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Country Name
stringlengths
4
24
Country Code
stringlengths
3
3
1960
float64
0
56.9
⌀
1961
float64
0
64.7
⌀
1962
float64
0
56.9
⌀
1963
float64
0
56.9
⌀
1964
float64
0
56.9
⌀
1965
float64
0
56.9
⌀
1966
float64
0
56.9
⌀
1967
float64
0
56.9
⌀
1968
float64
0
56.9
⌀
1969
float64
0
56.9
⌀
1970
float64
0
56.9
⌀
1971
float64
0
56.9
⌀
1972
float64
0
56.9
⌀
1973
float64
0
56.9
⌀
1974
float64
0
56.9
⌀
1975
float64
0
62.7
⌀
1976
float64
0
73.5
⌀
1977
float64
0
58.1
⌀
1978
float64
0
56.9
⌀
1979
float64
0
56.9
⌀
1980
float64
0
56.9
⌀
1981
float64
0
56.9
⌀
1982
float64
0
59.7
⌀
1983
float64
0
56.9
⌀
1984
float64
0
56.9
⌀
1985
float64
0
56.9
⌀
1986
float64
0
56.9
⌀
1987
float64
0
56.9
⌀
1988
float64
0
56.9
⌀
1989
float64
0
56.9
⌀
1990
float64
0
56.9
⌀
1991
float64
0
56.9
⌀
1992
float64
0
56.9
⌀
1993
float64
0
56.9
⌀
1994
float64
0
56.9
⌀
1995
float64
0
56.9
⌀
1996
float64
0
56.9
⌀
1997
float64
-2.42
56.9
⌀
1998
float64
0
56.9
⌀
1999
float64
0
56.9
⌀
2000
float64
0
56.9
⌀
2001
float64
0
56.9
⌀
2002
float64
0
60.2
⌀
2003
float64
0
56.9
⌀
2004
float64
0
56.9
⌀
2005
float64
0
56.9
⌀
2006
float64
0
56.9
⌀
2007
float64
0
61.1
⌀
2008
float64
0
56.9
⌀
2009
float64
0
56.9
⌀
2010
float64
0
56.9
⌀
2011
float64
8.44
56.9
⌀
2012
float64
7.07
56.9
⌀
2013
float64
7.52
56.9
⌀
2014
float64
3.12
53.6
⌀
2015
float64
-3.95
76.8
⌀
2016
float64
5.75
71.3
⌀
2017
float64
5.75
48.3
⌀
2018
float64
2.79
46.5
⌀
2019
float64
2.28
44.6
⌀
2020
float64
-0.25
44.8
⌀
2021
float64
-15.68
40.6
⌀
2022
float64
-10.6
49.1
⌀
2023
float64
-3.24
42.4
⌀
2024
float64
-3.78
42.4
⌀
Angola
AGO
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.541098
5.082196
7.623293
10.164391
12.705489
15.246587
17.787684
20.328782
22.86988
25.410978
27.952075
30.493173
30.451111
30.893676
27.55658
23.300771
25.730579
30.804053
42.820853
28.197318
26.424353
26.667577
26.14297
27.500459
34.202491
27.214709
24.130306
17.869421
17.712255
26.4904
26.437362
26.256018
23.779091
25.00157
Burundi
BDI
6.25
6.896552
7.377049
6.015038
5.369127
5.766593
6.767567
6.851484
8.189644
8.28877
4.530795
7.607679
3.181696
5.311824
4.0523
7.580076
9.088418
11.196411
14.036886
14.916215
13.885768
17.006176
14.457397
22.8268
18.370835
13.861129
11.64423
22.612372
15.03514
16.462887
14.536977
14.409763
10.638298
11.540149
6.974127
6.363436
8.209806
6.096849
6.771614
5.884936
2.781138
4.468259
3.94866
7.86879
10.347097
18.2
18.512986
15.186458
13.408959
18.974873
17.160382
16.345748
16.338145
14.632639
14.203057
12.163458
9.23741
8.806016
11.103459
14.1287
11.445987
13.11262
13.386881
13.050457
13.050457
Benin
BEN
11.424972
10.962841
11.109211
11.616829
9.734166
8.7775
8.778295
11.825163
12.374656
12.663188
11.59238
10.285644
13.363637
13.075969
18.231116
19.302091
16.652186
17.750934
16.06401
19.02218
15.156568
15.676752
27.604417
17.321515
12.780318
8.939974
13.464445
12.926941
15.633231
11.817144
14.060356
14.478045
13.621109
16.058137
17.802215
21.419767
17.551168
18.544856
18.155157
18.227094
16.008402
17.75272
14.833723
15.16379
15.218605
12.086045
12.873465
16.376868
13.740421
14.865719
15.608089
16.462557
15.276313
18.861872
19.257586
20.731792
20.27204
23.960422
26.386513
25.629801
25.633844
28.850618
31.148372
34.530662
35.061685
Burkina Faso
BFA
8.519939
8.654232
8.707801
8.801237
9.639108
8.711953
7.972084
8.022716
8.270185
9.610307
10.270034
14.8739
17.277494
20.631069
25.523172
23.104222
22.844504
19.562454
18.318934
16.400094
15.106951
14.13093
17.926635
17.132266
14.166628
22.953278
20.136592
19.222656
18.788911
20.410017
18.913397
21.24561
19.302433
19.459397
27.166162
23.925343
24.944707
27.391778
24.174563
17.296502
14.570699
13.545898
13.451685
15.459281
15.518104
17.563594
16.125006
18.251085
20.731962
19.990032
21.990434
22.123512
24.652993
23.709915
19.262249
19.4067
20.795548
22.061837
21.739105
19.757868
17.161517
15.507901
17.497578
22.543856
27.096197
Botswana
BWA
6.015738
7.399438
8.799062
9.807095
12.282871
13.262195
21.815718
25.4462
30.736842
38.253825
45.322698
50.440529
50.944138
50.89997
47.872085
41.899867
33.771252
33.464826
36.363636
37.219395
40.05215
43.405676
37.658485
29.38912
29.443531
22.994413
21.485345
15.500833
23.584515
36.108183
37.366977
33.210175
30.419301
28.779531
25.982544
27.130134
23.443521
24.051987
37.936673
25.625951
29.55108
29.888137
30.193805
30.143007
31.351443
25.374134
21.692782
23.074757
35.468335
32.629908
34.702109
39.118115
35.999862
24.879329
25.253063
28.443289
22.067698
25.005896
25.90288
30.820441
32.72726
27.363724
26.791518
30.295878
36.19244
Central African Republic
CAF
19.636356
21.192053
23.278693
21.766557
22.126436
21.409214
21.134018
21.836233
16.219116
16.365681
17.983673
18.748607
18.433509
20.84582
15.501823
13.801308
11.96626
11.553936
10.886871
9.794198
7.007126
8.739406
6.669375
11.832655
12.307142
15.384061
12.779463
12.631115
10.509412
11.755844
12.70806
12.648012
12.402501
10.578482
11.706054
14.119031
7.275021
10.080189
11.012769
12.961964
11.072296
10.240829
9.624947
6.404793
6.812138
9.864817
10.234211
10.687241
12.728492
13.204172
16.843781
13.708464
10.833975
7.515324
21.990791
21.80538
22.463468
25.601251
26
26
26
25.36414
24.32666
23.747756
15.408963
Cote d'Ivoire
CIV
16.724935
19.840983
13.889568
17.78283
21.844553
21.872228
21.820346
19.782282
17.812105
19.52529
22.495653
21.801905
20.875348
23.18011
22.016239
22.444579
22.989227
27.33238
29.762171
27.965449
26.536118
25.940473
23.18829
18.412772
11.650778
12.951385
12.06341
12.317245
12.650353
8.903956
6.688803
7.358001
6.923885
9.793071
13.715718
15.598446
13.019253
16.528577
20.27214
14.626692
15.892407
14.220341
12.023475
13.968442
14.718293
13.842141
14.180827
13.726274
18.180021
14.74355
21.681055
16.593719
20.450817
22.909801
22.620456
23.388149
23.195409
20.818816
22.25279
21.989938
21.742893
23.575317
27.485312
26.096511
24.476336
Cameroon
CMR
12.531328
12.531328
12.531328
12.531328
12.531328
12.531328
13.342898
13.764656
13.359073
10.695561
16.027656
16.647103
18.246781
19.891457
17.080686
19.973866
17.588453
28.489209
31.248813
28.52037
20.982839
27.187709
24.796317
25.977846
25.943661
24.884947
25.512834
24.699763
20.897312
17.096013
17.811978
16.672655
14.305386
13.761624
16.611616
17.539606
17.366648
17.68394
18.453405
17.669297
17.192331
18.774062
19.441394
18.094736
18.867814
18.670925
17.77586
18.37845
19.754054
18.559685
18.228444
18.732401
18.000738
18.651546
19.727834
18.249855
19.818055
19.445137
19.53803
18.934645
17.660544
18.126692
19.107078
19.51665
21.379411
Congo, Dem. Rep.
COD
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2.514881
5.029762
7.544642
9.373602
27.851817
2.5
2.1
3.069011
14.433496
6.704141
7.435791
9.524555
12.256921
11.7799
14.646341
13.708284
10.857103
14.563435
28.781349
24.892106
14.328231
21.842423
23.223474
18.52712
17.399936
24.987678
20.60096
20.59454
24.602281
27.521324
31.465838
31.991166
33.429277
Congo, Rep.
COG
53.186827
64.653454
36.298479
22.741085
20.310556
22.427981
30.258293
31.506844
29.581984
26.705377
24.210518
26.606536
29.08213
31.953649
35.060328
39.111921
31.003886
26.595741
27.332323
25.960743
35.765816
48.16319
59.732394
38.438439
30.391236
30.284303
29.450628
19.728363
18.61912
14.128296
15.905512
20.528164
21.599691
29.496119
54.486135
36.572642
32.790413
22.233385
26.684375
27.772028
22.625954
26.356637
23.407597
26.090324
22.520341
25.937998
28.283457
61.053696
42.071412
54.295111
47.190171
36.841901
43.816828
47.064482
52.844617
76.782325
71.266856
45.894486
29.527009
25.900097
23.731567
21.976901
20.979207
25.210956
26.844629
Comoros
COM
18.042169
18.042169
18.042169
18.042169
18.042169
18.042169
18.042169
18.042169
18.042169
18.042169
18.042169
18.042169
18.042169
18.042169
18.042169
18.042169
18.042169
18.042169
18.042169
18.042169
18.042169
18.042356
18.042332
18.042257
18.042289
18.042342
18.042365
18.042368
18.042391
18.042382
18.04228
18.042376
18.042336
18.042345
18.042342
18.042289
18.042362
18.042298
18.042277
18.042276
18.042295
18.04234
18.042312
18.042322
18.042334
18.042313
18.042326
16.887409
19.248877
17.990681
18.174951
16.021453
16.151573
16.356184
15.202966
13.63804
12.560673
13.433443
14.868093
12.734806
11.801763
13.502164
13.334794
13.014488
11.733942
Cabo Verde
CPV
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
47.271484
45.935805
41.360293
44.956806
44.911774
35.203871
29.987287
34.996252
29.107174
28.555378
29.283486
27.486159
23.431974
28.961924
27.749764
21.879431
19.345046
15.958771
Djibouti
DJI
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
56.90793
3.115185
-3.945924
21.93594
21.632808
2.786901
2.28146
-0.248728
-15.678444
-10.595742
-3.23995
-3.779395
Algeria
DZA
42.184577
47.189529
35.420613
28.940662
21.846608
22.603944
17.324132
23.434417
27.867922
32.352736
36.649069
35.281342
34.302489
40.284195
40.016534
45.406826
43.350275
46.914735
52.219354
42.545925
39.076922
36.990595
37.283237
37.569533
35.164424
34.569172
33.555925
27.556379
27.639485
30.073234
28.589421
31.841327
30.757489
29.090908
30.080143
30.908556
25.678414
22.446973
27.148482
26.247685
23.563907
29.402519
32.42215
32.080821
32.851448
31.175076
30.36212
33.571546
35.536933
46.066913
43.286827
39.753822
40.282379
44.582011
46.898479
51.779613
51.641514
48.267592
46.456859
44.629562
42.949358
39.145805
35.08912
37.724946
37.724946
Egypt, Arab Rep.
EGY
15.435554
16.068234
17.864363
18.467454
19.404151
16.88369
16.394716
14.068171
13.012997
10.747421
14.602074
12.86548
11.25351
13.197398
18.888314
25.94505
21.628434
23.991766
28.600381
32.187024
27.5
32.09875
28.949947
30.827068
30.379747
29.758713
29.478458
26.019417
33.116883
31.68831
28.914406
23.733333
19.482387
19.845361
20.628571
20.147059
18.134263
17.562994
21.503132
21.618986
19.553073
18.260385
17.999472
16.886228
16.937977
17.975859
18.730775
20.851235
22.389726
19.190175
19.501077
17.103056
16.026751
14.211997
13.643192
14.288637
15.04023
18.734101
20.62492
20.654039
18.818061
18.212244
19.855913
16.490734
12.99674
Eritrea
ERI
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
7.810857
16.995013
25.137396
22.536696
27.589257
31.280727
32.286859
45.51418
21.996757
35.260622
29.548932
26.54396
20.262922
20.33944
13.681117
12.673575
12.71354
9.263796
12.385401
12.626318
12.626318
12.626318
12.626318
12.626318
12.626318
12.626318
12.626318
12.626318
12.626318
12.626318
12.626318
12.626318
12.626318
Ethiopia
ETH
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
32.107666
37.097962
34.081118
37.993725
40.671273
37.348763
38.443987
34.162955
35.263976
30.578969
28.025295
25.342227
22.169404
20.498585
Gabon
GAB
31.9553
31.9553
31.9553
31.9553
31.9553
31.9553
31.9553
31.9553
31.9553
31.9553
31.9553
31.969543
48.110599
37.554314
51.762174
62.67301
73.494646
58.070125
35.014837
32.91964
27.538155
36.350643
35.015561
35.185328
32.964915
41.992669
46.364639
26.361148
37.474827
26.304755
21.677157
26.468032
22.425114
22.448524
21.867595
23.303167
24.848942
30.761314
39.557657
26.168582
21.902056
22.745469
25.107098
22.639101
21.496052
21.364532
24.045196
24.878694
25.089897
27.981113
29.701114
26.64239
26.96615
29.180595
35.139049
29.230956
26.982261
21.298608
19.258232
21.898797
19.863469
17.456551
16.02694
17.534288
18.116327
Ghana
GHA
24.395857
20.107527
17.122594
18.727273
19.498382
17.87176
12.84585
10.305851
11.117647
11.794103
14.16556
14.12
7.104796
9.025993
13.04721
12.720045
12.070798
11.421551
10.772304
10.123058
9.473811
8.824564
8.175317
7.52607
6.876823
9.570089
9.362076
10.434048
11.29599
13.209014
14.443997
15.878986
12.8
22.21017
23.957733
20.021415
21.199996
24.806213
23.109389
21.000535
23.9986
26.599422
19.7
22.936928
28.377507
29.002141
22.465806
15.384545
16.491964
16.431793
13.100194
12.809993
16.967722
24.771538
27.165066
27.709641
25.455655
19.56552
21.709335
18.647276
18.223667
17.036678
15.799843
9.899861
9.956555
Guinea
GIN
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
10.239545
11.153769
11.718757
11.784688
13.79043
12.484012
12.035511
12.179431
12.790727
14.944954
14.253395
14.408532
13.173699
13.612057
14.040979
11.301127
9.970771
14.825036
14.215744
13.397694
24.563398
23.419673
26.217698
21.306612
20.325401
24.053333
26.021529
23.493961
22.816577
24.163367
52.669845
22.270417
19.547315
19.728558
31.516401
16.076271
14.014222
23.42699
31.182889
Gambia, The
GMB
8.178087
8.178087
8.178087
8.178087
8.178087
8.178087
8.178087
9.187748
10.590321
10.041126
6.889858
5.5931
7.226605
8.12
5.957108
8.545018
11.751457
13.278568
23.132924
29.089669
26.695475
25.3339
22.46033
18.883164
18.313405
15.086182
16.599253
17.125833
16.355963
20.36526
22.343194
20.337746
24.78933
5.277756
4.685494
6.903703
6.779201
5.17517
4.884402
4.755047
4.562497
11.17274
7.278328
10.038886
14.318377
13.831851
15.690685
12.566521
10.522435
12.891414
13.876711
12.896168
20.877169
14.711533
16.652612
20.349814
24.919934
22.959727
20.878424
24.653843
32.342055
30.37079
28.623649
27.287345
38.985187
Guinea-Bissau
GNB
29.572897
29.572897
29.572897
29.572897
29.572897
29.572897
29.572897
29.572897
29.572897
29.572897
29.572897
28.000179
22.752125
20.889878
16.815307
15.397445
16.25874
19.780498
21.695086
21.83706
28.180961
25.745693
28.259555
22.661926
37.724556
25.431636
23.77964
35.214463
44.701302
38.981933
29.925819
30.989374
48.109924
30.857469
21.770704
22.301055
23.052075
53.927836
30.608976
21.944548
20.060752
18.882171
23.596123
27.647745
20.961631
18.252761
20.079099
24.272638
17.339026
18.364874
19.493615
15.845682
19.354191
19.230234
20.139936
14.68621
17.671359
18.120726
18.551766
22.652265
24.948451
19.611989
21.000914
18.962148
20.930761
Equatorial Guinea
GNQ
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
39.476749
26.501125
29.585907
27.541752
39.392826
38.056299
32.049271
41.148143
30.308045
28.7093
24.701453
16.698646
14.031717
12.501497
10.891703
6.988464
8.246796
7.338155
9.359993
8.955806
Kenya
KEN
13.064204
13.064204
13.064204
13.064204
13.064204
14.393945
18.610241
20.172649
20.048829
19.37218
24.396675
23.915987
22.3173
25.811226
25.755633
18.139893
20.244218
23.723321
29.789289
18.132778
24.507141
22.913442
21.860215
20.925066
19.811032
25.324824
21.768037
24.289433
25.449041
24.862078
24.164093
20.970515
16.920839
17.610435
19.293243
21.819761
15.003823
15.140988
16.692716
15.521415
17.414091
18.790341
15.138216
16.482149
16.962496
17.649685
18.633585
20.456978
19.612711
19.019172
21.263999
21.885812
22.193363
22.404968
24.950719
22.103398
19.348436
20.663495
19.375986
19.341832
19.651584
20.391245
19.054064
16.356891
16.78507
Liberia
LBR
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Libya
LBY
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
18.615761
13.112126
12.150718
16.28054
16.330892
12.161049
15.501642
12.361298
11.960446
9.481002
11.840629
10.746124
13.516838
19.358996
11.638947
9.516585
21.048264
19.109678
21.664813
26.018031
19.800799
8.442421
15.218765
21.685517
26.223721
17.382013
13.800467
13.707756
15.133763
13.755344
9.44983
12.160908
10.520197
16.480355
14.837311
Lesotho
LSO
2.024291
3.921569
7.023411
8.630952
9.703504
11.479592
10.123457
11.575715
12.303486
11.672326
10.183299
9.140768
11.254019
14.268728
12.682927
18.083183
34.267913
23.79536
25.02157
32.746623
37.042755
37.599108
37.111627
36.624146
36.136665
35.649184
35.161703
34.674222
34.186741
33.69926
33.211779
32.724298
32.236817
31.749336
31.261855
30.774374
30.286893
29.799412
29.311931
28.82445
28.336969
27.849488
27.362007
26.874526
26.387045
25.899564
25.412083
24.924602
27.981443
30.53822
31.30119
25.331643
35.720596
32.666746
34.096818
30.436635
28.776006
22.205613
21.447279
26.794504
26.26467
28.470135
27.377008
27.220669
27.220669
Morocco
MAR
10.243474
9.695464
11.434491
12.01055
10.454564
10.616622
10.098929
13.252465
12.588341
14.194491
18.48559
17.944639
15.279503
16.863005
20.459153
25.387932
29.197752
32.509395
25.434239
24.492691
30.353483
31.718885
33.428522
26.34856
31.112852
30.677946
27.482158
25.116998
24.443816
30.270814
31.060295
27.322161
27.710369
26.474196
25.667473
25.393942
24.471441
24.921664
24.99962
23.244857
23.806846
24.860372
24.413799
26.050606
27.898405
27.416814
27.952783
30.803885
35.512796
32.185275
31.490717
32.946244
32.179354
32.00462
30.774254
30.177188
31.957991
31.658071
32.139567
30.594934
28.776973
30.676355
30.299769
28.81899
29.914972
Madagascar
MDG
6.961363
5.835514
5.044499
6.75823
7.070196
6.500634
8.532813
9.264742
10.319322
10.783455
9.912717
11.219473
8.819759
9.097384
8.660184
8.137158
8.134726
8.078257
9.586574
16.093931
46.589658
35.687886
26.348054
25.999142
26.821636
18.763906
20.505581
25.000705
17.601037
40.748831
35.962314
30.674709
36.093867
37.875125
32.872871
8.870919
9.526116
10.151913
12.246531
12.293345
11.930546
14.509217
10.970243
13.724566
21.151025
19.327113
20.311268
26.517931
38.746096
37.221896
27.02739
23.351167
20.168919
16.512913
16.49069
15.991888
16.365993
15.806377
20.702975
22.684048
17.715325
16.389231
22.161977
19.908356
22.606056
Mali
MLI
17.392164
17.392164
17.392164
17.392164
17.392164
17.392164
17.392164
17.392164
17.081326
17.340846
15.277317
16.005826
17.086129
16.886874
13.532955
15.521872
13.36338
15.588584
15.917836
15.474526
15.035914
14.597301
14.158688
13.720075
13.281462
12.842849
16.636342
20.151624
18.500802
21.338869
19.091271
17.114532
20.818333
15.464445
20.674753
21.172085
19.39175
20.664463
19.804316
17.893214
17.175658
20.489516
15.745766
20.811836
21.502504
22.519758
23.285118
23.47154
25.208649
24.964282
25.84821
24.411342
21.209099
24.245691
26.02639
24.894955
27.316168
25.544983
24.494398
26.507443
20.418285
23.633671
23.151377
22.306149
20.853441
Mozambique
MOZ
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
31.601137
34.857779
34.076395
30.161706
39.084843
25.521786
25.178126
27.695455
44.302871
41.13067
33.500366
40.593087
33.426619
28.597829
25.369857
23.934949
22.350492
22.030246
19.756052
23.195521
29.406084
50.59043
56.395811
53.643175
42.245788
46.280396
32.204307
45.980766
40.84612
44.826676
40.369314
43.204347
19.882409
24.129949
Mauritania
MRT
24.731017
24.731017
30.190616
18.407592
8.167179
7.062883
6.966357
10.876622
13.95173
11.390343
11.169534
11.586468
15.416689
4.380307
8.159543
17.488898
21.502508
19.830546
15.717186
12.943029
18.373993
21.246378
23.905985
18.443186
17.081811
19.685725
20.808499
19.788925
19.559216
12.986245
13.95128
14.633851
14.44435
10.01059
34.307717
14.238572
12.315393
10.578835
9.762306
11.140746
11.295801
12.508547
9.5438
21.47533
35.253823
48.90534
26.000657
28.143861
33.019928
26.433017
32.251083
38.653566
49.166823
47.557442
41.79672
38.461477
31.277642
37.898802
46.449713
40.522292
38.659323
40.615986
49.068122
42.399633
42.399633
Mauritius
MUS
30.394338
30.394338
30.394338
30.394338
30.394338
30.394338
30.394338
30.394338
30.394338
30.394338
30.394338
30.394338
30.394338
30.394338
30.394338
30.394338
30.394338
29.554301
30.320429
30.802548
20.455866
24.916746
17.924967
17.232525
21.747578
23.156743
21.637603
25.252435
30.606286
30.703987
29.809093
27.846826
28.68072
30.133829
31.357089
25.240648
24.350831
28.998346
25.436134
26.349815
25.636623
20.455398
21.758951
23.36466
24.068806
22.366892
25.573204
25.985165
25.345993
23.765749
27.105083
23.946384
24.380568
21.527459
19.068767
17.492445
17.27291
17.667983
18.872826
19.435939
18.214911
19.793153
20.456391
19.882285
21.189364
Malawi
MWI
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Namibia
NAM
23.919049
23.919049
23.919049
23.919049
23.919049
23.919049
23.919049
23.919049
23.919049
23.919049
23.919049
23.919049
23.919049
23.919049
23.919049
23.919049
23.919049
23.919049
23.919049
23.919049
23.919049
23.046924
18.241508
17.082708
13.195978
9.915911
8.135859
12.825108
15.019856
14.825086
27.057537
15.421487
18.45096
15.288766
19.067645
19.348005
20.475978
17.719632
22.349703
20.510718
17.041466
22.252542
18.588449
19.388282
19.060461
19.669813
22.212021
24.061334
27.473923
26.115925
23.779999
22.054009
26.722669
29.39542
34.776551
30.55644
22.029943
17.766496
14.916347
15.329113
13.929203
17.512657
19.974206
28.012498
25.613484
Niger
NER
6.695547
6.908799
9.876606
12.316462
10.799393
7.970064
7.842111
8.668275
9.715828
6.222642
9.849694
7.778459
11.069278
14.937257
15.055183
14.31417
14.209709
19.68237
22.993562
25.832815
28.113208
20.291575
20.588236
12.54548
3.148003
12.747219
11.601455
11.652511
19.051824
13.677549
11.284787
12.090375
8.501262
6.531344
12.982622
12.033346
14.667277
13.630185
14.626629
11.199527
13.14221
13.792428
14.626022
13.9303
12.497153
19.33543
19.808488
18.913773
26.443553
28.472272
32.640461
31.613129
29.314244
29.712481
31.110082
32.356823
27.52107
26.015252
28.918772
30.672321
28.489732
27.560416
29.620811
21.684407
18.680381
Nigeria
NGA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Rwanda
RWA
6.050419
6.557376
7.999999
7.8125
8.307693
9.811831
9.664098
7.307595
8.188152
6.62427
7.048658
9.131804
9.559471
9.42623
10.46025
13.738868
13.819303
15.06352
16.60703
12.030779
16.140383
13.299087
17.77822
13.530582
15.806574
17.309351
15.874815
15.664612
14.492437
13.426015
14.649983
14.02175
15.634096
16.747021
9.982509
13.409133
14.370426
13.809779
14.807661
11.973414
12.291172
12.784429
12.616102
13.16899
14.357201
15.14714
15.02509
16.789932
21.3447
21.015194
20.532501
20.901397
23.304145
24.431154
23.229032
24.240978
25.895845
23.835025
22.322193
27.028715
23.734656
26.734916
25.741826
23.585522
25.91415
Sudan
SDN
10.683325
14.584312
15.027027
13.390011
13.3223
13.857841
14.393381
14.928921
15.464461
16.000001
16.535541
17.071081
17.606622
18.142162
18.677702
19.213242
19.748782
15.567555
13.770289
14.240638
10.7241
14.808899
17.195767
16.075968
13.252932
10.641957
11.375121
12.100331
9.199632
8.044718
10.436931
10.512988
12.369861
15.199292
10.655301
5.539167
12.006718
8.974586
10.226395
10.343766
24.888031
20.531008
21.566352
22.074814
23.611732
21.206776
22.889177
21.306126
20.668908
22.325908
20.398539
23.262434
19.724132
17.195047
15.041534
12.808134
9.305915
10.768634
9.98935
14.305008
5.786535
3.465809
2.178264
2.172798
2.873011
Senegal
SEN
5.701572
5.701572
5.701572
5.701572
5.701572
5.701572
8.523977
9.925955
7.348595
8.169258
9.543292
10.185389
10.335614
10.744475
12.186112
11.179959
10.33195
9.948248
10.475577
11.276384
11.996296
12.733745
16.837175
16.9801
16.470877
15.268617
11.0797
12.418904
13.876147
13.63512
14.597258
14.692741
15.339415
14.659639
17.139992
15.299542
16.390475
15.84806
18.74498
22.010596
22.373227
25.570214
23.115002
23.926271
23.63367
24.572879
22.416825
24.618415
26.226708
20.397488
20.086947
21.00034
24.624097
24.066349
25.880787
25.833309
25.361673
29.815574
32.647941
31.96566
35.632965
38.353013
45.306464
41.926879
32.887972
Sierra Leone
SLE
16.209433
16.209433
16.209433
16.209433
16.209433
16.209433
16.209433
16.209433
16.209433
16.209433
16.209433
16.209433
16.209433
16.209433
16.209433
16.209433
16.209433
16.209433
16.209433
16.209433
16.209433
19.091472
13.381116
14.279623
12.705624
10.923253
10.63641
10.186009
5.894185
8.325568
13.005915
10.90887
8.369774
7.748114
8.66377
5.572866
11.036004
-2.424358
5.313475
0.29287
1.09681
10.993082
11.806152
11.329883
10.429835
11.409609
10.54686
10.159167
10.379406
11.208862
34.433556
46.545416
29.409805
17.65179
15.982291
18.061325
17.661897
19.139985
15.617257
16.01954
15.32842
14.086878
14.869894
19.717594
29.495612
Somalia
SOM
9.666397
9.634757
9.678077
9.605534
9.978641
11.189615
11.450174
12.022871
12.172852
12.35252
10.878946
11.399052
12.634804
15.04101
21.94837
21.152408
27.693146
21.424419
28.709481
23.016138
42.471606
27.557133
29.27415
22.374674
24.226946
29.824265
25.576994
33.000985
23.597432
28.018046
13.783029
13.871802
13.960574
14.049347
14.13812
14.226893
14.315666
14.404439
14.493212
14.581985
14.670758
14.759531
14.848304
14.937077
15.02585
15.114623
15.203395
15.292168
15.380941
15.469714
15.558487
15.64726
15.736033
14.36956
13.410406
13.148081
12.845637
13.825107
16.110255
16.079538
16.002014
17.981371
23.646127
22.37842
22.714928
South Sudan
SSD
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.769988
13.652131
10.289655
9.488777
7.074253
11.367774
7.994509
5.750756
5.750756
5.750756
5.750756
5.750756
5.750756
5.750756
5.750756
5.750756
5.750756
Sao Tome and Principe
STP
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Eswatini
SWZ
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
16.147568
19.635579
17.231389
17.377505
17.706175
19.874961
16.231399
14.984422
19.670519
22.480104
19.193623
19.193623
Seychelles
SYC
38.922852
38.922852
38.922852
38.922852
38.922852
38.922852
38.922852
38.922852
38.922852
38.922852
38.922852
38.922852
38.922852
38.922852
38.922852
38.922852
38.922852
40.004055
43.291863
32.944534
37.577344
32.352496
31.793465
21.143686
21.827196
22.292837
22.896323
19.593672
25.46827
27.254815
24.263301
22.036651
21.291708
28.094124
26.942463
30.016117
39.07611
31.398882
34.433685
42.906222
24.918394
40.3951
27.588135
10.962983
17.416064
23.869141
30.322224
29.224429
27.643034
28.027225
37.031424
34.816249
37.72992
38.566906
29.054899
26.879515
25.134739
24.535177
21.986987
22.085595
21.32132
16.467716
18.072974
20.574342
17.169291
Chad
TCD
13.573631
14.780044
11.67231
15.123994
14.985321
11.03194
13.152732
15.656165
15.043461
16.85434
16.092623
15.890771
14.750639
15.230337
18.474765
20.528056
17.054314
18.514756
16.231245
12.963875
9.696505
6.429134
3.161764
2.732897
4.830397
7.302372
8.13294
9.129483
7.035497
8.031074
6.753507
6.54307
7.468114
9.759302
16.639911
13.192488
20.25016
19.484779
16.934221
13.691501
23.273902
40.250377
60.156173
52.121774
24.283872
19.109844
17.703929
18.369228
18.546885
19.718181
21.854448
24.969624
24.926868
23.902622
29.479597
22.892239
18.358589
18.536652
21.926255
24.290993
22.787446
19.948553
17.971522
18.419956
17.80576
Togo
TGO
11.728395
11.728395
11.728395
11.728395
21.354167
23.678161
16.384181
12.631579
10.851419
13.218391
14.382632
18.070818
20.091324
21.681416
16.908952
28.52689
26.999266
38.862559
49.205508
50.704887
34.77349
30.658915
25.361513
21.812081
15.041428
27.445255
28.361459
24.107619
22.421742
16.960148
36.140514
37.425439
36.629233
7.83623
33.263832
37.724169
27.362539
26.190386
20.966039
20.400027
29.49747
29.320567
30.669067
32.09516
35.564165
25.111408
19.023822
18.78425
17.086261
14.491545
15.840416
19.904369
17.696246
22.11469
22.376828
25.185031
20.157262
16.836259
19.135847
18.60145
21.330907
19.864117
21.41925
22.95448
22.291977
Tunisia
TUN
27.906977
27.906977
27.906977
27.906977
27.906977
27.906977
25.288198
25.192982
22.926141
22.445363
21.148756
21.516114
22.716628
21.280292
25.804367
28.017687
30.65701
30.544277
30.758082
29.428474
29.36026
32.328208
31.727167
33.496233
35.899195
30.162575
26.600469
23.483877
20.709882
23.911615
27.068058
25.988461
29.19421
29.239583
24.644298
24.700618
25.013768
24.458886
24.917128
24.620257
25.898809
26.179346
23.81129
23.323307
23.301878
21.679444
23.4495
23.682179
25.523581
24.28865
25.836269
25.037243
26.097026
23.867849
23.864611
21.739
20.475113
21.294658
22.964009
19.802504
12.701869
15.863061
17.143001
7.771915
13.354028
Tanzania
TZA
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
17.98142
18.135221
18.75257
17.302032
16.97437
13.627821
11.457121
10.260382
21.033868
18.218331
17.462797
18.316793
18.088095
20.684387
24.493581
27.395898
30.323964
32.651217
37.489522
34.355677
32.017244
34.736033
34.845102
37.470607
37.653967
32.758692
32.174786
32.354141
38.376574
39.726406
38.746487
39.686679
41.067762
41.002389
39.764568
Uganda
UGA
10.964193
10.180336
11.148152
12.805516
12.087693
11.237733
11.497731
13.460703
13.090418
14.017012
14.004668
16.101946
11.643192
8.719974
11.61527
8.052364
6.251788
6.049679
8.281536
6.580101
6.154538
5.608315
9.092997
7.409612
8.139835
8.732018
8.446925
9.718216
10.79235
11.136228
12.70408
15.171265
15.938928
15.245786
14.681826
12.412025
20.172689
18.178556
16.447145
19.549121
19.483822
19.302059
20.217423
20.984142
20.14569
22.355146
21.13037
22.083055
22.977774
26.616039
27.103955
26.754981
26.177176
31.97398
26.853455
23.859794
25.415288
24.614043
24.328599
25.529461
24.215951
24.086368
24.201343
22.816013
22.308406
South Africa
ZAF
19.331093
18.467375
17.517832
21.230491
22.377049
24.145688
22.017535
24.351827
22.539241
23.315158
25.283716
27.412805
23.654887
24.000347
27.230381
29.353924
27.669564
27.303633
24.725911
25.606631
29.683932
31.903987
24.817745
25.264739
23.801385
20.720595
19.801573
16.723989
19.864799
21.30948
18.231241
17.835485
15.714555
14.161208
16.470496
17.700013
16.568399
16.2941
16.427891
15.655046
15.060281
14.57378
15.03612
15.657115
16.960351
16.831815
18.490203
19.325965
21.287249
18.766944
17.595645
18.853238
18.584535
19.168763
18.487964
18.633207
16.960452
16.610734
16.170583
15.820793
12.345544
12.796428
15.415075
15.538093
13.942203
Zambia
ZMB
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
29.874006
32.889211
31.517951
33.802989
34.069264
42.805116
38.206233
41.001821
38.588558
39.261909
32.244851
31.366918
26.980508
31.445069
31.445069
Zimbabwe
ZWE
20.433776
20.049978
15.598707
11.513209
11.742325
13.652441
14.948904
17.42558
21.123278
16.891539
18.33778
20.171089
23.704714
22.875537
24.743949
23.632483
16.110868
17.1857
10.695175
11.409631
16.936979
20.815898
19.053736
14.305157
17.035505
17.819977
18.056359
14.936165
18.701723
15.037981
17.376943
19.1034
20.237265
22.774888
23.729056
19.660187
18.54194
18.133903
20.750461
14.39628
13.569424
10.266473
5
7.999999
4.509115
1.525177
1.571161
7.109753
5.127906
12.747202
18.76284
17.398469
9.856338
9.209062
9.639589
10.035923
9.861741
14.702243
14.148444
13.799402
13.146075
15.507058
14.610339
16.27404
4.467751

Africa Gross Capital Formation Percentage of Gdp | Africa (World Bank)

Size category: n<1K - Formats: csv - Sector: economics_finance - Engineered by Electric Sheep Africa

size sector downloads license

TL;DR

This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.

What This Dataset Covers

Public datasets help analysts inspect structured evidence, build reproducible workflows, and compare patterns across domains.

Dataset context from the existing Hugging Face card: Africa Gross Capital Formation Percentage of Gdp Dataset Overview This dataset contains gross capital formation (% of gdp) data for African countries from the World Bank Economy & Growth indicators. Data Details Indicator Code: NE.GDI.TOTL.ZS Description: Gross capital formation (% of GDP) Geographic Coverage: 54 African countries Time Period: 1960-2024 Data Points: 3,250 observations Coverage: 92.59% of possible country-year combinations File Formats… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-gross-capital-formation-percentage-of-gdp.

Dataset Profile

Field Value
Hugging Face repo electricsheepafrica/africa-gross-capital-formation-percentage-of-gdp
Sector economics_finance
Topic tags finance, capital, gdp
Modalities tabular, text
Formats csv
Size category n<1K
Countries Africa-wide or source-defined African coverage
ISO3 coverage not declared
Last modified on HF 2025-09-04 09:50:20+00:00
Inventory snapshot 2026-07-16T16:00:34Z

How To Read This Dataset

  • Start from the repository files and the dataset viewer when available.
  • Treat the README context as a fast orientation layer; confirm variable definitions and units in the data files before modeling.
  • Use explicit country columns when present. When geography is only implied by the title or source metadata, document that assumption in downstream analysis.
  • Preserve missing values until you have a defensible imputation rule.

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/africa-gross-capital-formation-percentage-of-gdp")
print(ds)

split_name = next(iter(ds))
table = ds[split_name]
print(table.features)
print(table[:3])

Convert To Pandas When Tabular

from datasets import Dataset

first_split = ds[next(iter(ds))]
if isinstance(first_split, Dataset):
    df = first_split.to_pandas()
    print(df.head())

Data Quality Notes

  • This card was standardized from the Electric Sheep Africa Hugging Face metadata inventory.
  • Exact schema, row counts, and source files should be inspected in the repository data files.
  • Metadata gaps from the inventory: country, upstream_publisher.
  • Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.

Source And Provenance

Suggested Analyses

  • Inspect schema and missingness before modeling.
  • Profile variables by geography, time, and subgroup columns where present.
  • Join with other Electric Sheep Africa datasets using explicit country, year, and indicator fields when available.
  • Build reproducible notebooks that cite both the original source context and the Electric Sheep Africa Hugging Face repo.

Citation

@misc{electric_sheep_africa_africa_gross_capital_formation_percentage_of_gdp_2026,
  title        = {Africa Gross Capital Formation Percentage of Gdp | Africa (World Bank)},
  author       = {World Bank open data},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/africa-gross-capital-formation-percentage-of-gdp},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-gross-capital-formation-percentage-of-gdp}}
}

License

Released under gpl.

Original source rights remain with the original publisher or data provider. Electric Sheep Africa engineering standardizes discovery metadata, documentation, and usage guidance for analysis on Hugging Face.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.


Provenance: metadata-backed README standardized 2026-08-12 by the Electric Sheep Africa README system. Inventory source: catalog/esa_metadata_inventory/master_metadata.jsonl.

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