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stringlengths
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3
1960
float64
0
1.3k
1961
float64
0
1.3k
1962
float64
0
1.3k
1963
float64
0
1.3k
1964
float64
0
1.3k
1965
float64
0
1.3k
1966
float64
0
1.3k
1967
float64
0
1.3k
1968
float64
0
1.3k
1969
float64
0
1.3k
1970
float64
0
1.3k
1971
float64
0
1.3k
1972
float64
0
1.3k
1973
float64
0
1.3k
1974
float64
0
1.3k
1975
float64
0
1.3k
1976
float64
0
1.3k
1977
float64
0
1.3k
1978
float64
0
1.5k
1979
float64
0
1.84k
1980
float64
0
1.2k
1981
float64
0
894
1982
float64
0
894
1983
float64
0
398
1984
float64
0
375
1985
float64
0
375
1986
float64
0
435
1987
float64
0
441
1988
float64
0
433
1989
float64
0
410
1990
float64
0
420
1991
float64
0
425
1992
float64
0
336
1993
float64
0
378
1994
float64
0
323
1995
float64
0
400
1996
float64
0
427
1997
float64
0
388
1998
float64
0
419
1999
float64
0
397
2000
float64
0
450
2001
float64
0
457
2002
float64
0
454
2003
float64
0
478
2004
float64
0
541
2005
float64
0
600
2006
float64
0
587
2007
float64
0
523
2008
float64
0
520
2009
float64
0
483
2010
float64
0
473
2011
float64
0
504
2012
float64
0
525
2013
float64
0
537
2014
float64
0.01
547
2015
float64
0.02
817
2016
float64
0.03
568
2017
float64
0.02
646
2018
float64
0.1
535
2019
float64
0.09
845
2020
float64
0.08
542
2021
float64
0.1
543
2022
float64
0
538
2023
float64
0
538
2024
float64
0
538
Angola
AGO
0.374532
0.374532
0.37037
0.514706
0.763636
1.444043
1.857143
2.367491
2.657343
3.62069
3.896552
8.62069
7.689655
7.37931
5.206897
1.413793
0.724138
10.896552
8.103448
4.724138
5.793103
4.172414
1.724138
2.965517
2.41069
7.014828
4.137931
3.551724
5.485862
8.138276
3.275862
2.338983
3.033333
2.666667
3.333333
2.666667
2
0.666667
1.133333
1.133333
0.466667
1.062849
1.659032
1.788788
4.501515
2.260606
3.66
3.305
8.258824
5.47225
8.229286
11.98383
8.876049
9.369121
9.056088
7.694993
6.635912
9.773158
7.103552
6.652424
7.849205
5.606855
13.258306
13.258306
13.258306
Burundi
BDI
0.132802
0.132802
0.132802
0.132802
0.132802
0.132802
0.132802
0.126904
0.125
0.256048
0.590426
0.848224
0.899554
0.624731
1.021505
0.803226
0.567914
0.805732
1.187166
0.967742
1.182796
1.182796
1.397849
2.975269
1.945161
2.506452
3.333333
2.795699
2.795699
5.053763
2.258065
2.258065
5.592473
4.133333
3.333333
3.191489
2.978723
1.052632
3.805263
4.135417
3.645833
3.589744
1.343813
0.30404
1.111675
3.546025
3.204473
1.821656
2.067725
1.864979
3.627368
5.635
6.207556
10.589896
12.005708
9.02843
15.241912
18.332143
24.000934
19.921414
19.488689
19.074362
39.789866
39.789866
39.789866
Benin
BEN
0.642391
0.642391
0.635106
0.442708
0.826531
1.1
0.728155
2.331776
2.714545
3.847458
4.75
4.24
4.645313
3.366154
3.444361
1.762044
1.428571
0.769231
1.324138
0.904762
0.574667
1.807843
2
3.461538
4.688535
7.274684
6.804403
5.918125
4.29441
2.037037
6.813003
7.294444
9.40184
10.447273
10.032353
20.111732
15.733846
18.55619
16.758667
24.652174
14.789916
12.693878
16.366667
0.802264
0.054717
0.461944
0.0132
0.2456
0.3204
6.544
9.134
4.44
10.290419
5.002278
8.086548
0.133233
9.949325
0.015336
30.037501
43.894588
33.799165
32.687022
36.875335
36.875335
36.875335
Burkina Faso
BFA
0.009667
0.009667
0.036667
0.025667
0.032333
0.033333
0.033333
0.033333
0.066667
0.152
0.190667
0.294667
0.367333
0.201
0.4
0.4
1.6
2.288333
3.291333
2.403333
1.436
3.284
3.476333
4.425667
3.664946
3.732246
4.83791
5.095735
4.164333
5.485511
5.454011
5.162925
5.163009
4.93154
5.166583
5.389841
5.197597
8.941692
10.277737
8.656994
6.600938
0.317382
0.372859
9.606625
10.223768
12.949115
10.688653
8.221854
9.308366
8.590482
8.842779
9.351775
12.242563
14.148805
13.807863
13.907822
18.265337
14.9823
14.239716
7.602906
13.465325
9.337133
13.258784
13.258784
13.258784
Botswana
BWA
2.781955
2.781955
2.756892
2.756892
4.010025
5.25
5.3
6.75
3.75
3.75
4.25
4.125
4.36409
4.738155
4.890274
5.985037
4.987531
5.236908
5.236908
2.729529
3.473945
3.473945
4.444444
3.209877
2.962963
1.108108
1.665848
2.200489
2.200489
2.173913
2.142857
3
3.6
2.857143
2.531646
6.62029
9.684058
12.666667
18.469565
19.166667
13.142857
23
26.200554
29.401108
32.601661
35.802215
39.002769
42.203323
45.403877
48.60443
83.127413
29.679012
54.835088
80.517857
57.843284
66.032935
46.92161
33.183706
58.230586
51.291115
66.194615
59.266615
72.701115
72.701115
72.701115
Central African Republic
CAF
0.182738
0.182738
0.189349
0.217647
0.233918
0.465116
0.635838
0.747126
0.914286
1.095455
1.255932
1.179775
1.012849
0.920556
1.618785
0.934066
0.874317
0.923913
0.864865
0.053763
0.77754
0.671658
0.374332
0.242246
0.641711
1.550802
0.361497
0.43369
0.308556
0.410695
0.502674
0.481283
0.588235
0.641711
0.160428
0.160428
0.160428
0.160428
0.320856
0.320856
0.320856
0.320856
0.042123
0.000171
0.069476
0.131059
0.228893
0.323048
0.213519
0.21761
0.294258
0.444728
0.281839
0.143922
0.005994
0.340672
0.22465
0.186767
0.187722
0.236639
0.238461
0.238461
0.010311
0.010311
0.010311
Cote d'Ivoire
CIV
4.204167
4.204167
3.697024
5.42619
6.626786
7.019048
7.440476
8.158235
6.884706
8.144118
12.043529
13.923529
17.950877
17.145402
17.392676
20.77135
20.271739
25.425532
21.465969
26.112208
27.161125
24.923858
19.698492
18.534907
18.035637
17.436975
12.605042
9.125
11.363636
14.46281
15.226337
15.795918
14.230769
18.607857
21.666667
22
23.5
37.931034
31.034483
25.214286
23.964286
24.535714
31.018929
29.345357
27.218929
17.780357
22.7725
23.99
18.211724
15.307586
32.085862
19.402759
26.021117
31.13828
35.120646
37.515432
40.843847
33.607804
25.935484
44.316472
38.660021
37.811976
25.267744
25.267744
25.267744
Cameroon
CMR
0.65
0.65
0.643564
1.039216
1.339806
1.634615
2.285714
2.49283
3.216636
2.657222
3.750926
2.733945
2.249725
2.968807
3.082545
2.252252
2.330179
6.000706
6.313176
5.528654
5.418613
5.916413
5.724873
7.219797
8.162944
8.307953
7.655987
8.397976
6.174242
4.814815
3.670034
3.042017
3.506711
3.742282
5.033557
5.033557
5.704698
6.575503
6.633054
8.307047
7.732215
8.80906
9.768624
8.155201
11.062752
7.998994
9.032199
8.622841
6.557438
7.002851
9.239032
11.035968
10.335734
10.058339
9.621035
13.590958
10.903623
13.028381
13.385329
13.385329
13.385329
13.385329
14.624727
14.624727
14.624727
Congo, Dem. Rep.
COD
0.042188
0.042188
0.141719
0.162969
0.239812
0.220126
0.298742
0.423862
0.53125
0.623053
0.729814
0.72643
0.659538
1.01227
1.022901
1.636822
1.924734
1.331316
1.359517
1.121212
1.193353
1.142857
1.122139
1.404962
1.724138
1.014925
0.360119
0.925373
0.41791
1.179104
0.929535
1.227545
0.343284
0.61194
1.552836
1.343284
0.895522
0.668209
0.440896
0.110746
0.119403
0.293284
0.284254
0.275224
0.208209
0.067761
0.454925
0.634776
0.940296
0.682426
0.823788
0.686966
0.456245
0.87081
1.639211
1.893856
1.390881
1.599107
1.911705
2.40998
2.090324
2.028782
1.998834
1.998834
1.998834
Congo, Rep.
COG
1.153846
1.153846
1.730769
2.5
2.895753
3.281853
3.928571
4.222008
7.722008
12.184971
13.732692
14.615385
13.846154
10.889313
8.174905
4.364326
4.943503
0.00947
0.097518
0.185567
1.04918
1.05499
3.368217
3.076923
5.555556
8.901515
4.761905
3.413655
1.4
1.073705
3.2881
2.910603
4.166667
4.123711
4.016913
4.210526
8.385744
8.163265
10.183299
10.10101
10.204082
9.438776
7.17619
4.913605
2.65102
0.065306
0.053061
0.359184
0.746939
4.578
0.541176
1.315094
2.247981
2.927491
1.885836
4.131964
2.167982
2.309055
4.214655
4.2566
9.957709
9.746709
11.663273
11.663273
11.663273
Comoros
COM
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
1.538462
4.615385
4.615385
4.615385
4.615385
4.615385
4.615385
4.615385
4.615385
0.854615
0.376
0.285282
0.194564
0.103846
0.247846
0.391846
0.362308
0.254769
0.241154
0.227538
0.146462
0.032923
0.142923
0.698615
0.098923
1.137231
1.782
6.391231
3.366
3.906769
3.906769
3.906769
Cabo Verde
CPV
1.947368
1.947368
1.947368
1.947368
1.947368
1.947368
1.947368
1.947368
1.947368
1.947368
1.947368
1.947368
1.947368
1.947368
1.684211
2.631579
2.631579
2.631579
2.631579
2.263158
3.263158
2.888158
2.513158
2.138158
1.763158
2.552632
4.105263
1.842105
1.889713
1.937321
1.984928
2.032536
2.080144
2.127751
2.175359
2.222967
2.270574
2.318182
2.590909
4.25
2.931818
5.282609
5.122037
4.961465
4.800893
4.64032
4.479748
4.319176
4.158604
3.998032
3.83746
3.676888
3.516316
3.355744
3.195172
3.0346
3.0816
3.9134
4.07
4.0874
8.4746
10.6874
8.1808
8.1808
8.1808
Djibouti
DJI
1,300
1,300
1,300
1,300
1,300
1,300
1,300
1,300
1,300
1,300
1,300
1,300
1,300
1,300
1,300
1,300
1,300
1,300
1,500
1,844
1,200
22
37.6
53.2
68.8
84.4
100
100
94.18
88.36
82.54
76.72
70.9
65.08
59.26
53.44
47.62
41.8
35.98
30.16
24.34
18.52
12.7
11.16
11.01
11.51
12.3
13.413333
14
13.453846
15.35
16.07
17.87
17.7
19.05
18.59
21.47
24.38
23.22
31.015
36.87
33.98
33.98
33.98
33.98
Algeria
DZA
7.571075
7.571075
8.730159
8.548387
8.561644
6.295986
8.246263
8.178067
10.892199
11.230547
17.765685
28.056426
33.026114
28.869779
26.130807
17.969321
23.406655
20.425406
25.842571
24.8104
34.283636
24.124909
19.087197
23.49818
29.491685
40.612446
38.992393
34.120809
20.630897
16.411839
17.93532
12.603306
12.800846
17.376875
15.955597
6.171033
5.05252
12.679739
14.097376
12.120422
12.046463
13.886325
9.641579
6.001173
25.095155
7.429903
13.262651
14.961575
8.576713
14.279995
15.795788
15.769128
21.328182
22.451375
25.504057
23.53225
21.028605
20.841122
20.758053
20.675643
20.675643
20.675643
20.675643
20.675643
20.675643
Egypt, Arab Rep.
EGY
96.95038
96.95038
98.217016
114.429341
125.792733
130.758327
107.292956
104.213066
119.490882
127.657615
136.841468
136.160878
153.650275
148.542416
158.330255
186.247492
191.452234
217.385754
242.65595
262.239583
290.244969
306.853056
346.609739
347.545414
349.850127
374.62039
435.375324
441.04021
433.463203
409.501742
419.853765
424.966917
335.50595
377.702605
322.749994
399.858005
427.049283
388.187857
419.215212
393.954576
449.743306
457.304439
454.359673
477.666896
541.281619
600.078034
586.564299
523.166927
520.249811
483.079057
473.372781
503.561254
462.990456
536.74893
546.968211
569.459172
568.042075
574.181976
535.290259
504.721963
496.136701
542.573936
538.027715
538.027715
538.027715
Eritrea
ERI
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
1.405622
2.974828
3.684932
13.531165
15.345269
13.052209
21.88755
19.464286
9.729537
6.236655
1.628141
0.005017
2.316129
0.016418
3.489552
3.13608
2.782609
0.417391
0.821739
0.983609
1.188942
1.458116
1.470609
2.787304
2.571536
6.799725
5.986638
5.058304
3.002
3.948377
3.948377
3.948377
Ethiopia
ETH
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
7.59
11.689489
13.511066
17.885464
13.306263
16.586998
16.98988
15.952188
13.680085
17.012484
5.702324
10.309285
10.902519
11.131009
16.039892
17.200206
17.662317
21.847099
20.819051
30.586349
18.259156
25.359534
28.112554
33.788309
34.514586
25.952203
26.310579
39.885123
41.772655
37.808808
37.808808
37.808808
Gabon
GAB
0.235
0.235
0.235
0.235
0.235
0.235
0.235
0.235
0.235
0.235
0.235
0.235
0.235
0.1
0.136364
1.724138
3.344961
2.190476
1.045296
0.422145
0.343643
5.215017
1.355932
7.070707
9.0301
9.302326
7.128713
7.12459
3.087948
3.883495
3.604502
1.916933
1.587302
1.26183
1.253918
1.230769
0.615385
0.615385
1.332308
0.923077
0.923077
0.923077
5.578462
3.612308
5.107692
8.344615
8.458462
9.058462
10.516923
12.021538
3.16
5.649231
10.088185
10.141231
13.078954
27.341631
31.828615
60.621077
44.15
39.862338
21.272708
28.250308
104.359046
104.359046
104.359046
Ghana
GHA
0.422353
0.422353
1.135294
1.235294
0.866471
0.667059
0.705882
0.775882
0.797647
0.698824
1.966471
1.697059
2.648235
3.907059
5.722941
13.611111
11.388889
17.333333
10
9.736842
6.315789
15.263158
12.904762
10.190476
3.652174
5.208333
3.166667
4.3544
4.867308
3.261538
4.814815
2.857143
3.607143
2.702857
2.75
3.233333
5.4375
5.921111
4.161988
4.167712
3.174027
8.180012
4.076763
7.358455
13.409025
6.019741
20.883627
18.705886
15.849873
20.891209
20.437227
14.605699
37.781395
27.153515
16.695469
24.974168
22.29418
38.246443
27.550258
40.136059
50.111924
37.363836
37.049619
37.049619
37.049619
Guinea
GIN
0.616788
0.616788
0.620438
0.693431
1.131387
1.094891
1.277372
1.277372
0.912409
0.912409
1.094891
1.058394
1.021898
0.364964
0.667153
0.547445
0.474453
0.291971
0.364964
0.80292
0.10219
0.298175
0.308759
0.190328
0.071898
0.131387
0.237956
0.328467
0.230292
0.29781
0.423723
0.707299
0.184672
0.574818
1.459854
1.863504
1.55073
0.655474
1.19854
1.167883
1.167883
1.167883
0.875593
0.71663
0.957711
0.919737
0.865979
1.15813
1.20762
0.610853
0.742482
2.832424
2.115255
2.095267
0.690329
0.590266
0.481635
5.238073
4.103111
4.332167
4.303551
4.251791
5.630124
5.630124
5.630124
Gambia, The
GMB
0.306452
0.306452
0.306452
0.306452
0.306452
2.912
4.380952
3.570313
2.375
1.692308
2.253846
3.007519
6.15942
6.412587
6.388235
4.603659
10.122699
9.729412
18.011299
19.451807
12.735849
7.530387
12.326733
13.114754
12.426036
23.076923
21.468927
14.130435
4.673367
10.922652
3.208556
4.591837
4.938272
4.968944
4.444444
5.102703
4.236842
5.365854
11.627907
5.333333
3.418803
3.278689
6.982147
10.685606
9.186813
11.204947
10.825939
8.976898
4.260753
6.343458
7.3
10.275556
2.582311
0.403956
0.455156
0.528911
0.665978
0.391386
8.051841
4.219614
0.780136
2.236386
2.236386
2.236386
2.236386
Guinea-Bissau
GNB
0.4
0.4
0.4
0.4
0.4
0.4
0.4
0.4
0.4
0.4
0.4
0.4
0.4
0.4
1.776471
1.176471
0.784314
1.764706
2.745098
0.580392
0.823529
5.836576
3.333333
1.785714
2.031994
2.278274
2.524554
2.770833
1.086957
3.579167
2.344
2.176
0.944
1.111111
1.071429
1.071429
1.111111
1.111111
2.307692
2.142857
8
8
9.65425
10.958519
10.183571
11.016429
14.385714
9.01
10.107857
10.713571
16.555
10.541667
14.795
15.436667
15.601667
15.931667
20.036818
26.007982
23.828609
12.598427
12.404783
11.314326
10.898842
10.898842
10.898842
Equatorial Guinea
GNQ
18.181818
18.181818
20.238095
21.95122
23.076923
26.315789
38.87218
51.428571
48.484848
50
63.333333
41.37931
38.709677
3.333333
3.571429
3.703704
4
4.166667
4.545455
4.761905
5.263158
5.805914
6.348669
6.891425
7.434181
7.976937
8.519692
9.062448
9.605204
10.147959
10.690715
11.233471
11.776227
12.318982
12.861738
13.404494
13.947249
14.490005
15.032761
15.575517
16.118272
16.661028
17.203784
14.941622
21.892432
14.918919
16.418293
15.38439
15.008043
11.452037
14.062963
17.433519
14.314259
14.735556
15.155
18.318148
15.12037
19.583704
16.604259
7.688679
7.829245
7.098491
7.075472
7.075472
7.075472
Kenya
KEN
3.171429
3.171429
3.457143
4.577714
5.504286
6.864
8.763429
9.514286
9.371429
12.085714
14.142857
13.485714
15.196857
14.560571
15.085714
11.708947
14.183158
13.558421
13.421579
10.078947
16.210526
21.789474
16.5
19.763158
21.948188
22.431132
21.423906
23.708485
24.805408
20.121373
21.382766
22.111046
19.25548
19.762846
23.807777
14.417065
34.425177
27.918571
27.169731
29.062009
29.790431
29.24922
27.313102
33.096774
27.680867
34.326558
33.154802
36.395283
33.287547
34.043053
32.47726
37.802075
43.634767
50.964559
43.321536
35.46373
43.2307
59.545783
42.433671
50.09951
59.852504
54.570373
35.055941
35.055941
35.055941
Liberia
LBR
0.132275
0.132275
0.132979
0.265957
0.536193
0.80429
3.783784
4.324324
3.26087
4.891304
6.284153
5.191257
10.202186
8.994536
9.016393
13.26776
16.084699
16.746631
11.212938
14.816712
8.374663
13.746631
3.466667
7.368421
2.894737
3.842105
4.253846
8.974359
8.5
6.75
0.857143
1.43511
2.013077
2.591045
3.169012
3.746979
4.324946
4.902914
5.480881
6.058848
6.636815
7.214783
7.79275
8.67725
9.679833
10.682417
11.685
9.75436
7.823721
7.82766
12.41625
11.937825
11.4594
11.9564
12.0842
12.166
16.058
20.846
19.992
21.098
21.504
19.25
19.25
19.25
19.25
Libya
LBY
2.588235
2.588235
2.339181
2.199415
2.211079
2.662391
3.94186
5.300581
5.966957
4.998261
7.223188
10.115607
9.595376
8.184438
12.622478
20.632184
24.942529
29.340974
21.085714
34.365714
30.318311
42.281001
49.110482
51.415211
44.895506
37.884723
43.883008
56.716667
48.833333
43.65651
42.99169
46.850829
47.438017
61.101928
40.821918
47.593583
30.769231
30.424063
27.823691
47.658402
30.30303
40.330579
35.99719
19.547102
28.827086
29.980303
31.463554
30.443549
29.420417
33.488674
38.555886
47.166929
47.973837
36.208058
22.917052
15.672953
15.640831
26.051645
16.415674
18.109965
18.483145
14.723849
16.320128
16.320128
16.320128
Lesotho
LSO
0.840782
0.840782
1.220963
0.866856
1.211268
1.549296
1.805556
2.222222
0.89863
1.232877
1.016304
2.977778
1.780282
2.529577
2.259155
4.032258
3.661972
7.638889
15.224913
14.42623
15.410959
15.100671
15.625
15.90106
15.488215
11.513158
13.58885
12.269939
13.274336
15.282392
14.511041
18.495298
17.168675
18.181818
16.307692
18.45
18.888199
17.249231
18.461538
15.504615
24.224242
34.366667
32.430956
30.495245
28.559534
26.623823
24.688112
22.752401
20.816689
18.880978
16.945267
15.009556
13.073845
11.138134
9.202423
7.266712
5.578182
8.20628
15.779362
23.13869
10.773741
16.159045
8.36297
8.36297
8.36297
Morocco
MAR
4.388923
4.388923
6.716692
5.964812
5.827164
7.286765
8.618406
11.217391
13.849571
13.504286
12.40814
15.333474
16.073903
18.582349
20.777778
22.734129
25.536569
24.09396
24.288326
25.499733
27.446082
27.582185
27.243466
31.343474
31.427113
36.969408
38.896946
37.148175
41.455102
37.352489
40.197542
33.119192
32.564361
37.159684
32.34327
31.633225
31.882146
36.450668
35.979187
41.339646
41.908977
42.436381
65.554273
55.311209
48.957613
63.787245
60.168651
58.82951
53.826627
41.065352
57.171025
59.120044
56.992668
63.591781
71.350594
70.491624
38.991126
60.405481
63.363187
59.933902
56.521697
55.292404
53.457157
53.457157
53.457157
Madagascar
MDG
0.772987
0.772987
0.889691
1.980051
2.180203
2.720907
3.125
3.82134
3.291133
6.292683
6.990291
6.118841
6.473206
4.238095
4.076271
2.590157
3.853211
3.195252
4.3132
2.936508
3.464567
2.734375
6.070039
5.384615
2.519084
3.660377
4.062172
2.340299
3.971111
2.294834
3.990809
3.444364
2.768705
3.821724
3.884828
4.326207
5.747931
3.275862
2.992069
2.715172
3.141724
3.068136
2.103336
2.35962
2.263522
5.567373
2.52645
3.210957
4.273507
2.605223
2.977287
4.203673
7.03834
4.799917
8.734477
7.531023
5.988923
12.995187
12.600907
11.94542
10.58036
6.52577
6.87724
6.87724
6.87724
Mali
MLI
0.040293
0.040293
0.200852
0.212379
0.181488
0.350422
1.023466
0.940647
1.392086
1.438849
3.201397
4.19092
4.217695
5.190338
4.209276
1.210121
5.850273
7.344913
5.767742
7.027363
7.061692
4.323895
5.58768
5.049677
24.956781
9.693064
7.243124
7.668959
6.527034
8.670239
7.403799
7.270965
12.621359
8.169935
7.911392
8.16944
6.02649
10.551876
10.13245
10.993377
8.796247
9.271523
18.414804
12.862747
16.674172
14.924824
17.839741
13.526441
17.392174
17.646363
18.507892
9.604814
8.914618
13.698079
19.224944
24.46189
29.427166
20.921163
20.412532
29.979297
18.670406
8.089556
7.660308
7.660308
7.660308
Mozambique
MOZ
1.452537
1.452537
1.469388
1.751527
2.764228
2.753036
2.021019
2.0564
2.305
2.701111
2.357271
3.571634
5.535714
4.45614
2.443158
2.055749
3.902439
5.052265
7.212544
8.327526
9.616725
14.178082
11.933333
4.9
1.258065
1.207302
1.84375
1.969697
0.477612
0.705882
0.753623
1.457143
1.392045
0.909091
1.764706
2.136986
2.16
1.666667
2
2.025316
3.666667
6.225
5.977528
0.736222
2.259783
1.4274
4.643061
2.660769
11.417222
4.033455
8.199469
7.355929
5.619522
5.911005
7.534085
4.558122
4.567657
5.13866
6.711195
10.796522
11.213683
12.256855
7.990506
7.990506
7.990506
Mauritania
MRT
0.18797
0.18797
0.18797
0.18797
0.18797
0.18797
0.18797
0.374532
0.746269
0.719424
1.079137
1.045383
1.01163
0.977876
2.454082
5.989583
2.564103
11.734694
10.442708
10.769231
6.190476
3.295238
0.4
1.62963
1.928571
6.7
3.125
3.235294
8.888889
6.052632
9.75
12.560976
17.340476
10.691415
8.888889
8.888889
11.111111
3.826667
4
5.333333
5.888889
6.444444
4.678489
5.209511
4.913733
5.3156
6.941333
4.347467
4.8772
5.043689
9.250733
5.251667
7.3706
7.690267
7.772467
7.936867
10.475933
13.599533
13.0424
15.404889
15.701333
14.055556
14.055556
14.055556
14.055556
Mauritius
MUS
223.255556
223.255556
250.384615
273.945055
291.648352
247.826087
212.280899
234.085106
217.69
218.2
219.96
215.38
319.58
261.64
269.14
243.858586
214.77
261.89
254.73
274.32
266.61
223.25
256.25
271.54
270.43
279.73
253.06
328.42
282.09
310.10101
282.989796
284.278351
277.479167
276.648936
314.064516
346.641304
414.582418
371.733333
363.747253
396.629213
416.666667
313.736264
318.370787
299.454545
307.689655
352.152941
257.86747
282.222222
228.775
227.9625
163.2
243.230769
274.845395
248.148267
313.290533
183.836133
273.258
257.613467
187.1136
194.871867
150.467867
186.504267
126.420267
126.420267
126.420267
Malawi
MWI
3.438462
3.438462
2.771429
2.862069
3.233333
2.941176
2.857143
3.529412
3.888889
3.831351
6.110556
7.724103
6.6715
7.996098
5.185366
7.5105
13.449
11.746
14.082927
12.314146
17.507368
17.078
15.380952
21.5005
21.840976
14.276585
17.432093
22.513023
23.826047
24.909091
21.333333
29.787234
32.086957
32.173913
10.134762
18.921304
24.25
23.183673
19.307692
18.555556
18.105818
9.642807
29.713684
31.077333
34.406
30.491875
36.824545
37.926061
34.870435
30.845714
37.398
30.366286
26.39718
29.257992
39.764999
41.999144
23.768987
33.993738
34.317026
29.426467
47.487176
41.861125
23.70977
23.70977
23.70977
Namibia
NAM
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.122549
0.367647
0.367647
0.367647
3.903186
1.411043
3.204908
1.911548
2.846248
2.465
0.28625
1.59
4.43375
6.605
15.033963
10.861213
6.138662
13.735188
26.106713
25.036862
40.012025
25.505188
3.72615
3.72615
14.9223
14.9223
14.9223
Niger
NER
0.008696
0.008696
0.008696
0.008696
0.008696
0.008697
0.008697
0.025657
0.020945
0.028424
0.015629
0.022448
0.036069
0.036078
0.01606
0.064546
0.117864
0.213014
0.171987
0.18127
0.263709
0.569484
0.285526
0.179964
0.239255
0.365507
0.203173
0.300358
0.182316
0.286846
0.208318
0.043831
0.1078
0.115509
0.470928
0.71355
0.643547
0.050054
0.035755
0.299485
0.323721
0.356621
0.611819
0.293665
0.239986
0.387666
0.527623
0.354908
0.153418
0.35349
0.496026
0.485641
0.923295
0.637151
0.999243
0.406191
0.386007
0.381645
0.694769
0.84459
0.586468
0.469225
0.467826
0.467826
0.467826
Nigeria
NGA
0.058878
0.058878
0.07073
0.087314
0.116137
0.150381
0.30025
0.295643
0.408774
0.418628
0.275738
0.367594
0.773135
0.59739
1.129259
2.109639
3.051843
2.842437
2.727169
4.113491
6.568213
8.008113
7.956371
9.640389
9.835581
8.179914
9.38231
8.55469
11.734988
13.048623
14.261594
14.8
14.61794
15.315615
9.548387
5.56231
5.241692
4.14759
4.8
4.791429
5.357143
6.198985
4.314672
6.017386
4.449638
7.241183
10.315268
4.34055
5.896981
4.565877
11.214552
6.201774
8.427198
8.509127
8.957569
7.965851
10.734975
20.295907
18.841296
12.870163
22.558836
17.964967
7.281139
7.281139
7.281139
Rwanda
RWA
0.097087
0.097087
0.097087
0.097087
0.097087
0.097087
0.097087
0.097087
0.176583
0.403409
0.383142
0.392857
0.533011
0.545902
0.693114
0.408163
0.445714
0.41958
0.410959
0.402685
0.131579
0.387097
1.265823
0.869565
1.95122
1.692866
1.238609
2.368171
0.660777
0.691765
3.396591
1.798864
0.784091
1.647059
1.231373
0.815686
0.4
0.5
0.365854
0.34642
0.3
0.272727
2.194444
2.188561
1.815343
3.024911
3.448092
7.80885
9.499117
1.246978
0.079392
0.094215
4.724113
10.476836
11.26655
17.608812
8.772073
17.394965
14.925304
25.038909
29.098049
23.901183
29.056465
29.056465
29.056465
Sudan
SDN
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
3.327887
2.612458
4.200626
4.474325
9.382396
8.338665
7.103072
6.469874
13.847367
7.103072
7.102016
7.102016
7.102016
Senegal
SEN
2.640641
2.640641
2.654279
3.066271
3.283877
4.37516
6.038633
8.180074
3.574831
2.394101
2.514295
4.200991
4.857231
7.038731
11.625113
14.242788
11.996392
14.955826
11.303234
9.288917
6.215956
7.788462
5.901219
5.969191
5.780347
6.012862
6.179594
6.088918
7.55326
3.994829
3.800129
5.593676
5.584757
7.787151
8.14978
5.264868
6.71433
7.794418
9.534451
11.094805
11.499097
9.648274
11.794426
10.938608
12.711751
9.866283
2.307259
2.145965
2.303039
6.741436
8.610221
6.827576
10.524242
12.006061
11.384848
14.218878
19.103554
30.354601
14.661957
18.565594
21.565248
8.839141
18.524112
18.524112
18.524112
Sierra Leone
SLE
0.450704
0.450704
0.444444
0.547945
0.540541
1.333333
1.321053
2.207792
2.820513
5.789873
6.305
2.804938
2.990244
5.450602
2.404762
6.865882
2.965116
3.252874
2.554545
6.031461
3.982222
7.274725
0.782609
2.56129
2.765957
7.578947
8.333333
1.030928
1.106996
3.209877
2.674897
1.234568
2.880658
6.17284
6.185567
6.185567
6.185567
6.198347
0.619835
0.18595
0.306122
0.440193
5.783788
6.288137
6.935302
7.582467
8.229632
7.05722
5.884808
6.202379
9.887071
9.430934
8.974797
9.297275
9.396458
9.595208
12.664792
16.441042
15.7675
2.666717
2.666717
2.666717
2.666717
2.666717
2.666717
Somalia
SOM
0.561167
0.561167
0.558036
0.554939
1.103753
1.646542
1.200873
2.171553
2.267819
3.759398
2.777778
3.825717
3.805497
2.944269
3.036649
3.791667
1.947433
0.103199
0.205339
0.102145
1.219512
1.314459
1.006036
2.402402
3.844622
0.594648
1.696252
3.634578
2.15475
2.644466
2.641879
2.281771
1.921663
1.561555
1.201448
0.84134
0.481232
0.479386
0.479386
0.479386
0.479386
0.478469
0
0
0
0
0.007429
0
0
0.299518
0.094709
0.03079
0.00429
0.020082
0.061009
0.043136
0.735673
1.091018
0.892673
0.845718
1.845964
1.341591
0.129191
0.129191
0.129191
South Sudan
SSD
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.000188
0.003669
0.006753
0.024509
0.034305
0.026511
0.101719
0.089552
0.075696
0.103646
0.000555
0.000555
0.000555
Sao Tome and Principe
STP
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
25.75
23.486667
32.08
21.62
26.555
25.85
27.753333
24.916667
30
53.4275
43.9675
45.365
46.7625
56.6525
46.87
60.845
51.7075
50.7375
50.225
48.51
48.51
48.51
48.51
Eswatini
SWZ
31.451613
31.451613
29.850746
28.162791
29.356061
39.285714
38.926174
42.48366
30.921569
36.040268
40.422819
48.825503
39.625
75.857143
59.354839
56.287425
65.031056
65.483221
83.946809
79.315217
111.054645
129.567164
105.684211
130.075188
50.295858
57.12987
76.876623
82.25
78.022599
71.927083
74.427778
62.84153
69.273743
65.168539
27.52809
28.623596
23.730337
29.213483
32.58427
30.898876
32.58427
39.325843
59.865169
53.954157
58.926742
46.220225
61.114576
59.921356
54.801356
54.659887
53.468362
58.556497
60.918079
66.864972
65.083051
62.109605
57.322034
71.845763
63.59096
82.902542
81.25
91.980508
91.980508
91.980508
91.980508
Seychelles
SYC
894
894
894
894
894
894
894
894
894
894
894
894
894
894
894
894
894
894
894
894
894
894
894
398
374.5625
351.125
327.6875
304.25
280.8125
257.375
233.9375
210.5
187.0625
163.625
140.1875
116.75
93.3125
69.875
46.4375
23
42
20
22
24
11
34
11
30
34
52
32.222222
333.333333
525
341.666667
337.066667
816.733333
521.733333
646
515.666667
845.066667
542.466667
542.466667
511
511
511
Chad
TCD
0.059027
0.059027
0.047981
0.05592
0.026579
0.159821
0.165689
0.387297
0.483259
0.608906
0.658612
0.770452
0.85088
1.641555
3.05108
1.968635
2.617124
2.442649
2.227171
1.257035
0.286898
1.467305
1.724138
1.853035
2.238567
2.268371
1.320755
1.698113
1.522635
1.524046
1.772075
2.588802
3.014961
1.558457
2.064897
2.502339
3.5
2.180556
4.672222
4.861111
4.861111
4.72973
3.115054
2.731395
2.329526
3.542692
3.416077
3.326231
3.648774
3.278438
4.033333
2.758349
2.424161
2.470136
2.483285
2.444783
2.409298
3.061577
3.00814
4.985491
4.935132
4.653125
4.653125
4.653125
4.653125
Togo
TGO
0.027778
0.027778
0.027778
0.027778
0.027778
0.027778
0.027778
0.055556
0.111111
0.141111
0.242222
0.275
0.310556
0.356667
1.19
1.272778
1.576111
0.508333
0.947895
1.561026
1.360513
1.135385
1.429744
1.569744
3.45
4.9
5.55
5.385149
5.941951
6.097561
5.555556
5.619139
5.796209
4.631455
5.192558
7.572811
8.042009
7.606335
7.713004
7.511111
8.739207
8.384279
5.756234
7.858554
3.670864
0.288557
0.013879
0
0.000222
2.908931
9.837927
10.203837
5.022868
11.724992
1.846204
3.327215
13.678189
5.779389
15.356849
2.676038
2.676038
2.064834
13.296275
13.296275
13.296275
Tunisia
TUN
4.935484
4.935484
6.857097
6.558387
6.321384
6.875786
7.648428
7.227987
9.049057
12.101381
10.679612
11.71875
11.145511
11.999696
15.048802
15.359824
15.603448
12.418486
16.173454
17.615972
19.492322
26.463722
25.683861
25.063694
28.237179
31.400651
34.752475
35.100671
34.502725
35.635739
28.841526
34.009629
36.122077
31.9384
31.448763
27.093596
34.094903
33.926186
39.546023
38.569955
38.861732
36.049027
36.809816
39.605735
42.672877
45.457875
44.914948
46.139773
40.846561
48.393055
47.43181
48.397323
49.508427
40.4136
45.749614
53.11284
61.983149
48.755227
57.246264
55.666528
43.835683
60.120425
52.080613
52.080613
52.080613
Tanzania
TZA
0.523654
0.523654
0.471287
0.508197
0.65
1.166667
1.466667
1.45
1.5
1.833333
2.142857
2.485714
2.289714
2.848143
4.449143
4.238571
4.388714
4.249429
3.6625
3.75
4.4375
3.6375
3.651125
2.862625
4.5375
4.6
4.719889
5.315667
4.576778
4.922222
5.2
5.51805
5.445795
4.078652
4.033708
3.033708
3.468222
4.488101
3.536504
2.411494
2.605116
0.923095
3.699767
4.455504
5.523409
5.781732
5.127359
4.709706
4.67662
7.519966
8.72011
8.918778
8.688855
12.380031
9.68272
9.555404
13.317838
12.626349
16.26652
8.980165
16.443348
9.250309
19.084467
19.084467
19.084467
Uganda
UGA
0.825397
0.825397
0.84375
0.978893
0.951123
1.158174
1.396186
1.00106
1.250265
1.208995
1.851852
2.131579
1.998961
1.842821
0.911392
0.419627
0.40668
0.273428
0.073529
0.134804
0.196078
0.145631
0.13181
0.117988
0.104167
0.040816
0.0776
0.235
0.0262
0.071
0.0384
0.239044
0.15873
0.436508
0.375494
0.256917
0.118577
0.118577
0.695866
0.878235
1.252642
1.074074
1.332679
1.595043
1.471933
0.967395
1.254426
1.19952
2.942016
2.082727
1.719407
1.761752
2.125193
2.4417
1.819996
1.586909
1.910848
2.06209
3.29569
3.366272
2.442355
2.442355
2.614987
2.614987
2.614987
South Africa
ZAF
17.910083
17.910083
21.580996
24.380165
28.304527
29.844262
35.047915
38.656081
41.449252
41.582216
45.54512
50.367227
56.780559
56.730769
58.318704
62.87323
66.102935
70.543061
74.358691
78.292715
86.286015
99.877349
91.711858
71.074545
77.96463
70.968758
66.103413
56.745896
65.620635
61.720787
61.334922
57.372093
55.6712
62.817146
55.918216
56.814815
58.893773
55.547445
57.138686
56.446221
53.59832
55.717939
61.204891
55.150074
60.287594
47.331006
62.336429
61.021746
56.293203
55.750395
53.778026
60.334081
61.583333
67.5
66.491667
62.675
57.25
72.825
90.090518
91.790768
94.253633
104.638823
91.466474
91.466474
91.466474
Zambia
ZMB
4.001569
4.001569
3.334639
3.552019
4.056132
4.22427
4.589917
5.538922
7.060998
6.001829
13.101339
18.429461
14.39111
14.92136
21.088435
18.222222
20.151567
23.429365
18.589273
25.028187
33.704974
35.678392
34.036007
27.4788
22.00939
30.685681
28.861642
34.988983
31.248651
27.429955
20.581114
22.682759
30.406621
30.719424
20.701754
19.338959
18.073136
19.936709
12.90436
11.959212
11.037623
13.37252
26.074748
26.17293
29.904612
27.983865
25.677066
32.334351
38.656619
25.777746
29.173529
46.147222
37.626097
48.972138
51.830827
57.421535
65.714897
72.052916
52.513334
67.5756
79.764039
63.904561
64.562639
64.562639
64.562639
Zimbabwe
ZWE
42.228808
42.228808
38.432089
44.45724
61.876005
64.730271
66.047617
69.82631
67.763184
71.714461
77.220644
91.421078
81.912225
94.717038
90.398767
83.381536
67.369421
50.672123
58.787083
57.252689
85.082
80.223814
68.620536
63.772936
53.593682
67.093244
58.441554
54.777703
60.225716
53.982202
55.945405
53.793324
40.570103
54.984381
53.918847
46.142638
50.54844
53.740414
54.070704
53.552552
44.663101
42.277778
35.70137
40.008767
22.724211
21.799487
32.356341
27.03525
21.994118
28.778049
34.083
26.548333
18.083712
27.629279
31.047141
23.988735
38.774366
45.259348
40.147088
42.386111
32.278234
33.77118
33.330587
33.330587
33.330587

Africa Fertilizer consumption (kilograms per hectare of arable land) Dataset

Overview

This dataset contains fertilizer consumption (kilograms per hectare of arable land) data for African countries from the World Bank.

Data Details

  • Indicator Code: AG.CON.FERT.ZS
  • Description: Fertilizer consumption (kilograms per hectare of arable land)
  • Geographic Coverage: 54 African countries
  • Time Period: 1961-2022
  • Data Points: 2,823 observations
  • Coverage: 80.43% of possible country-year combinations

File Formats

Main Dataset (ag_con_fert_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: 2,823
  • Possible Observations: 3,510
  • Coverage Rate: 80.43%

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_con_fert_zs_africa.csv', index_col=[0, 1])

R

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

Source

World Bank Open Data - Fertilizer consumption (kilograms per hectare of arable land)

  • Original File: API_AG.CON.FERT.ZS_DS2_en_excel_v2_38599.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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