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stringlengths
4
24
Country Code
stringlengths
3
3
1960
float64
1.67
30.6
1961
float64
1.67
30.6
1962
float64
1.67
30.6
1963
float64
1.67
30.6
1964
float64
1.67
30.6
1965
float64
1.67
30.6
1966
float64
1.67
30.6
1967
float64
1.67
30.6
1968
float64
1.67
30.6
1969
float64
1.67
30.6
1970
float64
1.67
30.6
1971
float64
1.67
30.6
1972
float64
1.67
30.6
1973
float64
1.67
30.6
1974
float64
1.67
30.6
1975
float64
1.67
30.6
1976
float64
1.67
30.6
1977
float64
1.67
30.6
1978
float64
1.67
30.6
1979
float64
1.67
30.6
1980
float64
1.67
30.6
1981
float64
1.67
30.6
1982
float64
1.67
30.6
1983
float64
1.67
30.6
1984
float64
1.67
30.6
1985
float64
1.67
30.6
1986
float64
1.67
30.6
1987
float64
1.67
30.6
1988
float64
1.67
30.6
1989
float64
1.67
30.6
1990
float64
1.67
30.6
1991
float64
0.9
30.6
1992
float64
0.88
30.6
1993
float64
0.98
30.6
1994
float64
0.92
30.6
1995
float64
0.93
34.2
1996
float64
0.79
33.4
1997
float64
0.79
33.4
1998
float64
0.79
35.7
1999
float64
0.79
39.9
2000
float64
0.79
50.5
2001
float64
0.79
44.9
2002
float64
0.79
77.7
2003
float64
0.79
77.7
2004
float64
0.67
33.4
2005
float64
0.67
33.4
2006
float64
0.67
33.4
2007
float64
0.67
33.4
2008
float64
0.67
33.4
2009
float64
1.63
33.4
2010
float64
1.63
33.4
2011
float64
1.27
33.4
2012
float64
1.39
33.4
2013
float64
1.35
33.4
2014
float64
1.25
33.4
2015
float64
1.17
33.4
2016
float64
0.97
33.4
2017
float64
1.26
33.4
2018
float64
1.18
33.4
2019
float64
1
40.9
2020
float64
1.1
33.4
2021
float64
1.04
33.4
2022
float64
1.04
33.4
2023
float64
1.04
33.4
2024
float64
1.04
33.4
Angola
AGO
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
3.26544
2.985138
3.528382
3.564328
3.271733
3.292716
2.985138
3.564328
3.564328
3.564328
3.564328
Burundi
BDI
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.670487
1.542744
1.553725
1.553725
1.553725
1.553725
1.553725
1.553725
1.553725
1.553725
2.532888
2.581708
2.421325
2.779594
2.98402
3.311223
3.378421
3.664701
2.153761
3.300058
3.082042
2.047592
2.208339
2.789204
2.789204
2.789204
2.789204
2.789204
2.789204
2.789204
2.789204
2.789204
2.789204
2.789204
2.789204
Benin
BEN
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Burkina Faso
BFA
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Botswana
BWA
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
9.363683
7.09599
7.09599
3.744984
7.29783
10.597209
10.597209
21.58752
21.58752
21.58752
1.24034
1.24034
77.68447
77.68447
16.064695
16.064695
16.064695
16.269907
16.816716
16.347957
24.888469
25.595627
28.108574
25.524912
20.256319
23.702172
23.356149
25.681868
26.096246
26.749544
28.733995
28.69471
28.69471
28.69471
28.69471
Central African Republic
CAF
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
8.396947
7.877136
10.497889
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
9.245991
Cote d'Ivoire
CIV
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
13.69921
14.517983
15.685906
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
14.989796
Cameroon
CMR
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
5.955785
6.786341
8.22997
7.481871
3.950154
5.02158
5.338532
6.812012
8.889446
5.520836
1.819031
3.329145
11.008898
10.544503
10.544503
10.544503
7.902333
7.902333
7.611958
7.611958
7.611958
7.611958
7.611958
7.611958
7.611958
7.611958
7.611958
7.611958
7.611958
7.611958
7.611958
7.611958
7.611958
7.611958
7.611958
Congo, Dem. Rep.
COD
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Congo, Rep.
COG
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
10.398966
11.889505
13.141119
13.141119
13.141119
13.141119
2.415318
2.415318
2.415318
2.415318
2.415318
2.415318
2.415318
2.415318
2.415318
2.415318
2.415318
2.415318
2.415318
2.415318
2.415318
2.415318
2.415318
2.415318
2.415318
Comoros
COM
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Cabo Verde
CPV
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
30.6
27.1
27.1
27.1
27.1
27.1
27.1
27.1
27.1
27.1
27.1
27.1
27.1
27.1
27.1
27.1
27.1
27.1
27.1
27.1
27.1
Djibouti
DJI
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Algeria
DZA
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
10.226428
12.502825
9.657337
10.284099
10.692199
10.460121
11.278325
11.278325
11.278325
11.278325
11.278325
11.278325
14.279125
14.279125
14.279125
14.279125
14.279125
14.279125
15.072582
10.848909
9.661528
1.270871
1.38766
1.564304
1.659026
2.693262
2.693262
2.693262
2.693262
2.693262
2.693262
2.693262
2.693262
2.693262
2.693262
Egypt, Arab Rep.
EGY
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
23.379244
22.294306
16.842732
18.749514
27.45776
25.126471
28.393521
30.348343
35.665047
36.226129
36.191394
32.183426
32.48629
32.183425
26.796274
28.514521
25.667543
25.70697
25.70697
24.258107
23.41992
21.057731
20.534162
17.791923
13.845057
18.211514
19.842587
21.608668
31.702963
29.097337
18.719635
18.790712
18.790712
18.790712
18.790712
Eritrea
ERI
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.918304
19.721421
21.204088
19.721488
13.595944
5.065885
7.665985
11.888406
8.693675
9.486392
11.317124
10.863871
9.636325
9.848142
14.324286
6.637495
11.956173
7.046481
6.058127
7.16088
8.949867
7.469349
7.582705
5.310414
4.304884
4.627996
9.702847
9.702847
9.702847
10.196801
10.196801
10.196801
10.196801
Ethiopia
ETH
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.504285
3.179318
3.649004
6.258358
6.383647
6.119409
5.793567
6.197744
8.28271
8.073086
11.735757
8.890726
7.296367
6.599548
7.96342
6.259276
6.863417
9.637343
7.726733
9.409363
10.921793
10.407876
11.423799
16.704568
16.073593
16.073593
16.073593
16.073593
16.073593
16.073593
16.073593
16.073593
16.073593
16.073593
16.073593
Gabon
GAB
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.026549
8.727234
6.870265
7.294516
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
5.385013
Ghana
GHA
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
12.922312
1.768459
1.768459
1.768458
1.768458
1.768458
1.768458
1.768458
1.768458
1.768458
0.802478
0.667321
0.667035
0.666759
0.666645
0.66648
4.345062
4.345062
4.345062
4.345062
10.841042
10.841042
10.841042
10.841042
10.841042
10.841042
10.841042
10.841042
10.841042
10.841042
10.841042
10.841042
Guinea
GIN
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Gambia, The
GMB
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
9.629328
0.78734
0.787339
0.787339
0.787339
0.787339
0.787339
0.787339
0.787339
3.898409
3.898409
3.898409
3.898409
3.898409
3.898409
3.898409
3.898409
3.898409
3.898409
3.898409
3.898409
3.898409
3.898409
3.898409
3.898409
3.898409
3.898409
3.898409
3.898409
3.898409
Guinea-Bissau
GNB
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Equatorial Guinea
GNQ
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Kenya
KEN
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.954548
18.836919
18.836141
17.838196
18.57868
17.839965
13.333333
18.103744
17.786443
9.904006
9.50336
10.781898
10.544558
11.27439
11.784474
9.644882
9.358928
8.473932
7.930789
12.622981
10.788664
10.785451
13.052396
12.470663
13.37031
14.881645
14.805394
14.639181
14.595263
14.713661
15.490411
15.052686
15.052686
15.052686
15.052686
Liberia
LBR
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Libya
LBY
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
16.055846
Lesotho
LSO
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Morocco
MAR
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.769301
21.041968
22.473263
19.035368
23.012925
22.517162
23.584599
24.954153
22.926042
23.720764
19.512778
20.881429
21.265692
23.298156
22.79803
22.095313
21.673481
26.389327
28.731644
21.609698
28.069697
28.049901
6.740214
7.042625
7.873749
30.400013
32.657771
10.570622
25.392406
40.870393
11.972736
28.26957
28.26957
28.26957
28.26957
Madagascar
MDG
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.141075
6.412537
2.873923
2.873923
3.108143
2.704923
2.696656
2.613077
3.284725
3.284725
3.284725
3.284725
3.284725
3.284725
3.284725
1.348456
1.254432
1.169913
0.974209
1.256179
1.176826
0.999926
1.104894
1.04477
1.04477
1.04477
1.04477
Mali
MLI
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Mozambique
MOZ
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126187
11.126188
11.126187
10.792564
10.982491
10.550223
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
10.887639
Mauritania
MRT
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Mauritius
MUS
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.060278
9.454064
6.993899
7.11408
7.478692
8.278653
7.568743
3.545421
3.497079
3.261262
2.995524
2.636394
2.673988
2.657545
3.401356
3.320131
2.675146
2.975662
3.167531
3.257053
2.673584
4.808685
4.256129
4.641638
4.974725
4.994814
5.235527
4.586782
4.511362
4.683562
4.058017
5.243147
5.243147
5.243147
5.243147
Malawi
MWI
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
19.003227
10.535519
10.655172
22.825781
28.213841
22.716501
23.427645
17.829804
20.091932
8.373564
9.438139
9.2369
8.080316
5.4181
4.506921
6.144534
11.164099
5.391581
11.406717
12.514415
11.344661
11.344661
11.344661
11.068028
3.936581
3.936581
3.936581
3.94339
3.015081
3.673249
3.673821
3.673821
3.673821
3.673821
3.673821
Namibia
NAM
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
7.367981
6.701583
6.701583
6.701583
6.701583
6.701583
6.701583
6.701583
7.869098
7.08091
7.45197
7.445339
7.883626
7.287554
7.34891
7.34891
4.751264
4.751264
4.476901
4.616076
5.587399
5.177168
5.341012
5.341012
5.341012
Niger
NER
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
10.153698
11.32707
11.229432
11.137944
11.756144
11.140382
13.394713
11.57709
11.511646
39.911073
50.52867
44.916373
24.771689
25.947861
24.77169
24.771689
24.771689
24.771689
24.77169
18.253731
18.253731
18.253731
18.253731
18.253731
18.253731
18.253731
18.253731
18.253731
18.253731
18.253731
18.253731
18.253731
18.253731
18.253731
18.253731
Nigeria
NGA
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
17.137725
15.748293
14.160996
18.787305
34.186115
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
33.436261
Rwanda
RWA
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.658096
6.524514
6.524514
6.524514
6.524514
6.524514
6.524514
6.524514
9.937888
9.937888
9.937888
9.937888
9.937888
9.937888
9.937888
9.937888
4.90391
5.289521
5.739925
6.374197
7.475651
6.878436
7.255332
7.204625
7.204625
7.204625
Sudan
SDN
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Senegal
SEN
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
13.909597
20.211833
20.547161
16.990206
25.807728
28.409806
32.236976
29.58929
30.195702
31.428847
25.036921
26.799417
29.707026
30.46335
11.509927
12.995621
18.18916
17.336877
19.308234
19.499266
18.355242
21.105338
20.391075
19.137054
14.656161
12.81825
25.637967
23.419068
26.778444
26.837147
26.837298
26.837298
26.810912
26.810912
26.810912
Sierra Leone
SLE
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Somalia
SOM
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
South Sudan
SSD
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Sao Tome and Principe
STP
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Eswatini
SWZ
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
1.681856
0.898488
0.876182
0.984246
0.918026
0.929324
0.952983
0.952983
0.952983
0.952983
0.952983
0.822301
0.822301
0.822301
1.630232
1.630232
1.630232
1.630232
1.630232
1.630232
1.630232
2.234491
2.234491
2.234491
2.234491
2.234491
2.234491
2.234491
2.234491
2.234491
2.234491
2.234491
2.234491
2.234491
2.234491
Seychelles
SYC
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Chad
TCD
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Togo
TGO
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Tunisia
TUN
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
9.38862
11.091403
10.786858
12.128659
13.35523
16.727634
17.40691
18.126255
19.342826
19.511145
19.577051
20.294381
21.123657
9.670005
9.598054
9.829478
9.322963
26.098012
7.174522
7.041395
7.47102
24.247503
26.147766
25.921408
25.858141
25.052478
27.570216
27.570216
27.570216
27.570216
27.570216
27.570216
27.570216
27.570216
27.570216
Tanzania
TZA
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
17.548967
23.713883
19.333062
21.726543
21.881465
12.637596
12.638378
12.639625
12.620384
12.620072
20.206612
20.206612
19.319447
8.324593
4.89256
3.700036
1.376312
1.376408
11.141803
8.53963
11.963134
12.084594
11.431868
6.827828
6.746988
7.276903
6.716005
6.703585
6.703625
6.703594
6.61319
6.613197
6.63925
6.63925
6.63925
Uganda
UGA
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
14.279921
12.736542
12.11121
13.712267
11.106942
10.621485
10.723811
11.067157
11.067157
11.067157
11.067157
11.067157
11.067157
11.067157
11.067157
11.067157
11.067157
11.067157
11.067157
11.067157
11.067157
11.067157
11.067157
11.067157
11.067157
11.067157
11.067157
11.067157
11.067157
11.067157
11.067157
11.067157
South Africa
ZAF
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
27.847932
30.104459
24.081068
28.749013
30.230049
31.7511
30.245466
30.437577
29.368574
22.780581
23.558203
24.71528
23.904845
23.478603
22.833881
23.124988
23.472653
22.102643
21.200858
22.714063
23.004237
24.428034
24.428034
24.428034
24.428034
24.428034
24.428034
24.428034
24.428034
24.428034
24.428034
24.428034
24.428034
24.428034
24.428034
Zambia
ZMB
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
15.771726
9.779929
9.779928
16.401943
21.082675
21.082675
21.082675
21.082675
21.082675
21.082675
21.082675
21.082675
21.082675
6.080843
6.080843
6.080843
6.080843
6.080843
6.080843
6.080843
6.080843
15.028295
14.766647
9.919359
9.666462
10.083004
9.725474
9.725474
9.725474
9.725474
9.725474
9.725474
9.725474
9.725474
9.725474
Zimbabwe
ZWE
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
9.90479
24.654747
21.100016
19.676423
21.785261
23.191761
20.943587
25.748564
21.292972
9.492632
9.586613
9.586613
9.586613
9.586613
9.586613
9.586613

Africa Medium and High tech Manufacturing Value Added Percentage Manufacturing Value Added Dataset

Overview

This dataset contains medium and high-tech manufacturing value added (% manufacturing value added) data for African countries from the World Bank Economy & Growth indicators.

Data Details

  • Indicator Code: NV.MNF.TECH.ZS.UN
  • Description: Medium and high-tech manufacturing value added (% manufacturing value added)
  • Geographic Coverage: 54 African countries
  • Time Period: 1960-2024
  • Data Points: 2,210 observations
  • Coverage: 62.96% of possible country-year combinations

File Formats

Main Dataset (Africa-Medium-and-High-tech-Manufacturing-Value-Added-Percentage-Manufacturing-Value-Added.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: 2,210
  • Possible Observations: 3,510
  • Coverage Rate: 62.96%

Countries with No Data

20 countries have no observations: Benin (BEN), Burkina Faso (BFA), Congo, Dem. Rep. (COD), Comoros (COM), Djibouti (DJI), Guinea (GIN), Guinea-Bissau (GNB), Equatorial Guinea (GNQ), Liberia (LBR), Lesotho (LSO), Mali (MLI), Mauritania (MRT), Sudan (SDN), Sierra Leone (SLE), Somalia (SOM), South Sudan (SSD), Sao Tome and Principe (STP), Seychelles (SYC), Chad (TCD), Togo (TGO)

Usage Examples

Python

import pandas as pd

# Load main dataset
df = pd.read_csv('Africa-Medium-and-High-tech-Manufacturing-Value-Added-Percentage-Manufacturing-Value-Added.csv', index_col=[0, 1])

R

# Load main dataset
df <- read.csv('Africa-Medium-and-High-tech-Manufacturing-Value-Added-Percentage-Manufacturing-Value-Added.csv', row.names=c(1,2))

Source

World Bank Open Data - Economy & Growth

  • Original File: API_NV.MNF.TECH.ZS.UN_DS2_en_excel_v2_559662.xls
  • Processed: 2025-09-04

License

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

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