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stringlengths
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Country Code
stringlengths
3
3
1960
float64
0.01
83.3
1961
float64
0.01
83.3
1962
float64
0.01
83.3
1963
float64
0.01
83.3
1964
float64
0.01
83.3
1965
float64
0.01
83.3
1966
float64
0.01
83.3
1967
float64
0.01
83.3
1968
float64
0.01
83.3
1969
float64
0.01
83.3
1970
float64
0.01
83.3
1971
float64
0.01
83.3
1972
float64
0.01
83.3
1973
float64
0.01
83.3
1974
float64
0.01
83.3
1975
float64
0.01
83.3
1976
float64
0.01
83.3
1977
float64
0.01
83.3
1978
float64
0.01
83.3
1979
float64
0.01
83.3
1980
float64
0.22
83.3
1981
float64
0.23
83.3
1982
float64
0.19
83.3
1983
float64
0.19
83.3
1984
float64
0.19
83.3
1985
float64
0.2
83.3
1986
float64
0.19
83.3
1987
float64
0.2
83.3
1988
float64
0.16
83.3
1989
float64
0.34
83.3
1990
float64
0.5
83.3
1991
float64
0.5
83.3
1992
float64
0.5
91
1993
float64
0.5
95.8
1994
float64
0.5
101
1995
float64
0.5
105
1996
float64
0.5
106
1997
float64
0.5
102
1998
float64
0.5
104
1999
float64
0.5
118
2000
float64
0.5
117
2001
float64
0.38
121
2002
float64
0.49
97.3
2003
float64
0.5
103
2004
float64
0.5
113
2005
float64
0.5
122
2006
float64
0.5
139
2007
float64
0.5
142
2008
float64
0.5
126
2009
float64
0.5
121
2010
float64
0.5
124
2011
float64
0.5
119
2012
float64
1.12
125
2013
float64
1.13
127
2014
float64
1.81
129
2015
float64
1.54
127
2016
float64
1.02
124
2017
float64
0.51
127
2018
float64
0
118
2019
float64
0
117
2020
float64
0
109
2021
float64
0
93
2022
float64
0
91.7
2023
float64
0
90.5
2024
float64
0
90.5
Angola
AGO
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
25.240108
21.09841
17.000685
14.93527
15.340922
13.724622
10.410725
8.628867
9.552519
9.141783
Burundi
BDI
2.669223
2.669223
2.669223
2.669223
2.669223
2.594072
2.542068
3.523492
3.795384
3.072763
3.965328
4.855879
5.053391
5.330711
9.197668
2.931888
3.846094
3.220491
6.193156
7.415154
6.888882
9.775014
8.260665
7.027161
3.97111
3.573359
4.454778
4.341578
5.956345
7.005426
8.614541
10.748473
10.721011
14.031198
14.736117
12.265664
14.233409
11.871704
13.535207
15.390206
17.080014
16.302832
20.310263
20.132726
17.350748
14.543668
15.83088
14.774524
13.662915
14.630271
18.361918
21.55991
20.204925
19.389821
19.293412
16.388092
17.169907
15.463734
18.032644
20.704499
23.637703
35.12281
42.233333
48.770137
48.770137
Benin
BEN
5.012437
5.536331
6.680495
7.136378
7.351051
6.362139
5.724099
6.066569
6.358769
7.627222
8.023575
9.250576
10.071076
11.328058
12.324354
22.365609
19.234803
20.40462
21.517281
25.16991
28.629073
24.797772
30.220835
31.839962
25.443936
30.955511
28.660254
26.578599
28.562287
21.581682
19.127689
15.38381
11.674477
10.514545
8.452625
7.428405
8.477641
5.415283
6.913211
7.142327
7.76143
5.13608
4.83319
7.671285
7.804472
9.03431
10.335067
12.309183
12.780566
15.129712
15.834838
16.57434
15.647592
16.45395
16.737109
16.735706
17.482372
16.57792
16.746415
17.610703
15.537121
15.586079
17.100041
18.608331
18.980161
Burkina Faso
BFA
2.462387
2.462387
2.462387
3.428403
3.988464
3.936689
3.395957
3.372837
3.558227
4.573794
4.443414
4.595926
5.016388
6.089107
8.50934
10.754125
13.887078
16.582171
16.805812
15.507085
14.781874
13.827312
13.160614
12.795587
11.948656
13.344914
13.90426
14.470417
14.901493
16.451337
16.906943
12.464129
10.926078
9.773838
7.026029
6.78518
6.912336
11.552079
11.019297
8.992766
10.336397
9.708668
8.858714
11.353478
12.953429
13.296204
14.677884
12.784558
15.090957
16.083102
15.634526
15.370342
16.642459
20.821038
23.405608
25.037771
25.809946
27.421602
27.149714
28.347858
28.673891
29.48197
31.316677
31.577392
27.010621
Botswana
BWA
9.140834
9.140834
9.140834
9.140834
9.140834
9.140834
9.140834
9.140834
9.140834
9.140834
9.140834
9.140834
9.140834
12.362939
17.115653
19.323434
20.492427
17.855095
14.213519
12.640826
11.289552
15.116416
12.880723
12.025508
12.666274
8.558429
8.297222
7.922109
6.640473
7.004369
9.384531
11.859361
14.687296
14.228141
13.990258
11.893444
10.090041
9.685511
12.155947
13.873169
14.711133
16.58616
19.280159
19.977362
21.935705
19.763429
20.936231
23.461756
26.302259
29.356439
27.514928
27.853529
32.910461
33.194462
32.583693
35.994368
32.690645
33.952221
34.739663
35.937155
39.728532
34.532028
29.889216
30.059603
32.930107
Central African Republic
CAF
11.163635
13.410596
13.475408
14.321766
13.649423
14.417344
16.134021
18.287841
17.558771
20.26685
19.648118
14.654563
15.472087
16.263048
21.581486
16.426022
11.170365
11.817912
13.236982
10.478451
13.935868
12.939619
12.340782
12.287634
10.986366
9.016201
8.225974
8.161145
7.309395
7.539745
7.285312
6.772835
4.507617
4.399301
3.956824
4.159714
4.508882
4.416706
4.897991
4.512678
4.746257
6.109479
5.840498
6.183485
7.160592
6.898908
6.70566
6.785261
7.020111
6.962529
8.308981
9.180465
10.771941
13.576826
12.791023
11.715434
12.314843
11.215018
12.344332
11.705015
11.703907
11.794689
13.038583
13.038583
13.038583
Cote d'Ivoire
CIV
18.709247
18.709247
18.709247
19.59575
20.971657
19.844721
19.145469
20.559309
20.652585
22.336818
23.037534
25.52728
28.51534
31.366482
32.982409
35.053327
34.917413
39.056003
38.740183
40.409277
40.761897
41.763116
41.111961
42.263797
36.414787
34.050868
33.863677
37.939067
37.657852
35.547794
36.495015
36.010342
32.059449
28.655825
18.522067
18.504632
11.235645
11.101282
10.252336
9.47189
9.761975
9.444313
9.641545
9.025656
9.48303
8.854635
10.149369
12.155208
12.032312
12.699283
13.087872
13.168149
13.683456
14.317569
14.6907
16.741712
17.669431
19.250513
19.274828
19.047672
20.573802
20.996304
20.853947
22.223376
22.667994
Cameroon
CMR
9.701175
9.812599
11.587278
13.30111
14.067232
13.699248
14.313726
14.841512
13.444401
13.82244
14.205846
14.139174
15.273535
15.312883
17.195263
18.746531
20.806497
24.531175
25.358297
25.71281
29.542831
31.155645
31.242347
30.892438
25.230954
22.878808
24.017816
25.868992
24.393441
25.072785
26.377386
26.418657
12.520264
8.048957
7.47641
6.848254
6.799912
5.528167
6.433485
6.7636
7.248348
7.840749
8.06334
8.23855
7.79542
8.402862
8.123533
8.285087
9.239715
9.643957
10.777937
12.326365
12.41202
12.961137
13.727836
14.190393
14.370664
14.063346
14.682078
14.091093
14.091093
14.091093
14.091093
14.091093
14.091093
Congo, Dem. Rep.
COD
1.338578
1.338578
1.338578
1.338578
1.956021
1.498703
1.698113
1.541383
1.051664
1.055667
1.683908
1.925665
2.773946
3.274774
4.582185
5.518386
4.6596
4.796283
4.909831
3.205618
2.742176
2.315371
2.421883
1.986518
1.589143
1.56243
2.233164
2.832732
2.377498
1.997825
1.80968
0.683666
0.926182
1.210996
1.056857
1.06312
1.005747
0.948373
0.891
0.833626
0.776253
0.543904
0.491388
0.795987
1.095236
1.201066
2.083265
2.646868
4.988962
5.300218
3.723919
4.022974
4.811336
5.246501
5.71798
6.285511
7.392789
5.46584
5.804401
6.003603
7.450403
7.221114
9.140202
11.764148
11.764148
Congo, Rep.
COG
22.229097
22.822576
19.852936
22.322271
22.615379
20.123453
19.464945
19.280825
18.053055
16.924538
16.285526
16.068766
15.514976
15.315397
15.091554
17.173966
19.871326
20.706915
19.879476
17.877255
15.537181
17.390068
18.472394
19.012888
18.83735
20.729707
31.679582
27.067058
16.240364
14.733963
15.692257
15.996748
15.756311
8.685699
7.698094
8.112384
7.547203
7.857712
9.739153
10.901746
4.780545
4.897427
2.866074
3.63584
2.932649
2.210355
2.01042
2.170018
3.213302
4.87224
5.97974
7.169385
7.412754
8.878673
11.159853
15.227252
17.939565
15.784514
13.003578
12.639976
15.556437
13.902631
12.766427
13.790048
13.790048
Comoros
COM
5.864453
5.864453
5.864453
5.864453
5.864453
5.864453
5.864453
5.864453
5.864453
5.864453
5.864453
5.864453
5.864453
5.864453
5.864453
5.864453
5.864453
5.864453
5.864453
5.864453
5.864453
5.864453
5.864453
6.161326
7.871977
3.878662
4.139129
4.685621
6.459664
5.820091
7.770368
8.152587
8.331819
6.939441
6.526973
6.385461
4.469233
5.301658
4.27768
4.897287
5.102788
4.240623
4.503047
5.073292
4.09171
5.175239
4.914443
5.350409
6.353435
8.783337
10.47759
10.628181
12.089427
12.805087
13.628866
15.822026
16.142958
16.45922
15.77485
15.487603
14.985775
16.050621
16.30137
17.00574
17.00574
Cabo Verde
CPV
11.977768
11.977768
11.977768
11.977768
11.977768
11.977768
11.977768
11.977768
11.977768
11.977768
11.977768
11.977768
11.977768
11.977768
11.977768
11.977768
11.977768
11.977768
11.977768
11.977768
11.977768
13.805781
12.598454
14.993784
14.901609
18.893423
18.451252
20.867784
14.551638
17.237009
20.741688
21.735941
24.114392
19.018681
22.721228
27.592353
26.926469
32.22178
32.16728
41.339406
40.131519
31.054134
33.952294
35.640259
37.839509
39.10081
44.855964
41.77845
47.715699
53.126234
56.470743
59.931409
58.565623
58.54033
57.650748
56.411167
55.104237
55.42406
53.660706
51.638559
68.456032
67.561645
57.917781
55.559595
55.559595
Djibouti
DJI
55.942971
55.942971
55.942971
55.942971
55.942971
55.942971
55.942971
55.942971
55.942971
55.942971
55.942971
55.942971
55.942971
55.942971
55.942971
55.942971
55.942971
55.942971
55.942971
55.942971
55.942971
55.942971
55.942971
55.942971
55.942971
55.942971
55.395532
54.848093
52.706102
52.944571
45.444481
43.138348
41.177717
39.606841
38.309292
42.847291
44.347628
43.176323
46.060996
28.855066
32.065435
26.440422
24.39622
22.58445
21.11189
20.075116
20.182912
22.521783
24.335608
29.34713
33.110165
30.908834
28.930899
22.146387
22.137702
21.702846
20.437127
21.172754
21.633237
22.351483
21.153639
18.596858
19.834329
21.71893
23.474208
Algeria
DZA
14.947642
14.947642
14.947642
14.947642
14.947642
18.108988
15.545077
17.239318
23.524734
32.186215
28.44051
35.008712
47.729937
49.138023
42.006497
49.965411
53.553847
49.9044
53.822277
51.987215
48.508307
52.571055
62.16137
65.06718
66.497383
68.729828
69.31185
67.532592
68.146778
63.193715
56.143217
46.289166
7.254818
6.617753
6.489105
5.199387
5.364903
3.907417
4.563822
5.388089
5.96564
7.384504
11.256639
10.364273
10.210328
11.500289
11.520815
12.305816
12.130192
14.847577
13.790133
12.565106
12.908644
15.065275
16.421664
19.220345
20.252455
21.860386
22.387149
22.91287
26.117213
22.65999
18.235192
18.869362
19.445813
Egypt, Arab Rep.
EGY
17.463135
16.758242
17.833732
17.418292
16.07326
14.897374
13.597514
12.774183
14.170933
14.751726
12.29073
12.367805
11.831753
10.277708
13.217317
16.600083
17.101691
18.717646
18.320744
18.995751
13.936377
25.895108
24.708764
25.84812
26.215823
27.19866
29.224263
28.895146
28.133279
26.53013
25.525678
22.058631
22.270453
23.765786
27.903657
32.733824
36.534394
39.693607
46.55501
52.001821
51.953278
54.93114
54.655397
53.897629
54.042914
51.165434
49.29098
45.515222
42.797514
36.092713
33.072295
31.154923
27.38845
26.222439
25.606681
26.316394
34.134863
27.069825
24.295279
22.848731
25.789474
28.230754
30.847002
29.257822
27.569228
Eritrea
ERI
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
17.09591
34.649707
35.210826
46.476651
33.286286
29.194708
29.030117
28.61258
30.209469
26.942489
27.563239
25.988269
20.735749
22.060976
16.768073
21.280538
17.564702
16.159718
33.986806
53.241077
53.241077
53.241077
53.241077
53.241077
53.241077
53.241077
53.241077
53.241077
53.241077
53.241077
Ethiopia
ETH
0.544827
0.466949
0.453731
2.807487
3.175196
3.153706
3.565033
3.568013
3.962825
4.306845
5.081576
5.209245
5.485401
5.53149
5.757151
4.90095
4.56053
4.856355
5.875125
3.017504
1.989522
2.374128
2.363362
2.126521
2.101994
1.857072
1.795431
2.309886
1.665679
1.599062
1.582143
1.438476
2.071577
3.490878
4.841147
7.544823
11.649262
13.996201
15.764361
18.919732
17.623864
17.778547
17.978118
17.500623
16.529187
18.865789
20.449325
18.525076
17.710148
17.710148
17.710148
17.710148
17.710148
17.710148
17.710148
17.710148
17.710148
17.710148
17.710148
17.710148
17.710148
17.710148
17.710148
17.710148
17.710148
Gabon
GAB
8.216216
10.726041
12.57042
20.264101
15.970503
13.945946
14.470201
14.191617
14.746224
15.642103
17.763125
18.545195
22.835945
20.564246
13.119989
14.410251
13.870811
18.069255
24.106454
19.136519
15.769299
16.29252
15.558584
17.728546
16.182432
20.206331
28.534233
29.740039
16.748358
15.478772
12.922313
14.634028
10.944361
10.315252
6.755997
7.921784
6.58933
8.680583
10.779509
9.963671
8.696552
12.521324
12.310954
11.518348
9.270947
8.463618
9.553023
9.952229
8.661172
10.091113
8.209997
9.527672
11.302096
15.012821
14.541725
14.516147
13.82899
10.290362
13.082693
13.376478
13.376478
13.376478
13.376478
13.376478
13.376478
Ghana
GHA
4.56847
5.827957
6.180344
7.581818
6.957929
8.519782
8.45191
7.566489
8.658824
9.210395
8.251439
12.584
10.060391
5.34333
5.676824
5.784403
5.902697
5.018364
3.521157
2.818865
2.192616
1.847382
1.80235
1.542268
2.209409
3.108399
3.62811
3.154155
3.139281
5.844565
4.928699
3.65734
4.941929
4.838176
5.250033
5.073565
6.005079
8.195094
9.358847
12.562083
13.971491
11.884391
12.149537
12.493049
13.172489
15.544069
10.857587
14.48843
12.61349
17.736973
16.660775
17.195283
18.071713
15.292372
16.504891
17.933567
17.435639
16.09952
13.714143
13.937211
13.058529
13.054431
13.288524
9.446195
9.446195
Guinea
GIN
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.40144
2.475345
2.853629
3.000258
3.399564
3.326841
3.101731
2.505635
2.620503
2.735372
2.771576
2.845314
2.89893
2.596229
3.879157
4.604761
3.262639
3.239431
2.659869
3.942702
6.817894
5.91858
7.34182
9.935703
11.82085
10.77226
9.115692
9.651738
10.291897
10.023093
9.093583
9.093583
9.093583
9.093583
Gambia, The
GMB
16.162128
16.162128
16.162128
16.162128
16.162128
16.162128
16.162128
16.63944
17.819242
17.226355
16.383662
17.39738
13.065878
16.359375
14.691885
11.02521
15.666794
16.971414
21.121652
21.34923
23.870818
24.187788
21.081577
24.678618
25.117999
24.340406
15.091786
11.96694
11.822577
11.019887
10.992675
5.176672
3.727217
5.477087
5.62666
4.836178
4.373222
5.445034
5.709564
6.606307
6.741074
8.321402
10.689942
11.757944
5.03258
5.852239
7.212919
7.548512
8.732709
9.166453
9.49108
10.407552
10.079654
9.981001
8.831186
7.918196
7.005206
6.092216
7.052268
8.202172
8.152222
8.87545
9.62022
8.674884
8.674884
Guinea-Bissau
GNB
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
7.477976
6.432786
6.502739
6.784976
8.464787
5.128975
3.907179
4.572882
5.495879
3.339128
2.574597
2.724438
3.60191
2.763803
4.361208
0.383077
1.300373
0.636901
1.140615
1.464688
2.179168
3.214396
5.121933
4.431438
6.359535
8.686605
12.223724
11.986496
13.4339
7.779956
7.005863
11.709057
13.853517
13.409872
13.78332
13.495474
14.720967
12.57673
11.119558
Equatorial Guinea
GNQ
23.3915
23.3915
23.3915
23.3915
23.3915
23.3915
23.3915
23.3915
23.3915
23.3915
23.3915
23.3915
23.3915
23.3915
23.3915
23.3915
23.3915
23.3915
23.3915
23.3915
23.3915
23.3915
23.3915
23.3915
23.3915
23.3915
31.605801
26.791338
24.625912
27.655077
25.771332
38.232696
21.219497
5.165654
4.020117
4.797624
5.210356
4.654521
6.461722
5.566368
3.633416
3.470078
4.169054
3.588792
2.722154
2.148533
2.372934
2.802673
4.104055
5.317521
6.078285
6.406482
4.83205
6.863157
8.108477
12.526253
14.946858
14.121433
14.188249
15.239508
12.87089
10.454277
8.081929
5.908425
5.908425
Kenya
KEN
12.305794
12.305794
11.804932
13.175195
13.694985
13.76263
12.611203
14.58428
12.890011
12.729193
15.118919
17.432535
16.486048
17.893317
17.976431
17.333166
16.827084
17.508603
21.71203
20.973264
21.811778
21.00308
20.437024
19.323012
18.986403
19.334085
19.311988
18.416418
18.926143
19.224479
18.656532
19.958073
22.15245
18.496196
19.834156
25.814118
21.681626
24.355178
23.963417
26.569442
25.758383
25.222687
25.854602
25.155675
27.287516
26.276875
22.888311
23.044964
25.380612
21.874822
23.986637
27.365953
26.402234
28.332172
34.522065
36.699329
35.571073
33.150599
31.19869
30.832029
32.149807
31.123124
31.258416
31.639827
31.639827
Liberia
LBR
0.629215
0.629215
0.629215
0.629215
0.629215
0.629215
0.629215
0.629215
0.629215
0.629215
0.629215
0.629215
0.629215
0.629215
0.629215
0.293244
0.305361
0.354172
0.397637
0.387811
0.224611
0.234054
0.188218
0.188325
0.194443
0.198034
0.192322
0.201292
0.156348
0.340668
0.503355
0.666043
1.588449
1.947355
3.879708
2.849719
1.015939
0.687779
7.862826
4.999545
1.991836
2.029503
2.054917
2.558169
3.352116
3.80967
4.744132
5.259375
6.12665
7.946963
9.366985
10.374264
10.046776
11.820774
11.440448
12.744949
13.020665
16.752354
16.976408
14.307872
13.418605
12.899695
14.78743
14.78743
14.78743
Libya
LBY
10.108444
9.650696
7.997082
5.281016
4.573445
4.191514
4.568509
4.66258
4.573803
5.309851
5.214041
5.13834
6.416953
8.396088
9.220883
13.776697
12.486935
12.075748
13.458742
11.143386
8.988861
19.062096
14.001491
21.852225
23.578092
20.858475
24.88867
25.762192
32.454323
31.808279
30.43372
28.424452
28.756524
32.227282
32.409953
32.534644
23.684729
22.019224
24.562863
23.949419
20.467299
19.614826
17.206674
12.784057
10.339999
7.384389
6.007619
6.153676
7.299144
11.178266
9.260186
14.181919
9.338085
13.736937
19.318719
21.519979
18.882926
14.789628
12.846542
14.628953
21.833739
11.039174
10.718571
11.928438
13.559449
Lesotho
LSO
6.826397
6.826397
6.826397
6.826397
6.826397
6.826397
6.826397
6.826397
6.826397
6.826397
6.826397
6.826397
6.826397
6.826397
8.396098
7.625678
9.010125
8.114218
7.954271
9.763815
7.057721
10.901837
13.58811
11.799081
14.469327
15.3599
12.976363
14.727036
14.942168
14.849553
15.59596
16.163596
15.594474
17.979052
22.020838
18.251053
16.344009
21.370278
16.241773
14.74905
13.771484
12.471609
12.496956
5.34978
5.25596
7.233123
7.360804
9.99237
10.023788
12.607234
13.411379
14.348858
18.568733
19.9473
19.331502
18.273637
18.212893
20.00384
20.131405
21.322468
21.934114
22.328779
21.696064
24.866731
25.583019
Morocco
MAR
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
83.292289
86.804177
87.76184
83.565543
83.510308
78.393398
80.22995
80.194048
78.95681
81.47486
90.931445
86.058921
87.732335
81.407309
81.407309
Madagascar
MDG
13.090756
13.090756
13.090756
14.009308
14.891835
13.578422
14.052818
15.559553
15.346482
15.03817
15.795373
16.544357
16.464437
15.154093
14.206218
13.687318
13.597372
14.917027
15.108468
16.333262
14.112215
13.293039
12.436972
12.175941
13.45087
14.397114
14.440666
14.535979
11.687388
11.43331
12.891457
14.258224
13.264094
13.651622
12.389515
9.469858
7.856525
8.283184
7.563907
7.207538
7.352043
6.979457
6.658481
7.538672
8.607274
8.495638
8.78158
8.775981
9.702179
10.141579
10.868662
10.180254
10.116694
11.083288
11.667759
12.310592
11.887814
12.706123
12.966877
14.211692
16.415109
17.852445
18.639344
17.109545
16.642704
Mali
MLI
11.162443
11.162443
11.162443
11.162443
11.162443
11.162443
11.162443
11.162443
7.631677
11.080279
11.804848
12.715252
13.831835
17.223951
26.312279
28.688943
27.312201
20.682255
23.841108
22.420377
22.053367
20.895665
21.674045
20.553074
13.104146
13.357404
15.56223
15.216181
10.900667
12.114894
11.55896
11.239377
12.354922
11.942132
7.519248
9.755469
12.17659
12.731019
14.794899
13.774356
13.526602
13.49797
14.659541
14.881999
13.040755
11.577948
12.082137
12.875858
9.5802
13.384861
14.586671
15.42924
16.340494
17.557757
18.710913
21.016858
22.137046
21.777642
21.44736
20.675081
21.927535
23.745417
24.934671
23.377343
22.585074
Mozambique
MOZ
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
10.687802
12.156629
8.70363
8.62351
8.593047
7.590012
9.188736
9.923992
10.743654
12.166924
9.056739
9.096668
8.083087
6.794929
8.784134
9.893253
10.042136
14.01242
19.551126
21.649186
20.919734
22.431452
26.261155
30.188782
32.053132
31.207888
24.458206
22.129204
21.279159
23.869619
23.02058
20.720836
18.488255
17.85763
Mauritania
MRT
3.230551
3.230551
3.230551
2.324365
2.282706
2.443255
2.18106
3.741213
5.249262
6.629258
9.036972
8.629332
9.374045
12.998356
11.439445
19.004852
18.802788
22.15649
23.840903
20.343772
20.952096
21.095963
22.226308
21.715969
21.865804
21.392435
19.785959
19.34648
19.586647
19.355701
24.477392
18.559975
18.548654
18.537333
18.526012
18.514691
18.50337
18.492049
18.480728
18.469407
18.458086
18.446765
18.435444
18.424123
18.412802
18.401481
14.617423
16.299179
19.208394
19.977723
18.275403
16.593447
16.766381
18.34584
19.5203
21.115578
20.29891
21.066574
22.041121
22.723541
22.723541
22.723541
22.723541
22.723541
22.723541
Mauritius
MUS
20.016731
18.387282
17.83117
11.532493
17.967301
18.341135
18.144992
18.737068
19.047672
18.46688
18.335256
23.794253
22.113791
25.715485
16.623671
19.672686
25.389446
25.72856
25.104622
22.956616
21.900143
22.332286
21.233933
22.246888
23.639239
27.582649
27.544518
29.026653
31.217242
32.609864
32.620379
33.780545
37.220717
41.463934
44.779362
46.390998
42.827121
48.446065
55.659383
55.687332
55.751063
56.097409
56.928999
69.705877
69.965795
71.930314
68.687877
71.746736
81.798056
80.077013
85.355121
89.305437
98.847545
104.894172
96.725865
100.020734
93.504794
98.983709
75.312283
78.082759
91.814587
86.435999
72.529433
69.750291
69.797201
Malawi
MWI
12.581012
12.581012
12.581012
12.581012
12.581012
12.581012
12.581012
12.581012
12.581012
12.581012
12.581012
12.581012
12.581012
12.581012
12.581012
12.581012
12.581012
12.581012
12.581012
12.581012
12.581012
11.893039
12.083072
12.178733
9.190375
7.512664
7.37088
5.387819
5.066357
5.999369
6.921527
7.319743
9.371982
5.765326
7.840392
4.030063
2.768402
2.515652
4.394597
3.262209
3.850605
3.578623
1.887519
2.15559
2.527829
2.777934
3.506168
3.764338
6.262299
7.472584
9.502993
9.573614
10.014674
8.557086
7.835986
9.172404
8.009309
7.478351
6.817649
7.220742
7.853149
8.239599
8.647049
8.144871
8.144871
Namibia
NAM
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
65.625969
68.571864
65.08509
65.841549
70.950579
72.767668
68.847325
61.023247
61.023247
61.023247
Niger
NER
3.738021
3.738021
3.738021
3.940082
4.600652
5.235729
5.703058
5.576083
6.611987
6.18558
5.592884
5.098963
5.703495
5.908817
8.491231
12.701337
11.139023
10.22141
13.4849
16.804289
17.107548
17.665875
17.133484
17.221365
16.973062
15.633808
17.378722
16.130682
15.782464
12.962347
8.683549
8.128089
8.079064
7.511901
6.639018
3.654704
3.521499
2.660906
3.165781
3.055043
3.859404
5.917783
4.414141
4.572364
4.48685
3.953365
3.874003
7.078326
8.054482
8.891402
9.034273
9.922308
9.970814
10.46063
10.680036
11.273155
11.478826
11.414857
10.202612
11.220612
11.700232
13.024911
12.489166
11.063775
10.379233
Nigeria
NGA
3.696699
3.704259
5.572166
6.439533
6.328187
6.699078
7.203483
7.810902
7.86541
6.649363
4.921051
5.390636
6.140629
6.04819
4.699551
6.814002
7.619341
9.244901
10.992428
10.389635
12.226974
5.802075
6.450602
6.208623
6.266046
6.039751
7.574985
6.602986
6.066024
5.090333
4.957522
5.241096
8.234514
7.007718
8.037288
6.508711
6.174444
7.03059
7.619452
8.168808
8.248989
9.880807
8.084343
8.909485
8.461664
8.435095
8.12036
13.797017
18.633015
19.625602
13.490743
11.04363
10.604704
11.533215
13.297005
13.078684
14.608039
12.85203
10.246581
11.157557
12.131851
13.449449
12.957467
12.957467
12.957467
Rwanda
RWA
0.938462
0.938462
0.938462
0.938462
0.938462
1.102151
1.981461
1.467786
1.358304
1.658187
2.406548
2.907332
2.036564
3.660246
6.190028
3.142505
3.418781
5.524362
5.896606
4.41801
5.747291
6.092547
6.129217
5.87127
6.453671
7.718798
7.889092
7.921321
9.006007
9.221566
6.920656
5.1197
5.675161
6.329145
9.88228
8.414883
6.806436
8.090274
8.759214
8.363669
8.732255
9.078819
9.424352
8.929574
9.831253
10.310898
11.768879
12.033442
13.364283
11.160284
11.491304
13.266032
15.75152
16.216479
17.630396
20.999708
20.475172
20.594411
21.399885
21.460547
25.051069
25.343152
22.846632
22.354616
22.609705
Sudan
SDN
8.870474
9.145139
10.073514
12.726886
11.450145
9.080985
9.560843
11.16491
12.122561
10.27048
9.685492
8.763805
9.806847
9.218852
8.938701
11.079552
10.907919
10.132889
11.186689
12.757065
13.245604
12.937486
13.738817
12.869373
11.848048
10.116309
10.455599
10.455623
6.971466
5.129312
5.06462
4.572564
3.897783
3.185102
2.381422
1.62666
2.828364
2.137899
1.96259
1.615531
2.268144
2.487447
3.73618
5.01728
6.128541
7.81358
11.048117
9.812856
9.379791
11.55851
10.502691
9.291922
11.942364
10.517792
8.150647
8.124733
8.219716
8.389756
9.354756
9.173616
7.890887
6.619864
5.639805
5.639805
5.639805
Senegal
SEN
11.726919
11.265789
12.896841
12.464419
12.072621
11.647748
10.057503
8.831334
10.066713
10.729908
10.472451
10.795072
11.569623
15.286829
17.741325
17.629737
17.779467
20.034958
26.497258
26.743329
28.29833
29.121472
26.905112
27.098054
24.536166
23.127037
20.979002
20.703582
22.600202
21.782198
20.448604
19.374788
20.417269
20.44778
12.599699
11.331814
12.33925
12.226856
11.462811
11.982951
14.575522
11.237107
11.895378
13.037155
14.364387
15.626941
15.772699
16.194551
18.865414
19.417353
21.313748
23.874443
24.432481
26.316513
27.316938
27.304686
27.79828
29.664785
29.551617
29.516666
29.306754
29.901568
32.182015
31.447982
29.722062
Sierra Leone
SLE
2.769367
3.497357
4.75605
6.560296
6.737793
5.921309
5.54437
5.898654
5.216765
4.674448
5.328597
5.622474
5.809445
6.005303
7.162374
6.698853
6.60399
5.899463
6.452793
6.055045
7.86759
7.6807
7.088189
7.05133
4.077304
3.097824
5.414807
2.743859
3.496429
4.827736
3.247484
3.522636
3.053376
3.431691
3.128157
2.676426
2.506822
3.245411
2.724516
2.071827
2.108034
1.031624
1.296613
1.851529
2.239294
2.16953
1.954454
2.571023
3.359268
5.104992
4.731628
4.640309
3.414082
3.127731
3.190147
3.347368
3.518081
3.327677
3.640603
3.858109
3.616873
4.222351
3.536215
3.238473
3.664653
Somalia
SOM
2.420481
3.067933
4.918145
5.524969
8.752668
9.954621
9.578982
9.560604
10.361328
10.906966
12.20823
10.259547
10.08609
20.501197
25.408494
10.809342
6.306161
5.453198
4.918899
5.004897
2.457182
2.605323
5.577823
6.527371
5.98686
4.611067
3.447521
10.974129
10.307849
14.840365
14.328631
13.816898
13.305164
12.793431
12.281697
11.769964
11.25823
10.746497
10.234763
9.72303
9.211296
8.699563
8.187829
7.676096
7.164362
6.652629
6.140895
5.629162
5.117428
4.605695
4.093961
3.582227
3.070494
2.55876
2.047027
1.535293
1.02356
0.511826
0.000093
0.000088
0.000099
0.000129
0.000144
0.000184
0.000188
South Sudan
SSD
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
0.497601
1.123485
1.133828
1.810109
2.304606
4.424749
1.705071
1.52681
1.703505
1.925005
2.750154
3.155151
5.38645
5.38645
Sao Tome and Principe
STP
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
4.545069
2.955547
2.854833
4.516727
4.544083
4.376403
4.357666
5.678819
10.036875
15.520717
22.229377
26.11988
30.792868
27.625802
32.696226
39.185942
39.746662
41.003161
36.325899
32.74417
33.256829
31.499406
29.438709
24.771091
22.490035
19.891605
17.688069
12.851756
7.948478
7.948478
Eswatini
SWZ
14.675325
14.675325
14.675325
14.675325
14.675325
14.675325
14.675325
14.675325
14.675325
14.675325
14.675325
14.675325
14.675325
14.675325
16.293987
20.446529
19.646414
18.456127
25.451047
24.66561
23.288479
26.436414
24.066986
23.676903
21.386292
19.83215
16.108935
17.389725
16.877455
18.672939
16.400011
20.793559
18.646109
16.866116
18.122412
15.06105
14.306563
14.007731
13.441039
13.097644
10.98133
8.805919
10.237564
12.749027
15.341201
17.166559
19.069844
21.208879
20.308874
20.599136
19.126224
22.378484
19.18811
21.468161
21.839728
21.25227
21.569302
20.630501
20.984737
20.223479
21.035869
20.916192
21.367633
21.388297
21.477284
Seychelles
SYC
15.767635
15.767635
15.767635
15.767635
15.767635
15.767635
15.767635
15.767635
15.767635
15.767635
15.767635
15.767635
20.599022
23.954183
20.609756
19.021173
22.839481
23.722628
23.049765
19.282789
15.975582
15.076297
14.007848
13.138751
10.761794
8.369873
6.903472
6.22814
6.194027
7.203342
6.827724
7.433182
7.053718
7.065521
8.701698
10.683841
11.82678
12.873027
13.501754
14.215431
15.557738
16.98808
19.109715
24.581326
23.788695
23.379954
21.395951
23.789106
27.523607
19.992067
24.155256
22.390618
20.860089
21.367211
24.350444
24.349734
24.516611
24.516611
24.516611
24.516611
24.516611
24.516611
24.516611
24.516611
24.516611
Chad
TCD
3.498552
5.200778
4.599107
5.390333
6.357213
6.361799
7.119454
8.810955
9.605884
10.173998
8.454453
6.809355
6.385895
7.823713
9.448792
12.095822
9.351418
10.267666
12.413939
17.868389
17.172329
13.118805
10.938468
10.231541
11.436511
13.994227
20.282577
21.213645
7.035728
6.430632
6.481099
5.948406
6.087816
5.034537
3.625669
3.850478
3.642483
3.234293
3.306278
3.586105
3.479364
4.338486
4.212367
4.194897
3.133763
1.952522
1.694904
1.90886
2.377799
2.96503
3.214977
3.537083
4.021022
4.414953
5.994118
6.281996
9.668963
9.106177
8.248737
7.541473
7.229156
8.32291
8.32291
8.32291
8.32291
Togo
TGO
7.846086
7.846086
7.846086
8.00916
7.672693
4.844186
4.920798
5.366766
7.053961
6.479873
8.447962
8.467766
8.529183
10.423205
8.533074
13.188173
15.335474
16.397867
19.418721
21.726849
19.443227
17.191082
18.673779
16.807418
16.316883
14.750561
17.615931
18.189274
17.255989
15.998199
15.98389
17.602856
17.714884
20.94116
13.30316
14.219302
13.310354
12.582696
12.280101
10.713034
9.880507
9.088113
8.124244
10.051601
9.353115
10.159546
11.245079
16.165726
13.623308
14.176229
15.714508
20.086092
21.876778
27.247542
25.475408
29.17511
30.417089
29.639885
27.805896
27.593129
27.205129
26.842176
28.126342
27.876046
27.199316
Tunisia
TUN
21.817815
21.817815
24.260599
25.377189
28.159885
28.706323
32.733028
34.915439
34.986514
34.67026
33.835627
32.413073
31.1674
34.48771
33.566546
38.746124
39.495034
40.533601
40.476267
37.877858
38.238413
42.870543
46.929232
48.46303
48.994058
51.586652
54.378875
52.217515
51.430848
58.944118
55.076333
53.757332
54.004721
53.926236
53.813922
54.38617
49.157624
45.938222
46.576474
46.573413
53.482353
49.600325
50.674425
49.5788
49.61648
50.065559
48.599586
48.011556
48.508307
49.97707
52.247104
57.934799
57.852043
57.959882
59.808556
60.136554
62.246955
64.753729
63.522439
59.290358
67.656718
64.667535
65.979087
62.74234
58.253867
Tanzania
TZA
1.689206
1.689206
1.615945
1.680852
1.766412
2.193215
2.510278
2.318442
2.132923
2.087175
3.113325
2.389111
2.536103
1.701768
1.721938
1.522822
1.001867
1.053089
1.36742
1.276548
1.215504
1.116821
1.32029
1.204051
0.701722
0.89754
0.828042
1.163061
1.090427
9.681926
9.573309
9.661539
6.710457
7.435148
6.679333
4.582839
2.130345
2.441428
2.964576
3.192939
3.113873
4.115704
5.224054
6.192304
7.109676
7.825384
9.79002
11.468949
11.911026
11.267388
11.718262
12.354963
12.818449
12.537333
13.303735
14.613538
13.670307
13.076513
12.700039
12.638308
12.435181
12.977613
15.157677
16.38668
16.75479
Uganda
UGA
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
11.656403
12.167649
12.22623
12.90356
13.768612
13.640089
13.481917
13.639229
13.805064
14.220402
14.786967
15.089172
14.812551
14.369484
South Africa
ZAF
58.716658
58.716658
58.716658
58.716658
58.716658
58.716658
57.402719
56.836563
54.801341
56.189022
57.638229
58.124104
57.208691
57.943725
55.014934
56.690199
54.732694
53.874822
53.406944
52.068011
50.085299
53.922118
55.294824
58.840093
61.759566
65.19769
64.857384
65.225413
66.753346
69.140793
71.938199
81.460638
90.983077
95.828256
101.058603
105.007084
105.543869
102.365461
103.718943
118.1744
117.095366
121.069746
97.317373
102.767701
112.820913
122.283168
139.007368
142.422046
125.95588
121.094546
124.0939
118.970676
125.167785
127.029272
128.838375
127.203244
124.360496
127.030284
118.380858
117.185557
109.054691
92.996973
91.721859
90.548493
90.548493
Zambia
ZMB
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
13.692959
15.859019
15.816974
17.088125
19.764834
15.442121
14.906011
14.973719
15.62619
15.163555
11.359504
12.975089
12.975089
12.975089
Zimbabwe
ZWE
0.007726
0.007726
0.007726
0.007726
0.007726
0.007726
0.007726
0.007726
0.007726
0.007726
0.007726
0.007726
0.007726
0.007726
0.007726
0.007726
0.007726
0.007726
0.007726
0.007726
0.819578
1.631431
0.690891
3.992056
10.484679
11.993417
12.136665
15.706367
19.424721
25.075055
12.377873
15.280357
18.703188
21.804807
21.22171
24.790009
21.544091
26.580997
24.815419
16.161583
21.562499
27.724157
84.811972
53.168157
17.047785
14.948799
13.001372
11.053945
9.106518
7.159091
13.543689
18.983398
20.140724
18.73193
19.210345
18.315744
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5.810054
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5.237706
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8.178586

Africa Domestic Credit to Private Sector (% of GDP) Dataset

Overview

This dataset contains domestic credit to private sector (% of gdp) data for African countries from the World Bank.

Data Details

  • Indicator Code: FS.AST.PRVT.GD.ZS
  • Description: Domestic Credit to Private Sector (% of GDP)
  • Geographic Coverage: 54 African countries
  • Time Period: 1960-2024
  • Data Points: 2,660 observations
  • Coverage: 75.78% of possible country-year combinations

File Formats

Main Dataset (fs_ast_prvt_gd_zs_africa.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: 2,660
  • Coverage Rate: 75.78%
  • Earliest Data: 1960
  • Latest Data: 2024

Countries with No Data

0 countries have no observations: None

Usage Examples

Python

import pandas as pd

# Load main dataset
df = pd.read_csv('fs_ast_prvt_gd_zs_africa.csv', index_col=[0, 1])

R

# Load main dataset
df <- read.csv('fs_ast_prvt_gd_zs_africa.csv', row.names=c(1,2))

Source

World Bank Open Data - Domestic Credit to Private Sector (% of GDP)

  • Original File: API_FS.AST.PRVT.GD.ZS_DS2_en_excel_v2_133806.xls
  • Processed: 2025-08-18

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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