
Languages:
English
Size:
10K - 100K
Tags:
digital-health
teleradiology
diagnostic-imaging
radiology
Synthetic
sub-saharan-africa
Libraries:
Datasets
pandas
Polars
License:
Dataset card Data Studio Files
xet
 Community
Dataset Viewer
Auto-converted to Parquet Duplicate
id
int64
patient_age
int64
patient_sex
string
facility_level
string
location
string
xray_available
int64
ultrasound_available
int64
ct_available
int64
mri_available
int64
fluoroscopy_available
int64
mammography_available
int64
imaging_indication
string
modality_used
string
imaging_performed
int64
equipment_functional
int64
equipment_age_years
int64
maintenance_current
int64
power_adequate
int64
radiologist_onsite
int64
radiographer_available
int64
sonographer_available
int64
teleradiology_used
int64
teleradiology_type
string
internet_adequate_telerad
int64
report_generated
int64
report_adequate
int64
tat_hours
int64
critical_finding
int64
critical_communicated
int64
quality_assurance
int64
radiation_safety_program
int64
dose_monitoring
int64
repeat_rate_high
int64
image_quality_adequate
int64
referred_for_imaging
int64
referral_distance_km
int64
year
int64
1
45
male
private
rural
1
0
0
0
0
0
abdominal_pain
xray
1
0
13
0
0
0
1
0
1
hybrid
0
1
0
14
0
0
0
0
0
1
0
0
0
2,019
2
47
female
health_centre
remote
0
0
0
0
0
0
trauma
none
0
0
0
0
0
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,021
3
43
female
regional
urban
1
0
0
0
0
0
cancer_screening
xray
1
1
1
0
1
0
0
0
0
na
0
0
0
0
0
0
1
0
0
1
1
0
0
2,023
4
19
male
district
peri_urban
0
0
0
0
0
0
chest_infection
none
0
0
0
0
1
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
1
95
2,021
5
38
male
health_centre
peri_urban
1
1
0
0
0
0
other
xray
1
0
8
0
1
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,021
6
40
female
health_centre
urban
0
1
0
0
0
0
cancer_screening
ultrasound
1
1
11
0
1
0
1
0
0
na
0
0
0
0
1
0
0
0
0
0
0
0
0
2,021
7
25
female
district
urban
0
0
0
0
0
0
trauma
none
0
0
0
0
0
0
0
1
0
na
0
0
0
0
0
0
0
0
0
0
0
1
22
2,021
8
25
female
district
remote
0
0
0
0
0
0
pregnancy
none
0
0
0
0
0
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
1
112
2,022
9
59
male
health_centre
peri_urban
0
1
0
0
0
0
cancer_screening
ultrasound
1
0
3
0
1
0
0
0
0
na
0
1
1
25
0
0
0
0
0
0
0
0
0
2,020
10
33
female
health_centre
urban
1
0
0
0
0
0
other
xray
1
1
11
1
1
0
1
1
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,019
11
61
female
health_centre
urban
0
0
0
0
0
0
pregnancy
none
0
0
0
0
0
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,020
12
18
female
regional
remote
1
1
0
0
0
0
chest_infection
ultrasound
1
1
0
0
1
0
0
0
0
na
0
0
0
0
0
0
0
1
1
0
1
0
0
2,022
13
46
male
district
rural
1
0
0
0
0
0
tb_screening
xray
1
0
25
0
0
0
0
1
0
na
0
0
0
0
0
0
0
0
0
0
1
0
0
2,020
14
8
male
district
peri_urban
0
0
0
0
0
0
tb_screening
none
0
0
0
0
1
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,022
15
27
female
district
rural
0
1
0
0
0
0
other
ultrasound
1
1
36
0
0
0
0
0
0
na
0
0
0
0
1
0
0
0
0
0
0
0
0
2,022
16
41
female
district
rural
0
1
0
0
0
0
musculoskeletal
ultrasound
1
0
1
0
0
0
0
0
0
na
0
1
1
48
0
0
0
0
0
0
0
0
0
2,023
17
55
male
private
rural
0
1
0
0
0
0
neurological
ultrasound
1
1
4
0
1
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,020
18
42
male
private
urban
1
1
0
0
0
0
chest_infection
xray
1
1
7
0
1
0
1
0
0
na
0
0
0
0
0
0
0
1
1
1
0
0
0
2,023
19
41
female
regional
rural
1
1
0
0
0
0
cardiac
xray
1
1
34
0
1
0
1
0
0
na
0
0
0
0
0
0
0
0
0
0
1
0
0
2,022
20
59
female
private
urban
0
1
0
0
0
0
abdominal_pain
ultrasound
1
1
8
0
1
0
1
0
0
na
0
1
0
93
0
0
0
0
0
0
0
0
0
2,022
21
51
female
health_centre
peri_urban
0
0
0
0
0
0
pregnancy
none
0
0
0
0
1
0
0
0
0
na
0
0
0
0
0
0
0
1
1
0
0
0
0
2,019
22
34
male
regional
peri_urban
0
1
0
0
0
0
cardiac
ultrasound
1
1
7
0
0
0
0
0
0
na
0
0
0
0
0
0
1
0
0
0
1
0
0
2,020
23
56
female
health_centre
remote
0
1
0
0
0
0
pregnancy
ultrasound
1
1
1
0
0
0
1
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,022
24
35
female
tertiary
peri_urban
0
1
0
0
0
0
pregnancy
ultrasound
1
0
10
0
0
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
1
0
0
2,019
25
28
male
district
rural
1
0
0
0
0
0
pregnancy
xray
1
0
8
0
0
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,021
26
72
female
district
urban
1
0
0
0
0
0
abdominal_pain
xray
1
0
0
0
1
0
0
0
0
na
0
0
0
0
1
1
0
0
0
0
0
0
0
2,022
27
52
male
district
rural
0
1
0
0
0
0
tb_screening
ultrasound
1
0
1
0
0
0
0
0
0
na
0
0
0
0
0
0
0
0
0
1
1
0
0
2,022
28
52
female
district
peri_urban
1
0
0
0
0
0
tb_screening
xray
1
1
2
0
1
0
1
0
0
na
0
0
0
0
0
0
0
0
0
0
1
0
0
2,023
29
9
male
private
rural
0
1
0
0
0
0
chest_infection
ultrasound
1
0
0
0
0
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
1
0
0
2,022
30
66
female
private
rural
1
1
0
0
0
0
chest_infection
ultrasound
1
0
8
0
1
0
0
1
0
na
0
1
1
20
0
0
1
1
0
1
0
0
0
2,022
31
11
male
health_centre
remote
0
0
0
0
0
0
abdominal_pain
none
0
0
0
0
0
0
0
0
0
na
0
0
0
0
0
0
0
1
1
0
0
0
0
2,019
32
53
male
regional
rural
1
1
0
0
1
0
cardiac
xray
1
1
32
0
1
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
1
0
0
2,021
33
53
male
tertiary
peri_urban
1
1
0
0
0
0
tb_screening
xray
1
1
2
0
1
0
0
1
1
hybrid
1
1
1
28
0
0
0
0
0
0
1
0
0
2,022
34
49
female
health_centre
urban
0
1
0
0
0
0
abdominal_pain
ultrasound
1
0
2
0
1
0
0
0
0
na
0
1
0
28
0
0
0
0
0
0
0
0
0
2,020
35
19
male
regional
remote
0
1
0
0
0
0
pregnancy
ultrasound
1
0
5
0
0
0
1
0
0
na
0
0
0
0
1
1
0
1
0
0
0
0
0
2,023
36
42
male
health_centre
rural
0
0
0
0
0
0
abdominal_pain
none
0
0
0
0
1
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
1
200
2,023
37
27
male
regional
rural
0
1
0
0
0
0
pregnancy
ultrasound
1
1
7
0
0
0
0
0
0
na
0
0
0
0
1
1
0
0
0
1
0
0
0
2,022
38
29
male
district
urban
0
0
0
0
0
0
musculoskeletal
none
0
0
0
0
0
0
0
1
0
na
0
0
0
0
0
0
0
1
1
0
0
0
0
2,020
39
47
male
district
rural
0
0
0
0
0
0
chest_infection
none
0
0
0
0
0
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,021
40
41
male
private
rural
0
1
0
0
0
0
chest_infection
ultrasound
1
0
4
0
0
0
0
0
0
na
0
0
0
0
0
0
0
0
0
1
0
0
0
2,021
41
27
male
health_centre
rural
0
0
0
0
0
0
chest_infection
none
0
0
0
0
0
0
1
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,021
42
51
male
health_centre
rural
0
0
0
0
0
0
cardiac
none
0
0
0
0
0
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,022
43
55
female
district
rural
0
0
0
0
0
0
cardiac
none
0
0
0
0
1
0
0
1
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,022
44
46
male
regional
remote
0
1
0
0
0
0
trauma
ultrasound
1
0
12
0
1
0
0
0
0
na
0
1
0
49
0
0
0
0
0
1
1
0
0
2,023
45
57
male
private
remote
1
1
0
0
0
0
tb_screening
ultrasound
1
0
9
0
0
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,021
46
66
female
private
urban
1
1
0
0
0
0
chest_infection
xray
1
0
3
0
1
0
0
0
0
na
0
1
1
32
0
0
0
0
0
1
0
0
0
2,020
47
35
female
health_centre
rural
0
0
0
0
0
0
other
none
0
0
0
0
1
0
0
1
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,023
48
25
male
district
rural
0
0
0
0
0
0
chest_infection
none
0
0
0
0
0
0
1
1
0
na
0
0
0
0
0
0
0
0
0
0
0
1
45
2,023
49
38
male
private
remote
0
0
0
0
0
0
musculoskeletal
none
0
0
0
0
0
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,020
50
48
male
regional
remote
1
0
0
0
0
0
tb_screening
xray
1
0
11
0
1
0
0
0
0
na
0
0
0
0
0
0
0
0
0
1
1
0
0
2,022
51
5
male
district
remote
0
0
0
0
0
0
cancer_screening
none
0
0
0
0
0
0
1
1
0
na
0
0
0
0
0
0
0
0
0
0
0
1
31
2,021
52
58
female
tertiary
urban
0
1
0
0
0
0
pregnancy
ultrasound
1
1
4
0
1
0
1
0
0
na
0
0
0
0
0
0
0
0
0
1
1
0
0
2,020
53
0
male
private
remote
0
1
0
0
0
0
other
ultrasound
1
0
6
0
1
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
1
0
0
2,020
54
62
female
district
peri_urban
0
0
0
0
0
0
pregnancy
none
0
0
0
0
1
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
1
16
2,020
55
57
male
district
rural
0
1
0
0
0
0
chest_infection
ultrasound
1
0
5
0
0
0
1
1
0
na
0
0
0
0
1
0
0
0
0
0
1
0
0
2,023
56
16
female
district
rural
0
1
0
0
0
0
other
ultrasound
1
0
8
0
0
0
0
1
0
na
0
0
0
0
0
0
0
0
0
0
1
0
0
2,021
57
18
female
health_centre
peri_urban
0
0
0
0
0
0
chest_infection
none
0
0
0
0
0
0
0
1
0
na
0
0
0
0
0
0
0
0
0
0
0
1
27
2,020
58
6
male
private
peri_urban
0
0
0
0
0
0
pregnancy
none
0
0
0
0
1
1
0
0
0
na
0
0
0
0
0
0
0
1
0
0
0
1
164
2,019
59
50
female
regional
urban
0
1
0
0
0
0
pregnancy
ultrasound
1
1
20
0
1
0
0
1
0
na
0
0
0
0
0
0
0
0
0
0
1
0
0
2,023
60
50
female
private
remote
0
1
0
0
0
0
chest_infection
ultrasound
1
1
11
0
0
0
1
1
0
na
0
0
0
0
0
0
0
0
0
0
1
0
0
2,019
61
36
male
regional
rural
0
1
0
0
0
0
tb_screening
ultrasound
1
0
5
0
1
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,021
62
56
female
regional
remote
1
1
0
0
0
0
other
xray
1
1
6
0
1
0
1
0
1
hybrid
0
1
0
15
1
0
0
0
0
0
0
0
0
2,023
63
41
male
health_centre
rural
0
0
0
0
0
0
pregnancy
none
0
0
0
0
1
0
1
1
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,021
64
77
female
regional
urban
1
1
0
0
0
0
abdominal_pain
ultrasound
1
1
0
0
1
0
0
1
0
na
0
0
0
0
0
0
0
0
0
0
1
0
0
2,021
65
45
male
district
urban
0
0
0
0
0
0
abdominal_pain
none
0
0
0
0
1
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,022
66
35
female
health_centre
rural
1
1
0
0
0
0
cancer_screening
xray
1
0
1
0
1
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,021
67
25
male
regional
urban
1
0
0
0
0
0
chest_infection
xray
1
0
2
0
0
0
0
0
0
na
0
1
0
26
0
0
0
0
0
0
0
0
0
2,021
68
13
male
tertiary
rural
0
1
0
0
0
0
abdominal_pain
ultrasound
1
0
7
0
1
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,020
69
20
female
regional
rural
1
1
0
0
0
0
musculoskeletal
ultrasound
1
1
2
1
0
0
1
0
0
na
0
1
1
24
0
0
0
0
0
0
0
0
0
2,020
70
46
female
district
rural
0
1
0
0
0
0
tb_screening
ultrasound
1
0
8
0
0
0
0
1
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,020
71
49
female
health_centre
urban
0
0
0
0
0
0
cardiac
none
0
0
0
0
1
0
1
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,021
72
11
female
district
remote
0
0
0
0
0
0
neurological
none
0
0
0
0
0
0
1
0
0
na
0
0
0
0
0
0
0
1
0
0
0
0
0
2,019
73
11
female
health_centre
remote
0
0
0
0
0
0
other
none
0
0
0
0
0
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,020
74
37
female
district
rural
1
0
0
0
0
0
trauma
xray
1
1
2
1
0
0
1
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,021
75
56
male
regional
remote
1
1
0
0
0
0
tb_screening
xray
1
1
3
0
1
0
0
0
0
na
0
1
0
79
0
0
0
0
0
0
0
0
0
2,022
76
20
male
district
urban
0
0
0
0
0
0
musculoskeletal
none
0
0
0
0
1
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,022
77
54
female
district
remote
0
0
0
0
0
0
chest_infection
none
0
0
0
0
1
0
0
0
0
na
0
0
0
0
0
0
1
0
0
0
0
1
64
2,020
78
39
male
health_centre
peri_urban
0
1
0
0
0
0
other
ultrasound
1
1
6
0
1
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,021
79
55
female
private
remote
0
1
0
0
0
0
cardiac
ultrasound
1
1
6
0
1
0
1
0
0
na
0
1
0
10
1
1
0
0
0
0
1
0
0
2,019
80
27
male
health_centre
urban
0
0
0
0
0
0
chest_infection
none
0
0
0
0
1
0
0
1
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,022
81
20
female
district
rural
0
1
0
0
0
1
pregnancy
ultrasound
1
0
3
0
0
0
0
1
0
na
0
0
0
0
0
0
1
0
0
0
1
0
0
2,020
82
20
female
district
remote
1
0
0
0
0
0
tb_screening
xray
1
0
12
0
1
0
0
0
0
na
0
0
0
0
0
0
0
1
0
0
0
0
0
2,022
83
18
female
health_centre
peri_urban
1
1
0
0
0
0
tb_screening
ultrasound
1
0
1
0
1
0
0
0
0
na
0
1
1
14
0
0
1
0
0
0
1
0
0
2,021
84
28
female
health_centre
peri_urban
0
0
0
0
0
0
chest_infection
none
0
0
0
0
0
0
0
1
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,021
85
41
female
district
rural
1
1
0
0
0
0
abdominal_pain
xray
1
0
6
0
1
0
0
0
0
na
0
0
0
0
0
0
1
0
0
0
1
0
0
2,023
86
38
female
private
urban
1
1
0
0
0
1
pregnancy
xray
1
1
9
0
1
0
1
0
0
na
0
0
0
0
1
0
0
0
0
0
1
0
0
2,022
87
15
male
district
remote
0
0
0
0
0
0
abdominal_pain
none
0
0
0
0
1
0
1
0
0
na
0
0
0
0
0
0
0
0
0
0
0
1
20
2,021
88
15
female
health_centre
urban
0
0
0
0
0
0
musculoskeletal
none
0
0
0
0
1
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,021
89
44
female
health_centre
urban
0
1
0
0
0
0
trauma
ultrasound
1
1
0
0
1
0
0
0
0
na
0
1
1
10
0
0
0
0
0
0
0
0
0
2,021
90
48
female
health_centre
remote
0
0
0
0
0
0
other
none
0
0
0
0
0
0
0
1
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,023
91
25
male
district
urban
0
1
0
0
0
0
tb_screening
ultrasound
1
1
7
0
1
0
0
1
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,023
92
25
male
health_centre
urban
0
0
0
0
0
0
neurological
none
0
0
0
0
1
0
0
1
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,020
93
20
female
regional
peri_urban
0
0
0
0
0
0
pregnancy
none
0
0
0
0
0
0
0
1
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,021
94
24
male
district
urban
0
1
0
0
0
0
abdominal_pain
ultrasound
1
0
0
0
0
0
0
1
0
na
0
0
0
0
0
0
0
1
0
0
1
0
0
2,020
95
36
female
district
peri_urban
0
0
0
0
0
0
tb_screening
none
0
0
0
0
0
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
1
42
2,020
96
40
female
health_centre
remote
0
0
0
0
0
0
cancer_screening
none
0
0
0
0
1
0
0
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,020
97
21
female
health_centre
urban
0
0
0
0
0
0
chest_infection
none
0
0
0
0
0
0
1
0
0
na
0
0
0
0
0
0
0
0
0
0
0
0
0
2,022
98
58
male
health_centre
peri_urban
0
0
0
0
0
0
abdominal_pain
none
0
0
0
0
1
0
0
0
0
na
0
0
0
0
0
0
0
1
1
0
0
0
0
2,019
99
42
female
district
urban
0
0
0
0
0
0
pregnancy
none
0
0
0
0
0
0
0
0
0
na
0
0
0
0
0
0
1
0
0
0
0
1
67
2,021
100
60
male
private
remote
1
1
0
0
0
0
pregnancy
ultrasound
1
0
7
0
0
0
1
0
1
store_forward
0
1
0
31
0
0
0
0
0
0
0
0
0
2,021
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.

Teleradiology & Diagnostic Imaging

Abstract

Synthetic dataset modeling teleradiology and diagnostic imaging services across three SSA scenarios. Captures modality availability (X-ray, US, CT, MRI), workforce (radiologists, radiographers), teleradiology, reporting quality, equipment status, radiation safety, and referral patterns. Parameterized from SSA radiology research.

Parameterization Evidence

Parameter Value Source Year
SSA radiologists <1 per 1M pop Mollura et al. Radiology 2010
X-ray district hospitals 30-50% Mollura et al. 2010
Teleradiology TAT 30min-48h Stable et al. J Glob Radiol 2021
Equipment functionality 40-70% Mung'omba et al. Pan Afr Med J 2019

Validation

Validation Report

Usage 

from datasets import load_dataset
ds = load_dataset("electricsheepafrica/teleradiology-diagnostic-imaging", name="imaging_limited")
df = ds['train'].to_pandas()

References

  1. Mollura DJ et al. (2010). Radiology global health. Radiology. DOI: 10.1148/radiol.10091436
  2. Stable T et al. (2021). Teleradiology SSA. J Glob Radiol. DOI: 10.7191/jgr.2021.0072
  3. Mung'omba B et al. (2019). Diagnostic imaging SSA. Pan Afr Med J. DOI: 10.11604/pamj.2019.34.36.17619

License

CC-BY-4.0
Downloads last month
216
Number of rows:
30,000
Total file size:
3.74 MB