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Country Code
stringlengths
3
3
1960
float64
0.04
44.3
1961
float64
0.04
44.3
1962
float64
0.04
44.8
1963
float64
0.04
44.8
1964
float64
0.04
44.8
1965
float64
0.04
45.3
1966
float64
0.04
43.8
1967
float64
0.04
46.3
1968
float64
0.04
49.3
1969
float64
0.04
49.3
1970
float64
0.04
49.3
1971
float64
0.04
49.3
1972
float64
0.04
49.3
1973
float64
0.04
49.3
1974
float64
0.04
49.3
1975
float64
0.04
48.8
1976
float64
0.04
49.3
1977
float64
0.04
49.3
1978
float64
0.04
49.3
1979
float64
0.04
49.3
1980
float64
0.04
49.3
1981
float64
0.04
49.3
1982
float64
0.04
49.3
1983
float64
0.04
49.3
1984
float64
0.04
49.3
1985
float64
0.04
49.3
1986
float64
0.04
49.3
1987
float64
0.04
49.3
1988
float64
0.04
49.3
1989
float64
0.04
48.8
1990
float64
0.04
48.3
1991
float64
0.04
47.8
1992
float64
0.04
47.3
1993
float64
0.04
46.3
1994
float64
0.04
45.8
1995
float64
0.04
45.3
1996
float64
0.04
44.8
1997
float64
0.04
44.3
1998
float64
0.04
44.8
1999
float64
0.04
43.8
2000
float64
0.04
44.3
2001
float64
0.04
44.8
2002
float64
0.04
45.2
2003
float64
0.04
45.4
2004
float64
0.04
45.4
2005
float64
0.04
45.6
2006
float64
0.06
45.7
2007
float64
0.06
45.8
2008
float64
0.05
45.9
2009
float64
0.06
46.9
2010
float64
0.07
48
2011
float64
0.09
49
2012
float64
0.09
50.1
2013
float64
0.09
51.1
2014
float64
0.09
52.2
2015
float64
0.09
52.2
2016
float64
0.09
52.2
2017
float64
0.09
52.2
2018
float64
0.09
50.1
2019
float64
0.09
48.7
2020
float64
0.13
49.2
2021
float64
0.13
51.4
2022
float64
0.13
51.4
2023
float64
0.13
51.4
2024
float64
0.13
51.4
Angola
AGO
2.141654
2.141654
2.165717
2.18176
2.205823
2.221866
2.245929
2.269993
2.294056
2.326141
2.326141
2.326141
2.326141
2.326141
2.326141
2.326141
2.326141
2.326141
2.326141
2.326141
2.326141
2.326141
2.326141
2.326141
2.326141
2.326141
2.326141
2.326141
2.326141
2.326141
2.326141
2.366247
2.406353
2.406353
2.406353
2.406353
2.406353
2.406353
2.406353
2.406353
2.406353
2.406353
2.486565
2.646988
2.646988
2.646988
2.646988
2.7272
2.7272
3.20847
3.368894
3.769953
3.769953
3.88626
4.018609
4.110853
4.288923
4.292933
4.296944
4.301757
4.305767
4.309778
4.309778
4.309778
4.309778
Burundi
BDI
26.285047
26.285047
27.258567
28.193146
28.971963
29.439252
29.32243
30.685358
31.152648
38.629283
36.604361
36.176012
34.890966
36.214953
36.214953
36.214953
36.409657
36.682243
36.409657
36.214953
36.214953
36.214953
36.214953
36.214953
36.214953
36.214953
36.214953
36.214953
36.214953
36.214953
36.214953
36.214953
36.214953
36.214953
36.214953
36.604361
36.604361
36.993769
36.993769
37.383178
37.383178
37.96729
38.395639
38.551402
38.356698
37.227414
36.565421
36.682243
36.799065
36.915888
36.993769
38.94081
39.992212
41.043614
42.095016
43.146417
44.197819
45.249221
46.300623
47.352025
48.403427
49.454829
50.370269
50.370269
50.370269
Benin
BEN
8.158922
8.158922
8.336289
8.513657
8.691025
8.868393
9.134445
9.489181
9.755232
10.464704
10.642072
11.085491
11.351543
11.528911
11.794963
12.149698
12.41575
12.681802
12.85917
13.036538
13.30259
13.568641
13.746009
13.834693
13.923377
14.012061
14.100745
14.189429
14.278113
14.366797
14.322455
14.366797
14.455481
14.632849
15.076268
15.874424
17.293366
18.623625
19.953884
20.397304
21.106775
21.727563
22.614402
23.501242
23.501242
23.536715
22.170983
22.170983
22.170983
22.170983
22.170983
22.170983
23.057822
23.944661
23.944661
23.944661
24.831501
26.548217
30.291953
31.376219
29.542911
30.923328
31.446899
31.446899
31.446899
Burkina Faso
BFA
10.964912
10.964912
10.964912
10.964912
10.964912
10.964912
10.964912
10.964912
10.964912
10.964912
10.964912
10.964912
10.964912
10.964912
10.964912
10.964912
10.964912
10.964912
10.964912
10.964912
10.964912
10.964912
10.964912
10.964912
11.424819
11.884726
12.344632
12.804539
13.264446
13.724353
14.184259
14.644166
15.104073
15.56398
16.023886
16.483793
16.9437
17.403606
17.863513
18.32342
18.783326
19.243233
19.70314
20.163047
20.622953
21.08286
21.542767
22.002674
22.46258
22.922487
23.382394
23.8423
24.302207
24.762114
25.22202
25.681927
26.141834
26.601741
27.061647
27.521554
27.981461
28.441368
28.901274
28.901274
28.901274
Botswana
BWA
0.704039
0.704039
0.704039
0.704039
0.704039
0.705803
0.705803
0.705803
0.705803
0.705803
0.705803
0.705803
0.707568
0.707568
0.707568
0.707568
0.707568
0.707568
0.707568
0.711097
0.711097
0.711097
0.714626
0.714626
0.714626
0.718155
0.718155
0.721684
0.721684
0.730507
0.741094
0.529353
0.441127
0.617578
0.696981
0.608755
0.608755
0.529353
0.405837
0.423482
0.617578
0.352902
0.432305
0.344079
0.398779
0.376723
0.354666
0.321141
0.492298
0.557585
0.457008
0.571701
0.502885
0.494062
0.709332
0.458066
0.458066
0.458066
0.458066
0.458772
0.458772
0.458772
0.458772
0.458772
0.458772
Central African Republic
CAF
2.696716
2.696716
2.712768
2.72882
2.744871
2.760923
2.776975
2.793027
2.809079
2.825131
2.841183
2.857235
2.873286
2.889338
2.90539
2.921442
2.937494
2.953546
2.969598
2.98565
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
3.001701
2.995281
2.943915
2.889338
2.889338
2.889338
2.889338
2.889338
2.889338
2.889338
2.889338
2.889338
2.889338
2.889338
2.889338
2.889338
2.889338
Cote d'Ivoire
CIV
5.283019
5.283019
5.283019
5.283019
5.283019
5.283019
5.283019
5.345912
5.345912
5.345912
5.345912
5.345912
5.377358
5.471698
5.581761
5.707547
5.786164
5.91195
6.006289
6.053459
6.147799
6.194969
6.257862
6.396226
7.235849
7.484277
7.484277
7.54717
7.610063
7.610063
7.641509
7.704403
8.176101
9.125786
9.433962
9.433962
9.433962
9.119497
9.119497
8.805031
8.805031
8.805031
8.805031
8.805031
8.805031
8.805031
8.805031
9.119497
9.119497
9.119497
9.119497
9.119497
9.433962
11.006289
11.006289
12.118705
11.888658
12.526446
12.819373
13.039835
12.991895
13.355367
13.549797
13.549797
13.549797
Cameroon
CMR
10.57731
10.57731
10.683083
10.788856
10.894629
11.000402
11.106175
11.211948
11.317721
11.423494
11.423494
11.529267
11.529267
11.529267
11.635041
11.740814
11.846587
11.986207
11.92909
12.476994
12.50238
12.50238
12.50238
12.50238
12.50238
12.50238
12.544689
12.544689
12.565844
12.565844
12.565844
12.586998
12.608153
12.608153
12.608153
12.608153
12.608153
12.608153
12.608153
12.608153
12.608153
12.608153
12.608153
12.608153
12.608153
12.614499
12.614499
12.614499
12.614499
12.614499
13.115864
13.115864
13.115864
13.115864
13.115864
13.115864
13.115864
13.115864
13.115864
13.115864
13.115864
13.115864
13.115864
13.115864
13.115864
Congo, Dem. Rep.
COD
2.823052
2.823052
2.823052
2.823052
2.81423
2.805408
2.805408
2.809819
2.823052
2.831874
2.840696
2.853929
2.867162
2.875984
2.889217
2.887012
2.906861
2.915683
2.920094
2.911272
2.920094
2.933327
2.928916
2.933327
2.942149
2.955383
2.964205
2.955383
2.955383
2.955383
2.942149
2.946561
2.955383
2.955383
2.955383
2.955383
2.955383
2.955383
2.955383
2.955383
2.955383
2.955383
2.955383
2.955383
2.955383
2.955383
2.955383
2.955383
2.977438
3.49882
4.020202
4.541585
5.062085
5.198386
5.431728
5.496129
5.585232
5.84063
5.952229
6.034274
6.034274
6.217319
6.594045
6.594045
6.594045
Congo, Rep.
COG
1.522694
1.522694
1.522694
1.522694
1.516837
1.516837
1.516837
1.516837
1.516837
1.519766
1.522694
1.522694
1.522694
1.534407
1.540264
1.543192
1.554905
1.54612
1.414348
1.420205
1.42899
1.437775
1.510981
1.522694
1.528551
1.54612
1.537335
1.458272
1.464129
1.469985
1.402635
1.408492
1.405564
1.420205
1.385066
1.390922
1.396779
1.434846
1.437775
1.449488
1.434846
1.434846
1.434846
1.434846
1.434846
1.434846
1.434846
1.434846
1.434846
1.464129
1.493411
1.551977
1.551977
1.610542
1.610542
1.610542
1.610542
1.610542
1.610542
1.610542
1.610542
1.610542
1.610542
1.610542
1.610542
Comoros
COM
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
34.927458
Cabo Verde
CPV
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.42928
9.925558
9.925558
10.173697
10.173697
10.173697
10.173697
10.173697
10.421836
10.421836
10.918114
10.918114
10.918114
10.918114
11.414392
11.662531
11.662531
11.91067
11.91067
11.91067
11.91067
12.406948
12.406948
12.406948
12.406948
12.406948
12.406948
12.406948
12.406948
12.406948
12.406948
12.406948
12.406948
12.406948
12.406948
12.406948
12.406948
12.406948
Djibouti
DJI
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.043141
0.056083
0.064711
0.051769
0.056083
0.069025
0.086281
0.086281
0.086281
0.086281
0.086281
0.086281
0.086281
0.086281
0.086281
0.129422
0.129422
0.129422
0.129422
0.129422
Algeria
DZA
2.717341
2.717341
2.645125
2.603139
2.574588
2.604398
2.611956
2.645545
2.621193
2.616994
2.623292
2.678714
2.733296
2.734136
2.747571
2.873949
2.977655
2.898721
2.893683
2.874369
2.886545
2.890744
2.889064
2.767724
2.90334
2.90124
2.925172
2.967998
2.981434
2.99319
2.973037
3.048192
3.17499
3.162814
3.139302
3.156936
3.157775
3.211937
3.216556
3.221594
3.216976
3.183807
3.168692
3.150512
3.146019
3.153577
3.136362
3.135943
3.14434
3.146019
3.149798
3.149798
3.151687
3.147363
3.136111
3.133044
3.108734
3.1367
3.149252
3.161805
3.161805
3.161805
3.161805
3.161805
3.161805
Egypt, Arab Rep.
EGY
2.510422
2.510422
2.444121
2.424029
2.43307
2.593802
2.695263
2.706314
2.699282
2.737455
2.737455
2.747501
2.737455
2.735446
2.719373
2.7033
2.607866
2.510422
2.405947
2.314531
2.296449
2.317545
2.291667
2.275092
2.28566
2.315536
2.328595
2.298458
2.320559
2.306495
2.29444
2.277362
2.627234
2.628138
2.624602
2.829876
2.722849
2.791622
2.806389
3.007685
2.813803
2.874077
2.94942
2.919283
2.978552
2.574715
2.616907
2.57572
2.654076
2.897182
2.886132
2.820835
2.841931
2.720348
2.652258
2.878976
2.799503
2.925279
3.062936
3.233713
3.380381
3.091064
3.117183
3.117183
3.117183
Eritrea
ERI
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.930693
4.326733
4.336634
3.653465
3.871287
4.930693
4.930693
5.544554
5.564356
5.564356
5.910891
4.942859
5.122895
5.537006
5.535698
5.53456
5.699201
5.699413
5.698289
5.698612
5.700158
5.700775
5.698299
5.698831
5.699124
5.698819
5.698686
5.700556
5.700556
5.700556
5.700556
5.700556
Ethiopia
ETH
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
10
9.932
9.94
9.927
9.9
9.891
9.881
9.872
9.862
9.853
10.928
10.955192
11.361866
11.869434
12.438075
12.055983
12.358799
12.905701
13.462285
13.597593
13.708473
13.819646
13.930395
14.04092
14.150158
14.343039
14.347348
14.350089
14.559267
14.531621
14.531621
14.531621
Gabon
GAB
0.349284
0.349284
0.388093
0.426903
0.465712
0.504521
0.543331
0.58214
0.620949
0.659759
0.698568
0.737377
0.776187
0.814996
0.853805
0.900376
1.001281
1.059495
1.113828
1.12159
1.129351
1.137113
1.144875
1.152637
1.160399
1.168161
1.175923
1.183685
1.191446
1.199208
1.20697
1.214732
1.222494
1.230256
1.238018
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
1.261303
Ghana
GHA
7.471214
7.471214
7.471214
7.471214
7.471214
7.471214
7.471214
7.471214
7.471214
7.471214
7.471214
7.471214
7.471214
7.471214
7.471214
7.910697
7.910697
7.910697
8.35018
8.35018
8.35018
8.35018
9.229147
9.229147
10.108113
10.547596
10.547596
10.987079
11.426562
11.426562
11.866046
12.305529
12.305529
12.305529
12.305529
13.184495
14.063461
15.821394
16.033473
16.245552
16.457632
16.669711
16.88179
17.09387
17.305949
17.518028
17.730108
17.942187
18.154266
18.366346
18.578425
18.790504
19.002583
19.214662
19.426742
19.638821
19.850901
20.06298
20.275059
20.487769
20.700127
20.699855
20.699855
20.699855
20.699855
Guinea
GIN
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.150903
11.154973
11.159043
11.163112
11.154973
11.419797
11.940587
12.462241
12.038729
14.826577
14.929956
16.922218
17.269161
18.697251
19.510178
19.848336
20.501831
21.084532
19.96972
20.102506
20.34723
20.660269
20.660269
20.660269
Gambia, The
GMB
11.956522
11.956522
12.055336
12.15415
12.252964
12.351779
12.450593
12.648221
12.648221
12.84585
12.84585
13.142292
13.636364
14.130435
16.798419
16.205534
16.106719
16.798419
17.490119
16.403162
15.711462
17.885375
19.960474
18.083004
16.699605
16.699605
17.490119
18.181818
19.664032
17.885375
18.478261
19.367589
16.007905
15.909091
17.786561
18.280632
18.774704
20.256917
21.245059
22.233202
23.12253
24.110672
25.098814
26.086957
26.976285
27.964427
28.952569
29.940711
36.758893
42.29249
44.466403
44.466403
44.466403
44.466403
44.466403
44.466403
44.466403
43.478261
43.478261
43.478261
43.478261
43.478261
43.478261
43.478261
43.478261
Guinea-Bissau
GNB
8.357041
8.357041
8.357041
8.357041
8.357041
8.357041
8.357041
8.71266
8.71266
8.71266
8.71266
8.71266
8.71266
8.890469
9.068279
9.068279
9.068279
9.068279
9.068279
9.068279
9.068279
9.139403
9.601707
9.957326
10.135135
10.312945
8.890469
8.534851
8.179232
8.534851
8.890469
8.890469
8.890469
9.601707
9.957326
9.957326
9.601707
9.601707
9.246088
9.957326
10.668563
10.668563
9.957326
9.601707
9.957326
9.957326
9.957326
9.957326
9.957326
9.957326
10.668563
10.668563
10.668563
10.668563
10.668563
10.668563
11.196494
11.19787
11.72133
12.993336
13.248858
13.868858
14.045693
14.045693
14.045693
Equatorial Guinea
GNQ
1.568627
1.568627
1.497326
1.461676
1.390374
1.354724
1.283422
1.247772
1.176471
1.14082
1.069519
1.033868
1.105169
1.069519
0.998217
0.962567
0.891266
0.855615
0.784314
0.748663
0.677362
0.641711
0.57041
0.534759
0.534759
0.534759
0.534759
0.534759
0.534759
0.534759
0.57041
0.57041
0.606061
0.606061
0.606061
0.606061
0.641711
0.677362
0.713012
0.713012
0.784314
1.069519
1.319073
1.319073
1.319073
1.319073
1.461676
1.461676
1.639929
1.925134
1.925134
1.925134
1.925134
1.925134
1.925134
1.925134
1.925134
1.925134
1.925134
1.889483
1.889483
1.889483
1.889483
1.889483
1.889483
Kenya
KEN
6.149629
6.149629
6.149629
6.149629
6.149629
6.149629
6.149629
6.149629
6.149629
6.149629
6.149629
6.149629
6.149629
6.149629
6.149629
6.67674
6.67674
6.67674
6.67674
6.67674
6.67674
6.67674
6.67674
6.67674
6.544963
8.036687
8.070071
8.179007
8.577854
9.264856
8.767614
8.955617
9.298239
8.890607
9.579365
9.554767
8.20712
8.458376
8.219419
8.95386
8.593668
9.010085
8.945075
9.041712
9.2385
9.249042
9.329866
9.312296
9.312296
9.663703
9.75751
10.672753
11.229742
11.313002
11.228026
11.173907
11.405183
10.796446
11.557187
11.652948
11.206021
11.328416
11.0517
11.0517
11.0517
Liberia
LBR
3.924419
3.924419
3.903654
3.903654
3.872508
3.872508
3.841362
3.841362
3.820598
3.820598
3.799834
3.799834
3.799834
3.799834
3.799834
3.799834
3.799834
3.851744
3.851744
3.851744
3.851744
3.851744
3.893272
3.945183
3.945183
3.945183
4.049003
4.049003
4.152824
4.152824
3.633721
3.633721
3.633721
3.633721
3.633721
3.633721
3.633721
3.841362
3.945183
4.152824
4.152824
4.152824
4.152824
4.152824
4.152824
4.152824
4.152824
4.152824
4.464286
4.879568
4.983389
5.19103
5.19103
5.19103
5.19103
5.19103
5.19103
5.19103
5.19103
5.19103
5.19103
5.19103
5.19103
5.19103
5.19103
Libya
LBY
0.966162
0.966162
0.971845
0.971845
0.974687
0.974687
0.977528
0.977528
0.98037
0.98037
0.98037
0.983212
0.983212
0.986053
0.986053
0.988895
0.988895
0.991736
0.994578
0.994578
0.996283
0.999125
1.003103
1.008786
1.011628
1.015606
1.020153
1.022995
1.022995
1.025836
1.025836
1.028678
1.03152
1.03152
1.037203
1.062778
1.152574
1.152574
1.03152
1.03152
1.03152
1.03152
1.03152
1.03152
0.994578
0.994578
0.994578
0.994578
0.994578
0.994578
0.975255
0.975255
0.977528
0.977528
0.977528
0.977528
0.977528
0.977528
0.977528
0.977528
0.977528
0.977528
0.977528
0.977528
0.977528
Lesotho
LSO
11.791831
11.791831
11.627141
11.627141
11.693017
11.693017
11.857708
11.857708
12.022398
12.022398
12.121212
11.857708
11.693017
11.693017
11.693017
12.252964
11.693017
9.486166
9.519104
10.046113
9.617918
9.815547
9.486166
9.321476
9.782609
10.013175
9.453228
10.737813
11.166008
9.914361
10.44137
10.507246
10.935441
10.869565
10.704875
10.540184
10.606061
10.704875
10.704875
10.704875
10.869565
10.869565
9.881423
9.881423
10.210804
10.638999
9.980237
10.704875
11.791831
11.034256
10.606061
10.144928
9.265481
8.171937
8.969038
7.213439
11.594203
13.636364
14.140316
4.776021
11.376812
7.246377
8.761528
8.761528
8.761528
Morocco
MAR
14.764529
14.764529
14.764529
14.898956
15.010978
15.235023
15.459067
15.459067
15.683112
15.683112
15.853385
15.916118
15.97661
16.121443
16.132646
16.341026
16.39032
16.692808
17.158862
16.813802
16.872059
17.230562
17.403092
17.528568
17.553215
17.651804
17.828815
18.29711
18.315035
18.949137
19.509299
19.531705
20.017925
20.163567
20.443648
19.988797
20.38091
20.120995
20.239749
19.75801
19.643737
19.018597
18.825902
20.289043
18.395698
18.198521
18.068564
18.070804
18.041676
18.013892
17.31862
17.485548
18.030473
18.211965
17.031369
16.79879
18.420345
18.863453
17.593931
15.458131
17.08268
16.831728
16.831728
16.831728
16.831728
Madagascar
MDG
3.310176
3.310176
3.33597
3.361764
3.387557
3.413351
3.439144
3.464938
3.490732
3.525123
3.542319
3.559514
3.593906
3.611102
3.652371
3.948138
3.936101
4.200915
4.29893
4.333322
4.367713
4.402105
4.4193
4.470888
4.505279
4.556866
4.591258
4.608453
4.642845
4.660041
4.677236
4.728823
4.780411
4.986759
4.986759
4.986759
4.986759
4.986759
4.986759
4.986759
4.986759
5.072738
5.072738
5.072738
5.072738
5.158717
5.158717
5.158717
5.158717
5.158717
5.158717
5.156455
5.156455
5.156411
5.156411
5.156411
5.156411
5.156411
5.156411
5.156411
5.156411
5.156411
5.156411
5.156411
5.156411
Mali
MLI
1.342414
1.342414
1.346512
1.350609
1.354707
1.358805
1.362083
1.367
1.367
1.367
1.407977
1.407977
1.407977
1.407977
1.448955
1.489932
1.653021
1.651382
1.651382
1.647284
1.647284
1.649743
1.649743
1.649743
1.649743
1.666134
1.668593
1.668593
1.682525
1.682525
1.682525
1.69072
1.772675
2.507806
2.589761
2.708595
3.712537
3.712537
3.712537
3.712537
3.712537
3.712537
4.015768
4.869733
4.017407
4.591908
4.652554
4.759914
4.942673
5.126579
5.131168
5.286062
5.440956
5.59585
5.750744
5.905638
6.061351
6.216245
6.371139
6.526033
6.680927
6.835821
6.835821
6.835821
6.835821
Mozambique
MOZ
3.107912
3.107912
3.115542
3.1219
3.128259
3.140975
3.146062
3.179125
3.30629
3.433455
3.541545
3.541545
3.56062
3.624202
3.624202
3.649635
3.649635
3.649635
3.649635
3.649635
3.649635
3.713218
3.81495
3.81495
3.942114
4.005697
4.069279
4.196444
4.260027
4.323609
4.387192
4.450774
4.476207
4.476207
4.53979
4.641522
4.768687
4.959434
5.086599
5.023017
4.959434
5.086599
5.658842
5.722424
5.849589
6.358249
6.231084
6.612579
6.866909
6.994074
7.184822
7.184822
7.184822
7.184822
7.184822
7.184822
7.184822
7.184822
7.184822
7.184822
7.184822
7.184822
7.184822
7.184822
7.184822
Mauritania
MRT
0.259047
0.259047
0.259047
0.259047
0.258077
0.257107
0.258077
0.259047
0.260017
0.26972
0.26972
0.231881
0.231881
0.219268
0.190162
0.186281
0.189192
0.190162
0.186281
0.189192
0.203745
0.223149
0.242554
0.261958
0.27166
0.291064
0.310469
0.329873
0.349277
0.368681
0.388086
0.397788
0.40749
0.418162
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
0.436596
Mauritius
MUS
44.334975
44.334975
44.827586
44.827586
44.827586
45.320197
43.842365
46.305419
49.261084
49.261084
49.261084
49.261084
49.261084
49.261084
49.261084
48.768473
49.261084
49.261084
49.261084
49.261084
49.261084
49.261084
49.261084
49.261084
49.261084
49.261084
49.261084
49.261084
49.261084
48.768473
48.275862
47.783251
47.29064
46.305419
45.812808
45.320197
44.827586
44.334975
44.827586
43.842365
44.334975
44.827586
43.842365
43.349754
42.857143
41.871921
40.8867
39.901478
39.408867
39.408867
39.408867
39.058588
38.057086
37.556335
37.556335
37.556335
37.556335
37.556335
37.556335
37.556335
37.556335
37.556335
37.556335
37.556335
37.556335
Malawi
MWI
13.788714
13.788714
14.849385
15.37972
15.910055
18.031396
18.561731
18.031396
19.092066
19.622401
19.092066
20.683072
21.213407
21.743742
21.743742
21.213407
21.213407
21.213407
21.743742
21.743742
20.152737
21.213407
22.274077
21.213407
21.743742
21.743742
22.804412
22.804412
22.804412
23.334748
23.865083
24.925753
24.395418
24.395418
22.274077
24.395418
25.456088
25.986423
27.577429
28.638099
29.168434
30.229105
30.229105
31.82011
31.82011
33.941451
35.002121
35.002121
36.593127
37.123462
37.123462
37.123462
37.123462
37.600764
38.194739
38.778108
39.372083
39.955452
40.549427
41.132796
41.726771
42.426814
42.426814
42.426814
42.426814
Namibia
NAM
0.778583
0.778583
0.778583
0.778583
0.783442
0.783442
0.783442
0.787086
0.787086
0.787086
0.789515
0.791945
0.791945
0.791945
0.791945
0.791945
0.794374
0.794374
0.795588
0.795588
0.795588
0.795588
0.795588
0.801662
0.801662
0.801662
0.801662
0.801662
0.801662
0.801662
0.801662
0.801662
0.801662
0.847818
0.907335
0.991145
0.991145
0.991145
0.991145
0.991145
0.991145
0.991145
0.991145
0.989931
0.989931
0.988716
0.987501
0.971711
0.971711
0.971711
0.971711
0.971711
0.971711
0.971711
0.971711
0.971711
0.971711
0.971711
0.971711
0.971711
0.971711
0.971711
0.971711
0.971711
0.971711
Niger
NER
9.077919
9.077919
9.077919
9.077919
9.077919
9.07713
9.07713
9.07713
9.611589
9.61001
8.839504
8.862398
8.820557
8.533986
7.717692
7.717692
7.716113
7.716113
7.716113
7.856635
8.061893
7.714534
7.77769
7.896108
7.714534
7.712955
7.712955
7.501382
7.491119
7.574011
8.712402
9.546065
10.252625
10.251835
10.251046
11.040499
11.040499
11.040499
11.039709
11.039709
11.032604
11.028657
11.020763
11.091813
11.135233
11.149443
11.160496
11.782585
11.778637
11.762848
11.920739
12.315465
12.552301
13.262809
13.262809
13.262809
13.815426
13.973316
13.973316
13.973316
13.973316
13.973316
13.973316
13.973316
13.973316
Nigeria
NGA
25.995586
25.995586
26.156988
26.319488
26.48089
26.642292
26.804792
26.966193
27.128693
27.290095
27.451497
27.613997
27.775399
27.936801
28.099301
28.260702
28.422104
28.584604
28.746006
28.907408
29.069908
29.23131
29.39381
29.555212
29.716613
29.879113
30.040515
30.174468
30.427001
30.620244
30.824467
31.841189
33.048959
33.048959
34.037133
36.12328
36.342875
36.452672
37.33105
38.429022
38.429022
39.143801
39.184426
39.218463
39.253599
39.287636
39.322771
39.356808
39.391943
40.484425
39.461115
39.495152
39.530288
39.564325
39.59946
39.633497
39.668632
39.702669
39.988142
40.484425
40.484425
40.484425
40.484425
40.484425
40.484425
Rwanda
RWA
19.659505
19.659505
19.862181
20.064856
20.267531
20.470207
20.672882
20.875557
21.118768
21.402513
21.159303
22.699635
25.172274
24.726388
27.077422
27.807053
28.374544
28.98257
29.590596
30.198622
30.806648
31.414674
32.0227
32.630726
33.238752
33.522497
33.806242
34.130523
34.414268
34.454803
35.670855
35.670855
35.670855
34.454803
28.374544
28.374544
30.401297
32.42805
33.238752
35.103364
40.535063
44.588569
45.23713
45.358735
45.439805
45.561411
45.683016
45.804621
45.885691
46.939603
47.993514
49.047426
50.060803
51.114714
52.168626
52.209161
52.209161
52.249696
50.060803
48.317795
49.233887
51.414674
51.414674
51.414674
51.414674
Sudan
SDN
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.629957
10.620964
10.61197
10.749507
10.912741
11.075974
11.239208
11.239208
11.239208
11.239208
11.239208
11.239208
11.239208
Senegal
SEN
15.23399
15.23399
15.23399
15.753389
15.753389
16.267595
16.267595
16.786994
17.66478
16.553264
16.350699
16.771412
16.771412
17.031112
17.290812
17.285618
17.27523
16.226043
16.220849
16.215655
16.210461
16.205267
16.194879
16.184491
16.174103
16.153327
16.137745
16.122163
16.090999
16.070223
16.059835
15.441749
15.810523
16.007895
16.506518
15.981925
16.709084
15.259959
13.945879
17.695943
17.254454
16.096193
15.841687
15.228796
15.514465
16.236431
14.74056
14.802888
18.802265
18.802265
18.802265
17.140186
17.140186
17.140186
17.140186
18.984054
18.750325
18.932114
19.113904
19.295694
19.477484
19.893004
19.893004
19.893004
19.893004
Sierra Leone
SLE
4.91826
4.91826
4.987531
5.056802
5.126074
5.195345
5.264616
5.333888
5.403159
5.47243
5.541701
5.610973
5.680244
5.749515
5.818786
5.888058
5.957329
6.0266
6.095871
6.165143
6.234414
6.303685
6.372956
6.442228
6.511499
6.58077
6.650042
6.719313
6.733167
6.733167
6.733167
6.733167
6.733167
6.733167
6.719313
6.719313
6.719313
6.705459
6.705459
6.705459
6.788584
9.441951
12.608479
17.133139
19.918676
20.393738
23.412025
17.784982
19.011222
20.240648
21.894985
22.895955
20.388612
21.940288
21.945137
21.945137
21.945137
21.945137
21.945137
21.945137
21.945137
21.945137
21.945137
21.945137
21.945137
Somalia
SOM
1.420282
1.420282
1.428253
1.436223
1.444193
1.452163
1.460133
1.468103
1.476074
1.484044
1.492014
1.499984
1.507954
1.515924
1.522301
1.530271
1.538241
1.544617
1.552587
1.560557
1.568527
1.576498
1.584468
1.592438
1.600408
1.608378
1.616348
1.622725
1.627507
1.627507
1.629101
1.629101
1.630695
1.632289
1.641853
1.649823
1.656199
1.662575
1.662575
1.662575
1.662575
1.665763
1.69605
1.726337
1.801256
1.753435
1.673734
1.594032
1.753435
1.753435
1.753435
1.594032
1.594032
1.753435
1.753435
1.753435
1.753435
1.753435
1.753435
1.753435
1.753435
1.753435
1.753435
1.753435
1.753435
South Sudan
SSD
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.20729
4.140372
4.075036
4.01603
3.960189
3.904349
3.792667
3.789502
3.789502
3.789502
3.789502
3.789502
3.789502
Sao Tome and Principe
STP
1.041667
1.041667
1.041667
1.041667
1.041667
1.041667
1.041667
1.041667
1.041667
1.041667
1.041667
1.041667
1.041667
1.041667
1.041667
1.041667
1.041667
1.041667
1.041667
1.041667
1.041667
1.041667
1.041667
1.041667
1.041667
2.083333
2.083333
2.083333
2.083333
2.083333
2.083333
2.083333
2.083333
2.083333
3.125
4.166667
4.166667
5.208333
5.208333
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
6.25
4.166667
4.166667
4.166667
4.166667
4.166667
4.166667
4.166667
4.166667
4.166667
4.166667
4.166667
4.166667
4.166667
4.166667
Eswatini
SWZ
7.209302
7.209302
7.790698
7.5
7.674419
8.139535
8.662791
8.895349
8.895349
8.662791
8.662791
8.662791
9.767442
9.767442
9.011628
9.709302
9.360465
8.662791
10.930233
10.697674
10.639535
7.790698
7.732558
7.732558
9.825581
8.953488
8.953488
9.534884
10.290698
11.162791
10.465116
10.639535
10.406977
10.348837
10.348837
10.348837
10.348837
10.348837
10.348837
10.348837
10.348837
10.348837
10.348837
10.348837
10.348837
10.348837
10.290698
10.290698
10.290698
10.290698
10.290698
10.290698
10.290698
10.290698
10.290698
10.290698
10.290698
10.290698
10.290698
10.290698
10.290698
10.290698
10.290698
10.290698
10.290698
Seychelles
SYC
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
2.173913
1.956522
0.293478
0.304348
0.326087
0.326087
0.326087
0.326087
0.326087
0.326087
0.326087
0.326087
0.326087
0.326087
0.326087
0.326087
Chad
TCD
2.299206
2.299206
2.299206
2.299206
2.299206
2.299206
2.299206
2.299206
2.299206
2.299206
2.299206
2.299206
2.299206
2.307143
2.315815
2.380083
2.45791
2.45791
2.496029
2.493647
2.491264
2.489676
2.487294
2.485705
2.483323
2.485705
2.525413
2.525413
2.543679
2.559562
2.599269
2.638183
2.654066
2.676302
2.692186
2.71601
2.700127
2.858958
2.858958
2.858958
2.858958
2.938374
2.938374
3.017789
3.017789
3.097205
3.097205
3.097205
3.097205
3.17662
3.335451
3.414867
3.692821
3.970775
4.129606
4.129606
4.209022
4.209022
4.209022
4.209022
4.209022
4.209022
4.209022
4.209022
4.209022
Togo
TGO
33.094319
33.094319
33.094319
33.094319
33.094319
33.094319
33.094319
33.094319
33.094319
33.094319
33.094319
33.094319
33.094319
33.094319
33.094319
33.094319
33.094319
33.094319
34.932892
35.852179
35.852179
35.852179
35.852179
35.852179
36.771465
36.771465
36.771465
37.13918
37.690752
37.690752
38.058467
38.426181
38.793896
39.161611
39.529325
39.89704
40.264755
40.632469
41.000184
41.367899
41.735613
42.103328
42.471042
42.838757
43.206472
43.574186
43.941901
44.309616
44.67733
45.045045
45.228902
45.228902
48.722192
48.722192
48.722192
48.722192
48.722192
48.722192
48.722192
48.722192
48.722192
48.722192
48.722192
48.722192
48.722192
Tunisia
TUN
19.953656
19.953656
19.953656
19.953656
20.468589
20.468589
20.468589
20.468589
20.468589
20.507209
20.552266
20.597322
20.790422
21.176622
21.498455
21.949022
22.399588
22.702111
21.968332
21.923275
20.539392
20.404222
20.339856
20.211123
20.082389
19.760556
19.50309
19.181256
18.898043
18.73069
18.724253
18.717817
18.717817
19.226313
18.215757
18.292997
18.312307
18.312307
18.531153
18.724253
18.434604
17.855304
17.835994
17.95829
17.964727
17.572091
17.784501
17.591401
18.24794
17.424047
18.1707
18.273687
18.331617
18.3638
16.658084
16.542225
16.50103
16.779737
16.53965
16.53965
18.224125
18.224125
18.224125
18.224125
18.224125
Tanzania
TZA
5.8704
5.8704
5.701061
6.88643
6.773538
6.773538
6.773538
6.773538
6.773538
6.773538
7.902461
7.902461
7.902461
7.902461
7.902461
7.902461
7.902461
7.902461
9.031384
9.031384
9.031384
9.031384
9.031384
9.031384
9.031384
10.160307
10.160307
10.160307
10.160307
10.160307
10.160307
10.163694
9.934522
10.047415
10.047415
10.047415
10.160307
10.056446
9.849853
9.82163
9.708738
9.629713
9.708738
9.641002
10.269925
10.898848
11.527772
12.156695
12.785843
12.99063
13.195417
13.400203
13.60499
13.809776
14.014563
14.21935
14.424136
14.628923
14.83371
15.038496
15.243283
15.243283
15.243283
15.243283
15.243283
Uganda
UGA
15.764977
15.764977
16.015214
16.360543
18.942996
18.857915
18.897953
18.877934
18.917972
18.917972
18.917972
19.018067
19.268305
19.518543
19.76878
20.144137
20.37936
20.134127
20.419398
20.419398
20.419398
20.619589
20.919874
23.021871
24.022822
24.523297
25.023773
25.023773
25.023773
25.023773
25.023773
25.123868
25.223963
25.223963
25.324058
25.324058
25.324058
25.324058
25.424153
25.524248
26.525199
27.025674
28.026625
29.277814
29.778289
29.778289
30.529003
31.279716
32.280667
33.03138
33.662478
34.161181
34.410533
34.410533
34.410533
34.410533
34.410533
34.410533
34.410533
34.410533
34.410533
34.410533
34.410533
34.410533
34.410533
South Africa
ZAF
9.892094
9.892094
9.933311
9.974528
10.015745
10.056962
10.064381
10.0718
10.079219
10.086638
10.094057
10.101476
10.108895
10.116315
10.123734
10.131153
10.138572
10.145991
10.15341
10.160829
10.168248
10.175667
10.184735
10.184735
10.184735
10.184735
10.386698
10.345481
10.386698
10.469133
10.551567
10.634001
10.850802
11.067604
11.087388
11.128605
11.252257
11.293474
11.293474
11.342934
11.3858
11.281109
11.293474
11.21104
10.963737
10.860695
10.386698
10.386698
10.551567
10.436159
10.331468
9.919297
9.892094
9.892094
9.892094
9.892094
9.892094
9.892094
9.892094
9.892094
9.892094
9.892094
9.892094
9.892094
9.892094
Zambia
ZMB
3.428887
3.428887
3.432922
3.465207
3.498836
3.502872
3.575512
3.594345
3.638736
3.677747
3.716757
3.890286
3.903738
3.91719
3.954855
3.934678
3.905083
3.875489
3.661604
3.102006
3.136981
3.212311
3.287642
3.362972
3.438303
3.513633
3.587619
3.662949
3.73828
3.888941
3.888941
3.705996
3.73828
3.739625
3.833788
3.825717
3.825717
3.825717
3.825717
3.825717
3.825717
3.661604
3.473278
3.866073
3.849931
3.66833
4.053054
3.966962
4.105517
4.775421
4.573642
4.84268
5.111718
4.977199
4.977199
4.977199
4.977199
5.111718
5.111718
5.111718
5.111718
5.111718
5.111718
5.111718
5.111718
Zimbabwe
ZWE
2.533635
2.533635
2.630578
2.796791
2.882599
2.995099
2.943189
3.117098
3.166224
3.395483
3.55842
3.771958
4.036261
4.183805
4.417976
4.563719
4.678676
4.90728
4.96443
5.07513
5.270163
5.588669
5.803844
6.262525
6.414982
6.554994
6.854176
6.602974
6.841567
7.451558
7.747957
7.89632
7.238184
7.494626
8.183712
8.123122
8.591301
8.417719
8.3663
8.929949
9.567123
9.305933
9.435182
9.435182
9.822929
10.081427
10.598423
10.339925
10.98617
10.598423
10.339925
10.856921
10.435005
9.589848
8.584094
8.469789
8.686746
8.361615
8.550695
8.099009
8.320764
7.952922
8.05805
8.05805
8.05805

Africa Arable land (% of land area) Dataset

Overview

This dataset contains arable land (% of land area) data for African countries from the World Bank.

Data Details

  • Indicator Code: AG.LND.ARBL.ZS
  • Description: Arable land (% of land area)
  • Geographic Coverage: 54 African countries
  • Time Period: 1961-2022
  • Data Points: 3,182 observations
  • Coverage: 90.66% of possible country-year combinations

File Formats

Main Dataset (ag_lnd_arbl_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: 3,182
  • Possible Observations: 3,510
  • Coverage Rate: 90.66%

Countries with No Data

0 countries have no observations: None

Usage Examples

Python

import pandas as pd

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

R

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

Source

World Bank Open Data - Arable land (% of land area)

  • Original File: API_AG.LND.ARBL.ZS_DS2_en_excel_v2_20486.xls
  • Processed: 2025-08-24

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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