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Datasets:
electricsheepafrica
/
africa-gender-morocco

Modalities:
Tabular
Formats:
csv
Size:
< 1K
Tags:
biology
public
health
gender
women
contraception
Libraries:
Datasets
pandas
Polars
License:
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year
int64
1.96k
2.02k
Algeria
float64
7
14.1
Angola
float64
38
38
Benin
float64
27.3
33.1
Botswana
float64
9.6
26.9
Burkina Faso
float64
15.5
37.8
Burundi
float64
25.1
32.4
Cabo Verde
float64
14.2
16.7
Cameroon
float64
18
23.5
Central African Republic
float64
19.1
37.6
Chad
float64
17.4
30.2
Comoros
float64
32.3
36.9
Congo, Dem. Rep.
float64
24.2
28.7
Congo, Rep.
float64
17.9
19.5
Cote d'Ivoire
float64
22.3
32.3
Djibouti
float64
Egypt, Arab Rep.
float64
11.6
22.9
Equatorial Guinea
float64
33.8
33.8
Eritrea
float64
27.4
29.7
Eswatini
float64
13
24.7
Ethiopia
float64
19.2
36.6
Gabon
float64
26.5
33.4
Gambia, The
float64
21.5
26.5
Ghana
float64
23.4
37.3
Guinea
float64
21.9
27.6
Guinea-Bissau
float64
6
22.3
Kenya
float64
12.7
38
Lesotho
float64
12.6
31
Liberia
float64
31.1
35.7
Libya
float64
27
40.2
Madagascar
float64
14.6
32.3
Malawi
float64
15.4
36.5
Mali
float64
22.9
30.7
Mauritania
float64
24.6
33.6
Mauritius
float64
3.3
12.5
Morocco
float64
10.9
23.5
Mozambique
float64
21.4
26.6
Namibia
float64
17.5
23.9
Niger
float64
12
23.8
Nigeria
float64
16.1
27.6
Rwanda
float64
13.6
38.5
Sao Tome and Principe
float64
27.1
37.6
Senegal
float64
19.1
37
Seychelles
float64
Sierra Leone
float64
24.8
28.4
Somalia
float64
36.6
36.6
South Africa
float64
13.8
16.5
South Sudan
float64
26.3
26.3
Sudan
float64
26
28.9
Tanzania
float64
21
27.8
Togo
float64
33.6
40.1
Tunisia
float64
7
19.9
Uganda
float64
21.2
39.9
Zambia
float64
19.7
30
Zimbabwe
float64
10.4
19.1
1,960
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,961
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,962
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,963
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,964
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,965
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,966
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,967
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,968
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,969
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,970
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,971
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,972
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,973
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,974
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,975
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,976
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,977
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,978
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,979
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,980
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,981
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,982
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,983
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,984
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.1
1,985
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.3
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
14.6
1,986
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.8
27
32.3
36.5
22.9
32.1
3.8
22
24.9
21.8
18.7
21.5
38.2
37.6
37
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
15.1
1,987
10.8
38
27.7
26.9
24.6
25.1
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
32.938095
27
32.3
36.5
22.9
32.1
4.3
22
24.9
21.8
18.7
21.5
38.2
37.6
35.828571
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
15.6
1,988
10.8
38
27.7
26.9
24.6
25.36
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.2
24.7
6
38
31
33.07619
27
32.3
36.5
23.411111
32.1
4.8
22.3
24.9
21.8
18.7
21.5
38.2
37.6
34.657143
null
28.4
36.6
16.5
26.3
26
27.8
40.1
12.1
30
30
16.1
1,989
10.8
38
27.7
25.989474
24.6
25.62
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.54
24.7
6
38
31
33.214286
27
32.3
36.5
23.922222
32.1
5.3
22.6
24.9
21.8
18.7
21.5
38.2
37.6
33.485714
null
28.4
36.6
16.5
26.3
26
27.8
39.59
12.1
30
30
16.6
1,990
10.8
38
27.7
25.078947
24.6
25.88
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
35.88
24.7
6
37.325
31
33.352381
27
32.3
36.5
24.433333
32.1
5.8
22.9
24.9
21.8
18.7
21.5
38.2
37.6
32.314286
null
28.4
36.6
16.5
26.3
26
27.8
39.08
12.1
30
30
17.1
1,991
10.8
38
27.7
24.168421
24.6
26.14
14.2
22.3
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
36.22
24.7
6
36.65
31
33.490476
27
32.3
36.5
24.944444
32.1
6.3
23.2
24.9
21.8
18.7
21.32275
38.2
37.6
31.142857
null
28.4
36.6
16.5
26.3
26
27.8
38.57
12.1
30
30
17.6
1,992
10.8
38
27.7
23.257895
24.6
26.4
14.2
22.071429
19.1
17.4
35.6
26.9
19.5
30.4
null
22.9
33.8
29.7
24.7
36.6
27.9
21.5
36.56
24.7
6
35.975
31
33.628571
27
32.3
36.5
25.455556
32.1
6.045455
23.5
24.9
21.8
18.7
21.145501
38.2
37.6
29.971429
null
28.4
36.6
16.5
26.3
26
27.8
38.06
12.1
30
30
18.1
1,993
10.8
38
27.7
22.347368
24.6
26.66
14.2
21.842857
19.1
17.4
35.6
26.9
19.5
30.4
null
22
33.8
29.7
24.7
36.6
27.9
21.5
36.9
24.714286
6
35.3
31
33.766667
27
31.38
35.675
25.966667
32.1
5.790909
21.033333
24.9
22.0625
18.533333
20.968251
37.975
37.6
28.8
null
28.4
36.6
16.5
26.3
26
27.55
37.55
12.1
30
28.8
18.6
1,994
10.8
38
27.7
21.436842
25.55
26.92
14.2
21.614286
19.1
17.4
35.6
26.9
19.5
30.4
null
21.1
33.8
29.7
24.7
36.6
27.9
21.5
36.46
24.728571
6
33.84
31
33.904762
27
30.46
34.85
26.477778
32.1
5.536364
18.566667
24.9
22.325
18.366667
20.791002
37.75
37.6
30.35
null
28.4
36.6
16.5
26.3
26.170588
27.3
37.04
12.1
30
27.6
19.1
1,995
10.8
38
27.7
20.526316
26.5
27.18
14.2
21.385714
19.1
17.4
35.6
26.9
19.5
30.1
null
20.2
33.8
29.7
24.7
36.6
27.9
21.5
36.02
24.742857
6
32.38
31
34.042857
27
29.54
34.025
26.988889
32.1
5.281818
16.1
24.9
22.5875
18.2
20.613752
37.525
37.6
31.9
null
28.4
36.6
16.5
26.3
26.341176
26.65
36.53
12.1
30
26.4
18.62
1,996
10.8
38
27.7
19.615789
27.45
27.44
14.2
21.157143
19.626667
17.4
35.6
26.9
19.5
29.8
null
19
33.8
29.528571
24.7
36.6
27.9
21.5
35.58
24.757143
6
30.92
31
34.180952
27
28.62
33.2
27.5
32.1
5.027273
15.633333
24.9
22.85
18.033333
20.436502
37.3
37.6
33.45
null
28.4
36.6
16.5
26.3
26.511765
26
36.02
12.1
30.833333
25.2
18.14
1,997
10.8
38
27.74
18.705263
28.4
27.7
14.2
20.928571
20.153333
17.4
35.39375
26.9
19.5
29.5
null
17.8
33.8
29.357143
24.7
36.6
27.9
21.5
35.14
24.771429
6
29.46
31
34.319048
27
27.7
32.375
27.92
32.1
4.772727
15.166667
24.9
23.1125
17.866667
20.259253
37.075
37.6
35
null
28.4
36.6
16.5
26.3
26.682353
24.766667
35.51
12.1
31.666667
25.583333
17.66
1,998
10.8
38
27.78
17.794737
29.35
27.96
14.2
20.7
20.68
17.857143
35.1875
26.9
19.5
29.2
null
14.5
33.8
29.185714
24.7
36.6
27.9
21.5
34.7
24.785714
6
28
31
34.457143
27
27.242857
31.55
28.34
32.1
4.518182
14.7
24.316667
23.375
17.7
20.082003
36.85
37.6
34.625
null
28.4
36.6
16.5
26.3
26.852941
23.533333
35
12.1
32.5
25.966667
17.18
1,999
10.8
38
27.82
16.884211
30.3
28.22
14.557143
20.666667
21.206667
18.314286
34.98125
26.9
19.5
28.9
null
14.1
33.8
29.014286
24.7
36.6
27.9
21.5
34.66
24.8
6
27.88
31
34.595238
27
26.785714
30.725
28.76
32.1
4.263636
14.233333
23.733333
23.6375
17.5
19.904754
36.625
37.6
34.25
null
28.4
36.6
15.96
26.3
27.023529
22.3
35.183333
12.1
33.333333
26.35
16.7
2,000
10.8
38
27.86
15.973684
30.175
28.48
14.914286
20.633333
21.733333
18.771429
34.775
26.9
19.5
28.761538
null
13.7
33.8
28.842857
24.7
36.6
27.9
21.5
34.62
24.316667
6
27.76
31
34.733333
27
26.328571
29.9
29.18
32.1
4.009091
13.766667
23.15
23.9
17.3
19.303565
36.4
37.6
33.875
null
28.4
36.6
15.42
26.3
27.194118
22.633333
35.366667
12.1
34.166667
26.733333
16.528571
2,001
10.8
38
27.9
15.063158
30.05
28.74
15.271429
20.6
22.26
19.228571
34.56875
26.9
19.5
28.623077
null
13.066667
33.8
28.671429
24.7
36.5
27.783333
21.5
34.58
23.833333
6
27.64
31
34.871429
27
25.871429
30
29.6
32.1
3.754545
13.3
22.566667
23.442857
17.1
18.702377
36.82
37.6
33.5
null
28.4
36.6
14.88
26.3
27.364706
22.966667
35.55
12.1
35
27.116667
16.357143
2,002
10.8
38
27.78
14.152632
29.925
29
15.628571
20.566667
22.786667
19.685714
34.3625
26.9
19.5
28.484615
null
12.433333
33.8
28.5
24.7
36.4
27.666667
21.5
34.54
23.35
6
27.52
31
35.009524
27
25.414286
30.1
29.2
30.85
3.5
12.833333
21.983333
22.985714
16.9
18.101188
37.24
37.6
33.125
null
28.4
36.6
14.34
26.3
27.535294
23.3
35.733333
11.636364
35.6
27.5
16.185714
2,003
10.8
38
27.66
13.242105
29.8
29.425
15.985714
20.533333
23.313333
20.142857
34.15625
26.9
19.5
28.346154
null
11.8
33.8
28.3625
24.7
36.3
27.55
21.5
34.5
22.866667
6
27.4
31
35.147619
27
24.957143
30.2
28.8
29.6
4.25
12.366667
21.4
22.528571
16.7
17.5
37.66
37.6
32.75
null
28.4
36.6
13.8
26.3
27.705882
23.633333
35.916667
11.172727
36.2
27.32
16.014286
2,004
10.8
38
27.54
12.331579
29.042857
29.85
16.342857
20.5
23.84
20.6
33.95
26.9
19.5
28.207692
null
12.05
33.8
28.225
24.7
36.2
27.433333
21.5
34.74
22.383333
6
27.1
31
35.285714
27
24.5
30.3
28.4
28.35
5
11.9
21.7125
22.071429
16.5
18.04
38.08
37.6
32.375
null
28.4
36.6
13.884615
26.3
27.876471
23.966667
36.1
10.709091
36.8
27.14
15.842857
2,005
10.8
38
27.42
11.421053
28.285714
30.275
16.7
20.928571
24.366667
21.883333
33.74375
26.9
19.5
28.069231
null
12.3
33.8
28.0875
24.7
36.1
27.316667
21.5
34.98
21.9
6
26.8
29.46
35.42381
27
23.4
29.616667
28
27.1
5.75
11.757143
22.025
21.614286
16.3
18.58
38.5
37.6
32
null
28.4
36.6
13.969231
26.3
28.047059
24.3
36.283333
10.245455
37.4
26.96
15.671429
2,006
10.8
38
27.3
10.510526
27.528571
30.7
16.7
21.357143
24.893333
23.166667
33.5375
26.9
19.342857
27.930769
null
12.066667
33.8
27.95
24.7
34.466667
27.2
21.5
35.22
22.157143
6
26.5
27.92
35.561905
27
22.3
28.933333
27.6
25.85
6.5
11.614286
22.3375
21.157143
16.1
19.12
37.133333
37.6
31.683333
null
28.4
36.6
14.053846
26.3
28.217647
23.9
36.466667
9.781818
38
26.78
15.5
2,007
10.257143
38
28.183333
9.6
26.771429
31.125
16.7
21.785714
25.42
24.45
33.33125
26.9
19.185714
27.792308
null
11.833333
33.8
27.8125
24.7
32.833333
27.083333
21.5
35.46
22.414286
6
26.2
26.38
35.7
27
21.2
28.25
27.371429
24.6
7.25
11.471429
22.65
20.7
16.083333
19.66
35.766667
37.6
31.366667
null
28.4
36.6
14.138462
26.3
28.388235
23.5
36.65
9.318182
37.26
26.6
15.32
2,008
9.714286
38
29.066667
9.6
26.014286
31.55
16.7
22.214286
25.946667
25.733333
33.125
26
19.028571
27.653846
null
11.6
33.8
27.675
20.8
31.2
26.966667
21.5
35.7
22.671429
6
25.9
24.84
34.933333
28.885714
20.1
27.566667
27.142857
26.225
8
11.328571
22.9625
20.166667
16.066667
20.2
34.4
37.6
31.05
null
28.4
36.6
14.223077
26.3
28.558824
23.1
36.833333
8.854545
36.52
25.814286
15.14
2,009
9.171429
38
29.95
9.6
25.257143
31.975
16.7
22.642857
26.473333
27.016667
32.91875
25.1
18.871429
27.515385
null
11.766667
33.8
27.5375
16.9
29.566667
26.85
21.5
32.6
22.928571
6
25.6
23.3
34.166667
30.771429
19
26.883333
26.914286
27.85
8.75
11.185714
23.275
19.633333
16.05
19.933333
27.6
37.6
30.733333
null
27.9
36.6
14.307692
26.3
28.729412
22.7
37.016667
8.390909
35.78
25.028571
14.96
2,010
8.628571
38
30.833333
9.6
24.5
32.4
16.7
23.071429
27
28.3
32.7125
24.2
18.714286
27.376923
null
11.933333
33.8
27.4
13
27.933333
26.733333
21.5
29.5
23.185714
6
23.98
22.32
33.4
32.657143
18.675
26.2
26.685714
29.475
9.5
11.042857
23.5875
19.1
16.033333
19.666667
20.8
36.614739
30.416667
null
27.4
36.6
14.392308
26.3
28.9
22.3
37.2
7.927273
35.04
24.242857
14.78
2,011
8.085714
38
31.716667
9.6
27.820684
31.952411
16.7
23.5
28.177778
27.22
32.50625
25.075
18.557143
27.238462
null
12.1
33.8
27.4
13.557428
26.3
26.616667
22.633333
26.4
23.442857
10.079141
22.36
21.34
32.633333
34.542857
18.35
24.509863
26.457143
31.1
10.25
10.9
23.9
18.566667
16.016667
19.4
20.42
35.629478
30.1
null
26.6
36.6
14.476923
26.3
28.319815
22.266667
36.3
7.463636
34.3
23.457143
14.6
2,012
7.542857
38
32.6
9.6
31.141367
31.504822
16.7
21.65797
29.355556
26.14
32.3
25.95
18.4
27.1
null
12.266667
33.8
27.4
14.114856
26.338665
26.5
23.766667
31.838571
23.7
14.158281
20.74
20.36
31.866667
36.428571
18.025
22.819726
26.228571
31.725
11
10.957143
23.7
18.033333
16
17.75
20.04
34.644217
29.65
null
25.8
36.6
14.561538
26.3
27.73963
22.233333
35.4
7
36.158856
22.671429
13.194043
2,013
7
38
32.870437
9.6
34.462051
31.057233
16.7
19.815939
30.533333
25.06
32.755205
26.825
18.237401
27.95
null
12.433333
33.8
27.4
14.672285
26.377331
27.266667
24.9
37.277142
24.675
18.237422
19.12
19.38
31.1
38.314286
17.7
21.129589
26
32.35
11.75
11.014286
23.5
17.5
17.94309
16.1
19.66
33.658956
29.2
null
25
36.6
14.646154
26.3
27.159446
22.2
34.5
9.15
38.017712
21.885714
11.788086
2,014
8.183333
38
33.140875
9.6
37.782734
30.609644
16.7
17.973909
31.711111
23.98
33.21041
27.7
18.074803
28.8
null
12.6
33.8
27.4
15.229713
26.415996
28.033333
25.22
29.9
25.65
22.316563
17.5
18.4
31.428571
40.2
17.375
19.439452
28.340203
32.975
12.5
11.071429
23.3
17.5
19.886179
19.938822
19.28
32.673696
25.6
null
25.325
36.6
14.730769
26.3
26.579261
22.166667
33.6
11.3
39.876568
21.1
10.382129
2,015
9.366667
38
32.930656
9.6
31.163002
30.162055
16.7
19.230432
32.888889
22.9
33.665615
27.961482
17.912204
29.65
null
12.6
33.8
27.4
15.872575
24.433673
28.8
25.54
28.804471
26.625
22.07907
17.304162
17.802042
31.757143
40.2
17.05
19.069726
30.680405
33.6
12.5
11.128571
23.1
17.5
21.829269
23.777643
18.9
31.554793
25.2
null
25.65
36.6
14.815385
26.3
26.579261
22.133333
33.733333
13.45
32.778525
20.75
10.4
2,016
10.55
38
32.720437
9.6
28.360743
29.714467
16.7
20.486954
34.066667
24.725
34.12082
28.222963
17.912204
30.5
null
12.6
33.8
27.4
16.515438
22.3
29.566667
25.86
32.275912
27.6
21.841577
15.834974
17.204084
32.085714
40.2
16.725
18.7
28.42027
33.183333
12.5
11.185714
23.5375
17.5
23.772358
27.616465
17.84
30.43589
23.6
null
25.975
36.6
14.9
26.3
26.579261
22.1
33.866667
15.6
28.4
20.4
10.4
2,017
11.733333
38
32.510219
9.6
27.761771
29.7
16.7
21.743477
35.244444
26.55
34.576025
28.484445
17.912204
32.281586
null
12.6
33.8
27.4
17.1583
22.861299
30.333333
26.18
25.070114
24.85
21.604084
15.164415
16.606127
32.414286
40.2
16.4
17.882149
26.160135
32.766667
12.5
11.242857
23.975
17.5
12
27.6
16.78
29.316987
21.9
null
26.3
36.6
14.9
26.3
26.579261
21.916667
34
17.75
31.924566
20.05
10.4
2,018
12.916667
38
32.3
9.6
25.22513
29.7
16.7
23
36.422222
28.375
35.031231
28.745926
17.912204
25.455222
null
12.6
33.8
27.4
17.801163
20.551756
31.1
26.5
33.59627
22.1
21.366592
14.296659
16.008169
32.742857
40.2
15.287838
17.064298
23.9
32.35
12.5
11.3
24.4125
17.5
13.925
18.9
15.72
28.198084
20.6
null
25.55
36.6
14.9
26.3
26.579261
21.733333
34
19.9
27.153695
19.7
10.4
2,019
14.1
38
31.7
9.6
22.688489
29.7
16.7
23
37.6
30.2
35.486436
28.745926
17.912204
25.874167
null
12.6
33.8
27.4
18.444026
19.910167
31.866667
25.35
31.047203
22.1
21.129099
15.107636
15.440141
33.071429
40.2
15.058559
16.246448
23.9
31.933333
12.5
11.3
24.85
17.5
15.85
20.550613
14.66
27.079181
21.7
null
24.8
36.6
14.9
26.3
26.579261
21.55
34
19.22361
25.319399
19.7
10.4
2,020
14.1
38
31.1
9.6
26.166806
29.7
16.7
23
37.6
30.2
35.941641
28.745926
17.912204
26.293113
null
12.6
33.8
27.4
19.086888
19.2
32.633333
24.2
28.498135
22.1
21.129099
12.70721
14.872112
33.4
40.2
14.829279
15.428597
23.9
31.516667
12.5
11.3
25.2875
17.5
17.775
22.201226
13.6
27.079181
21.05
null
24.8
36.6
14.9
26.3
26.579261
21.366667
34
18.547219
23.485102
19.7
10.4
2,021
14.1
38
30.5
9.6
15.5
29.7
16.7
23
37.6
30.2
36.396846
28.745926
17.912204
22.3
null
12.6
33.8
27.4
19.729751
21.22308
33.4
24.2
25.949068
22.1
21.129099
14.3
14.304084
33.4
40.2
14.6
15.428597
23.9
31.1
12.5
11.3
25.725
17.5
19.7
23.851839
13.6
27.079181
20.4
null
24.8
36.6
14.9
26.3
26.579261
21.183333
34
17.870829
21.241751
19.7
10.4
2,022
14.1
38
29.9
9.6
21.026475
29.7
16.7
23
37.6
30.2
36.852051
28.745926
17.912204
22.359187
null
12.6
33.8
27.4
20.372613
21.22308
33.4
24.2
23.4
22.1
21.129099
13.9
13.736056
33.4
40.2
14.6
15.428597
23.9
31.1
12.5
11.3
26.1625
17.5
20.028162
23.851839
13.6
27.079181
19.75
null
24.8
36.6
14.9
26.3
26.579261
21
34
17.194438
21.8
19.7
10.4
2,023
14.1
38
29.9
9.6
21.026475
29.7
16.7
23
37.6
30.2
36.852051
28.745926
17.912204
22.359187
null
12.6
33.8
27.4
20.372613
21.22308
33.4
24.2
23.4
22.1
21.129099
13.9
13.168028
33.4
40.2
14.6
15.428597
23.9
31.1
12.5
11.3
26.6
17.5
21.133873
23.851839
13.6
27.079181
19.1
null
24.8
36.6
14.9
26.3
26.579261
21
34
16.518048
21.8
19.7
10.4
2,024
14.1
38
29.9
9.6
21.026475
29.7
16.7
23
37.6
30.2
36.852051
28.745926
17.912204
22.359187
null
12.6
33.8
27.4
20.372613
21.22308
33.4
24.2
23.4
22.1
21.129099
13.9
12.6
33.4
40.2
14.6
15.428597
23.9
31.1
12.5
11.3
26.6
17.5
21.133873
23.851839
13.6
27.079181
19.1
null
24.8
36.6
14.9
26.3
26.579261
21
34
16.518048
21.8
19.7
10.4

Africa Unmet Need for Contraception Dataset

Dataset Summary

Annual share of women with unmet need for contraception among married women ages 15–49 for African countries. Data are provided as percentages. Cleaned and reformatted for ML pipelines with Africa-only subsets in long and pivot formats.

  • Indicator: World Bank — Unmet need for contraception (% of married women ages 15–49) (SP.UWT.TFRT)
  • Geographic scope: 54 African countries (ISO‑3 list consistent across this repo)
  • Temporal coverage in files: 1960–2024 (years present; observations begin much later for most countries)

Source & Licensing

Intended Uses

  • Feature in demographic, public health, and social policy models
  • Trend analysis of family planning and reproductive health indicators
  • Input to cross-country forecasting or clustering (with caution about missingness)

Not suited for sub‑national analyses; indicator is national aggregate.

Processing Summary

We filled missing values using linear interpolation over time, followed by forward fill and backwards fill. Early years prior to a country’s first observed year are imputed via backwards fill; only countries with no observations remain all NaN.

Coverage & Data Quality Notes

  • Overall non‑null share in long dataset: ~8.23% (289 of 3,510)
  • Earliest non‑missing observation overall: 1984
  • Countries with earliest original observation ≥ 2015: Angola, Somalia
  • Countries with no observations (entirely NaN across all years): Djibouti, Seychelles
  • Earlier years are imputed via backward fill for any country with at least one observation; treat imputed values with caution.

Limitations & Caveats

  • Sparse historical coverage; many countries begin in the mid‑1980s or later, the latest first‑year is 2019.
  • Interpolation + forward fill + backward fill impute continuity across time; early years before the first observation are back‑filled. Consider sensitivity analyses excluding imputed years.
  • Indicator represents national aggregates; methodological updates by the World Bank may affect cross‑country comparability.
  • Use with caution in causal inference; consider triangulating with survey microdata where available.

Citation

World Bank. Unmet need for contraception (% of married women ages 15–49) (SP.UWT.TFRT).

Electric Sheep (2025). Africa Unmet Need for Contraception ML Dataset.

Contact

Questions or issues: kossisoroyce@gmail.com.
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