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stringlengths
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stringlengths
3
3
1960
float64
0.65
87
1961
float64
0.65
87
1962
float64
0.65
87
1963
float64
0.65
87
1964
float64
0.65
87
1965
float64
0.65
87
1966
float64
0.65
87
1967
float64
0.65
87
1968
float64
0.65
87
1969
float64
0.65
87
1970
float64
0.65
87
1971
float64
0.65
87
1972
float64
0.65
87
1973
float64
0.65
87
1974
float64
0.65
87
1975
float64
0.28
87
1976
float64
0.39
87
1977
float64
0.39
87
1978
float64
0.45
87
1979
float64
0.41
87
1980
float64
0.3
87
1981
float64
0.27
87
1982
float64
0.33
87
1983
float64
0.38
87
1984
float64
0.37
87
1985
float64
0.44
87
1986
float64
0.52
87
1987
float64
0.52
87.1
1988
float64
0.53
88.6
1989
float64
0.85
87
1990
float64
1.52
87
1991
float64
2.19
87.5
1992
float64
4.09
87
1993
float64
5.72
87
1994
float64
6.33
87
1995
float64
6.32
87
1996
float64
6.03
88.4
1997
float64
5.41
101
1998
float64
4.75
110
1999
float64
4.09
146
2000
float64
3.42
141
2001
float64
2.86
8.55k
2002
float64
2.92
9.08k
2003
float64
3.16
8.94k
2004
float64
5.06
8.94k
2005
float64
4.53
9.64k
2006
float64
5.92
8.92k
2007
float64
7
9.31k
2008
float64
6.48
10.3k
2009
float64
8.34
12.8k
2010
float64
8.7
12.6k
2011
float64
8.79
13.1k
2012
float64
8.59
12.6k
2013
float64
9.66
11.5k
2014
float64
11.9
13.3k
2015
float64
11.9
177
2016
float64
12.3
177
2017
float64
11.7
177
2018
float64
10.7
177
2019
float64
12.4
177
2020
float64
12.4
197
2021
float64
11.6
177
2022
float64
11.2
177
2023
float64
12.4
177
2024
float64
12.4
177
Angola
AGO
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
36.48713
27.577574
22.615484
24.437043
22.849355
17.280556
21.135714
16.049883
13.508367
13.553648
13.299819
16.273326
20.446871
31.520504
45.608168
34.774752
34.978872
31.517731
33.331547
35.675553
40.94466
39.162308
32.186521
30.646441
33.692734
40.069948
25.862961
21.760579
25.219946
20.241458
Burundi
BDI
10.278044
10.278044
10.278044
10.278044
10.278044
10.339018
9.470587
10.493558
10.532127
10.548579
10.49762
12.349652
12.399863
12.863014
13.594218
10.719791
13.93747
13.88679
16.068558
13.541698
11.913201
14.726845
13.366707
15.721353
13.786716
14.303377
14.488597
14.459529
15.391869
15.736635
15.778531
17.035602
16.907536
17.733129
23.005207
19.803614
22.332307
18.586377
15.785882
20.473737
17.172855
17.225782
21.252341
24.024346
22.325413
23.222864
26.27487
24.619613
25.258885
25.790462
28.242729
26.805904
26.063271
25.882133
26.453755
22.675541
24.240909
27.338091
33.197412
39.621987
46.253502
49.751226
56.620644
57.427329
57.427329
Benin
BEN
10.098423
10.098423
10.098423
9.740191
9.272005
8.65645
8.680206
8.389653
9.034972
9.947488
10.874499
13.291133
13.438094
13.152467
13.818646
21.962333
18.354556
18.949163
18.615072
16.145471
20.438127
21.501664
23.628901
23.239099
24.3231
23.759066
23.588047
20.617938
20.278627
21.740975
25.115607
26.467866
29.622098
26.490936
28.441371
22.873627
23.18018
22.128608
19.507034
16.826282
19.189308
17.997798
14.641044
16.788004
14.033839
15.459972
18.534837
20.710982
23.266602
23.95242
25.523439
26.138233
24.883151
26.861971
29.96543
30.984761
29.832095
28.630991
27.934301
27.821633
30.546645
32.728161
33.426292
30.280515
28.125392
Burkina Faso
BFA
5.935535
5.935535
5.935535
6.328563
6.236327
6.184848
6.210285
5.997156
6.662903
7.003446
7.390431
7.473932
7.264333
9.631666
9.697385
12.073571
13.521527
12.799774
12.76826
12.432661
13.059661
13.20396
12.38094
13.128476
14.542462
13.380371
16.193479
17.903321
19.083258
18.487796
18.178404
18.130567
18.761538
19.865462
22.130476
23.970285
22.630426
24.675649
21.526186
17.510944
18.62896
16.283993
14.68477
22.694706
20.760033
17.964158
18.774796
18.995295
20.88266
24.450581
25.626239
25.756454
26.421196
28.287335
30.289426
35.597103
36.562574
41.101143
42.128165
43.181767
46.844617
51.13213
48.698615
45.03467
42.079269
Botswana
BWA
26.638331
26.638331
26.638331
26.638331
26.638331
26.638331
26.638331
26.638331
26.638331
26.638331
26.638331
26.638331
26.638331
26.638331
26.638331
26.638331
26.638331
28.553583
24.736476
29.780754
28.725972
25.208459
23.505095
24.594626
22.897489
26.280676
23.163667
30.712229
25.400968
28.924689
21.920211
27.456387
28.332171
21.037856
20.921851
20.47826
19.794538
22.389681
28.263056
28.50095
24.816209
39.399228
45.248542
47.878314
46.884142
44.425839
42.481358
49.786392
53.54753
53.476936
49.922719
43.320606
46.336084
44.540896
40.214522
48.843293
42.908855
43.485259
45.18352
47.118571
52.373452
45.345714
40.050079
41.707502
43.839545
Central African Republic
CAF
13.028391
13.028391
13.028391
13.028391
12.385056
15.067751
14.716495
15.483871
16.848922
15.737648
16.235046
15.433351
17.115597
17.138241
19.798039
16.619486
17.761084
16.459545
16.402884
18.209831
21.753564
24.028072
17.673028
19.341808
18.730894
14.781042
15.105481
16.857833
15.138236
16.288481
15.766529
15.24113
15.316692
17.834704
24.395864
21.593009
24.453484
21.253684
17.092501
17.604969
17.034798
15.914628
14.932872
14.386667
16.060621
18.069338
15.92339
14.004034
15.176816
15.503108
16.511467
17.337601
15.784578
25.572953
26.165643
25.71385
25.208041
24.990609
27.801092
28.70137
31.091793
34.185765
32.898674
32.898674
32.898674
Cote d'Ivoire
CIV
20.10074
20.10074
20.10074
19.477768
21.928741
21.677019
21.442767
21.858108
22.868852
25.973439
26.542381
26.960109
26.352714
26.455017
30.20433
29.306172
31.395869
34.075494
32.6234
29.109981
27.062655
27.915249
26.55594
26.554226
27.631712
29.968244
30.423212
30.686283
30.905511
27.877007
28.761953
28.593682
28.330737
26.375486
26.234325
26.041416
16.074724
15.262049
14.725369
14.422512
13.982791
13.980569
17.83588
13.109122
14.016836
13.687736
14.863562
18.846527
18.437606
21.30646
23.398901
25.9681
25.403696
24.822632
24.819459
26.110096
27.374861
28.12213
29.91332
30.441828
35.951777
38.366607
38.15344
36.112371
37.761498
Cameroon
CMR
9.937496
9.366675
11.512263
11.800664
12.177067
11.655874
13.049555
12.817819
13.644727
14.671067
14.712037
15.512713
15.368367
16.761616
18.45021
17.616057
19.483527
22.345766
20.445331
20.937985
22.692654
22.902498
22.538294
23.666207
23.386219
22.850308
20.451183
17.487688
19.203
20.409638
21.233685
21.628944
18.829312
11.918811
13.981848
11.95886
10.273859
10.978175
11.178555
11.858818
13.401148
12.708451
14.341495
13.59914
13.631176
13.89935
14.152091
15.506335
16.371584
16.672873
18.314405
19.018039
17.820338
18.354571
19.272561
19.783242
19.740634
19.897208
21.401849
21.401849
21.401849
21.401849
21.401849
21.401849
21.401849
Congo, Dem. Rep.
COD
9.455033
9.455033
9.455033
9.455033
11.799856
9.793722
10.946278
9.812564
7.751429
6.741894
8.519879
8.003803
8.811747
9.527364
10.385316
10.711654
9.922437
11.423229
14.499031
7.512322
7.901032
8.806883
10.783084
72.372235
6.617716
6.897227
8.066312
8.784434
10.564675
8.519209
12.889685
14.364225
15.80247
30.683507
8.40106
6.740505
6.07702
5.413535
4.750051
4.086566
3.423081
2.857408
2.917258
3.160745
5.062811
4.530351
5.9414
7.000762
8.482531
9.711507
10.116304
10.106521
10.749961
11.449222
11.87405
12.290349
14.006685
12.672801
12.414753
12.414753
12.414753
12.414753
12.414753
12.414753
12.414753
Congo, Rep.
COG
23.869964
23.306447
17.745094
20.11848
17.999996
15.658433
15.424354
16.780825
18.307074
17.328022
18.418421
17.170231
15.64058
15.38245
18.348474
17.828467
18.829174
18.490957
18.710035
17.694902
17.098502
17.109655
16.474789
14.418919
12.896192
15.403894
20.64638
20.288491
20.303187
18.09432
21.43189
20.225055
21.789284
16.345218
16.212794
15.071577
14.170424
14.877849
15.295713
14.54999
14.581461
11.547088
12.661979
12.888227
12.793835
12.026744
14.708956
17.200451
18.503948
22.057276
20.456578
24.900109
24.375218
25.086199
28.620461
30.479655
29.390628
24.504339
19.28664
22.032378
31.188951
26.878644
24.399358
28.400128
28.400128
Comoros
COM
10.582807
10.582807
10.582807
10.582807
10.582807
10.582807
10.582807
10.582807
10.582807
10.582807
10.582807
10.582807
10.582807
10.582807
10.582807
10.582807
10.582807
10.582807
10.582807
10.582807
10.582807
10.582807
10.582807
11.822788
8.954946
9.42284
8.985696
10.810544
11.931401
13.687312
13.242712
13.332163
13.867642
13.53421
14.01249
11.71975
12.627838
11.517222
9.631955
10.587289
11.449729
15.687712
16.374774
14.941989
13.769869
14.289907
15.189659
15.944238
16.583347
18.028561
20.402801
20.831778
22.461765
21.733373
22.817844
26.557793
27.863608
27.217546
27.972225
27.936008
31.390507
36.336692
35.268637
35.422668
35.422668
Cabo Verde
CPV
41.949312
41.949312
41.949312
41.949312
41.949312
41.949312
41.949312
41.949312
41.949312
41.949312
41.949312
41.949312
41.949312
41.949312
41.949312
41.949312
41.949312
41.949312
41.949312
41.949312
41.949312
39.559098
41.148689
40.087521
37.600282
38.25514
36.335085
33.050581
31.443152
31.452218
33.923812
34.914294
42.629728
49.788809
66.196438
67.120096
67.756969
67.584703
61.45459
59.958595
64.369281
65.696932
71.555871
71.095594
76.167691
83.992673
87.735703
71.148811
68.944993
71.032163
73.043601
71.542105
74.730778
81.574385
87.122174
90.235544
92.213033
92.733882
89.146825
89.773617
117.207977
111.328335
95.612846
92.616707
92.616707
Djibouti
DJI
74.630782
74.630782
74.630782
74.630782
74.630782
74.630782
74.630782
74.630782
74.630782
74.630782
74.630782
74.630782
74.630782
74.630782
74.630782
74.630782
74.630782
74.630782
74.630782
74.630782
74.630782
74.630782
74.630782
74.630782
74.630782
74.630782
76.254598
77.878415
78.84022
78.104415
73.174919
74.472422
68.227775
70.627069
69.392963
72.170345
67.327297
63.155951
59.196115
54.60221
53.700647
55.606671
62.293298
69.707217
74.135719
77.592868
79.815932
78.329182
80.473894
89.673966
93.526923
81.379142
85.703547
60.680653
59.490317
64.857402
65.65302
75.476302
67.572432
69.332039
81.312712
79.343631
74.281122
72.747814
72.747814
Algeria
DZA
33.195322
33.195322
33.195322
33.195322
33.195322
34.144871
38.506214
45.102239
53.422284
55.289875
54.45302
55.828713
59.828162
59.011998
46.661815
54.924358
59.07017
59.736946
64.51768
62.209947
57.562461
57.029258
66.421004
70.999572
72.764199
76.848605
75.798328
79.671301
83.824031
72.796361
61.77114
49.11131
51.941995
50.101458
45.318672
37.169446
33.005836
36.081434
42.376822
42.207703
37.829725
52.381764
57.87508
58.015964
55.021864
51.892561
54.464995
60.717363
59.709446
66.781922
62.615639
62.35098
62.544025
65.500985
70.967479
72.591203
69.838071
71.063395
73.341678
71.505472
84.871789
79.826032
71.646959
72.330774
75.069686
Egypt, Arab Rep.
EGY
33.110322
34.589829
35.373399
37.835759
39.091575
37.603178
35.373983
36.156699
37.199685
37.063015
32.880435
32.12667
34.897556
38.433825
45.034782
45.788264
45.655222
49.973812
53.345002
54.257832
66.423396
82.815142
79.229159
82.019549
82.054747
82.239946
84.131973
87.142524
88.552922
83.238312
86.125052
87.523467
84.538965
85.807796
84.633543
79.787402
78.641456
75.154757
77.025644
76.043368
76.741899
82.378283
87.8365
96.67885
96.678626
97.137842
97.387312
96.206414
88.404252
83.155901
80.745562
75.793912
69.715459
74.611836
75.442648
77.985878
98.136132
87.602468
77.765221
73.45453
79.974725
87.386494
94.39261
87.417469
83.69937
Eritrea
ERI
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
87.003048
88.367479
100.945051
109.563906
145.706227
141.148448
149.288859
150.684575
146.144432
128.925295
129.24245
123.909475
127.661027
141.260075
121.515288
164.070122
144.760471
127.475597
135.9625
176.788919
176.788919
176.788919
176.788919
176.788919
176.788919
176.788919
176.788919
176.788919
176.788919
176.788919
Ethiopia
ETH
6.370481
6.273879
6.711539
6.766198
7.758366
8.076857
7.973271
7.666704
8.011607
8.737346
8.4027
8.100755
9.336039
11.492693
11.975103
13.129151
13.708463
14.119294
14.950241
15.461538
15.131456
15.689669
16.445874
16.933449
19.664735
19.669199
21.091577
20.842968
22.341579
24.543693
27.733403
29.073097
31.747336
26.922366
31.221329
28.45909
27.537393
31.92805
32.759289
34.65042
34.585478
37.163271
44.036797
44.87788
45.353082
43.777022
42.4864
39.742753
33.967121
33.967121
33.967121
33.967121
33.967121
33.967121
33.967121
33.967121
33.967121
33.967121
33.967121
33.967121
33.967121
33.967121
33.967121
33.967121
33.967121
Gabon
GAB
15.567567
15.176983
16.455417
21.268059
16.330029
16.576577
14.933777
14.206587
14.661176
15.325294
15.374298
14.950523
18.512442
16.466791
11.927361
15.454369
18.551384
19.319762
21.075482
19.055228
16.919376
16.888518
16.9153
18.351931
17.635522
20.498301
23.468482
24.406367
21.120305
19.124373
16.338517
18.812283
16.311864
15.501947
14.010153
14.502262
14.445791
15.059728
17.375614
15.528387
14.614129
14.930927
15.540086
14.961406
15.127594
16.276363
17.42543
16.953646
16.129499
20.329567
19.660755
20.702301
22.286972
24.931558
23.47019
24.896884
24.45471
19.362416
23.869716
22.927591
22.927591
22.927591
22.927591
22.927591
22.927591
Ghana
GHA
18.40046
18.709677
20.303951
19.545455
23.851133
20.497954
20.770751
21.222739
20.69
19.413793
18.907924
18.986
23.71794
22.665239
21.567167
26.237176
29.113239
27.283436
24.458353
21.054886
18.55351
16.565101
17.164903
11.304991
11.813306
13.618502
13.514538
14.205094
14.746061
16.916993
14.14209
15.56278
20.525874
19.835456
22.513126
21.642994
20.596107
23.841965
22.857376
24.092829
28.166173
31.445326
34.108228
31.045927
32.72259
32.11003
22.769255
25.716812
27.46146
28.247022
29.619193
30.549006
30.361742
21.952756
23.642551
25.670273
26.280776
25.488335
25.12738
26.391747
30.817316
31.734617
31.488017
29.942101
29.942101
Guinea
GIN
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
6.292155
5.950832
6.909441
6.326075
6.350374
6.200231
6.869244
6.840176
7.425812
8.011448
8.571678
9.71291
11.02134
12.612338
12.818363
17.896869
12.934162
14.731999
17.368568
26.441419
27.158227
20.856255
21.812108
23.399828
24.864756
23.966416
23.01861
22.20251
23.712365
26.676368
24.516944
24.516944
24.516944
24.516944
Gambia, The
GMB
17.935402
17.935402
17.935402
17.935402
17.935402
17.935402
17.935402
17.292882
18.693878
17.800213
17.778798
16.995633
22.837838
30.046875
25.777913
23.006002
28.001591
19.406278
25.022321
21.01429
21.860695
25.186904
25.678768
28.57954
26.711768
29.233745
21.440572
22.009867
22.034713
22.100108
20.657648
10.761068
11.620129
12.097923
11.198795
12.196021
11.645601
14.518016
14.665602
15.837171
19.800514
21.953037
27.806461
32.898629
19.378721
20.59568
25.891816
25.695911
27.883329
28.720305
30.248786
35.012172
34.364714
36.141743
37.979048
38.08069
38.182331
38.283972
39.472096
44.420004
52.939366
57.020794
53.515355
48.267065
48.267065
Guinea-Bissau
GNB
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
6.924052
9.03559
8.337628
5.426984
26.492675
4.903761
6.200105
5.722405
6.680967
6.32264
6.034435
9.266271
9.621499
11.430526
23.580472
18.78332
22.039758
9.432693
14.001705
15.106744
16.029746
18.669511
20.548799
22.363801
24.06116
29.870239
28.760681
29.520236
42.943163
44.938745
45.370559
40.324193
42.286229
39.312938
41.197387
46.329025
43.549446
39.203102
40.835494
Equatorial Guinea
GNQ
32.14898
32.14898
32.14898
32.14898
32.14898
32.14898
32.14898
32.14898
32.14898
32.14898
32.14898
32.14898
32.14898
32.14898
32.14898
32.14898
32.14898
32.14898
32.14898
32.14898
32.14898
32.14898
32.14898
32.14898
32.14898
32.14898
39.814315
33.62819
18.708213
27.996015
12.399198
10.66565
12.191535
8.410412
13.866723
16.326327
13.880267
6.988173
9.533681
9.194561
6.432834
5.735473
7.531933
10.534956
8.67978
6.389581
5.92029
6.99604
6.47612
10.005751
11.248353
9.021703
12.676599
14.196735
12.05004
15.444966
14.27635
12.731943
12.302931
12.465511
13.837326
11.558767
11.187144
13.876732
13.876732
Kenya
KEN
22.661695
22.661695
22.661695
22.661695
22.661695
22.661695
22.661695
23.693776
23.969627
26.37602
30.606555
29.674402
28.535543
30.491119
25.710286
27.394669
28.181756
32.795688
34.529133
34.354798
29.931403
29.470201
30.420469
28.175889
28.342092
26.68185
30.38808
30.243954
28.901071
28.398906
29.577016
30.981929
36.517796
37.065232
38.016009
42.232269
35.791691
38.422653
35.807184
35.770798
35.164727
35.240744
38.15891
39.023164
39.327027
38.906715
34.601569
36.06482
36.105499
31.873561
35.51043
36.569436
36.52652
37.793392
42.301257
42.819386
40.327612
39.351989
39.359832
38.070484
41.202581
38.988782
37.37993
40.006688
40.006688
Liberia
LBR
0.64957
0.64957
0.64957
0.64957
0.64957
0.64957
0.64957
0.64957
0.64957
0.64957
0.64957
0.64957
0.64957
0.64957
0.64957
0.275608
0.392925
0.391214
0.453267
0.4093
0.299055
0.267337
0.326999
0.379739
0.371212
0.435562
0.523167
0.520064
0.534719
0.854895
1.524376
2.193856
4.086152
9.430816
12.783702
15.128574
11.996414
6.195275
12.794919
11.512147
7.054167
6.45712
5.21006
7.351632
9.66068
11.771716
13.221134
13.439882
14.720928
18.059111
20.522456
22.252839
19.536169
21.052339
19.086921
20.740293
18.093497
20.063967
20.478833
19.55274
20.927167
20.927167
20.927167
20.927167
20.927167
Libya
LBY
20.286601
22.076756
18.569496
15.193512
12.93548
14.510518
14.516791
15.32152
13.73668
15.939779
18.035873
22.987283
25.003773
25.996612
23.526829
25.342464
25.350617
27.08843
31.526159
31.051485
29.318937
38.205447
37.915343
36.616018
41.313974
49.068216
56.217731
56.146049
60.54038
62.189903
68.136946
61.422392
67.353527
72.955744
77.871275
79.617978
70.529557
58.465616
67.392089
55.272084
48.510866
48.059593
40.462863
33.341463
29.617269
26.564619
23.775845
30.160358
36.432099
59.538528
47.25379
94.889826
53.953571
69.877191
91.412699
111.575426
132.068615
122.14281
108.540372
115.150715
197.393968
64.412468
64.412468
64.412468
64.412468
Lesotho
LSO
35.288605
35.288605
35.288605
35.288605
35.288605
35.288605
35.288605
35.288605
35.288605
35.288605
35.288605
35.288605
35.288605
35.288605
35.288605
35.288605
35.288605
35.288605
35.288605
35.288605
35.288605
39.090289
50.335213
52.130382
52.535591
52.49238
49.173369
48.249886
46.842065
43.983507
40.640726
35.546544
32.256241
34.249567
33.25348
31.336206
32.795728
33.291502
34.461425
30.087332
27.622543
28.032422
26.5147
26.235181
24.334684
24.232846
28.77828
34.439102
33.456405
35.749732
39.450232
35.563138
35.13402
37.92176
33.986982
33.661722
31.007877
39.388791
39.612529
35.3056
42.254522
42.254522
42.254522
42.254522
42.254522
Morocco
MAR
27.839748
29.47029
28.981901
27.693909
26.714218
27.097855
27.555647
28.420407
29.828209
29.632069
29.506768
30.314122
33.766717
35.855321
35.437716
39.203043
39.801445
40.55646
43.050821
43.571378
35.02632
37.91893
36.36869
39.464022
38.487911
37.705173
37.526646
40.173096
39.904302
42.310103
46.150907
47.703282
50.901396
53.724255
53.176893
55.957267
52.840193
61.927033
54.840722
59.518678
64.052017
69.802524
73.528639
74.065192
76.049562
83.319182
89.978555
99.105585
101.361584
105.023134
105.049032
106.596965
107.52924
105.13636
108.464991
106.485347
109.884823
110.462425
110.490578
110.540286
128.863147
122.263389
126.701948
119.712516
123.231201
Madagascar
MDG
14.542849
14.542849
14.542849
14.718843
15.310825
15.750776
15.825731
17.232578
17.139385
17.388773
17.864848
17.613783
19.35486
18.461477
17.804734
17.109454
18.620669
19.034092
21.183726
19.090693
15.434195
16.254712
13.678817
10.315665
11.458889
11.604857
12.488153
12.662592
11.867338
13.983125
12.664609
16.327422
17.220395
19.048373
20.91526
16.040105
15.202709
16.951881
16.310236
17.32083
17.411576
18.851363
19.943812
20.110103
20.994905
17.312722
19.414116
20.200451
19.766395
21.1984
21.361969
22.278318
22.058712
21.193686
21.286413
22.582421
23.612426
25.562398
25.608034
24.631146
28.237523
28.168342
28.060279
27.119377
27.119377
Mali
MLI
18.213301
18.213301
18.213301
18.213301
18.213301
18.213301
18.213301
18.213301
13.835719
13.811022
13.717014
13.491721
13.380925
14.208964
20.924359
18.269187
16.152547
16.215047
18.661339
17.711658
16.890999
15.471181
16.495962
17.646602
21.789816
20.397606
21.095464
20.677969
21.770871
20.400411
18.493906
19.872444
20.986951
21.353537
20.523771
18.843276
22.275691
21.918348
20.863625
17.144831
19.420039
19.356939
22.787355
27.479262
19.305887
19.162651
19.206241
17.82356
13.955706
18.317685
19.326476
19.499751
21.643936
22.861008
22.515809
22.570686
23.208465
22.599138
23.891815
23.512081
26.58127
33.872025
34.272553
31.665092
29.84838
Mozambique
MOZ
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
16.122125
21.616991
22.772498
21.421487
20.455225
14.792575
14.827754
14.911482
16.133023
19.840458
17.598675
20.040562
20.793283
19.237704
21.40892
22.356919
24.017983
25.710425
31.727662
34.42449
33.839889
39.285383
41.802441
46.919571
51.454604
48.246055
45.747619
46.092624
48.796116
59.025269
56.181411
53.627008
50.013738
50.013738
Mauritania
MRT
6.880333
6.880333
6.880333
6.587709
4.628571
3.656949
4.726896
5.36814
5.715646
6.177085
7.286023
6.759913
8.030129
9.206184
11.317098
13.123308
14.225249
14.381705
14.376856
14.79932
15.362723
17.905525
16.913283
15.985912
16.651108
17.915187
16.979562
17.878414
17.017119
17.100511
19.116189
14.348756
14.732701
15.116646
15.500591
15.884536
16.268482
16.652427
17.036372
17.420317
17.804262
18.188208
18.572153
18.956098
19.340043
19.723988
16.899531
18.82402
19.402868
22.477463
19.883064
19.748548
21.943175
24.684368
27.252862
27.08678
25.659669
27.728944
28.075003
28.414323
28.414323
28.414323
28.414323
28.414323
28.414323
Mauritius
MUS
28.334363
26.622682
24.40502
24.951219
29.593766
25.617335
28.731109
28.144693
29.747828
35.065137
39.264594
41.020075
41.899814
41.872881
42.777617
49.500846
44.930761
44.199091
46.767252
41.564713
44.686367
39.561375
42.480489
42.952977
43.576237
49.373144
53.621185
56.424262
61.222893
60.915417
62.203308
66.785036
68.91421
70.235499
71.04793
76.644756
72.956639
76.437204
74.923308
78.883465
77.011396
77.960637
81.358219
90.93412
96.955076
97.664202
93.113048
93.772768
96.503015
96.253907
97.491334
96.639821
98.566408
96.872836
99.301999
104.053487
106.739849
110.409378
110.968108
117.548102
156.746153
159.949073
141.347306
135.460461
140.366498
Malawi
MWI
13.09369
13.09369
13.09369
13.09369
13.09369
13.09369
13.09369
13.09369
13.09369
13.09369
13.09369
13.09369
13.09369
13.09369
13.09369
13.09369
13.09369
13.09369
13.09369
13.09369
13.09369
14.970044
15.246513
14.000273
15.626886
13.582349
15.247271
17.578144
15.796223
13.493171
12.814213
13.355327
14.732494
14.655146
17.669379
13.343945
11.423164
9.297061
12.557413
11.16586
12.255648
12.702769
7.201276
7.870087
8.43104
8.570028
7.943122
9.50945
12.833045
13.682877
15.202339
17.24141
17.682138
17.83412
16.476243
17.12462
16.166131
16.494075
16.563067
16.025883
17.472815
20.09315
23.585702
24.924593
24.924593
Namibia
NAM
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
20.467336
23.262335
28.846788
31.712315
33.882982
37.474204
39.121225
37.879121
37.444352
40.535409
39.843269
37.596315
37.626258
36.389457
38.916577
37.78258
41.825284
42.1803
41.958464
62.429763
62.731587
64.218261
57.214668
58.725935
55.152991
55.56618
54.561739
57.164737
57.627883
63.647659
71.53926
72.605402
72.605402
72.605402
72.605402
Niger
NER
3.807102
3.807102
3.807102
4.09323
4.019443
4.072234
4.248315
4.82487
5.021355
5.663149
5.341825
6.354069
6.889386
7.349992
8.22483
9.924894
11.494808
11.862206
13.536849
14.37655
14.70434
15.946601
12.515234
12.034347
15.822083
16.703523
18.357764
17.053093
19.406934
20.057659
13.992624
13.156527
13.476127
13.983512
11.98898
11.645608
10.15982
7.359793
5.1432
5.926219
6.559002
8.653164
6.556239
9.299982
10.049992
9.034317
9.384471
12.427592
11.457518
13.016875
14.205804
14.261475
16.135666
16.876364
19.848349
19.447509
19.634327
17.713018
15.794315
17.157757
19.165752
20.115988
19.34269
18.214105
16.650535
Nigeria
NGA
9.208384
9.401674
9.490363
9.802942
10.861286
11.16513
11.429702
12.215466
14.053836
13.982443
10.927858
10.042022
10.912848
11.183029
13.222812
17.58566
19.949041
22.853357
20.860955
22.951156
28.625224
10.938802
11.199842
11.990034
12.808057
12.326532
11.914407
11.809455
12.168547
10.454324
11.635372
13.399881
14.247384
15.787717
15.091936
10.281913
9.063329
9.725269
10.939035
12.763394
14.669631
15.900968
13.526997
13.026586
11.758786
11.300514
11.728971
19.291085
23.811871
25.144156
21.355847
22.479046
24.928231
25.448045
22.689611
22.366827
27.378788
24.781418
25.362463
23.929609
25.221611
25.24143
25.788682
25.788682
25.788682
Rwanda
RWA
15.738462
15.738462
15.738462
15.738462
15.738462
17.794357
13.141521
10.776509
10.534842
11.233172
11.679854
13.141251
13.095595
16.511886
18.655159
11.365169
13.005496
14.153847
13.794693
14.646563
14.099546
12.995515
12.335558
12.696903
12.495113
13.418403
15.548818
17.043067
17.129471
15.595655
14.870961
14.00244
13.861461
13.581288
22.427563
18.589943
16.144891
15.828802
14.724609
13.70271
14.156472
13.663823
14.634459
13.983088
13.781352
13.762438
15.535352
17.050541
15.699526
14.334732
15.554287
17.334273
17.245891
17.982318
18.948896
20.816255
20.288049
19.708142
21.730788
21.354449
25.147747
26.061748
25.573083
26.328103
27.674153
Sudan
SDN
9.994901
11.092062
12.097297
17.89373
14.635912
14.605002
16.049526
16.696445
16.763095
17.907664
17.764255
17.570281
19.214666
19.162856
20.147987
19.641539
19.684784
22.54902
24.465811
27.047524
28.244152
29.867885
30.472102
29.071332
27.381662
32.829363
30.965696
29.392227
21.899453
22.541301
21.337711
17.6157
18.942162
18.704565
10.797763
8.599488
10.143423
8.578547
9.081723
9.389564
10.999743
10.616609
11.789501
12.946661
13.667203
15.71652
18.115497
16.458549
16.93331
21.163814
20.976137
20.19578
26.018858
21.151186
17.635009
18.344708
18.842491
23.457654
32.734874
35.247323
31.8835
31.8835
31.8835
31.8835
31.8835
Senegal
SEN
13.724044
13.724044
13.724044
11.609695
10.624044
10.116747
9.078194
8.49543
9.143704
9.182854
10.392698
10.314665
10.484925
12.60969
15.289005
14.19446
16.57317
18.144455
21.457347
18.542551
18.647621
19.489967
19.888787
20.071089
18.853658
17.491884
17.868727
17.070968
17.496988
18.167076
17.451646
18.156097
18.717868
16.129827
16.697005
15.877191
16.688088
16.473586
16.419946
17.571304
18.501679
15.148035
15.93897
20.269237
22.262357
22.280343
23.755373
24.476641
23.867228
26.748359
28.37067
28.978555
28.651438
29.871297
31.728974
35.289827
37.377484
37.793417
40.962835
41.508948
45.287184
48.326795
51.73676
52.78134
52.166675
Sierra Leone
SLE
10.940519
11.657857
12.199888
12.024086
12.408256
11.503701
11.50261
12.486144
14.198768
13.450782
11.947217
13.780798
15.16359
15.177231
15.238517
14.915287
16.907242
17.175142
17.823467
18.295616
22.56945
20.71119
26.153942
29.44246
25.966294
27.781214
28.963489
16.675062
17.135987
18.350369
18.110188
13.629572
12.318789
11.690198
10.372881
10.094739
9.925912
15.174927
13.402052
16.076696
16.357453
8,549.933543
9,080.469863
8,940.50027
8,941.618472
9,636.181891
8,919.568421
9,310.761946
10,306.964673
12,842.397541
12,585.001367
13,083.807851
12,648.743488
11,490.058379
13,309.489839
15.010485
15.929321
15.3613
14.727295
14.511358
17.919216
19.217301
20.381781
19.834542
19.834542
Somalia
SOM
8.301008
12.308255
12.862842
14.392122
13.668801
12.608421
12.635988
13.798486
14.738281
15.263224
19.109997
15.811935
16.562465
20.018042
21.726108
21.093021
21.877037
22.450291
25.037554
31.306956
19.497664
20.04543
17.574285
15.659427
11.138419
14.386528
14.1723
22.542569
20.906443
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
26.111413
South Sudan
SSD
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
11.026064
18.68368
11.908157
19.132972
39.465805
65.459443
23.996198
23.545943
18.734563
26.422626
34.201654
28.748201
32.530001
32.530001
Sao Tome and Principe
STP
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
13.80677
12.594941
19.402829
16.777074
16.3391
18.470338
22.792475
24.79397
30.937531
26.28423
30.091328
32.061792
37.900583
37.904458
34.84326
38.920401
37.687958
40.636307
42.470839
45.573906
49.104747
41.512612
38.225781
38.722708
33.406113
32.949768
29.949437
28.157404
24.435123
24.435123
Eswatini
SWZ
22.634187
22.634187
22.634187
22.634187
22.634187
22.634187
22.634187
22.634187
22.634187
22.634187
22.634187
22.634187
22.634187
22.634187
22.634187
28.846623
32.533755
33.844175
38.683322
33.901413
31.675156
28.212617
27.64845
32.025537
32.716792
36.543551
31.754848
31.257799
32.417466
35.064885
22.355342
24.25378
25.61454
24.033329
23.449433
19.918038
20.722182
21.554043
22.076305
23.531216
17.22985
17.173246
17.106117
17.777756
17.674397
17.168726
19.474223
21.568343
22.353014
25.423163
25.610629
25.07964
24.073317
25.974635
25.02147
26.528955
30.499631
29.148899
29.347551
27.5293
31.245776
30.055125
28.402735
28.402735
28.402735
Seychelles
SYC
37.593361
37.593361
37.593361
37.593361
37.593361
37.593361
37.593361
37.593361
37.593361
37.593361
37.593361
37.593361
39.608802
35.856574
30.284553
33.460604
37.828745
32.866991
31.002017
28.949001
31.611895
30.316992
28.49136
29.467531
30.36709
30.429519
32.116151
32.419992
36.155402
37.682383
37.444975
41.55652
42.440784
47.498982
56.333653
65.489109
72.455746
74.409379
76.158293
87.023341
86.270933
93.639033
98.527414
104.108707
97.977144
90.949709
84.431731
64.247448
64.076561
55.272296
61.414451
57.935871
49.713175
58.489647
66.857734
63.827821
65.327959
69.484494
68.949645
74.199062
101.631501
93.358386
82.043368
81.493888
85.225856
Chad
TCD
6.971093
6.909954
6.790245
7.201748
6.867038
6.665208
6.160162
6.054708
6.589587
6.546952
7.013511
7.078545
6.857619
7.389755
9.620693
9.0067
10.065145
10.317274
11.703809
15.557022
12.894252
13.916568
12.637358
13.363266
16.871904
15.491254
19.663315
21.558845
14.828496
15.473661
14.80202
13.67718
13.347061
11.5051
9.565201
12.913718
14.500851
12.682622
10.251183
10.790592
12.349099
12.068305
13.254924
11.611948
8.162232
5.544807
7.476977
7.706085
8.48248
8.335749
8.70141
8.792249
8.585482
9.657112
12.02948
11.931589
12.281169
11.696972
10.719181
12.821249
15.312093
15.984501
15.984501
15.984501
15.984501
Togo
TGO
8.042785
8.042785
8.042785
7.86794
7.881473
8.407903
7.854607
8.658879
10.122854
11.691038
12.790466
12.665301
11.633672
12.438128
15.993215
15.135356
19.717653
17.824477
24.724634
24.836284
21.402709
27.233317
30.72983
28.577221
30.706871
29.606193
31.895338
30.90039
24.881419
23.941171
25.527571
25.825433
21.360746
22.96886
21.218179
21.656458
17.682037
15.948196
14.909433
15.593613
16.476373
14.621676
13.048637
14.261559
17.42482
17.712635
21.485379
22.909191
25.211879
26.524493
28.77707
31.016034
31.579777
34.319991
33.505852
37.542848
39.905341
42.564446
44.207587
44.037481
47.265754
48.865046
51.175225
50.006891
50.223634
Tunisia
TUN
28.208948
28.208948
30.566948
33.109262
32.180698
30.679608
33.029643
33.685965
33.993414
33.9399
33.201562
34.489787
33.219204
37.017285
35.295452
38.350637
39.950854
39.966194
42.258827
41.730459
40.82542
42.624844
44.264091
43.669237
43.108181
45.058233
46.332607
47.448869
51.737305
53.95196
51.49614
48.989558
46.576114
46.206799
46.301016
45.760618
46.389
44.912533
43.762759
47.456547
50.085189
54.965071
54.684262
53.273453
52.477254
54.113545
55.345749
57.578298
58.868938
62.581743
62.047135
66.378122
65.763848
65.27411
65.30296
65.421013
66.612582
69.665911
67.374058
68.680992
77.961703
76.974451
79.212855
80.423409
79.97454
Tanzania
TZA
4.352215
4.352215
4.352215
4.352215
4.352215
4.352215
4.352215
4.747287
5.191314
5.394638
10.897866
12.043762
12.455569
12.556168
12.56491
13.154593
12.812167
13.021958
13.1552
17.138063
18.73439
18.977246
19.127611
18.605242
15.300842
14.707618
14.192463
13.214366
12.000639
12.663674
13.70591
13.63372
15.199445
16.799389
17.066774
17.276811
15.014843
13.573119
12.69307
12.865485
13.059382
15.766907
17.238298
17.583429
17.367166
20.464403
22.120025
22.884232
22.297843
22.866691
24.647924
24.124198
23.503562
22.07096
22.534368
23.439826
21.11238
20.813442
20.011371
20.275545
19.740252
21.28614
22.114874
23.364102
23.364102
Uganda
UGA
15.279879
15.279879
15.279879
15.279879
15.279879
15.279879
15.279879
15.090462
16.883981
16.72577
18.553962
16.299516
19.965258
23.633597
26.128243
21.943869
25.273567
14.792268
16.653253
15.926415
14.760206
12.772826
8.745672
7.935545
13.39519
14.299086
16.473381
14.28921
9.9069
7.287787
7.596571
8.661363
9.611769
10.719488
12.804526
11.961018
12.515467
13.793479
14.858904
15.63352
16.115536
16.091443
19.032088
19.553958
17.228479
19.322939
19.914148
20.875453
23.617677
14.017275
17.34477
16.39288
17.561048
17.986688
18.659968
18.843922
19.074844
19.918607
19.417129
20.523056
22.731371
22.488094
22.030398
21.681605
20.879319
South Africa
ZAF
51.080878
51.080878
51.080878
51.080878
51.080878
51.080878
51.152103
49.296522
51.729071
51.39004
51.031605
50.087195
52.374244
52.469133
50.24055
53.184998
51.322136
51.272072
52.239282
51.625094
48.342548
48.27096
48.014923
47.563654
48.779621
48.730222
45.437811
46.314551
48.912804
49.191888
47.813566
48.913859
44.817606
41.516549
43.344559
44.011019
44.640674
47.402507
49.600694
50.25918
47.364358
51.419568
52.117445
53.933693
55.043322
59.760936
65.424315
71.093679
73.295208
69.711945
68.168958
67.829728
66.550268
64.980763
65.238143
67.301879
66.312022
66.144766
66.136856
66.909165
74.038826
69.99466
71.066399
72.451838
74.022131
Zambia
ZMB
14.186016
14.186016
14.186016
14.186016
14.186016
14.186016
16.419209
17.691103
19.457344
20.460756
27.828911
26.972648
25.501308
25.868018
23.525172
31.424389
32.427316
35.173681
28.409384
31.279507
29.608957
28.080852
36.415598
34.778293
34.551815
29.720584
31.333158
29.055787
32.851345
30.313766
21.824951
22.36006
18.215867
14.071675
13.563413
15.690537
16.038238
15.406776
16.618408
17.19558
21.686025
17.860978
18.347091
18.230693
18.77431
15.497102
18.061589
18.483666
19.101744
17.837365
18.429633
19.122024
19.576915
20.512792
20.926979
25.772645
20.623568
21.963248
22.893494
23.598096
31.205962
24.331183
27.127121
29.948543
29.948543
Zimbabwe
ZWE
12.875041
12.875041
12.875041
12.875041
12.875041
12.875041
12.875041
12.875041
12.875041
12.875041
12.875041
12.875041
12.875041
12.875041
12.875041
12.875041
12.875041
12.875041
12.875041
12.875041
18.113847
17.467666
20.450365
21.606686
29.048543
38.541779
36.421252
42.700017
44.493872
52.140137
23.137155
17.028998
16.518086
22.907417
23.414413
26.787997
25.727862
30.083227
22.812884
17.887411
26.710539
48.599704
151.548931
70.190475
31.379337
45.40071
37.620976
29.841243
22.06151
14.281776
18.465418
20.686111
21.728186
20.365502
22.451955
23.724517
27.438549
12.211242
14.379268
16.504431
14.871528
14.901908
18.818179
14.146677
14.146677

Africa Broad Money (% of GDP) Dataset

Overview

This dataset contains broad money (% of gdp) data for African countries from the World Bank.

Data Details

  • Indicator Code: FM.LBL.BMNY.GD.ZS
  • Description: Broad Money (% of GDP)
  • Geographic Coverage: 54 African countries
  • Time Period: 1960-2024
  • Data Points: 2,797 observations
  • Coverage: 79.69% of possible country-year combinations

File Formats

Main Dataset (fm_lbl_bmny_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: 2,797
  • Coverage Rate: 79.69%
  • 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('fm_lbl_bmny_gd_zs_africa.csv', index_col=[0, 1])

R

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

Source

World Bank Open Data - Broad Money (% of GDP)

  • Original File: API_FM.LBL.BMNY.GD.ZS_DS2_en_excel_v2_37445.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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