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year
int64
1.96k
2.02k
Algeria
float64
12.9
46.2
Angola
float64
28.1
72.5
Benin
float64
3.52
31.4
Botswana
float64
22.8
75.1
Burkina Faso
float64
2.8
32.8
Burundi
float64
4.55
17.6
Cabo Verde
float64
13.3
46.7
Cameroon
float64
14.7
33.5
Central African Republic
float64
9.84
34.3
Chad
float64
6.56
51
Comoros
float64
5.67
12.9
Congo, Dem. Rep.
float64
11.4
46.6
Congo, Rep.
float64
19.5
81.5
Cote d'Ivoire
float64
21
46.8
Djibouti
float64
104
167
Egypt, Arab Rep.
float64
10.3
33
Equatorial Guinea
float64
35.2
89.2
Eritrea
float64
4.43
30.6
Eswatini
float64
40.9
48.7
Ethiopia
float64
5.55
16.7
Gabon
float64
31.2
73.1
Gambia, The
float64
6.55
59.9
Ghana
float64
3.34
48.8
Guinea
float64
13.2
56.2
Guinea-Bissau
float64
4
26.5
Kenya
float64
9.64
38.9
Lesotho
float64
10.9
53.2
Liberia
null
Libya
float64
14.6
92.1
Madagascar
float64
8.15
31.5
Malawi
null
Mali
float64
9.66
28.1
Mauritania
float64
11.4
50.2
Mauritius
float64
36.8
67.1
Morocco
float64
16.4
44.8
Mozambique
float64
8
49.8
Namibia
float64
32
70.4
Niger
float64
7.1
31.2
Nigeria
float64
9.24
9.24
Rwanda
float64
5.15
30.8
Sao Tome and Principe
null
Senegal
float64
11.5
28.1
Seychelles
float64
8.72
105
Sierra Leone
float64
7.76
34.7
Somalia
float64
4.76
33.2
South Africa
float64
18.4
33.4
South Sudan
float64
9.74
66.1
Sudan
float64
1.11
20.3
Tanzania
float64
7.07
22.4
Togo
float64
17
52.8
Tunisia
float64
19
55.7
Uganda
float64
7.06
29.9
Zambia
float64
23.9
52.2
Zimbabwe
float64
16.4
43.4
1,960
39.043173
57.084996
6.123914
26.275636
4.861965
12.5
17.074768
23.759392
23.272724
13.389646
8.836452
22.625294
20.453325
34.239547
156.414102
19.866193
87.417383
11.423606
41.794623
16.686853
34.170987
36.170614
28.193326
21.323948
3.999926
31.095747
11.740891
null
39.676237
10.030184
null
11.361641
11.367359
50.090876
23.571635
7.999424
70.388133
7.100411
9.24153
12.436972
null
11.511477
17.599803
29.077045
12.715256
25.588094
66.02706
14.558899
8.691282
16.975309
19.046704
27.329451
32.950395
22.764979
1,961
46.244557
57.084996
4.58349
27.216323
5.428886
12.931035
17.074768
23.759392
26.490066
13.911033
8.836452
22.625294
19.459555
35.292519
156.414102
17.646307
87.417383
11.423606
41.794623
16.686853
31.211693
36.170614
26.129032
21.323948
3.999926
32.71717
12.54902
null
39.676237
14.604749
null
11.361641
11.367359
50.090876
21.753972
7.999424
70.388133
8.121235
9.24153
11.475408
null
14.514197
17.599803
29.077045
15.997051
25.341426
66.02706
13.316111
8.691282
16.975309
19.046704
24.418229
32.950395
22.764979
1,962
19.793873
57.084996
3.517823
27.926039
5.531984
13.114754
17.074768
23.759392
24.590165
14.030383
8.836452
22.625294
30.489597
34.392625
156.414102
15.05238
87.417383
11.423606
41.794623
16.686853
31.714257
36.170614
24.214792
21.323948
3.999926
32.037809
14.381271
null
39.676237
13.755029
null
11.361641
11.521404
50.090876
18.020266
7.999424
70.388133
9.283575
9.24153
9.279999
null
13.916372
17.599803
29.077045
12.794031
25.463623
66.02706
14.616216
8.691282
16.975309
19.046704
24.107405
32.950395
22.764979
1,963
24.684682
57.084996
3.82136
28.994443
5.579492
7.518797
17.074768
23.759392
25.236592
12.948275
8.836452
22.625294
36.472899
33.935452
156.414102
17.758857
87.417383
11.423606
41.794623
16.686853
47.102995
36.170614
21.181818
21.323948
3.999926
32.032948
14.880952
null
39.676237
12.780448
null
11.361641
19.974482
50.090876
17.922214
7.999424
70.388133
9.31115
9.24153
5.9375
null
12.076608
17.599803
29.077045
15.868871
24.841997
66.02706
16.705632
8.691282
16.975309
19.046704
28.290939
32.950395
22.764979
1,964
25.084059
57.084996
5.137338
28.81101
2.798836
14.093959
17.074768
23.759392
28.448269
13.727622
8.836452
22.625294
38.152602
35.88603
156.414102
18.398046
87.417383
11.423606
41.794623
16.686853
41.89187
36.170614
19.902913
21.323948
3.999926
33.389413
15.363881
null
39.676237
13.302797
null
11.361641
34.512865
50.090876
19.490149
7.999424
70.388133
9.266661
9.24153
12.000001
null
11.972786
17.599803
29.077045
15.980452
23.805621
66.02706
15.535788
8.691282
22.916667
19.046704
29.897857
32.950395
22.764979
1,965
22.603944
57.084996
7.267563
31.707317
4.652597
10.347964
17.074768
23.759392
27.100268
13.500255
8.836452
22.625294
36.008223
36.823411
156.414102
17.130876
87.417383
11.423606
41.794623
16.686853
43.243243
36.170614
17.121419
21.323948
3.999926
31.397315
15.561224
null
39.676237
13.211704
null
11.361641
33.44763
50.090876
18.163539
7.999424
70.388133
9.484851
9.24153
12.096776
null
12.018936
17.599803
28.866381
17.152059
22.292448
66.02706
14.231838
8.691282
20.91954
19.046704
25.577714
32.950395
22.764979
1,966
25.986198
57.084996
6.846545
29.268293
5.051731
10.77616
17.074768
20.994735
28.350515
13.912616
8.836452
22.625294
29.889299
36.406991
156.414102
16.333374
87.417383
11.423606
41.794623
16.686853
39.735106
36.170614
14.624506
21.323948
3.999926
32.411634
10.864198
null
39.676237
17.294715
null
11.361641
34.08429
50.090876
18.961253
7.999424
70.388133
12.452714
9.24153
11.279369
null
12.726996
17.599803
27.777778
14.958665
21.97813
66.02706
14.316115
8.691282
24.105461
21.043001
25.567322
32.950395
22.764979
1,967
23.434417
57.084996
7.665822
24.613848
4.928506
10.80059
17.074768
20.625273
26.30273
14.361895
8.836452
22.625294
30.479457
36.223719
156.414102
16.825785
87.417383
11.423606
41.794623
16.686853
48.053907
40.52147
17.420213
21.323948
3.999926
28.464334
12.048193
null
39.676237
17.514253
null
11.361641
32.981844
50.090876
17.903477
7.999424
70.388133
8.429536
9.24153
10.512032
null
11.711657
17.599803
27.078385
13.650647
21.396337
66.02706
15.11524
8.691282
23.508772
21.210526
25.300333
32.950395
22.764979
1,968
23.135635
57.084996
9.334643
23.052632
6.204738
10.295696
17.074768
22.123552
34.312298
14.941012
8.836452
22.625294
30.385836
40.699872
156.414102
11.799921
87.417383
11.423606
41.794623
16.686853
48.422483
39.990437
20.352941
21.323948
3.999926
29.400811
12.075644
null
39.676237
17.750339
null
10.22257
30.124006
50.090876
18.483842
7.999424
70.388133
7.977599
9.24153
8.739836
null
13.534303
17.599803
23.682803
14.892573
21.958797
66.02706
15.114687
8.691282
26.210351
20.934609
23.940621
32.950395
22.764979
1,969
23.788777
57.084996
11.773219
22.772277
5.817214
9.658715
17.074768
23.383429
27.334664
13.206788
8.836452
22.625294
32.07549
36.761798
156.414102
13.452832
87.417383
11.423606
41.794623
16.686853
54.65546
40.39288
19.74013
21.323948
3.999926
29.528655
13.582343
null
39.676237
18.10927
null
11.203632
30.78851
50.090876
18.377618
7.999424
70.388133
9.357656
9.24153
7.678853
null
14.698639
17.599803
27.629744
15.989734
20.043621
66.02706
15.700295
8.691282
28.448276
22.135263
21.528693
32.950395
22.764979
1,970
22.072733
57.084996
15.17658
24.655547
5.45524
10.688777
17.074768
26.209932
31.938498
16.259837
8.836452
22.625294
34.736829
35.769326
156.414102
13.568216
87.417383
11.423606
41.794623
16.686853
49.720659
37.791556
21.336875
21.323948
3.999926
29.825726
12.219959
null
39.676237
19.160338
null
12.469556
32.351652
50.090876
17.636981
7.999424
70.388133
10.772383
9.24153
11.505229
null
16.093534
17.599803
31.021328
10.673683
18.401953
66.02706
16.340763
8.691282
29.308005
21.995765
23.352229
32.950395
22.764979
1,971
18.442519
57.084996
17.785799
33.14978
5.511468
8.43575
17.074768
23.018158
29.799233
15.912385
8.836452
22.625294
32.581725
32.209993
156.414102
13.241698
87.417383
11.423606
41.794623
16.686853
66.317697
32.367249
15.76
21.323948
4.158115
28.639355
12.797075
null
39.676237
14.444668
null
13.415911
31.882334
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12.36784
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null
15.327676
17.599803
31.267839
12.652131
18.478261
66.02706
15.63755
8.691282
27.838828
24.103495
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32.950395
22.764979
1,972
20.449562
57.084996
14.384402
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22.625294
28.309179
33.512121
156.414102
12.710239
87.417383
11.423606
41.794623
16.686853
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33.773057
20.71048
21.323948
4.355569
26.587829
16.07717
null
39.676237
14.262974
null
10.029273
38.22746
50.090876
18.573999
7.999424
70.388133
14.213706
9.24153
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null
18.135987
17.599803
27.772635
14.649975
21.458134
66.02706
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23.515982
25.348946
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22.764979
1,973
25.503663
57.084996
15.661976
38.831514
6.311798
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22.625294
31.622517
35.753891
156.414102
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87.417383
11.423606
41.794623
16.686853
58.845431
35.102656
21.451014
21.323948
6.059836
27.393835
14.268728
null
39.676237
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null
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37.124377
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20.836714
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70.388133
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14.580242
21.686956
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22.764979
1,974
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22.625294
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156.414102
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13.658537
null
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24.154607
66.02706
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32.950395
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14.466546
null
39.676237
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null
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null
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66.02706
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20.594783
39.303325
16.889384
12.933245
26.610259
49.330596
null
63.755961
19.457306
null
17.151726
23.269258
52.61472
25.349206
26.374613
39.79794
14.25857
9.24153
10.393522
null
19.101663
72.881705
16.681664
15.607034
22.757519
66.02706
14.300392
16.045583
23.574361
42.198077
12.696881
33.539982
34.469799
2,005
44.371283
65.526268
18.48364
52.923554
9.841847
6.2
37.77736
22.245456
13.362753
44.592349
8.836281
22.944183
75.005084
31.87898
156.414102
30.343547
87.417383
6.165713
41.794623
16.686853
60.008673
19.903291
36.449217
23.857258
13.562803
28.50903
50.636651
null
63.716843
24.319386
null
17.650608
26.753247
58.240321
27.9959
27.867764
40.408576
14.411416
9.24153
10.687985
null
19.806638
77.107535
17.826181
16.100205
23.599764
66.02706
14.458822
16.983367
25.182639
44.932292
14.1797
30.610712
33.548648
2,006
45.764134
63.467864
18.057926
51.780827
10.956864
7.3
45.132205
24.179094
14.316005
44.775822
8.836179
21.700099
77.464129
32.84093
156.414102
29.949814
82.32565
6.899509
41.794623
16.686853
60.571817
21.034712
24.65619
23.824308
10.377563
22.98494
51.942705
null
71.839327
27.486914
null
21.059588
42.364103
58.443936
29.628967
28.039682
45.366834
13.870443
9.24153
10.883417
null
19.252085
83.081039
9.511026
16.593375
26.09825
66.02706
15.094925
18.414991
25.047696
46.028516
15.275413
32.592959
35.956169
2,007
44.720156
67.905783
22.042853
56.479963
10.348542
6.8
33.745898
26.978642
14.115327
43.468795
8.975342
39.071914
68.485391
30.490953
156.414102
30.249731
88.621294
5.771853
41.794623
16.686853
58.528605
18.032957
24.525091
23.550956
11.120302
21.918991
53.24876
null
73.432478
27.796207
null
18.638993
40.523162
55.867498
31.427774
28.32084
49.855201
13.066539
9.24153
13.667824
null
20.554388
86.843726
9.047708
17.086546
27.958964
66.02706
16.900534
19.830626
23.94496
51.078222
16.725069
33.591193
37.785373
2,008
45.647182
72.475029
22.14072
46.946905
10.149327
10.5
45.935805
27.008365
11.003665
40.071387
8.221347
39.027799
73.402919
31.013669
156.414102
33.042993
89.22435
4.428757
41.794623
16.686853
62.199712
14.4752
25.029457
21.640462
11.766576
22.674058
52.918483
null
74.115707
27.707199
null
20.781174
41.60285
51.070521
32.472223
27.346266
53.653436
13.18051
9.24153
11.272755
null
20.846301
98.13541
7.76349
17.579717
32.254674
66.02706
20.265432
19.464611
24.630049
55.65283
24.280142
28.91936
41.466849
2,009
32.586006
58.7573
19.927967
35.833662
13.788971
6.6
41.360293
19.582415
9.84165
32.877152
9.311939
26.813788
64.479912
35.412741
156.414102
24.956822
74.34221
4.528624
41.794623
16.686853
52.171732
15.746108
29.291866
22.515788
11.128308
18.774945
44.763329
null
63.236892
20.37583
null
16.805007
37.245748
47.677169
25.717178
27.983421
51.563175
14.977851
9.24153
10.367483
null
19.393867
105.386909
8.008618
18.072888
24.982746
60.314314
14.554198
18.194266
25.150194
45.039811
18.613566
29.250998
19.476256
2,010
34.98823
61.543116
23.072048
42.144332
20.515849
9.700002
30.283823
22.36889
11.625801
34.438353
9.638897
41.111154
68.528092
33.499575
156.414102
21.349246
85.758433
6.378377
41.794623
16.686853
57.663492
14.667815
29.476718
30.341207
12.639416
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42.126259
null
66.272007
21.874381
null
18.50635
45.739348
51.237673
29.788949
29.368233
48.281954
16.184415
9.24153
10.742765
null
19.981239
91.366951
9.89231
18.566059
25.783418
61.434483
17.475606
19.607529
26.962986
47.959729
13.824483
37.025933
29.640389
2,011
35.988086
60.669948
20.849652
44.236398
26.195501
8.8
32.874261
24.229687
13.12782
32.662667
9.956404
39.515617
73.611733
35.281376
156.414102
20.567428
75.095313
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41.794623
16.686853
61.744372
16.859404
36.936609
32.602241
19.298096
21.549477
47.722845
null
38.145896
22.719639
null
18.088251
50.18281
52.444147
31.954484
31.3789
45.539782
15.289555
9.24153
12.658871
null
21.303549
97.960757
9.593642
19.059229
27.698148
66.07612
12.478706
21.634282
30.628527
46.054654
12.855724
40.471223
34.800482
2,012
34.382792
55.940131
23.896737
48.115024
26.598085
9.696095
37.463453
23.876724
11.550133
33.398001
8.945874
30.803009
58.082028
34.98249
156.414102
16.396967
71.904992
18.154837
41.794623
13.767298
60.950341
19.841682
40.359218
33.137395
14.116778
19.864948
41.795934
null
66.867857
21.780692
null
22.472592
48.261355
53.792165
32.097096
30.017439
40.058338
16.100577
9.24153
11.994278
null
22.474374
103.047227
20.591833
19.5524
27.139149
42.832052
6.856453
22.372112
32.081966
45.912848
15.491729
40.082911
25.162788
2,013
30.799365
50.747086
27.570565
61.379762
27.076985
9.095256
37.516839
23.639109
14.972955
30.151504
9.048395
36.445861
52.934341
29.160403
156.414102
17.017846
67.653317
18.154837
41.794623
12.484074
57.357406
18.979164
25.440783
26.470622
13.214421
17.792181
38.249665
null
59.888608
23.272166
null
20.948818
45.548599
52.572924
30.253266
27.993807
37.501985
16.979034
9.24153
13.492536
null
22.349742
94.703032
18.938609
18.617869
28.37928
9.740758
9.506891
19.012788
33.173046
44.889705
16.513036
40.482717
21.987357
2,014
27.619486
44.695029
31.430841
61.282968
26.932004
8.696021
37.248292
23.609976
16.675788
23.139036
9.676472
36.832189
53.133638
28.156959
157.949328
14.244131
65.963289
18.154837
45.310628
11.64162
44.520892
21.836895
28.231902
26.688511
16.694121
16.472804
38.149695
null
32.238321
28.281912
null
19.126957
37.389201
52.52466
30.132987
32.789037
39.017085
15.945863
9.24153
13.868662
null
21.778297
99.180749
20.214391
19.162894
29.000619
38.391617
7.608911
18.069209
28.337565
42.947465
14.948211
38.82229
20.929994
2,015
20.528142
29.754598
24.720451
53.090897
26.107646
6.417274
41.135202
20.98915
17.067661
27.90848
10.136198
27.725568
40.857049
27.353244
145.421307
13.183845
56.658474
18.154837
44.84657
9.363314
46.032009
15.570849
33.831705
21.496872
25.046712
15.128734
42.891804
null
22.227374
28.390646
null
20.223948
30.195145
51.497852
29.995854
32.572294
35.370848
14.26837
9.24153
13.231787
null
22.677195
90.084628
10.484957
16.871569
27.713638
36.651349
6.422911
17.104912
25.976075
38.399839
12.877325
37.138526
19.160627
2,016
18.486688
28.124485
27.606788
54.611355
25.915965
6.384522
41.472949
18.949979
14.82188
22.607986
10.672896
23.956442
42.068526
24.941862
103.764025
10.345464
51.41283
18.154837
45.264133
7.812063
44.035347
12.755635
31.193239
29.371513
23.774731
13.249745
45.779665
null
14.577888
29.092569
null
19.658879
33.925141
47.824941
30.734595
35.381937
35.009467
12.183339
9.24153
15.421803
null
21.560858
85.350257
14.112249
16.135958
28.156088
36.651349
5.004491
16.349975
25.99637
38.295296
12.427164
35.324676
19.943578
2,017
20.33368
29.004102
27.205595
42.920042
26.452386
6.026574
42.068804
18.351099
17.259774
23.185616
11.901316
35.250522
47.962732
25.498787
150.098361
15.014087
58.863105
18.154837
43.146312
7.629375
50.226754
18.480735
33.876875
44.660298
26.53438
12.73666
47.476934
null
27.197256
30.902631
null
18.906508
34.505678
46.60672
32.606461
41.043463
33.620804
12.806541
9.24153
20.528381
null
21.930083
93.909572
13.850645
13.046501
27.340076
36.651349
6.112144
15.663492
24.872604
41.720786
16.661129
34.992858
24.658176
2,018
23.423106
40.83629
27.274231
44.228144
28.078906
5.685654
45.865993
18.736253
15.94003
25.844781
12.909023
32.553528
62.210592
22.6942
156.619987
17.984656
59.614535
18.154837
40.863799
8.372678
54.299076
22.28818
33.454895
40.207096
25.476867
12.541975
49.833111
null
39.613504
31.536024
null
20.599059
36.58625
44.643004
33.828437
45.531036
35.882565
11.295737
9.24153
21.108011
null
22.949091
87.044404
11.238826
14.212338
27.497037
36.651349
7.650202
14.739143
24.223952
45.485483
15.087053
37.957405
26.164051
2,019
20.407942
40.790755
29.630527
37.087818
29.257696
5.17204
46.705033
19.850091
15.75538
24.968457
12.773461
25.867665
56.198814
22.660489
166.717864
16.644031
51.13075
18.154837
44.761706
7.939965
51.431073
20.165891
37.4496
35.042049
18.366719
11.427996
46.209328
null
42.355322
28.424401
null
21.727225
42.397524
44.020988
34.093057
37.142056
36.400882
10.759377
9.24153
21.825444
null
24.983134
82.356269
9.69027
13.067555
27.202129
36.651349
8.452983
16.036746
23.812453
45.950493
17.109058
34.636193
27.55417
2,020
15.535201
38.314541
19.87247
31.290366
31.776866
4.54932
25.293371
15.235737
15.17248
21.286846
5.671752
28.604952
40.719043
20.993468
117.134854
12.472776
40.84545
18.154837
43.751935
7.1272
47.599483
9.607644
31.52542
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15.664911
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44.449012
null
20.36379
20.142075
null
25.142259
41.406104
36.758868
30.794107
32.789873
33.677869
9.737846
9.24153
19.325942
null
20.700553
66.54669
9.882223
13.652599
27.575914
36.651349
5.125313
13.503874
23.263529
37.983433
15.414799
46.720186
22.293071
2,021
23.444367
47.745276
20.918806
41.912552
32.797074
5.00029
23.849798
16.508884
13.22746
26.283349
9.917034
40.38583
52.836571
22.296268
142.728194
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45.127551
18.154837
44.811699
7.631709
60.93912
6.617335
30.055119
56.218633
17.812678
10.769574
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null
92.054608
23.091632
null
23.434773
39.856023
38.460799
33.136085
40.350499
31.956411
9.993721
9.24153
19.502495
null
24.639602
80.263871
15.533665
16.153526
31.103599
36.651349
2.24987
14.120022
23.629548
41.767583
15.781008
52.21609
22.775238
2,022
30.808979
44.391642
20.81533
43.543612
31.744843
4.971099
38.684254
19.321813
12.3005
31.735344
12.947028
45.49795
63.812147
24.26736
159.250736
15.087026
52.967085
18.154837
44.546977
8.24396
67.578733
8.569851
34.664044
45.418651
14.889404
12.191969
46.506382
null
91.980924
30.543295
null
26.168967
39.737808
49.489305
44.811801
49.826943
40.458472
26.403074
9.24153
22.478062
null
26.699164
90.121603
16.772612
17.681919
33.37145
36.651349
1.571162
15.413711
25.599171
50.978832
12.021995
40.193998
27.87217
2,023
23.619536
40.832466
20.003519
32.249858
28.862296
5.288948
38.323392
16.614143
14.440826
29.828936
10.354881
43.834444
56.895928
24.251191
150.021568
19.106091
36.602326
18.154837
48.680303
6.595918
64.166244
9.604496
31.770816
44.132063
13.683695
11.686105
42.922981
null
85.113738
27.003047
null
24.895982
38.287991
47.534317
42.752081
45.279116
43.626769
23.706797
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23.106463
83.408369
21.52479
19.733658
32.754527
36.651349
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37.882743
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14.73719
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160.791631
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null
74.827318
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22.517214
38.287991
46.206006
43.285908
42.73408
41.643867
31.15396
9.24153
30.82208
null
28.056562
85.168336
20.939835
20.019155
31.849845
36.651349
1.193102
19.830483
24.383173
48.434971
16.905212
40.846124
22.105677

Africa: Exports of goods and services (% of GDP)

Dataset summary

  • This dataset provides values for "Exports of goods and services (% of GDP)" across African countries, standardized and made ML-ready.
  • Geographic scope: 54 African countries.
  • Temporal coverage: 1960–2024 (annual).
  • Units: As defined by the World Bank indicator.

Source & licensing

  • Source: World Bank – World Development Indicators (WDI), Indicator code: NE.EXP.GNFS.ZS.
  • License: World Bank Open Data terms. Users are responsible for compliance with the World Bank Data Terms of Use.

Intended uses

  • Cross-country analyses and visualization related to trade, logistics, and economic indicators.
  • As an input feature for ML models in trade, development, and economic domains.
  • Educational and exploratory data analysis.

Use with caution for early years and countries with imputed values.

Processing summary

Missing values in the pivot were handled via:

  • Linear interpolation along years (limit_direction="both")
  • Forward fill
  • Backward fill Countries with no observations across all years remain entirely NaN.

Coverage and data quality notes

  • Earliest non-missing observation (across all countries): 1960.
  • Countries with no observations (all NaN in pivot):
    • Liberia, Malawi, Sao Tome and Principe.
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