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year
int64
1.96k
2.02k
Algeria
float64
2.22M
9.03M
Angola
float64
43.6M
102M
Benin
float64
570k
3.99M
Botswana
float64
16.8M
53.8M
Burkina Faso
float64
2.78M
34.8M
Burundi
float64
22.5k
1.92M
Cabo Verde
float64
0
156k
Cameroon
float64
5.72M
27.5M
Central African Republic
float64
1.39k
88.8M
Chad
null
Comoros
float64
19.7k
2.09M
Congo, Dem. Rep.
float64
4.66M
63.2M
Congo, Rep.
float64
27.1M
82.8M
Cote d'Ivoire
float64
56.3M
241M
Djibouti
float64
1.33M
88.7M
Egypt, Arab Rep.
float64
56.1M
767M
Equatorial Guinea
null
Eritrea
null
Eswatini
float64
699k
11.4M
Ethiopia
float64
5.6M
44.1M
Gabon
float64
29.6M
129M
Gambia, The
float64
0
24.5k
Ghana
float64
8.56M
96M
Guinea
float64
800k
3.6M
Guinea-Bissau
float64
18
18
Kenya
float64
45.7M
136M
Lesotho
float64
237k
3.06M
Liberia
float64
3.04k
35M
Libya
float64
1.13M
1.13M
Madagascar
float64
3.06M
80.4M
Malawi
float64
1.07M
22.8M
Mali
float64
3.02M
11.1M
Mauritania
float64
44
3.64M
Mauritius
float64
355k
103M
Morocco
float64
564M
1.72B
Mozambique
float64
2.25M
105M
Namibia
float64
169k
114M
Niger
float64
1.84M
72.9M
Nigeria
float64
7.39M
495M
Rwanda
float64
1.1M
14.9M
Sao Tome and Principe
float64
4.08k
1.33M
Senegal
float64
7.56M
105M
Seychelles
float64
711
35.3M
Sierra Leone
float64
553
379k
Somalia
null
South Africa
float64
1.48B
2.86B
South Sudan
null
Sudan
float64
6.5k
1.53M
Tanzania
float64
9.22M
186M
Togo
float64
97.8k
3.2M
Tunisia
float64
744M
1.2B
Uganda
float64
3.64M
177M
Zambia
float64
2.6M
183M
Zimbabwe
float64
4.79M
59M
1,960
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
1,961
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
1,962
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
1,963
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
1,964
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
1,965
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
1,966
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
1,967
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
1,968
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
1,969
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
1,970
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
1,971
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
1,972
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
1,973
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
1,974
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
1,975
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
1,976
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
1,977
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
1,978
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
1,979
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
1,980
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
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22,564
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989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
2,005
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
2,006
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
2,007
6,815,093
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
9,295,683
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
86,882,853
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
1,933,150,392
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
2,008
8,596,814
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
186,084,319
1,331,100
102,650,631
null
null
2,364,954
8,353,857
77,925,114
22,564
9,152,124
989,751
18
80,115,543
817,863
35,034,938
1,125,922
80,367,513
2,124,316
3,373,034
44
102,798,711
564,402,063
104,748,498
24,463,166
4,864,197
47,289,187
14,886,450
4,359
48,947,206
3,577,815
2,251
null
2,089,264,358
null
6,500
16,576,002
97,773
768,243,968
5,462,128
4,001,399
58,984,637
2,009
4,615,916
102,003,479
569,796
26,827,409
18,492,513
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
197,108,462
1,331,100
86,522,520
null
null
2,067,521
6,989,321
77,925,114
22,564
9,152,124
989,751
18
98,510,554
817,863
35,034,938
1,125,922
11,497,504
3,765,879
3,288,608
44
22,748,807
564,402,063
104,748,498
44,986,748
4,864,197
47,289,187
14,886,450
4,359
105,118,316
3,577,815
2,251
null
1,483,141,300
null
6,500
19,092,797
255,620
744,466,250
3,640,910
4,979,110
7,586,439
2,010
5,377,821
102,003,479
569,796
26,827,409
11,301,002
52,352
0
13,496,358
632,110
null
194,928
63,192,320
49,507,331
70,492,080
5,569,426.75
104,581,856
null
null
2,320,779
9,180,690
77,925,114
22,564
9,152,124
989,751
18
117,847,746
817,863
35,034,938
1,125,922
18,882,374
1,802,093
3,204,182
44
6,212,760
564,402,063
104,748,498
50,571,766
4,573,268
63,081,914
1,238,517
4,359
14,627,178
3,577,815
2,251
null
2,498,966,663
null
6,500
28,334,815
164,313
999,336,267
6,764,101
2,600,041
9,504,795
2,011
3,565,017
102,003,479
569,796
26,827,409
8,259,133
52,352
62,511
13,496,358
1,394
null
194,928
63,192,320
49,507,331
176,346,416
9,807,753.5
133,427,058
null
null
1,367,686
5,740,332
29,617,393
22,564
23,837,344
989,751
18
104,591,991.666667
817,863
35,034,938
1,125,922
65,670,723
22,804,360
7,320,665
44
9,788,104
564,402,063
104,748,498
48,214,196
3,285,632
40,538,812
3,358,273
4,359
9,078,755
3,577,815
2,251
null
2,745,990,089
null
6,500
43,178,785
855,900
1,085,024,422
153,400,859
11,889,970
8,976,852
2,012
2,215,525
102,003,479
569,796
26,827,409
10,978,416
52,352
0
13,496,358
134,458
null
194,928
63,192,320
49,507,331
96,850,645
14,046,080.25
78,780,667
null
null
698,635
8,250,875
129,190,911
12,713
74,464,827
989,751
18
91,336,237.333333
817,863
35,034,938
1,125,922
6,916,909
1,663,907
3,974,159
44
10,637,134
564,402,063
104,748,498
108,461,161
4,737,341
77,755,370
1,097,405
101,787
8,594,912
3,577,815
2,251
null
2,861,275,747
null
6,500
99,499,785
681,561
854,246,053
177,482,058
46,122,333
20,208,296
2,013
3,260,377
102,003,479
569,796
26,827,409
14,208,169
52,352
165.5
13,496,358
10,012
null
194,928
63,192,320
49,507,331
165,475,569
18,284,407
72,676,207
null
null
1,162,950
5,597,838
38,531,502
24,497
62,205,333
989,751
18
78,080,483
817,863
35,034,938
1,125,922
46,778,145
10,906,009
5,507,066.25
44
6,397,088
564,402,063
82,425,059
72,391,902
53,489,209
91,782,074
2,392,667
117,701
11,616,694
3,577,815
2,251
null
2,615,633,129
null
1,401,074
50,138,761
938,952
801,060,250
9,213,750
16,747,925
18,935,955
2,014
4,033,112
102,003,479
3,987,990
19,204,185
13,835,438
392,605
331
27,500,532
2,050,660
null
194,928
63,192,320
49,507,331
241,143,808
22,522,733.75
168,393,198
null
null
1,063,575
24,230,914
89,390,082
0
96,040,603
3,601,290
18
79,645,993.5
817,863
35,034,938
1,125,922
11,096,042
9,986,124
7,039,973.5
44
354,999
564,402,063
44,098,229
114,166,739
72,921,911
140,225,736
6,763,641
4,081
14,570,001
2,061,796
2,251
null
2,807,326,935
null
1,230,308
28,115,055
531,884
871,478,331
11,575,196
18,101,351
12,120,906
2,015
2,549,728
102,003,479
1,171,209
37,935,089
5,765,833
762,345
251.25
14,038,025
4,091,308
null
135,535
63,192,320
53,856,827
187,852,042
26,761,060.5
89,778,932
null
null
2,771,688
15,626,489
61,949,326
738
89,431,412
2,455,734
18
81,211,504
817,863
35,034,938
1,125,922
12,823,723
1,895,328
8,572,880.75
44
1,289,226
564,402,063
31,400,311
6,257,803
11,881,005
495,095,302
8,666,022
222,420
28,135,985
1,372,918
553
null
2,810,596,503
null
1,014,184
9,429,192
3,127,071
838,436,577
9,706,303
29,388,136
11,810,010
2,016
4,844,795
101,168,422
577,999
29,033,590
6,875,574
600,998
171.5
11,759,707
6,613,251
null
19,666
5,559,878
71,754,303
126,579,773
30,999,387.25
56,095,790
null
null
2,250,765
10,506,299
94,533,513
0
21,058,841
799,556
18
136,067,548
3,060,332
35,034,938
1,125,922
10,870,921
2,983,847
10,105,788
44
1,053,133
602,597,980
12,215,239
24,272,101
4,109,929
7,388,348
5,547,310
739,677
23,026,460
1,062,096
1,150
null
2,398,089,362
null
1,526,016
17,985,730
289,271
871,067,168
8,458,426
182,881,125
13,725,165
2,017
9,028,313
90,114,520
3,522,293
53,818,634
5,350,847
224,837
91.75
15,101,442
35,462,286
null
2,087,641
9,340,030
82,791,344
137,431,681
35,237,714
73,845,752
null
null
3,620,940
7,937,400
51,877,570
2,090
41,175,497
799,556
18
48,618,065
1,008,052
35,034,938
1,125,922
9,810,822
1,072,475
3,017,420
1,162.333333
28,412,077
691,266,526
32,332,952
2,162,374
17,744,305
18,315,636
3,552,188
386,566
18,853,043
35,294,430
1,349
null
2,198,581,396
null
549,176
16,954,704
3,202,737
850,828,851
8,123,723
36,185,168
11,180,300
2,018
9,028,313
62,390,526
1,403,781
39,468,568
6,498,091
1,919,722
12
16,426,545
8,173,212
null
28,546
26,163,468
40,604,431
78,786,305
39,476,040.75
124,115,195
null
null
11,447,254
9,903,649
98,516,906
6,065
50,025,593
799,556
18
54,893,824
434,789
9,816,795
1,125,922
8,235,322
1,170,462
10,404,137
2,280.666667
31,292,625
836,699,067
27,233,066
2,888,325
5,845,178
41,645,089
3,510,626
1,332,857
28,155,690
5,531,342
379,079
null
2,091,970,957
null
869,554
186,259,360
337,247
828,929,551
19,620,087
25,103,534
9,709,358
2,019
9,028,313
79,264,147
700,714
18,663,246
34,843,264
44,806
155,282
12,928,297
88,772,322
null
831,114
32,092,118
29,719,757
141,805,000
43,714,367.5
323,587,661
null
null
3,567,569
44,073,888
64,376,117
402
9,976,531
799,556
18
82,489,558
1,323,583
1,141,739
1,125,922
7,250,779
4,011,025
11,053,681
3,399
24,299,494
1,017,946,687
4,329,718
169,247
1,838,136
85,424,677
6,910,595
191,951
9,427,038
1,946,698
379,079
null
1,833,309,591
null
869,554
9,216,395
198,643
840,506,111
15,782,091
21,464,462
27,782,789
2,020
9,028,313
46,120,730
1,410,633
16,838,415
4,097,239
22,492
62,460
6,620,517
106,849
null
38,577
17,461,774
37,906,534
56,250,897
47,952,694.25
347,931,933
null
null
3,747,606
43,204,864
59,109,890
1,274
9,268,087.5
799,556
18
85,930,692
237,290
3,035
1,125,922
3,274,143
1,317,730
11,053,681
1,190,218
20,091,030
850,002,482
2,250,366
181,587
8,771,623
190,326,678
5,221,136
139,614
7,556,051
1,315,183
379,079
null
1,835,319,303
null
869,554
18,387,069
915,082
832,607,036
11,773,219
10,714,229
8,275,259
2,021
9,028,313
43,596,708
1,211,677
23,428,722
3,595,403
52,895
134,350
5,718,462
878,109
null
28,418
4,658,514
38,829,158
56,851,004
52,191,021
645,859,214
null
null
4,198,951
24,782,074
40,017,534
20
8,559,644
799,556
18
57,056,299
535,475
961,787
1,125,922
3,063,735
4,625,003
11,053,681
1,380,718
2,679,317
1,132,107,354
8,017,648
639,994
12,797,212
195,947,207
9,522,923
78,068
26,333,300
784,869
379,079
null
2,418,464,070
null
869,554
14,675,348
1,274,941
959,678,980
17,816,471
10,218,867
4,788,223
2,022
9,028,313
77,204,455
1,478,628
38,953,785
2,782,855
279,944
155,610
5,718,462
16,373,796
null
28,418
17,597,529
27,110,079
58,387,740
75,036,421
766,542,713
null
null
3,985,543
9,017,811
78,992,997
24,121
20,927,708
799,556
18
45,746,966
666,218
859,787
1,125,922
3,306,828
2,422,189
11,053,681
1,093,142
16,986,363
1,392,530,221
18,227,789
764,250
5,924,134
76,668,152
6,797,226
15,026
37,258,335
8,462,099
379,079
null
2,494,861,682
null
869,554
17,578,118
1,239,758
1,041,437,024
23,040,470
8,748,554
7,822,102
2,023
9,028,313
89,918,197
1,700,350
25,600,565
8,323,768
279,944
73,876
5,718,462
221,989
null
28,418
9,864,324
27,110,079
110,019,023
88,653,670
697,613,295
null
null
3,576,837
9,855,262
40,040,970
14,930
20,813,123
799,556
18
60,148,845
480,654
97,955
1,125,922
3,982,231
4,133,308
11,053,681
3,637,891
6,408,555
1,723,700,823
16,632,000
845,964
2,603,432
65,160,240
6,797,226
70,979
22,544,982
711
379,079
null
2,215,402,355
null
869,554
43,110,701
2,229,077
1,198,528,314
16,912,260
14,668,136
10,554,661
2,024
9,028,313
89,918,197
1,700,350
25,600,565
8,323,768
279,944
73,876
5,718,462
221,989
null
28,418
9,864,324
27,110,079
110,019,023
88,653,670
697,613,295
null
null
3,576,837
9,855,262
40,040,970
14,930
20,813,123
799,556
18
60,148,845
480,654
97,955
1,125,922
3,982,231
4,133,308
11,053,681
3,637,891
6,408,555
1,723,700,823
16,632,000
845,964
2,603,432
65,160,240
6,797,226
70,979
22,544,982
711
379,079
null
2,453,906,343
null
869,554
43,110,701
2,229,077
1,198,528,314
16,912,260
14,668,136
10,554,661

Africa: High-technology exports (current US$)

Dataset summary

  • This dataset provides values for "High-technology exports (current US$)" across African countries, standardized and made ML-ready.
  • Geographic scope: 54 African countries.
  • Temporal coverage: 1960–2024 (annual).
  • Units: As defined by the World Bank indicator.

Source & licensing

  • Source: World Bank – World Development Indicators (WDI), Indicator code: TX.VAL.TECH.CD.
  • License: World Bank Open Data terms. Users are responsible for compliance with the World Bank Data Terms of Use.

Intended uses

  • Cross-country analyses and visualization related to trade, logistics, and economic indicators.
  • As an input feature for ML models in trade, development, and economic domains.
  • Educational and exploratory data analysis.

Use with caution for early years and countries with imputed values.

Processing summary

Missing values in the pivot were handled via:

  • Linear interpolation along years (limit_direction="both")
  • Forward fill
  • Backward fill Countries with no observations across all years remain entirely NaN.

Coverage and data quality notes

  • Earliest non-missing observation (across all countries): 2007.
  • Countries with no observations (all NaN in pivot):
    • Chad, Equatorial Guinea, Eritrea, Somalia, South Sudan.
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