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year
int64
1.96k
2.02k
Algeria
float64
0.64
2.68
Angola
float64
0.56
4.56
Benin
float64
1.18
7.4
Botswana
float64
1.22
10.4
Burkina Faso
float64
3.67
5.79
Burundi
float64
5.77
28.2
Cabo Verde
float64
5.86
16.5
Cameroon
float64
4.16
11.6
Central African Republic
float64
Chad
float64
Comoros
float64
7.79
15.1
Congo, Dem. Rep.
float64
0.42
2.52
Congo, Rep.
float64
2.39
8.85
Cote d'Ivoire
float64
2.49
7.67
Djibouti
float64
2.2
6.95
Egypt, Arab Rep.
float64
3.44
8
Equatorial Guinea
float64
2.73
3.57
Eritrea
float64
Eswatini
float64
1.24
4.48
Ethiopia
float64
1.54
4.94
Gabon
float64
5.98
16.5
Gambia, The
float64
0.75
12.4
Ghana
float64
2.34
8.63
Guinea
float64
0.32
17
Guinea-Bissau
float64
3.95
21
Kenya
float64
2.13
4.52
Lesotho
float64
1.06
18.7
Liberia
float64
2.39
2.99
Libya
float64
1.28
13.3
Madagascar
float64
2.61
14.9
Malawi
float64
3.04
10.8
Mali
float64
3.58
9.11
Mauritania
float64
0.95
10.3
Mauritius
float64
4.29
10.6
Morocco
float64
3.26
6.01
Mozambique
float64
1.01
6.47
Namibia
float64
0.69
2.03
Niger
float64
1.86
11.5
Nigeria
float64
1.54
42.4
Rwanda
float64
3.55
13.6
Sao Tome and Principe
float64
0.27
7.13
Senegal
float64
3.44
8.46
Seychelles
float64
2.93
10.7
Sierra Leone
float64
1.05
23.5
Somalia
float64
South Africa
float64
2.02
8.97
South Sudan
float64
4.55
23
Sudan
float64
0.16
14.7
Tanzania
float64
7.1
22.1
Togo
float64
2
5.96
Tunisia
float64
2.1
5.11
Uganda
float64
2.63
8.29
Zambia
float64
2.7
8.5
Zimbabwe
float64
2.86
7.72
1,960
2.678571
3.211077
5.364951
7.464628
5.307614
12.49703
6.799655
8.708211
null
null
14.513715
1.399109
5.126833
7.447988
6.394111
7.998833
3.569425
null
3.556149
2.075225
10.574838
6.950793
3.491389
2.868268
6.4986
3.884072
1.073477
2.739258
1.702813
8.004563
8.028007
7.464731
5.887588
7.499372
3.645822
6.468574
0.798356
5.684439
23.475082
7.300018
7.132914
8.45642
10.700643
19.424998
null
7.232978
4.548708
3.472503
21.612875
5.963755
3.336739
8.232209
6.20468
4.590479
1,961
2.678571
3.211077
5.364951
7.464628
5.307614
12.49703
6.799655
8.708211
null
null
14.513715
1.399109
5.126833
7.447988
6.394111
7.998833
3.569425
null
3.556149
2.075225
10.574838
6.950793
3.491389
2.868268
6.4986
3.884072
1.073477
2.739258
1.702813
8.004563
8.028007
7.464731
5.887588
7.499372
3.645822
6.468574
0.798356
5.684439
23.475082
7.300018
7.132914
8.45642
10.700643
19.424998
null
7.232978
4.548708
3.472503
21.612875
5.963755
3.336739
8.232209
6.20468
4.590479
1,962
2.678571
3.211077
5.364951
7.464628
5.307614
12.49703
6.799655
8.708211
null
null
14.513715
1.399109
5.126833
7.447988
6.394111
7.998833
3.569425
null
3.556149
2.075225
10.574838
6.950793
3.491389
2.868268
6.4986
3.884072
1.073477
2.739258
1.702813
8.004563
8.028007
7.464731
5.887588
7.499372
3.645822
6.468574
0.798356
5.684439
23.475082
7.300018
7.132914
8.45642
10.700643
19.424998
null
7.232978
4.548708
3.472503
21.612875
5.963755
3.336739
8.232209
6.20468
4.590479
1,963
2.678571
3.211077
5.364951
7.464628
5.307614
12.49703
6.799655
8.708211
null
null
14.513715
1.399109
5.126833
7.447988
6.394111
7.998833
3.569425
null
3.556149
2.075225
10.574838
6.950793
3.491389
2.868268
6.4986
3.884072
1.073477
2.739258
1.702813
8.004563
8.028007
7.464731
5.887588
7.499372
3.645822
6.468574
0.798356
5.684439
23.475082
7.300018
7.132914
8.45642
10.700643
19.424998
null
7.232978
4.548708
3.472503
21.612875
5.963755
3.336739
8.232209
6.20468
4.590479
1,964
2.678571
3.211077
5.364951
7.464628
5.307614
12.49703
6.799655
8.708211
null
null
14.513715
1.399109
5.126833
7.447988
6.394111
7.998833
3.569425
null
3.556149
2.075225
10.574838
6.950793
3.491389
2.868268
6.4986
3.884072
1.073477
2.739258
1.702813
8.004563
8.028007
7.464731
5.887588
7.499372
3.645822
6.468574
0.798356
5.684439
23.475082
7.300018
7.132914
8.45642
10.700643
19.424998
null
7.232978
4.548708
3.472503
21.612875
5.963755
3.336739
8.232209
6.20468
4.590479
1,965
2.678571
3.211077
5.364951
7.464628
5.307614
12.49703
6.799655
8.708211
null
null
14.513715
1.399109
5.126833
7.447988
6.394111
7.998833
3.569425
null
3.556149
2.075225
10.574838
6.950793
3.491389
2.868268
6.4986
3.884072
1.073477
2.739258
1.702813
8.004563
8.028007
7.464731
5.887588
7.499372
3.645822
6.468574
0.798356
5.684439
23.475082
7.300018
7.132914
8.45642
10.700643
19.424998
null
7.232978
4.548708
3.472503
21.612875
5.963755
3.336739
8.232209
6.20468
4.590479
1,966
2.678571
3.211077
5.364951
7.464628
5.307614
12.49703
6.799655
8.708211
null
null
14.513715
1.399109
5.126833
7.447988
6.394111
7.998833
3.569425
null
3.556149
2.075225
10.574838
6.950793
3.491389
2.868268
6.4986
3.884072
1.073477
2.739258
1.702813
8.004563
8.028007
7.464731
5.887588
7.499372
3.645822
6.468574
0.798356
5.684439
23.475082
7.300018
7.132914
8.45642
10.700643
19.424998
null
7.232978
4.548708
3.472503
21.612875
5.963755
3.336739
8.232209
6.20468
4.590479
1,967
2.678571
3.211077
5.364951
7.464628
5.307614
12.49703
6.799655
8.708211
null
null
14.513715
1.399109
5.126833
7.447988
6.394111
7.998833
3.569425
null
3.556149
2.075225
10.574838
6.950793
3.491389
2.868268
6.4986
3.884072
1.073477
2.739258
1.702813
8.004563
8.028007
7.464731
5.887588
7.499372
3.645822
6.468574
0.798356
5.684439
23.475082
7.300018
7.132914
8.45642
10.700643
19.424998
null
7.232978
4.548708
3.472503
21.612875
5.963755
3.336739
8.232209
6.20468
4.590479
1,968
2.678571
3.211077
5.364951
7.464628
5.307614
12.49703
6.799655
8.708211
null
null
14.513715
1.399109
5.126833
7.447988
6.394111
7.998833
3.569425
null
3.556149
2.075225
10.574838
6.950793
3.491389
2.868268
6.4986
3.884072
1.073477
2.739258
1.702813
8.004563
8.028007
7.464731
5.887588
7.499372
3.645822
6.468574
0.798356
5.684439
23.475082
7.300018
7.132914
8.45642
10.700643
19.424998
null
7.232978
4.548708
3.472503
21.612875
5.963755
3.336739
8.232209
6.20468
4.590479
1,969
2.678571
3.211077
5.364951
7.464628
5.307614
12.49703
6.799655
8.708211
null
null
14.513715
1.399109
5.126833
7.447988
6.394111
7.998833
3.569425
null
3.556149
2.075225
10.574838
6.950793
3.491389
2.868268
6.4986
3.884072
1.073477
2.739258
1.702813
8.004563
8.028007
7.464731
5.887588
7.499372
3.645822
6.468574
0.798356
5.684439
23.475082
7.300018
7.132914
8.45642
10.700643
19.424998
null
7.232978
4.548708
3.472503
21.612875
5.963755
3.336739
8.232209
6.20468
4.590479
1,970
2.678571
3.211077
5.364951
7.464628
5.307614
12.49703
6.799655
8.708211
null
null
14.513715
1.399109
5.126833
7.447988
6.394111
7.998833
3.569425
null
3.556149
2.075225
10.574838
6.950793
3.491389
2.868268
6.4986
3.884072
1.073477
2.739258
1.702813
8.004563
8.028007
7.464731
5.887588
7.499372
3.645822
6.468574
0.798356
5.684439
23.475082
7.300018
7.132914
8.45642
10.700643
19.424998
null
7.232978
4.548708
3.472503
21.612875
5.963755
3.336739
8.232209
6.20468
4.590479
1,971
2.678571
3.211077
5.364951
7.464628
5.307614
12.49703
6.799655
8.708211
null
null
14.513715
1.399109
5.126833
7.447988
6.394111
7.998833
3.569425
null
3.556149
2.075225
10.574838
6.950793
3.491389
2.868268
6.4986
3.884072
1.073477
2.739258
1.702813
8.004563
8.028007
7.464731
5.887588
7.499372
3.645822
6.468574
0.798356
5.684439
23.475082
7.300018
7.132914
8.45642
10.700643
19.424998
null
7.232978
4.548708
3.472503
21.612875
5.963755
3.336739
8.232209
6.20468
4.590479
1,972
2.678571
3.211077
5.364951
7.464628
5.307614
12.49703
6.799655
8.708211
null
null
14.513715
1.399109
5.126833
7.447988
6.394111
7.998833
3.569425
null
3.556149
2.075225
10.574838
6.950793
3.491389
2.868268
6.4986
3.884072
1.073477
2.739258
1.702813
8.004563
8.028007
7.464731
5.887588
7.499372
3.645822
6.468574
0.798356
5.684439
23.475082
7.300018
7.132914
8.45642
10.700643
19.424998
null
7.232978
4.548708
3.472503
21.612875
5.963755
3.336739
8.232209
6.20468
4.590479
1,973
2.678571
3.211077
5.364951
7.464628
5.307614
12.49703
6.799655
8.708211
null
null
14.513715
1.399109
5.126833
7.447988
6.394111
7.998833
3.569425
null
3.556149
2.075225
10.574838
6.950793
3.491389
2.868268
6.4986
3.884072
1.073477
2.739258
1.702813
8.004563
8.028007
7.464731
5.887588
7.499372
3.645822
6.468574
0.798356
5.684439
23.475082
7.300018
7.132914
8.45642
10.700643
19.424998
null
7.232978
4.548708
3.472503
21.612875
5.963755
3.336739
8.232209
6.20468
4.590479
1,974
2.678571
3.211077
5.364951
7.464628
5.307614
12.49703
6.799655
8.708211
null
null
14.513715
1.399109
5.126833
7.447988
6.394111
7.998833
3.569425
null
3.556149
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10.574838
6.950793
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1.702813
8.004563
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7.464731
5.887588
7.499372
3.645822
6.468574
0.798356
5.684439
23.475082
7.300018
7.132914
8.45642
10.700643
19.424998
null
7.232978
4.548708
3.472503
21.612875
5.963755
3.336739
8.232209
6.20468
4.590479
1,975
2.678571
3.211077
5.364951
7.464628
5.307614
12.49703
6.799655
8.708211
null
null
14.513715
1.399109
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7.447988
6.394111
7.998833
3.569425
null
3.556149
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10.574838
6.950793
3.491389
2.868268
6.4986
3.884072
1.073477
2.739258
1.702813
8.004563
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7.464731
5.887588
7.499372
3.645822
6.468574
0.798356
5.684439
23.475082
7.300018
7.132914
8.45642
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19.424998
null
7.232978
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3.472503
21.612875
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6.20468
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7.464628
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null
null
14.513715
1.399109
5.126833
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7.998833
3.569425
null
3.556149
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10.574838
6.950793
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null
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null
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null
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4.590479
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6.799655
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null
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null
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17.374595
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6.629146
7.680005
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0.798356
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8.446423
null
7.200101
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13.59342
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19.195476
12.773624
11.03879
null
null
13.796902
1.399109
6.696856
7.447988
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5.628337
2.727552
null
2.748442
1.573936
14.46001
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7.129478
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16.364746
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6.803224
7.625766
6.415484
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6.205446
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6.468574
0.798356
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1.535558
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6.667465
7.416658
null
7.002016
4.548708
8.954229
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1.632685
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5.074335
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28.192276
13.19099
11.18603
null
null
15.147038
2.449044
4.544408
7.669466
3.529525
5.316539
2.727552
null
2.477124
1.564734
12.917276
2.529318
6.939002
3.264305
10.682739
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15.150991
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5.797377
7.153976
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3.89694
9.84646
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null
6.253483
4.548708
14.68258
11.166633
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1.798157
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24.297853
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null
null
14.770052
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2.39196
7.052935
2.444154
5.374632
2.727552
null
2.579657
1.555532
11.374543
3.508353
8.10754
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17.235431
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14.674237
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14.288951
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null
6.272401
4.548708
14.196905
9.817797
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null
null
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null
6.407108
4.548708
11.783096
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7.605759
null
null
11.78273
1.788327
7.944331
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null
4.33824
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null
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null
null
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null
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null
null
12.167264
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4.096723
6.118136
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null
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6.51971
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1.046811
null
6.807017
4.548708
8.496896
7.710476
3.244391
2.627821
7.239011
2.954721
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11.267339
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null
null
11.285923
0.981032
4.42252
4.671757
4.085889
4.414193
2.727552
null
2.665664
1.866374
7.292572
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4.520242
9.31353
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1.991799
0.752132
4.830467
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null
5.78264
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6.831865
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null
null
11.607867
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null
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null
null
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null
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null
5.688333
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12.195768
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null
null
14.179252
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null
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null
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null
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null
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9.392754
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null
null
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null
5.803277
14.362828
0.157818
7.83119
2.790991
5.109767
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3.519928
2,019
1.234818
3.215343
3.018622
3.829373
3.686928
6.402539
8.316136
10.830561
null
null
14.997451
0.646997
6.267988
5.450046
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null
1.715525
3.437835
6.852485
1.561162
5.128537
9.710423
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14.434072
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6.809561
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1.01153
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null
5.646109
12.70517
0.157818
7.095613
2.69823
5.034801
6.084582
6.359114
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2,020
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null
null
12.514274
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null
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1.090526
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4.256237
9.162016
3.549901
2.225898
3.616033
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5.114055
null
2.016499
11.047511
0.157818
7.095613
2.69823
2.786667
2.625222
8.080194
2.860109
2,021
0.642312
4.562355
3.018622
1.215254
3.686928
6.402539
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9.663835
null
null
12.514274
0.646997
6.267988
2.488124
4.085889
3.556725
2.727552
null
2.158707
1.878312
6.852485
0.752555
3.854087
17.028562
17.701953
4.520242
13.915804
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3.527672
4.193356
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4.289497
3.255083
1.090526
1.576041
4.256237
9.162016
3.549901
2.225898
3.616033
2.92756
5.114055
null
2.016499
11.047511
0.157818
7.095613
2.69823
2.786667
2.625222
8.080194
2.860109
2,022
0.642312
4.562355
3.018622
1.215254
3.686928
6.402539
5.855218
9.663835
null
null
12.514274
0.646997
6.267988
2.488124
4.085889
3.556725
2.727552
null
2.158707
1.878312
6.852485
0.752555
3.854087
17.028562
17.701953
4.520242
13.915804
2.992667
10.833581
2.608783
3.527672
4.193356
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4.289497
3.255083
1.090526
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4.256237
9.162016
3.549901
2.225898
3.616033
2.92756
5.114055
null
2.016499
11.047511
0.157818
7.095613
2.69823
2.786667
2.625222
8.080194
2.860109
2,023
0.642312
4.562355
3.018622
1.215254
3.686928
6.402539
5.855218
9.663835
null
null
12.514274
0.646997
6.267988
2.488124
4.085889
3.556725
2.727552
null
2.158707
1.878312
6.852485
0.752555
3.854087
17.028562
17.701953
4.520242
13.915804
2.992667
10.833581
2.608783
3.527672
4.193356
0.952461
4.289497
3.255083
1.090526
1.576041
4.256237
9.162016
3.549901
2.225898
3.616033
2.92756
5.114055
null
2.016499
11.047511
0.157818
7.095613
2.69823
2.786667
2.625222
8.080194
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2,024
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6.402539
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9.663835
null
null
12.514274
0.646997
6.267988
2.488124
4.085889
3.556725
2.727552
null
2.158707
1.878312
6.852485
0.752555
3.854087
17.028562
17.701953
4.520242
13.915804
2.992667
10.833581
2.608783
3.527672
4.193356
0.952461
4.289497
3.255083
1.090526
1.576041
4.256237
9.162016
3.549901
2.225898
3.616033
2.92756
5.114055
null
2.016499
11.047511
0.157818
7.095613
2.69823
2.786667
2.625222
8.080194
2.860109

Africa: International tourism, expenditures (% of total imports)

Dataset summary

  • This dataset provides values for "International tourism, expenditures (% of total imports)" 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: ST.INT.XPND.MP.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): 1995.
  • Countries with no observations (all NaN in pivot):
    • Central African Republic, Chad, Eritrea, Somalia.
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