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3
1960
float64
7.41
191
1961
float64
9.53
191
1962
float64
9.96
191
1963
float64
10.3
191
1964
float64
11.5
191
1965
float64
11.4
191
1966
float64
11.6
191
1967
float64
11.9
191
1968
float64
10.9
191
1969
float64
12.1
191
1970
float64
11.6
191
1971
float64
14.2
191
1972
float64
15.1
191
1973
float64
13.2
191
1974
float64
15
191
1975
float64
10.9
191
1976
float64
9.61
191
1977
float64
7.8
191
1978
float64
9.69
191
1979
float64
11.2
191
1980
float64
9.15
191
1981
float64
5.32
191
1982
float64
2.98
191
1983
float64
5.99
191
1984
float64
10.8
191
1985
float64
11.9
191
1986
float64
8.2
191
1987
float64
11.1
191
1988
float64
7.7
191
1989
float64
9.34
191
1990
float64
7.07
191
1991
float64
11.7
191
1992
float64
14.4
191
1993
float64
7.24
191
1994
float64
9.92
191
1995
float64
9.8
191
1996
float64
13.9
191
1997
float64
12.5
191
1998
float64
15.2
191
1999
float64
14.6
191
2000
float64
13.2
191
2001
float64
10.7
191
2002
float64
13.2
191
2003
float64
14.2
191
2004
float64
16.1
191
2005
float64
16.9
191
2006
float64
12.6
191
2007
float64
12.8
191
2008
float64
13.5
191
2009
float64
15.1
191
2010
float64
15.3
191
2011
float64
15
191
2012
float64
15
191
2013
float64
16.9
191
2014
float64
13.2
141
2015
float64
12
123
2016
float64
10.3
109
2017
float64
11.7
156
2018
float64
14.2
144
2019
float64
16.9
154
2020
float64
4.83
109
2021
float64
1.88
121
2022
float64
1.13
143
2023
float64
1.37
135
2024
float64
1.27
148
Angola
AGO
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
48.216747
49.579891
45.199589
41.064694
31.157296
40.154285
48.88968
63.688844
42.580519
39.312559
35.859967
36.064847
34.637893
33.133918
25.245673
23.25272
25.541723
17.038783
27.627488
26.719223
25.299428
26.169327
24.413176
Burundi
BDI
13.392858
14.655173
16.393442
14.285714
12.080537
12.534289
12.99218
11.885777
13.366812
12.094574
11.62102
14.17168
15.07497
13.332731
15.533938
19.001771
16.652877
17.291419
20.226401
22.722142
23.292065
22.037696
26.907446
24.74776
23.55231
20.786902
22.31563
25.738632
25.953183
22.943565
27.775147
28.505183
29.476951
27.161036
28.481759
27.278284
15.753401
14.439907
19.44028
15.963988
16.234754
15.784843
16.988025
20.994898
24.62337
28.899999
35.1
31.999999
36.699999
29.200003
29.800004
34.200003
34.009278
37.508823
34.299005
16.42101
16.659203
16.213719
20.914048
23.85417
22.22401
23.81837
23.344222
24.448025
24.448025
Benin
BEN
12.110286
9.534632
9.959304
11.625899
12.243165
14.905711
16.196063
19.772266
19.076587
21.428506
24.461324
27.832614
26.800149
25.950167
29.494648
33.412982
31.028511
34.780783
34.545364
37.021789
37.322107
43.958872
40.0863
31.577723
30.931928
36.6486
32.615497
30.950607
32.083089
24.804938
26.538879
30.342231
33.501598
32.917416
36.073461
36.431198
30.01898
31.535495
32.500686
31.382258
26.742849
28.388592
24.041812
22.971933
21.389427
20.612291
21.716773
27.070931
25.634639
24.774662
28.358812
26.367377
26.84
31.629627
33.837434
32.035862
31.38014
34.271002
34.520964
34.050805
24.960763
27.136055
23.566263
24.659612
21.799645
Burkina Faso
BFA
15.839405
15.789976
15.705965
15.669009
11.518439
11.376621
11.648488
13.927307
15.287391
16.532395
16.14177
19.931089
21.289
22.919539
24.472916
30.151116
27.008243
30.443267
27.750829
29.282444
31.262508
31.435114
31.624035
29.574148
28.757792
31.026082
28.971166
28.08113
27.130982
23.645897
24.455959
23.348688
19.527536
20.673541
25.027601
26.606915
27.616693
26.603888
28.131681
26.90081
26.278224
22.614088
22.447157
21.147805
24.599356
24.330322
24.149679
23.431175
25.23599
26.507013
28.55739
31.301753
34.640523
36.958866
31.891558
32.981536
31.977208
32.816395
32.516719
31.150997
28.962913
29.623285
33.099031
35.960026
34.941019
Botswana
BWA
39.643942
42.525505
44.838993
47.345357
48.576703
50.609756
50.948509
50.773493
62.947368
52.565257
60.913706
61.563877
60.54288
61.965181
64.775186
63.792119
66.321484
69.309665
68.524389
65.249925
66.442302
71.530328
69.274197
62.565618
57.962199
51.231759
49.12874
48.442188
43.92965
46.136267
49.791913
46.528871
41.571691
39.112408
40.358211
43.758674
37.127131
47.723677
52.551867
43.731813
40.09292
38.867457
39.678347
37.007185
41.384035
35.581799
34.831607
42.016562
52.061317
52.647127
52.494671
54.72507
63.760257
64.403278
58.214574
59.809994
45.853335
39.003909
43.22696
46.005164
46.373052
46.846197
42.068096
36.5535
40.928535
Central African Republic
CAF
34.181812
35.761589
37.704907
38.485805
40.80459
37.669377
42.525773
46.898238
39.631225
37.598458
41.56235
37.423462
33.813087
36.486883
43.336113
39.91997
29.326611
34.324906
33.88576
35.132939
41.080783
34.059744
34.224507
36.616261
35.501677
31.635975
28.622632
28.550293
25.053882
26.463161
25.875515
26.122651
26.363376
22.889067
25.018621
28.254946
25.614019
28.934228
28.392645
23.988694
25.287568
22.573246
20.14586
17.995222
19.246037
21.708184
22.079865
23.465572
23.433857
21.652597
22.804681
21.347798
21.509316
23.426333
36.419304
36.077487
35.708764
39.883772
33.72017
34.31042
34.34854
30.93166
32.93307
29.039744
32.366249
Cote d'Ivoire
CIV
22.904521
28.103537
25.746929
23.519866
24.72277
30.12422
28.696355
28.791288
27.994964
27.069794
29.107631
28.427326
29.006651
33.23198
38.376184
36.584784
36.247754
36.330562
37.435494
37.662606
41.17866
42.284195
39.326793
35.720317
31.79127
32.397601
30.181449
29.620258
27.890143
29.055208
27.111621
26.986095
28.115578
25.906069
29.309256
34.443044
24.749486
25.844339
26.46938
27.156061
27.173933
25.64429
24.540787
24.519047
27.977007
30.941956
30.849447
30.93999
30.926952
31.260162
33.973365
29.434527
35.318599
29.192277
25.523459
25.359621
22.623716
23.163721
23.343309
21.999922
20.949163
22.817765
28.599031
27.752264
27.068819
Cameroon
CMR
24.260646
24.260646
24.260646
24.260646
24.260646
24.260646
23.577236
22.579244
24.633204
22.859136
24.670021
27.157973
26.08575
23.997168
22.799923
25.543035
27.364619
27.805756
28.122029
28.242395
27.131391
28.414125
28.911056
29.303588
30.993426
31.575817
22.724436
20.626039
15.961634
17.769447
17.313531
14.639899
18.31557
9.768126
15.4801
15.063785
20.85312
21.81898
20.315469
17.809779
23.071132
26.311052
25.495564
20.806281
21.290169
22.752225
22.92534
26.237049
29.916052
22.593692
24.869695
27.292301
26.159289
26.035428
27.222414
24.550997
21.688653
20.847923
21.851349
23.528423
18.503094
20.221951
21.964789
20.603585
21.148986
Congo, Dem. Rep.
COD
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
19.891428
23.726243
30.313494
15
32.889218
17.541991
15.564791
13.054253
13.645503
30.030913
26.606901
29.370422
26.263161
41.070141
44.744492
36.133092
49.636456
45.682528
37.548702
41.020084
41.857961
31.606863
31.968768
39.040857
37.366201
29.367493
29.886806
40.095482
48.230717
46.577972
50.872877
Congo, Rep.
COG
85.607167
83.661202
62.951714
57.847522
56.449011
53.086409
51.107011
55.821944
57.234743
56.894082
57.763145
52.649362
51.787449
43.377475
59.474734
63.746959
66.55574
65.265957
61.069087
48.627451
60.127636
76.093779
68.507042
51.764264
45.62337
56.005356
53.668534
38.620886
40.424886
34.828807
19.041995
28.049954
16.448609
31.339824
74.219227
63.607934
59.94945
60.16154
72.624033
59.104119
43.612737
53.312454
53.939646
76.049412
50.838406
44.547809
48.136634
80.101235
59.705568
71.072454
55.536663
50.98001
39.362407
40.068523
51.063982
76.463673
80.191292
46.654364
38.372624
35.37694
28.587581
32.709632
34.34919
39.314467
40.40848
Comoros
COM
26.919731
26.919731
26.919731
26.919731
26.919731
26.919731
26.919731
26.919731
26.919731
26.919731
26.919731
26.919731
26.919731
26.919731
26.919731
26.919731
26.919731
26.919731
26.919731
26.919731
26.919731
26.920193
26.920914
26.921391
26.920599
26.920945
26.920889
26.920878
26.920759
26.921135
26.920578
26.920923
26.920853
26.921037
26.921225
26.920834
26.921356
26.920738
26.920987
26.921204
26.921164
26.920968
26.920942
26.920829
26.921036
26.921128
26.921095
24.180837
27.997179
28.584984
29.911209
30.044545
31.864568
30.194935
29.559352
27.668754
26.459984
28.263042
30.08713
29.494618
28.058183
32.150689
37.441743
35.328898
34.4617
Cabo Verde
CPV
66.975814
66.975814
66.975814
66.975814
66.975814
66.975814
66.975814
66.975814
66.975814
66.975814
66.975814
66.975814
66.975814
66.975814
66.975814
66.975814
66.975814
66.975814
66.975814
66.975814
66.975814
70.69525
79.188491
77.808821
77.700399
79.182806
75.442662
65.733578
59.493963
62.212347
68.819615
64.389896
66.656882
47.045601
56.517143
60.378599
55.29081
58.53762
59.085261
59.993074
60.51339
62.35431
68.544746
67.40403
69.562997
66.566479
72.684492
32.075091
32.248311
27.119279
55.264627
57.682189
53.186463
48.653021
54.05556
52.873285
53.905191
57.98333
60.001531
56.897623
53.100084
53.60526
58.309883
56.256514
53.237518
Djibouti
DJI
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
191.306215
140.615208
122.942149
109.307973
155.869605
143.778914
154.221366
108.610017
120.749535
143.034674
134.515361
148.259754
Algeria
DZA
67.143632
67.503771
20.818647
36.825515
29.439763
25.833078
24.653572
21.631769
24.187254
28.070758
29.152668
27.663778
25.726868
31.589764
35.489776
42.965599
37.118673
41.740317
40.168732
32.865749
30.338462
30.877743
28.998075
25.802311
27.466368
26.742188
23.171953
18.41211
22.603719
28.514056
24.937029
23.599765
23.86949
23.138936
26.053713
28.996229
23.9447
21.3376
22.516097
22.778996
20.788626
20.408418
23.452441
22.100072
22.965038
22.469177
20.151158
22.825318
25.38131
31.698748
28.502986
26.232004
26.374847
28.351643
29.304056
32.676481
31.274245
29.487137
29.013062
26.098901
24.854555
23.392692
20.393397
20.063378
20.063378
Egypt, Arab Rep.
EGY
21.825505
19.741886
19.518471
23.586927
24.874237
20.132421
20.484194
19.113934
17.463568
16.533066
17.094578
17.782978
17.375108
18.161121
31.297418
35.546301
27.918146
31.36579
33.936212
42.971525
42.868399
43.498141
37.868721
34.210526
31.962025
27.882038
22.222222
22.718447
35.227273
32.337662
32.56785
35.377778
30.913012
30.090206
28.057143
27.696078
26.198779
24.896578
25.713292
23.309493
22.816819
22.330638
22.670889
24.383234
29.589944
32.609099
31.568723
34.828142
38.637633
31.596623
26.587104
24.688207
24.314803
23.355192
22.676056
21.662097
19.901085
27.818048
27.926364
24.479986
19.65348
19.295823
21.896079
21.344309
23.22451
Eritrea
ERI
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
44.953583
71.503311
82.862115
82.934609
87.38375
85.799954
80.093082
86.724829
58.210741
61.255671
64.808983
67.565496
59.795508
54.940318
38.361337
28.787707
26.132193
23.443518
31.093089
29.238953
29.238953
29.238953
29.238953
29.238953
29.238953
29.238953
29.238953
29.238953
29.238953
29.238953
29.238953
29.238953
29.238953
Ethiopia
ETH
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.546082
31.630606
28.987714
29.099464
30.292811
27.086958
23.474275
22.826691
20.875329
16.878914
16.713348
18.351539
14.002283
11.760236
Gabon
GAB
32.62721
31.662812
30.7684
45.393662
35.951482
37.297297
39.569526
48.053907
49.245515
54.050864
37.988818
52.331113
72.25788
57.666027
43.260694
47.902249
46.099291
51.260504
46.921365
37.403041
31.63017
40.695569
39.666919
43.542521
40.200488
57.280906
54.704335
45.219507
41.791437
41.198053
30.858941
33.271479
33.793289
34.548423
38.251047
35.747697
33.007656
37.232254
48.568431
38.118948
32.669752
29.363381
32.150182
28.373174
26.728382
23.940927
28.077593
26.603875
26.799161
31.332845
31.49417
28.754005
31.392468
33.27763
28.999437
27.917773
26.098034
24.841986
22.737521
21.997016
22.514572
24.409192
24.484356
26.82699
29.202587
Ghana
GHA
35.443038
36.451613
28.470111
27.454545
23.867314
26.739427
19.631094
19.946809
20.823529
20.33983
22.709163
20.24
15.204263
16.395316
21.802575
18.436494
16.043518
11.547075
9.687411
11.161505
9.154765
5.323163
2.982036
5.988981
10.770584
13.589352
20.13559
26.185523
24.062116
24.343254
25.850288
25.524803
28.76764
36.415201
36.762517
32.926648
40.092762
52.991547
46.728191
49.626765
67.246173
64.812838
54.872991
56.608103
60.367009
61.722297
39.862864
40.829232
44.484768
42.302873
45.901098
49.358845
52.808817
35.318539
35.60466
42.689566
36.68376
36.671491
34.503622
39.375203
35.050078
32.652711
35.451412
32.617045
34.100776
Guinea
GIN
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
19.253079
21.057741
21.312053
20.428293
22.935583
20.976699
17.881997
19.260916
17.737444
16.820388
16.696731
15.674087
18.465433
17.854736
19.860337
20.587599
19.868964
17.273054
17.705712
24.080443
45.561986
47.570076
42.543781
47.299557
43.205367
53.352432
53.536937
53.955826
50.083455
50.945859
82.467955
56.591335
48.777016
43.373264
68.795441
58.9769
48.746621
51.697464
56.055417
Gambia, The
GMB
43.577327
43.577327
43.577327
43.577327
43.577327
43.577327
43.577327
47.189848
50.993353
51.091711
40.908857
37.18131
40.755743
42.381094
43.715497
43.614598
46.354887
47.517117
59.887974
63.255213
63.598473
66.757031
59.63816
62.482251
64.789191
53.916616
56.09832
59.286904
58.453283
65.27742
71.582679
34.664027
36.850377
36.437906
28.676461
35.501149
29.155723
25.385296
28.565388
28.015936
30.561146
25.108465
32.485566
37.765007
29.339517
30.115433
29.339756
26.260887
24.613899
26.031287
26.3447
25.780298
27.858991
26.482755
36.421035
28.951524
25.358453
37.252845
42.524284
35.83202
37.787876
35.480648
36.152071
32.831506
37.187529
Guinea-Bissau
GNB
30.188662
30.188662
30.188662
30.188662
30.188662
30.188662
30.188662
30.188662
30.188662
30.188662
30.188662
34.311955
35.630159
40.726483
39.248427
25.946713
27.935339
32.602177
36.053109
41.526451
41.841894
35.718559
41.285195
32.253723
51.281414
57.709533
31.835105
38.956151
51.168194
46.189516
37.034513
37.791123
50.111886
32.716864
34.309371
35.143263
31.835767
64.587364
39.39512
40.770536
39.644562
37.504028
28.220497
26.101717
30.258887
32.221429
38.382941
35.124226
33.372314
32.467439
30.875172
29.319364
30.011289
26.743041
30.175537
29.323664
30.525942
30.379367
29.542722
31.811268
27.765537
27.698107
31.381453
27.92737
28.185561
Equatorial Guinea
GNQ
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
43.607089
36.207132
45.462496
39.463656
47.869867
58.909792
39.282034
44.770431
39.239968
38.41591
42.219585
41.187901
43.565153
44.031147
43.748043
37.082435
31.839098
28.845931
24.840955
25.377199
Kenya
KEN
33.670105
31.129952
30.125154
28.962765
29.212231
30.695856
30.872802
29.373012
29.29736
28.088701
30.663919
35.189108
28.727079
28.669014
40.897521
34.511582
31.755638
31.593096
38.688022
31.611021
35.899832
33.820304
31.558271
28.212773
32.054005
30.146502
29.89303
26.397547
27.603769
30.123348
31.328308
28.556067
26.670496
33.954851
34.225844
39.15404
32.111509
31.37073
28.727981
27.35954
31.721473
33.01526
30.2747
30.045451
32.866745
35.969836
32.251545
31.975798
34.904541
27.170246
30.269928
36.852729
31.758744
29.672462
29.697685
25.198651
21.615275
23.258398
21.872778
20.331466
17.595947
20.054729
21.49917
20.405974
19.156611
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
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
31.121564
30.764948
25.469028
31.547364
26.117187
22.41573
23.891626
21.846067
20.883692
14.581086
13.723089
16.632752
34.091958
33.295657
32.373371
27.144047
25.898774
29.299838
29.126452
44.384039
31.805206
24.859539
31.356462
46.445753
44.286562
34.677533
26.532289
20.35171
24.167629
36.638647
30.612003
72.229462
64.340761
70.541464
59.101236
Lesotho
LSO
38.461538
45.490196
47.826087
50.892857
49.595687
53.316327
56.54321
56.697378
55.137845
51.570458
48.879837
54.844607
69.131833
67.776457
77.073171
103.9783
138.629283
112.433076
90.595341
123.618502
110.086284
117.007874
116.807578
116.607283
116.406987
116.206692
116.006396
115.806101
115.605805
115.405509
115.205214
115.004918
114.804623
114.604327
114.404031
114.203736
114.00344
113.803145
113.602849
113.402553
113.202258
113.001962
112.801667
112.601371
112.401076
112.20078
112.000484
111.800189
108.208108
114.131409
107.976177
102.073762
108.412642
95.115825
88.14278
86.830969
90.535582
98.889837
94.601844
94.307305
96.647592
93.04039
95.867599
98.590775
98.590775
Morocco
MAR
22.69861
24.778066
21.092845
20.078828
19.137069
16.89008
19.373454
20.173845
20.054364
18.832188
21.579342
19.725922
19.22296
22.106023
28.192606
33.345967
36.729389
37.321195
30.068354
29.86461
28.006134
34.764845
33.735531
29.859397
34.7285
33.801848
28.398236
27.176252
25.141056
27.795907
30.067367
27.460528
28.091162
27.607705
26.375052
29.041805
25.259568
27.226037
24.629924
25.944207
29.243478
28.096026
28.365748
27.655372
30.202433
33.497928
35.043231
39.921873
45.362248
36.653778
39.753031
44.871387
46.125006
43.604491
41.76058
37.292822
40.388065
41.566897
43.42645
41.905058
38.049696
42.387332
56.320581
51.039322
52.471747
Madagascar
MDG
16.624525
19.503341
18.383529
19.926314
19.927844
19.999999
23.198067
21.504062
22.790175
23.111548
21.585629
21.025649
18.323233
18.878732
20.207154
20.890135
17.524701
20.048971
24.057401
30.38713
19.601012
14.643538
12.9152
11.140493
12.514896
12.544516
11.697722
15.989423
16.912177
16.406828
19.510722
19.78435
18.661464
19.056196
23.539116
24.387594
18.857599
20.730805
20.919811
22.577792
23.657454
20.964877
28.366118
20.33644
29.318075
34.810699
34.615925
38.906528
46.650155
42.035868
36.000514
33.763454
30.871022
33.095416
33.68752
32.829733
31.742129
34.440771
36.305481
34.176922
28.868632
32.124226
40.00384
34.129994
31.346409
Mali
MLI
23.903712
23.903712
23.903712
23.903712
23.903712
23.903712
23.903712
23.903712
18.095123
19.012224
18.20153
20.215758
19.569312
22.843226
40.870148
29.264403
21.031151
19.579411
29.828568
27.226039
29.22374
28.802889
29.633341
32.082717
36.878972
42.718174
34.958171
30.494783
32.246212
29.00523
30.930569
31.255713
33.872902
30.392099
36.991496
36.683161
33.622944
33.210863
28.924397
29.775447
32.943985
33.888366
29.741838
32.858801
22.978636
24.005134
24.38022
25.568717
30.825004
22.329675
28.513314
24.942701
26.631229
33.577677
32.368494
33.351228
33.95374
30.585491
30.100787
32.271488
30.899288
33.28028
35.494731
32.758318
28.383069
Mozambique
MOZ
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
41.481389
50.185677
46.999641
48.229183
52.410551
39.176283
32.56959
29.069842
36.643596
36.635196
31.675527
51.839216
47.356506
45.677387
44.141497
39.310216
37.799542
37.635151
39.915151
44.469121
53.027312
75.917149
81.391569
83.567818
66.18891
75.012421
64.702177
79.076422
68.449115
67.116273
71.728466
85.452636
60.348387
52.937731
Mauritania
MRT
18.680256
18.680256
21.470754
20.404212
15.625993
14.933041
14.540755
16.091083
15.155868
16.234613
17.239602
16.994872
33.984344
32.0049
40.947782
41.713967
53.798466
50.814046
44.785886
41.292502
46.036529
51.761294
58.500556
52.698889
50.512855
55.796574
54.777839
45.986953
43.530958
39.188056
41.944581
28.276219
19.955957
20.715369
27.986255
31.930477
31.292476
29.357509
26.931844
26.447752
33.423259
35.164217
32.011921
36.193252
51.949547
61.481853
40.424398
45.540894
52.517361
44.762869
47.681397
48.30252
62.526768
56.850225
54.221171
47.151642
39.228121
44.309303
52.560479
51.08917
45.370064
48.45085
62.288091
53.182581
53.182581
Mauritius
MUS
56.887126
56.887126
56.887126
56.887126
56.887126
56.887126
56.887126
56.887126
56.887126
56.887126
56.887126
56.887126
56.887126
56.887126
56.887126
56.887126
56.887126
58.655314
54.822742
53.701046
60.607453
54.453432
49.306283
46.378608
51.328406
54.685539
53.127327
61.678837
68.760082
70.580026
71.196573
65.171364
61.715979
63.427583
64.590992
60.270414
63.418393
65.461939
65.63172
65.999961
60.405086
60.970784
57.440603
53.392393
54.412978
63.368423
68.618926
65.008953
64.418794
56.75256
62.219401
65.094799
65.707955
60.735909
58.065048
55.648127
52.192038
53.095096
51.990913
51.82481
46.48075
53.798295
63.095453
57.569064
57.791585
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
56.274876
56.274876
56.274876
56.274876
56.274876
56.274876
56.274876
56.274876
56.274876
56.274876
56.274876
56.274876
56.274876
56.274876
56.274876
56.274876
56.274876
56.274876
56.274876
56.274876
56.274876
67.788677
60.928184
52.652622
51.54464
40.115194
46.190894
51.377344
44.754175
46.510225
50.198773
49.867617
48.958568
49.491966
45.388102
48.872081
51.139573
50.195105
50.760553
49.669831
44.396094
47.528159
48.246323
52.52303
42.06432
40.271804
41.467136
55.124103
65.991063
72.199669
59.790523
56.649366
60.155071
60.222919
64.063052
61.868183
58.956721
47.598862
45.831301
46.500269
43.247373
51.587892
58.804083
67.143945
67.984642
Niger
NER
7.405343
9.705343
12.947792
10.32227
14.098641
14.015568
16.085754
14.374819
14.312727
16.473039
18.100691
15.601063
20.494608
23.735019
28.97298
30.993654
34.337821
29.32952
27.828701
36.871194
38.126075
36.201492
36.097536
26.914338
26.970389
32.840685
20.69187
25.18159
23.588561
23.298329
20.548139
18.318219
16.924986
15.189674
20.501497
20.239483
21.244073
19.636457
21.049635
18.719581
20.373077
19.557854
18.915578
20.108565
22.705535
23.936326
22.660931
22.436264
26.530734
34.534406
35.761572
34.95684
28.985387
29.316116
29.795738
30.45906
24.30477
26.264571
26.243111
26.34319
25.775145
27.022173
26.403074
22.768761
20.814391
Nigeria
NGA
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
16.924982
Rwanda
RWA
10.084032
9.836064
12.799999
12.656252
12.615385
16.935486
19.998167
15.41301
15.139372
14.356117
15.234197
16.869097
16.255507
13.442624
21.338918
17.699447
19.395507
17.6602
23.80012
22.751378
26.382073
21.75473
24.150491
20.75899
19.664259
19.887389
20.154517
19.141229
17.603288
17.288484
14.06955
18.055369
18.263039
20.503761
64.793042
25.821381
26.198696
25.670121
23.2094
21.920681
22.107685
21.929925
21.428758
21.53397
23.068151
23.528554
22.33802
22.303149
26.331756
26.438145
26.536114
27.057232
28.546585
29.200957
30.034072
31.970189
34.063104
33.146887
34.676115
36.150219
35.86201
34.791337
38.667018
39.901173
39.132333
Sudan
SDN
13.00357
14.34946
15.048649
18.044633
17.935457
15.045653
13.948539
15.544041
16.843547
15.404943
16.409134
17.181225
16.666667
17.022865
20.725426
22.704537
19.142229
16.62837
15.214132
19.355642
23.23555
23.627681
24.410774
21.21654
16.492538
11.878144
8.204356
11.135612
7.69986
9.342253
7.068048
11.736791
14.424936
7.236008
9.919578
9.802957
13.86957
12.51496
15.173041
16.934961
13.419677
10.732828
14.215979
14.187694
16.131946
21.41277
21.107668
17.502802
16.475666
18.22668
15.252704
15.033633
14.999722
17.351633
13.236198
11.955362
10.277179
11.719246
14.217717
17.666637
4.829832
1.877678
1.127673
1.36562
1.26842
Senegal
SEN
12.580735
16.495072
15.939331
15.843944
16.034541
14.93292
15.957019
16.166622
22.069816
24.232038
23.253211
24.353507
25.734615
28.440684
36.099675
30.831208
32.640062
38.338231
32.319173
30.960205
33.191227
44.503321
37.485521
44.834348
42.540677
33.899307
28.263744
25.06461
25.606752
26.573486
27.733162
26.66717
26.46779
25.220253
33.516696
32.068544
28.188267
28.90839
29.513709
30.481005
30.91594
32.019898
33.527419
32.603193
34.55754
35.096606
34.884153
38.716916
41.915469
32.913424
32.476616
36.27333
39.50093
38.277024
36.664232
35.433143
32.547311
35.775197
38.840748
39.253116
39.346319
44.736392
52.900657
48.287824
43.142327
Sierra Leone
SLE
29.516276
29.516276
29.516276
29.516276
29.516276
31.281652
31.618195
31.314331
26.847786
25.192689
29.28104
32.386597
29.033807
23.403644
26.133472
34.471248
28.926444
26.729776
24.00785
27.085664
38.217222
39.738431
25.933313
22.035073
12.405202
16.609393
15.010142
23.188857
14.391489
17.670777
34.000772
28.994674
32.901932
28.57729
25.648521
26.440814
32.150296
15.078329
21.271117
19.921272
39.395119
27.984514
30.249196
32.361201
29.490335
29.721802
12.57784
12.759092
13.493126
15.066721
18.061816
34.187155
32.789511
34.424156
30.904387
25.997439
28.954963
27.670733
26.138634
27.856684
20.705354
26.571971
28.26048
34.344898
43.537962
Somalia
SOM
17.145057
23.082524
27.514078
25.973157
30.436088
20.638756
22.573983
22.25313
21.51855
23.65119
15.517897
18.998417
19.128133
28.173102
32.658945
25.242292
22.090706
59.215114
56.146766
75.637182
88.645408
68.353281
68.036134
72.535515
61.147254
19.322373
29.835067
30.933624
21.904115
41.515703
33.560689
35.172533
36.784376
38.39622
40.008063
41.619907
43.23175
44.843594
46.455437
48.067281
49.679124
51.290968
52.902811
54.514655
56.126498
57.738342
59.350185
60.962029
62.573872
64.185716
65.797559
67.409403
69.021246
64.72313
62.538148
59.607763
58.225605
55.629148
59.6085
57.243054
62.035185
62.939705
73.077973
72.952497
74.341139
South Sudan
SSD
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
31.239237
34.52145
29.508966
27.150739
28.787759
41.070489
26.242901
28.9
28.9
28.9
28.9
28.9
28.9
28.9
28.9
28.9
28.9
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
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
43.383451
46.289092
43.391508
44.049371
43.713724
44.611573
41.879517
40.548677
45.521099
48.131928
51.412933
51.412933
Seychelles
SYC
79.492334
79.492334
79.492334
79.492334
79.492334
79.492334
79.492334
79.492334
79.492334
79.492334
79.492334
79.492334
79.492334
79.492334
79.492334
79.492334
79.492334
70.913017
67.594822
66.357985
63.008252
56.593317
62.191569
56.23537
54.445175
54.971265
47.729124
42.681196
52.691094
50.798036
47.482541
43.214509
41.504379
47.263974
39.834821
43.07751
70.743626
56.836932
59.173993
65.430645
76.979978
97.37115
80.250589
81.315852
76.659232
93.994201
94.485897
88.084736
110.707558
116.546917
106.795741
112.114626
119.131028
101.814702
114.17372
97.390384
95.515931
103.532664
98.663133
91.051578
86.936642
103.506944
99.705232
97.418893
103.200849
Chad
TCD
17.037569
18.556776
19.628954
19.211994
21.329453
17.813039
17.963219
18.164132
18.685029
17.698874
22.049731
21.057629
19.384059
23.500253
26.803737
25.850612
26.384225
28.372613
27.967569
34.637629
28.865677
22.661319
13.494826
23.541529
24.053032
31.32703
35.375795
36.432478
30.10424
31.408667
27.906815
24.397908
24.813814
29.323887
34.882749
33.767539
29.066524
30.769265
29.567357
32.189747
34.681076
49.65612
113.660867
58.745948
50.759733
32.985145
32.305754
31.637202
28.996388
31.9826
29.292816
24.881089
20.987188
21.379312
17.672591
20.603018
21.350029
20.104446
20.893651
21.709268
19.355971
17.663155
16.253034
17.119517
17.24519
Togo
TGO
26.54321
26.54321
26.54321
26.54321
30.989583
27.126437
25.800377
22.807018
24.040067
26.724138
30.529172
33.699634
30.707763
27.323009
24.636572
45.752143
41.746148
45.379147
65.254237
61.090226
61.409396
55.736434
65.888024
52.013423
51.975781
57.138686
55.688623
50.772509
50.958505
49.189064
33.523322
34.185934
28.681544
25.238078
31.743739
32.844445
34.461105
30.726556
32.666457
28.769095
28.651344
30.884626
30.171424
32.160378
34.296732
36.271641
36.565164
36.982519
36.812431
36.183213
38.893806
46.026747
42.529132
47.817542
41.586182
42.224013
39.532382
32.729381
33.131851
32.329941
32.28501
33.955465
39.888614
37.522133
38.091071
Tunisia
TUN
14.395541
14.395541
14.395541
14.395541
14.395541
14.395541
13.485819
14.526316
10.851498
12.669817
24.748544
24.432592
24.740047
26.413619
32.207003
32.916045
34.014485
38.012683
38.737469
41.96783
45.600904
49.83902
47.439847
42.719783
44.328177
38.133166
37.302385
35.815713
41.657622
47.661602
50.604214
45.320398
46.465
47.965628
47.872112
48.810096
43.610979
41.38663
41.459672
39.926072
42.909076
46.735378
44.557341
42.906777
44.727268
45.318956
47.912414
52.981179
58.69083
47.977068
52.191281
54.051726
55.637876
54.065251
53.159639
48.848692
48.797369
54.088019
58.386253
56.381552
46.354834
51.871381
64.848785
59.241565
56.554591
Tanzania
TZA
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
25.792324
23.164875
27.099993
32.852818
30.041394
28.583381
21.997208
17.690534
16.038178
14.855208
13.17631
14.193103
13.217576
15.355713
17.564203
19.975906
24.353175
28.227769
29.561933
25.338335
28.032911
34.531842
31.996837
29.61884
27.286813
23.652769
19.070495
17.4491
17.903467
16.981843
14.459141
15.795162
19.589741
21.016605
21.682638
Uganda
UGA
21.81638
21.643867
21.447714
23.880545
23.096128
24.358974
25.325265
24.388479
22.618084
20.342638
20.117817
23.955349
16.779343
13.153998
15.04551
10.915427
9.606505
7.798478
18.862501
17.531352
26.032251
22.059373
17.520092
13.643803
14.325157
15.008332
15.23828
18.043292
17.777367
18.093228
19.368823
21.937772
24.291055
21.177312
19.098828
20.831154
23.424374
20.799053
20.404874
23.773136
22.097624
23.811894
25.064515
25.199002
22.763205
24.814586
28.357872
30.052348
31.978126
28.450312
24.444766
26.899502
28.010408
26.596119
21.06619
24.811973
18.782198
20.175924
21.551353
22.251996
21.585894
25.932623
22.483306
21.739987
24.563071
South Africa
ZAF
21.267403
18.406677
17.88873
20.134142
22.142857
23.224424
20.116245
21.095478
19.334532
19.578335
21.38427
22.019828
19.314443
19.464541
24.641752
25.969114
24.967163
21.927644
22.526518
22.863602
24.636328
26.989564
23.754235
18.488351
20.894199
20.045385
19.401258
18.079878
20.048818
18.992925
16.673259
15.540794
15.366207
15.783758
17.565271
19.440173
20.424509
20.640743
21.516474
19.98908
21.816418
22.814285
25.034334
21.808589
22.886056
23.828017
27.669891
29.166175
33.71985
24.604789
24.62267
26.938202
28.443468
30.495747
30.498955
29.013038
27.705169
26.195856
26.988508
26.695867
23.183745
24.931115
31.411553
32.425569
29.852753
Zambia
ZMB
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
33.700199
36.325748
35.342573
30.901605
31.632543
34.730315
36.463608
39.558584
37.782819
36.628881
37.273093
31.58957
25.26386
32.180265
30.535529
26.870383
27.988769
32.32421
35.284799
39.973524
37.37121
42.726743
38.633886
36.592837
36.930965
34.155012
32.486663
33.992421
29.103318
37.395763
37.395763
Zimbabwe
ZWE
24.433629
24.433629
24.433629
24.433629
24.433629
24.433629
24.433629
24.433629
24.433629
24.433629
24.433629
24.433629
24.433629
24.433629
24.433629
24.433629
19.597098
20.217602
19.985451
22.661134
26.523024
25.905417
22.219708
19.47393
20.804997
22.007902
21.520942
21.274886
20.360003
21.72026
22.792406
27.168079
36.485231
32.447448
36.519525
40.920449
35.939548
44.609791
45.120957
33.51408
35.907657
32.938959
34.972553
38.054929
41.56981
42.495059
46.86448
46.387531
68.054788
42.300235
53.483016
54.665462
48.999912
36.668717
33.741765
37.589025
31.27546
30.370142
28.386265
28.241814
25.020311
28.071885
36.891437
29.215564
30.567336

Africa Imports of Goods and Services Percentage of Gdp Dataset

Overview

This dataset contains imports of goods and services (% of gdp) data for African countries from the World Bank Economy & Growth indicators.

Data Details

  • Indicator Code: NE.IMP.GNFS.ZS
  • Description: Imports of goods and services (% of GDP)
  • Geographic Coverage: 54 African countries
  • Time Period: 1960-2024
  • Data Points: 3,315 observations
  • Coverage: 94.44% of possible country-year combinations

File Formats

Main Dataset (Africa-Imports-of-Goods-and-Services-Percentage-of-Gdp.csv)

  • Rows: 54 countries
  • Columns: 65 years (1960-2024)
  • Structure: Countries as rows, years as columns
  • Missing Value Treatment: Interpolation → Forward Fill → Backward Fill
  • Use Case: Cross-sectional analysis, heatmaps, correlation analysis

Data Quality

Coverage Statistics

  • Total Observations: 3,315
  • Possible Observations: 3,510
  • Coverage Rate: 94.44%

Countries with No Data

3 countries have no observations: Liberia (LBR), Malawi (MWI), Sao Tome and Principe (STP)

Usage Examples

Python

import pandas as pd

# Load main dataset
df = pd.read_csv('Africa-Imports-of-Goods-and-Services-Percentage-of-Gdp.csv', index_col=[0, 1])

R

# Load main dataset
df <- read.csv('Africa-Imports-of-Goods-and-Services-Percentage-of-Gdp.csv', row.names=c(1,2))

Source

World Bank Open Data - Economy & Growth

  • Original File: API_NE.IMP.GNFS.ZS_DS2_en_excel_v2_561586.xls
  • Processed: 2025-09-04

License

This dataset is derived from World Bank Open Data and is available under the Creative Commons Attribution 4.0 International License.

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