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stringlengths
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24
Country Code
stringlengths
3
3
1960
float64
-61,334
31.3k
1961
float64
-123,928
57.7k
1962
float64
-112,676
69.8k
1963
float64
-124,175
72.8k
1964
float64
-108,798
76.3k
1965
float64
-142,810
82.5k
1966
float64
-82,767
77.4k
1967
float64
-85,173
81.9k
1968
float64
-87,730
78.9k
1969
float64
-90,395
73.2k
1970
float64
-37,058
61.5k
1971
float64
-56,503
69.7k
1972
float64
-118,457
77.2k
1973
float64
-73,439
173k
1974
float64
-62,973
79.4k
1975
float64
-71,421
300k
1976
float64
-115,544
303k
1977
float64
-527,133
129k
1978
float64
-210,991
402k
1979
float64
-711,455
583k
1980
float64
-903,529
391k
1981
float64
-332,129
628k
1982
float64
-139,974
293k
1983
float64
-507,539
310k
1984
float64
-219,755
291k
1985
float64
-222,315
245k
1986
float64
-245,968
234k
1987
float64
-441,710
272k
1988
float64
-415,660
380k
1989
float64
-266,281
256k
1990
float64
-712,544
407k
1991
float64
-568,166
860k
1992
float64
-271,093
253k
1993
float64
-684,261
288k
1994
float64
-2,078,111
1.23M
1995
float64
-273,434
440k
1996
float64
-777,833
1.37M
1997
float64
-527,356
410k
1998
float64
-150,271
296k
1999
float64
-157,090
110k
2000
float64
-165,181
83k
2001
float64
-173,745
228k
2002
float64
-180,603
86.6k
2003
float64
-281,001
105k
2004
float64
-185,392
110k
2005
float64
-199,378
133k
2006
float64
-211,387
154k
2007
float64
-201,769
167k
2008
float64
-192,199
166k
2009
float64
-324,478
184k
2010
float64
-339,466
299k
2011
float64
-562,827
194k
2012
float64
-232,712
264k
2013
float64
-250,964
232k
2014
float64
-471,523
273k
2015
float64
-236,207
641k
2016
float64
-879,235
441k
2017
float64
-670,477
442k
2018
float64
-124,246
318k
2019
float64
-144,920
331k
2020
float64
-89,440
370k
2021
float64
-154,359
458k
2022
float64
-118,843
233k
2023
float64
-1,349,998
497k
2024
float64
-544,257
204k
Angola
AGO
-40,935
-74,774
-77,265
-78,700
-79,977
-81,111
-82,767
-85,173
-87,730
-90,395
-36,456
4,386
47,611
54,650
53,232
52,662
47,927
61,110
61,200
64,158
72,192
70,910
75,921
82,958
78,529
74,738
64,974
62,820
65,028
63,586
64,821
46,143
53,310
52,879
61,569
55,568
61,681
67,944
70,527
70,301
72,793
77,458
82,292
80,828
90,553
87,050
95,431
100,563
100,370
105,077
122,418
128,800
130,643
124,478
84,535
74,171
91,614
77,731
61,632
58,984
7,556
29,094
-995
-995
-2,629
Burundi
BDI
-14,620
15,094
-15,378
-11,502
29,639
-13,947
5,262
-9,821
-5,917
-25,292
-6,346
-7,569
-118,457
2,843
10,065
-20,693
-12,848
1,884
8,247
-40,126
149,361
-58,723
-3,844
-41,756
-29,534
-66,574
-55,742
-21,179
-46,464
-43,561
-39,926
-39,236
35,769
-684,261
516,373
-84,697
-226,317
-84,126
13,840
-34,465
-40,032
9,967
-16,871
36,719
47,091
17,905
15,322
22,129
79,319
184,359
11,845
-19,513
22,617
-2,285
-6,856
-236,207
-109,296
-68,349
68,141
14,253
-10,189
-14,415
1,995
1,995
-27,074
Benin
BEN
-4,722
-4,791
-4,844
-4,847
-4,839
-4,793
-4,764
-4,756
-4,756
-4,792
-4,851
-4,921
-4,970
-4,960
-4,814
-4,607
-4,308
-4,022
-3,731
-3,365
-2,946
-2,543
-2,253
-2,090
-2,018
-1,953
-1,899
-1,792
-1,867
-315
-333
0
-138
156,223
-85,128
-45,469
-16,490
-1,322
2,051
3,177
3,335
3,732
3,572
4,283
4,173
30,495
-15,135
241
3,198
4,279
3,947
4,283
1,260
-887
3,667
3,369
3,837
3,716
3,372
3,366
1,729
1,729
-192
-192
-7,725
Burkina Faso
BFA
-23,220
-24,687
-26,040
-26,382
-26,307
-25,398
-27,301
-26,444
-27,461
-28,406
-28,832
-34,524
-33,679
-34,452
-30,599
-30,484
-25,786
-18,914
-19,274
-18,559
-15,345
-17,797
-15,879
-11,618
-12,445
-16,623
-25,051
-29,081
-30,068
-31,843
-32,970
-50,451
-45,003
-43,784
-37,554
-38,943
-44,314
-37,200
-5,367
-1,922
3,877
10,654
16,076
15,359
17,570
9,795
-4,218
-28,202
-40,725
-40,148
-42,055
-33,391
-20,930
-33,212
-17,984
-19,726
-7,598
-14,780
-23,938
-25,240
-5,661
-13,079
-24,960
-24,957
-25,807
Botswana
BWA
-4,331
-4,168
-4,028
-4,000
-4,126
-14,753
-15,140
-15,438
-15,681
-15,870
-16,054
-3,016
5,937
10,615
8,854
11,086
11,914
13,708
26,015
15,918
-10,849
7,610
1,751
1,980
2,393
2,683
2,558
2,624
-215
1,495
2,580
4,311
8,026
8,441
9,023
9,464
9,368
9,597
9,685
9,762
9,798
7,991
4,747
4,488
4,314
4,283
4,270
3,926
4,343
4,960
5,151
-1,019
-6,636
-7,836
-8,893
-9,599
-10,286
-10,916
-11,623
-11,770
-11,330
-4,083
-7,306
-6,487
-5,778
Central African Republic
CAF
474
474
474
474
474
474
474
474
474
-80
-3,693
-7,259
-9,634
-9,800
-9,838
-9,895
-33,645
-35,782
-37,874
-39,850
-41,539
-42,872
-43,908
-44,780
-45,591
-46,427
-47,332
-47,428
-31,016
409
1,995
4,381
9,269
9,930
9,496
-12,986
2,697
2,034
4,479
6,284
8,079
-33,006
5,992
-18,097
-16,510
-13,604
-41,282
-30,352
-28,983
-28,899
-43,126
-86,281
-111,764
-112,382
-174,051
-63,045
-52,607
-58,584
-52,954
-36,849
-24,745
-85,646
-17,430
-14,682
-15,357
Cote d'Ivoire
CIV
31,307
36,410
39,670
40,125
40,125
40,125
40,125
40,125
41,198
48,192
58,883
69,728
77,213
78,963
79,445
79,766
12,735
22,452
31,822
40,355
47,031
51,354
53,384
53,646
52,594
50,872
48,233
45,028
53,187
67,324
79,979
92,228
104,006
113,215
120,247
124,501
125,556
124,443
109,961
-42,777
-63,843
-76,679
-90,503
-99,880
-108,869
-117,342
-124,651
-130,079
-150,037
-168,027
-182,689
-200,010
-232,712
-250,964
-23,011
522
18,568
-796
5,395
2,043
-12,390
1,322
26,777
6,002
7,838
Cameroon
CMR
0
0
0
0
0
-39
-96
-148
-204
-286
-367
-439
-473
-466
-377
-237
-19,994
-20,622
-1,282
-12,108
70,589
27,845
-139,974
-37,346
-3,512
-3,604
-3,671
-3,829
-16,016
-11,244
-8,163
-14,520
-13,702
-9,601
-12,028
-12,661
-12,738
-13,842
-12,446
-17,398
-21,221
-19,203
-10,766
-18,568
-19,444
-27,775
-28,528
-10,807
-10,720
-10,203
-9,366
-12,669
-7,523
-6,900
96,599
42,008
13,255
-37,912
-9,184
-12,255
-9,888
-9,888
-4,798
-4,798
-13,892
Congo, Dem. Rep.
COD
27,673
35,654
39,431
41,960
48,207
61,397
54,443
64,307
57,274
46,778
39,116
-5,497
2,840
7,414
3,216
-972
-25,965
-26,355
268,974
181,028
51,685
54,656
97,495
146,095
190,045
118,791
70,988
111,220
101,314
84,415
219,270
86,721
252,666
240,176
1,232,105
-273,434
-777,833
-527,356
295,560
109,761
79,340
26,523
-17,358
-106,731
4,260
20,384
-29,715
-99,742
-82,339
-46,009
8,823
40,891
53,668
121,097
36,966
-17,711
440,748
176,290
-124,246
-144,920
-1,633
-64,639
-14,991
-14,992
-26,968
Congo, Rep.
COG
0
0
0
0
0
0
0
0
0
0
0
0
0
-22
-312
-10,944
-11,971
-12,673
-13,356
-14,378
-14,972
-15,630
-16,664
-18,720
0
182
367
525
22
1,214
-395
1,966
0
10,218
1,850
3,747
1,085
-20,704
10,500
2,470
79,780
-764
-16,140
26,280
25,412
38,337
35,475
31,239
1,774
86,014
12,318
5,262
-26,643
-24,605
-21,598
-18,207
-14,783
-11,601
-8,856
-6,268
-4,472
-4,476
-995
-995
-2,491
Comoros
COM
-1,406
-1,518
-1,667
-1,764
-1,924
-2,261
-1,408
465
592
769
966
1,216
1,461
1,684
1,840
1,986
1,585
1,377
909
468
-344
-999
-1,065
-1,122
-1,259
-1,339
-1,502
-1,687
-1,832
-1,860
-2,141
-3,323
-5,198
-5,196
-5,024
-4,951
-4,805
-4,508
-4,194
-3,490
-2,557
-2,029
-1,925
-4,112
-2,455
-2,760
-3,020
-3,147
-3,294
-3,553
-3,832
-3,897
-3,835
-2,365
-2,667
-2,815
-2,938
-2,920
-2,917
-2,916
-1,766
-1,766
-2,002
-2,002
-2,051
Cabo Verde
CPV
-2,267
49
904
945
1,006
1,093
1,230
1,376
1,521
1,608
172
-4,085
-6,316
-6,410
-6,512
-5,829
-6,389
-6,730
-6,833
-6,875
-5,980
-5,684
-5,629
-5,834
-6,035
-6,192
-6,314
-6,418
-6,474
-5,704
-2,398
-2,924
-3,231
-3,393
-3,299
-3,125
-3,297
-3,211
-3,332
-3,371
-2,772
-2,528
-2,751
-2,898
-2,993
-2,768
-2,408
-2,200
-2,340
-2,618
-5,069
-7,226
-6,779
-6,622
-6,578
-6,226
-6,004
-5,550
-4,679
-4,001
-3,362
0
-1,253
-1,226
-1,209
Djibouti
DJI
886
1,136
1,695
2,257
2,846
3,023
3,014
3,001
3,001
4,995
5,004
6,184
6,690
7,583
9,910
13,029
16,028
17,961
17,788
14,726
10,121
5,502
2,450
2,441
5,452
9,997
14,543
17,545
17,242
33,465
49,970
21,510
-65,203
8,896
-15,756
-3,163
2,652
13,625
10,352
7,046
5,632
7,629
5,022
-5,636
-5,249
-3,779
2,719
1,253
2,148
2,770
2,129
2,090
2,104
2,033
1,900
1,723
1,623
1,535
1,435
1,322
1,300
1,300
500
500
-11
Algeria
DZA
-55,212
-123,928
-112,676
-124,175
-108,798
-142,810
-29,832
-23,983
-23,870
-28,535
-37,058
-35,141
-32,832
-29,938
-27,605
300,482
302,662
5,360
19,317
24,311
32,879
39,043
48,660
61,292
68,774
75,729
64,381
24,933
24,376
-234
1,962
-6,945
44,102
14,289
430
37,817
71,139
87,582
-13,991
-5,657
-16,454
-26,539
-36,255
-39,421
-38,648
-51,345
-44,138
-25,046
-2,101
-4,458
-10,788
-20,108
-26,763
-30,052
-30,064
-27,638
-6,438
-14,403
-27,146
-27,786
-10,798
-10,803
-14,684
-25,963
-31,240
Egypt, Arab Rep.
EGY
-2,954
23,184
25,696
25,109
20,596
17,605
10,089
6,286
-764
-6,703
-35,064
-56,503
-55,282
-55,702
-60,174
-62,368
-115,544
-73,705
-73,664
-64,757
738
4,140
51,229
129,242
122,791
112,411
31,299
58,678
66,147
52,648
406,994
-33,952
74,950
-35,669
-36,738
-38,920
-44,272
-45,599
78,858
22,026
27,873
556
11,205
9,854
-3,044
-37,129
-118,055
-173,021
-192,199
-175,191
-194,100
126,170
-2,626
130,305
-92,801
-193,298
-71,604
-80,000
20,788
7,050
6,016
6,161
13,707
305,006
123,884
Eritrea
ERI
1,045
1,235
1,364
1,368
1,300
1,188
1,063
1,004
1,013
1,199
1,480
1,758
1,953
1,985
1,985
1,985
1,985
1,985
1,985
1,985
1,985
1,985
1,985
1,853
772
-1,073
-1,073
-3,613
-3,612
-7,330
-12,425
-328,546
-22,293
33,688
-25,841
136,105
-52,421
-30,768
-31,951
-3,769
-33,133
41,760
-6,574
76,703
-6,374
-12,835
-49,998
-18,131
17,855
-24,348
-13,361
-32,949
-43,269
-33,974
-75,696
-52,965
-55,431
-38,579
-21,403
-29,818
-14,967
-14,966
-17,134
-15,284
-12,696
Ethiopia
ETH
1,696
6,938
8,960
9,418
10,749
16,348
9,160
14,437
9,992
7,258
8,589
-14,510
-3,375
347
-4,232
-42,540
-36,125
-527,133
-210,991
-711,455
-903,529
628,135
66,702
68,022
137,632
157,476
186,227
251,387
379,966
242,614
296,014
859,737
160,106
141,545
140,715
91,727
41,456
-9,119
-3,011
29,142
-49,891
-19,063
-12,925
-13,744
-25,430
-44,421
-30,512
-381
-20,780
16,315
80,213
116,793
119,517
80,955
103,122
62,785
115,823
71,766
9,302
-10,807
38,866
-1,377
-11,996
-11,996
30,069
Gabon
GAB
0
0
0
0
0
0
0
0
0
2,650
1,882
1,130
639
608
680
792
899
972
990
990
990
990
990
990
990
990
990
990
990
990
990
990
990
1,009
1,110
1,314
1,555
1,786
2,055
2,480
3,086
3,801
4,582
5,434
6,830
8,555
10,382
12,045
13,441
15,277
17,274
18,967
19,973
19,587
16,565
12,041
7,398
4,013
2,886
2,233
1,506
1,503
987
987
1,105
Ghana
GHA
12,181
-48,777
-48,017
-46,516
-43,480
-38,519
-38,143
-35,666
-36,683
-28,752
-10,233
-12,238
-4,589
-1,168
-1,197
-292
-2,528
15,243
18,041
20,291
-13,564
-12,296
7,863
15,276
-105,655
-106,855
-98,099
-84,648
-64,810
-52,293
-46,789
-57,878
-47,736
-49,792
-47,120
-42,558
-37,113
-15,409
-17,564
-17,304
-4,206
36,050
40,573
28,768
34,433
21,272
28,536
32,813
30,506
22,416
-3,726
-720
1,005
-2,377
-6,312
-13,306
7,009
-4,913
-19,375
-21,857
-291
-11,259
-10,003
-10,003
-13,114
Guinea
GIN
0
0
0
0
0
0
0
0
-345
-2,844
-6,906
-11,543
-15,782
-19,065
-22,637
-26,221
-29,220
-31,004
-30,933
-28,770
-25,287
-21,367
-17,920
-15,265
-11,439
-6,965
-2,900
-350
-637
-5,150
107,641
66,718
-3,285
45,616
-8,826
18,021
-4,973
-107,614
-30,903
-46,183
-77,450
-155,020
-33,450
-36,934
-56,036
-71,015
-48,078
-34,311
-32,925
-34,007
-31,327
-29,069
-32,808
-29,136
-22,741
-15,117
-14,189
-13,718
-9,187
-3,240
-4,365
-4,373
-3,997
-3,997
-12,024
Gambia, The
GMB
2,272
2,272
2,272
2,272
2,272
2,272
2,272
2,617
2,705
2,757
2,777
2,817
2,861
2,907
2,610
2,979
3,436
3,969
4,493
4,898
5,268
5,438
5,757
6,713
7,733
8,373
8,934
9,563
10,187
10,765
11,242
11,530
9,182
3,131
-1,586
-2,797
-2,948
-3,098
-3,291
-3,493
-3,670
-3,882
-4,067
-3,713
-3,636
-3,209
-2,666
-2,320
-2,204
-2,259
-2,456
-2,360
-2,332
-2,476
-2,793
-3,224
-3,486
-3,696
-3,944
-4,186
-1,949
-1,949
-3,000
-3,000
-2,989
Guinea-Bissau
GNB
-8,007
-3,575
-3,960
-5,993
-23,936
-19,928
-11,006
1,516
2,769
-11,033
1,123
-13,302
-1,985
-1,985
24,290
28,645
32,113
33,922
32,936
-13,801
-8,086
-8,291
-8,539
-8,729
-8,812
-8,812
-8,748
-8,622
-8,473
-8,296
-8,151
1,621
7,531
8,562
3,174
-4,376
-7,369
-8,176
-8,163
-7,686
-6,971
-6,239
-5,712
-5,487
-5,144
-4,662
-4,142
-3,676
-3,313
-2,821
-2,257
-1,760
-1,442
-1,395
-1,393
-1,393
-1,392
-1,398
-1,396
-1,395
-1,394
-1,395
-1,400
-1,400
-1,712
Equatorial Guinea
GNQ
210
384
528
632
735
837
915
974
565
-2,237
-6,499
-10,760
-13,576
-13,875
-12,983
-11,398
-9,377
-7,131
-4,553
-235
4,903
9,605
12,568
12,766
11,221
8,816
6,317
4,482
3,777
3,545
3,511
3,642
3,867
4,175
4,664
5,300
6,003
6,696
7,307
7,846
26,695
26,919
27,198
27,696
28,578
15,548
16,889
18,433
19,925
21,235
22,027
17,604
17,860
18,106
18,058
17,697
17,107
16,399
15,581
14,695
0
6,493
3,997
3,997
3,891
Kenya
KEN
2,134
4,296
4,521
4,246
4,788
8,524
1,616
5,060
1,611
369
-13,064
-49,671
-48,466
-52,102
-62,973
-71,421
-90,990
-57,493
-60,718
-56,280
-39,920
-52,761
-43,382
-23,905
-33,253
-35,400
-53,183
-48,633
-31,894
-24,949
-11,338
-60,087
-43,085
-61,054
-40,367
-75,506
-79,276
-80,443
-70,023
-13,257
5,407
55,052
10,431
24,175
31,525
5,501
15,767
-11,495
29,612
7,096
-21,069
-44,795
-42,928
-57,634
-72,415
-95,977
-29,728
-68,702
-115,436
-61,949
-17,111
-52,552
-10,003
-10,003
-19,781
Liberia
LBR
1,886
2,115
2,189
2,165
2,189
2,431
1,953
2,177
1,964
1,982
2,285
1,293
2,018
2,272
2,086
2,037
1,246
3,555
3,500
3,500
4,016
2,757
2,530
7,861
7,513
7,487
6,534
6,840
7,734
8,156
-712,544
78,052
56,210
7,300
-121,407
54,372
-37,922
281,480
99,203
53,643
-2,060
7,142
-23,110
-103,564
-1,001
101,019
77,946
65,306
17,404
1,187
2,850
91,981
-25,710
-22,010
-26,690
-15,182
-26,796
-24,807
-23,199
-19,678
-10,107
-11,852
-5,003
-5,002
-7,779
Libya
LBY
22,559
22,504
21,589
18,740
2,084
-15,810
-13,619
-10,384
-6,323
-1,418
745
-4,265
-3,418
20,498
44,946
49,544
53,813
57,867
61,684
64,821
66,739
69,211
-126,400
-140,904
18,039
11,962
5,844
1,740
1,053
981
946
902
843
426
-1,755
-5,068
-8,446
-10,907
-11,479
-10,206
5,634
8,420
10,152
12,073
13,222
11,024
3,351
12,640
15,260
11,670
9,611
-562,827
5,211
25,755
-1,716
-7,660
-5,081
9,208
5,841
-1,352
-694
-694
-2,001
-2,001
3,448
Lesotho
LSO
1,989
2,100
2,172
2,220
2,198
2,239
7,248
9,734
10,108
10,465
10,605
10,563
10,386
10,183
9,972
9,723
2,986
746
1,047
1,285
1,361
1,307
1,281
1,253
1,199
1,222
-7,501
-10,946
-11,028
-11,207
-11,598
-12,114
-12,707
-13,347
-13,953
-14,588
-17,042
-22,396
-23,299
-24,610
-26,220
-27,874
-29,924
-31,723
-33,530
-35,679
-11,416
-5,179
-5,392
-5,599
-5,886
-6,118
-6,425
-6,659
-6,877
-7,087
-6,766
-6,850
-6,892
-6,896
-3,449
-3,449
-6,023
-5,168
-5,107
Morocco
MAR
-19,434
-40,413
-28,071
-56,214
-46,106
-33,139
-26,945
-23,309
-25,267
-24,389
-26,168
-39,385
-47,226
-51,772
-52,927
-51,968
-58,019
-32,161
-30,600
-27,374
-13,899
-22,553
-25,471
-24,988
-39,319
-45,336
-99,905
-104,029
-102,484
-104,509
-97,711
-130,717
-107,911
-121,254
-115,404
-85,386
-95,331
-96,502
-80,286
-74,343
-67,569
-63,967
-67,802
-84,460
-66,749
-59,024
-72,364
-73,759
-78,912
-82,203
-70,510
-67,447
-65,251
-67,096
-72,065
-81,248
-39,302
-60,472
-88,159
-91,217
-35,474
-47,902
-38,594
-39,650
-46,802
Madagascar
MDG
0
0
0
0
-204
-550
-964
-1,383
-1,766
-2,216
-2,658
-3,118
-3,583
-4,037
-4,607
-5,173
-5,655
-5,957
-5,874
-5,126
-4,005
-2,864
-2,093
-1,979
-1,965
-1,947
-1,914
-1,896
-1,883
-1,848
-1,777
-2,330
-2,216
-2,063
-1,905
-1,670
-1,161
-986
-1,222
-1,891
-4,298
-13,014
-18,209
-18,345
-13,393
-4,869
-2,336
-1,563
-1,255
-1,429
-1,979
-2,219
-2,334
-2,445
-2,522
-2,594
-2,687
-2,784
-2,887
-2,976
-1,480
-1,480
-1,487
-1,487
-1,795
Mali
MLI
-10,314
-10,139
-10,821
-11,951
-13,226
-13,662
-17,032
-16,900
-18,015
-18,302
-17,479
-22,127
-19,594
-19,137
-22,449
-26,572
-33,999
-28,853
-31,520
-32,353
-30,156
-34,130
-34,140
-34,132
-47,331
-63,347
-81,970
-90,940
-87,952
-75,771
-68,668
-77,172
-70,789
-68,816
-63,533
-67,763
-67,974
-55,978
-30,255
-21,702
-17,395
-12,507
-8,914
-11,768
-10,796
-17,413
-18,247
-19,945
-24,509
-34,383
-34,483
-43,160
-140,507
-40,951
-50,068
-48,872
-30,251
-33,942
-40,710
-44,373
-14,962
-22,210
-39,951
-39,953
-46,880
Mozambique
MOZ
-54,351
-40,181
-38,504
-37,738
-35,005
-30,538
-31,462
-27,672
-26,872
-24,251
-18,197
11,297
35,023
44,951
51,238
59,562
61,326
91,082
95,859
83,699
-149,650
-58,347
-72,852
-73,899
-70,532
-75,642
-121,350
-441,710
-286,247
-199,509
-127,215
-68,644
-128,960
272,829
938,163
108,751
90,975
-79,732
-74,952
-103,223
-104,476
-105,130
-103,102
-99,484
-100,824
-95,770
-95,333
-100,490
-102,534
-100,625
-97,079
-63,638
-63,131
-57,067
-53,625
-52,374
-43,398
-25,043
-50,224
-49,080
-25,864
-23,103
-34,936
-36,276
-38,940
Mauritania
MRT
-318
-332
-342
-362
-390
-434
-466
-514
-565
-688
-855
-1,014
-1,139
-1,201
-1,321
-1,472
-1,645
-2,999
-2,998
-2,997
-2,997
-2,998
-2,998
-2,998
-2,998
-2,998
-2,998
-2,998
-2,997
-17,941
-3,000
-2,997
34,505
6,217
5,304
-22,997
-28,840
-8,187
-8,504
-2,999
-2,997
-21,067
-18,903
-19,104
-19,042
-18,693
-18,033
-17,048
-3,860
-1,481
1,128
3,272
4,515
-2,987
-2,980
-3,019
-3,008
-3,001
-2,987
-3,019
-1,483
-1,483
2,999
2,999
-2,185
Mauritius
MUS
-7,083
-8,984
-6,107
-5,236
-4,850
-3,597
-4,123
-1,257
-2,445
-674
-1,281
-960
-2,408
-2,144
-4,908
-3,869
-3,807
-3,749
-3,129
-2,363
-1,739
-1,559
-2,226
-1,756
-258
615
852
-300
-1,399
-2,463
-1,938
-1,333
-1,254
-1,189
-1,112
-1,144
-1,092
-1,199
-1,292
-1,463
-2,326
-3,225
-3,150
-3,141
-3,001
-2,840
-2,757
-2,642
-2,589
-2,467
-2,624
-2,465
-3,663
-3,617
-3,691
-3,645
-4,483
-5,322
-5,084
-5,202
-5,895
-4,324
-2,824
-2,824
-2,787
Malawi
MWI
0
0
0
0
0
0
0
0
-924
-2,266
-2,147
-710
48
1,623
3,833
5,162
8,206
19,638
36,225
46,388
52,294
57,376
62,661
68,197
72,435
74,625
62,615
271,693
201,011
180,031
71,111
15,291
37,142
-284,867
-505,365
-66,366
-66,212
-61,646
-39,491
-31,686
-28,098
-28,933
-30,013
-31,729
-32,221
-31,462
-29,450
-22,680
-9,264
-8,590
-9,327
-12,170
-13,561
-12,934
-10,317
-6,471
3,505
982
-3,267
-1,837
-2,655
-2,666
-5,231
-5,811
-1,507
Namibia
NAM
-3,227
-2,807
-2,403
-2,016
-1,660
-1,327
-1,023
-339
-636
-57
-244
-208
-236
-1,066
-744
-553
-5,048
-3,907
-22,827
-4,818
-15,041
-18,901
-889
-481
-267
2,090
3,953
4,559
10,916
75,072
3,969
309
2,487
5,464
5,578
5,712
5,866
6,023
6,180
6,333
5,709
2,869
-1,913
-6,153
-7,192
-8,195
-8,792
-8,905
-8,775
-8,626
-8,518
-4,067
10,957
10,748
11,134
12,755
14,002
16,080
17,920
19,676
27,056
31,327
22,212
11,675
4,211
Niger
NER
-3,641
-2,893
-2,369
-2,289
-2,289
-2,289
-2,289
-2,289
-2,277
-2,245
-2,225
-2,277
-2,525
-2,942
-3,179
-3,254
-3,308
-3,476
-3,494
-3,495
-5,564
-7,559
-8,935
-9,209
-9,208
-6,126
-2,728
-2,338
-1,139
613
73
-1,500
-2,258
-2,269
-959
3,843
-8,057
-13,680
-7,298
-12,037
-8,522
-8,654
-9,550
-8,841
-9,070
-9,700
-10,054
-10,069
-9,847
-9,014
-8,033
-6,941
18,714
-2,543
3,891
17,051
14,833
-6,830
-3,830
-15,778
-4,402
-4,405
995
995
-4,041
Nigeria
NGA
12,131
25,515
27,906
27,115
26,411
32,988
12,513
18,683
9,615
6,912
7,953
-35,639
-12,962
-618
44,281
75,603
72,889
129,075
111,258
137,721
198,672
106,723
101,116
-507,539
113,758
61,514
29,682
64,418
93,510
99,588
135,959
42,760
138,412
90,200
128,134
73,243
84,448
96,885
145,575
97,195
74,535
64,163
69,594
33,857
46,370
-17,146
-12,093
-9,162
-13,646
-18,422
47,966
67,808
71,138
40,201
-19,376
-116,162
75,265
78,685
-76,565
-99,722
-14,497
-86,115
-51,680
-57,936
-35,202
Rwanda
RWA
-13,198
-20,508
-25,594
-25,524
-19,458
-9,774
-1,930
4,655
4,728
2,983
1,149
-4,230
-4,156
-3,862
-4,535
-4,791
-7,027
-11,084
-13,838
-15,669
-16,359
-16,453
-15,818
-14,560
-12,899
-11,031
-8,982
-7,062
-5,285
-2,826
-41,483
-59,519
-12,334
236,110
-2,078,111
439,995
1,367,700
410,106
-129,089
-146,162
-153,588
-152,197
-91,518
-25,355
-31,214
-33,830
-34,008
-32,537
-31,913
-30,128
-29,501
-27,915
-25,260
-16,779
-19,505
-21,862
-24,474
-25,634
-25,323
-24,492
-22,251
-21,492
-9,001
-9,001
-15,582
Sudan
SDN
2,194
3,904
4,387
4,263
4,505
6,367
2,813
4,508
2,776
2,476
4,479
-3,577
2,238
173,143
6,023
62,843
22,147
58,540
177,153
120,613
208,602
96,697
124,007
-54,325
-219,755
-222,315
-245,968
-228,756
-235,213
-241,979
-254,825
-261,341
-271,093
-166,861
-144,324
-144,670
-310,221
-148,368
-150,271
-157,090
-165,030
-173,745
-180,603
-281,001
-185,392
-199,378
-211,387
-201,769
-73,188
-80,159
-339,466
-347,024
-232,196
-194,001
92,504
66,476
84,728
441,623
125,499
-39,491
-65,933
31,664
-26,668
-1,349,998
-544,257
Senegal
SEN
9,337
9,549
9,809
10,371
11,892
13,913
15,849
17,107
17,264
16,887
16,168
15,131
13,852
11,382
3,347
-7,870
-18,716
-35,731
-36,559
-35,022
-32,616
-29,959
-27,672
-26,222
-24,858
-18,644
-12,655
-12,086
-12,036
-12,362
-12,959
-13,783
-14,796
-16,649
-22,633
-31,001
-39,162
-44,506
-45,189
-44,284
-42,854
-41,422
-40,554
-57,213
-59,879
-61,781
-64,254
-66,580
-67,812
-69,239
-69,888
-43,350
-42,978
34,878
36,030
34,387
29,498
29,605
33,567
38,386
33,848
25,519
16,425
-9,999
-10,307
Sierra Leone
SLE
-3,528
-2,947
-2,658
-2,480
-2,308
-1,851
-2,911
-2,819
-3,743
-4,485
-4,957
-8,162
-8,267
-9,322
-11,473
-13,058
-15,686
-12,399
-13,073
-13,095
-11,641
-12,699
-11,379
-8,783
-8,708
-7,873
7,992
9,558
9,470
-5,079
131,587
-238,965
-129,565
-95,476
-77,371
-112,857
-52,110
-48,437
-76,766
-84,926
83,013
227,791
86,578
69,185
23,897
-1,805
-34,052
-6,042
1,182
18,145
7,983
6,895
988
2,773
485
-356
4,657
1,234
-2,741
-2,238
1,292
-1,544
-4,000
-4,000
-11,000
Somalia
SOM
750
1,336
1,496
1,449
1,518
2,142
941
1,498
906
690
1,104
-1,850
-351
143
-495
-1,934
-3,831
2,170
402,005
582,746
65,519
-332,129
6,115
9,505
60,630
62,183
74,424
-17,391
-415,660
-266,281
-248,155
-568,166
-179,675
261,815
-50,921
65,888
-46,291
49,692
55,426
37,548
53,580
40,274
12,603
33,174
17,353
-5,955
-67,200
8,476
-102,035
-101,795
-88,448
-326,192
-51,833
20,723
6,065
-17,178
124,017
38,067
40,844
53,124
77,259
35,506
-92,434
46,217
26,859
South Sudan
SSD
995
1,194
1,386
1,591
1,785
1,591
1,386
1,194
995
786
587
394
193
0
-192
-395
-995
-1,997
-2,998
-3,997
-4,997
-5,994
-6,983
-7,986
-8,984
-9,986
-10,973
-11,976
-97,065
-130,821
12,988
14,327
15,077
15,772
16,407
17,077
17,953
48,280
64,285
70,271
74,227
77,856
82,847
91,951
110,182
132,869
153,926
167,350
165,557
139,129
299,402
194,325
125,771
65,337
-471,523
-159,822
-654,225
-670,477
157,408
65,198
62,935
-154,359
40,259
455,000
15,374
Sao Tome and Principe
STP
-860
-960
-927
-886
-819
-765
-688
-606
-520
-469
-279
-430
-517
-525
-474
-392
-302
-255
-279
-491
-770
-1,067
-1,203
-1,203
-1,041
-828
-614
-470
-465
-571
-727
-1,362
-1,432
-1,527
-1,644
-1,829
-1,974
-2,153
-2,364
-2,594
-2,798
-1,289
-690
-816
-894
-941
-1,031
-1,127
-1,203
-1,328
-1,529
-1,616
-1,739
-1,787
-1,801
-1,809
-1,793
-1,779
-1,757
-1,716
0
-782
-592
-592
-604
Eswatini
SWZ
-2,082
-2,270
-2,390
-2,358
-2,049
-1,578
-1,557
-2,964
-3,029
-3,127
-3,230
-3,325
-3,435
-3,555
-3,665
-3,794
-3,469
-2,838
-3,040
-3,210
-3,350
-3,464
-3,574
-3,429
-3,949
1,792
1,353
2,417
14,879
5,477
7,169
7,496
6,011
-6,692
-48,259
-3,023
-3,049
-5,911
-8,505
-8,421
-8,563
-8,788
-9,209
-9,595
-9,863
-10,330
-10,923
-9,271
-9,822
-10,989
-11,334
-11,596
-12,294
-12,664
-12,724
-12,582
-12,481
-8,658
-8,546
-8,439
-4,242
-4,242
-8,549
-8,549
-6,754
Seychelles
SYC
-180
-153
-128
-107
-74
-20
-94
-15
54
43
69
102
266
327
174
259
472
140
-587
-509
-587
-565
-357
-439
-493
-458
-487
-363
-196
-206
-228
-342
-289
-316
-231
-171
-266
-11
512
491
461
509
425
316
317
214
264
173
105
105
740
1,551
1,538
1,717
1,742
1,719
1,682
1,693
1,733
1,770
1,726
2,086
1,788
1,809
1,747
Chad
TCD
-672
-760
-890
-1,228
-2,518
-4,384
-6,283
-7,771
-8,396
-8,714
-8,931
-9,153
-9,526
-10,737
-15,686
-22,768
-29,755
-34,318
-34,856
-9,974
-210,126
-13,232
217,242
247
-164,489
-30,686
42,093
23,220
16,085
4,924
-58,884
112,492
6,013
-146,386
986
152,232
1,259
3,631
2,232
17,175
-3,845
3,484
20,400
105,140
110,387
19,281
23,052
-11,339
36,446
9,108
10,427
29,256
9,514
51,887
20,842
-48,918
21,540
16,916
46,661
-29,451
36,605
74,509
36,670
496,830
204,040
Togo
TGO
-13,868
-14,858
-15,486
-14,361
-6,214
6,104
18,418
26,576
26,860
20,613
10,865
482
-7,661
-11,555
-14,483
-16,973
-18,832
-19,856
-19,163
-13,519
-4,993
3,519
9,163
9,740
7,897
1,242
-436
848
-17
0
44
-51
-122
-291,022
88,992
57,406
40,915
11,898
12,362
11,125
4,715
-1,703
-5,973
-2,793
-1,005
-4,437
21,724
4,813
14,303
-1,985
-1,964
-1,968
-1,983
-1,976
-1,976
-1,976
-1,979
-1,985
-1,985
-1,985
-986
-986
-1,997
-1,997
-14,014
Tunisia
TUN
-61,334
-61,369
-61,260
-60,505
-59,602
-49,751
-27,393
-19,155
-9,848
-10,049
-10,054
-9,949
-9,790
-9,606
-9,254
-8,765
-15,499
-13,910
-26,968
-23,688
-19,321
-24,242
-29,559
-37,895
8,109
2,887
3,464
3,711
3,934
4,100
4,183
16,021
15,124
10,771
-4,271
-8,095
-5,506
-4,756
-4,111
-3,452
-5,937
-7,235
-8,334
-12,459
-23,735
-26,361
-24,098
-21,190
-17,742
-13,512
-14,168
-21,935
-26,059
-17,020
-26,586
-25,229
-23,827
-22,365
-21,012
-19,612
-19,188
-9,190
-14,001
-14,001
-15,221
Tanzania
TZA
1,946
8,338
3,916
4,333
9,090
4,742
5,049
5,265
34,455
37,006
38,635
41,900
57,489
48,363
51,127
53,290
54,875
49,997
27,307
-4,792
-42,588
-42,485
-37,883
58,161
-26,938
86,864
24,101
94,498
-71,012
-71,268
-80,529
-91,851
-83,825
288,004
349,348
-109,971
-473,007
-13,400
-105,184
-4,489
-9,701
-125,375
-118,047
-127,101
-126,490
-128,251
-128,231
-126,793
-184,816
-324,478
-122,020
-84,546
-49,875
1,241
-21,083
201,495
152,194
119,142
-55,444
-63,602
-18,587
-7,704
-37,557
-39,388
-29,865
Uganda
UGA
-7,586
-7,893
-6,470
-3,058
-3,169
-3,716
-3,021
-3,773
-3,214
-14,548
-25,646
-42,642
-86,409
-73,439
-51,910
-47,359
-42,259
-37,671
-34,606
-98,863
-105,900
-83,010
-53,497
-45,776
-8,818
-42,942
-19,485
-22,415
-20,113
-12,576
-21,688
3,643
24,723
18,349
-16,198
-242,378
-22,795
-155,461
6,277
-39,695
-52,824
-95,956
-35,149
-96,429
-138,770
-151,386
-156,232
-154,773
-158,790
-164,553
-168,322
-173,005
-175,936
-176,579
-92,273
-62,366
123,379
92,879
60,724
107,210
43,464
43,464
-118,843
-126,181
-117,924
South Africa
ZAF
18,891
57,728
69,771
72,844
76,298
82,514
77,417
81,932
78,932
73,225
61,514
32,961
38,163
41,125
38,518
38,809
27,333
63,739
62,121
56,323
258,127
279,985
293,195
310,172
290,789
244,940
234,378
231,009
246,382
255,605
259,718
-39,131
-71,342
194,977
-268,849
-98,403
-193,007
-98,181
-82,722
-126,011
-136,794
-60,793
50,313
65,604
58,924
31,286
33,159
36,339
36,869
41,528
68,563
65,166
264,091
232,230
272,697
641,150
-879,235
343,146
318,260
331,124
369,901
458,246
233,284
228,222
166,972
Zambia
ZMB
-3,898
-4,043
-4,428
-4,676
-4,851
-5,023
-5,129
-5,298
-5,447
-11,469
-31,370
-31,651
-31,672
-31,472
-31,178
-30,886
-30,612
-30,423
-30,284
-29,515
-24,664
-16,072
-3,676
-11,849
-18,652
-18,474
-16,610
-26,338
-31,270
-36,736
-38,619
-44,203
-43,656
-47,739
-45,504
-45,423
-38,358
-26,276
-26,796
-16,888
-4,338
23,582
3,206
20,845
7,819
35,316
29,517
49,945
39,249
44,867
22,761
13,569
8,958
15,542
16,574
16,261
25,860
25,789
18,431
18,385
8,156
8,143
-8,566
9,521
7,381
Zimbabwe
ZWE
-8,260
-8,204
-8,529
-8,936
-9,631
-10,465
-11,211
-11,814
-11,997
-12,028
-24,102
-22,719
-20,959
-18,733
-16,105
-28,988
-32,495
-89,270
-170,727
-67,937
390,593
11,523
32,899
4,456
5,124
4,718
6,154
21,308
11,327
3,736
4,948
3,749
75,788
-243,947
-174,723
-45,428
978
395
6,645
-86,343
-165,181
-139,361
-101,212
-96,667
-127,550
-134,212
-57,257
-118,299
-113,858
-108,689
-108,671
-108,714
-177,061
-176,972
-177,029
-162,220
-140,181
-128,241
-117,758
-103,107
-89,440
-74,623
-102,828
-97,380
-60,528

Net Migration Africa | Africa (World Bank)

Size category: n<1K - Formats: csv - Sector: climate_environment - Engineered by Electric Sheep Africa

size sector downloads license

TL;DR

This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.

What This Dataset Covers

Public datasets help analysts inspect structured evidence, build reproducible workflows, and compare patterns across domains.

Dataset context from the existing Hugging Face card: Africa Net Migration Dataset Overview This dataset contains net migration data for African countries from the World Bank. Data Details Indicator Code: SM.POP.NETM Description: Net Migration Geographic Coverage: 54 African countries Time Period: 1960-2024 Data Points: 3,510 observations Coverage: 100.00% of possible country-year combinations File Formats Main Dataset (sm_pop_netm_africa.csv) Rows: 54 countries Columns: 65 years… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/Net-Migration-Africa.

Dataset Profile

Field Value
Hugging Face repo electricsheepafrica/Net-Migration-Africa
Sector climate_environment
Topic tags Migration, climate, biology
Modalities tabular, text
Formats csv
Size category n<1K
Countries Africa-wide or source-defined African coverage
ISO3 coverage not declared
Last modified on HF 2025-08-19 17:18:39+00:00
Inventory snapshot 2026-07-16T16:00:34Z

How To Read This Dataset

  • Start from the repository files and the dataset viewer when available.
  • Treat the README context as a fast orientation layer; confirm variable definitions and units in the data files before modeling.
  • Use explicit country columns when present. When geography is only implied by the title or source metadata, document that assumption in downstream analysis.
  • Preserve missing values until you have a defensible imputation rule.

Usage

from datasets import load_dataset

ds = load_dataset("electricsheepafrica/Net-Migration-Africa")
print(ds)

split_name = next(iter(ds))
table = ds[split_name]
print(table.features)
print(table[:3])

Convert To Pandas When Tabular

from datasets import Dataset

first_split = ds[next(iter(ds))]
if isinstance(first_split, Dataset):
    df = first_split.to_pandas()
    print(df.head())

Data Quality Notes

  • This card was standardized from the Electric Sheep Africa Hugging Face metadata inventory.
  • Exact schema, row counts, and source files should be inspected in the repository data files.
  • Metadata gaps from the inventory: country, upstream_publisher.
  • Do not infer policy meaning from labels alone; confirm definitions, units, and methods in the source material.

Source And Provenance

Suggested Analyses

  • Inspect schema and missingness before modeling.
  • Profile variables by geography, time, and subgroup columns where present.
  • Join with other Electric Sheep Africa datasets using explicit country, year, and indicator fields when available.
  • Build reproducible notebooks that cite both the original source context and the Electric Sheep Africa Hugging Face repo.

Citation

@misc{electric_sheep_africa_net_migration_africa_2026,
  title        = {Net Migration Africa | Africa (World Bank)},
  author       = {World Bank open data},
  year         = {2026},
  url          = {https://huggingface.co/datasets/electricsheepafrica/Net-Migration-Africa},
  publisher    = {Hugging Face Datasets, engineered by Electric Sheep Africa},
  howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/Net-Migration-Africa}}
}

License

Released under gpl.

Original source rights remain with the original publisher or data provider. Electric Sheep Africa engineering standardizes discovery metadata, documentation, and usage guidance for analysis on Hugging Face.

About Electric Sheep Africa

Electric Sheep Africa publishes ML-ready African public datasets on Hugging Face.


Provenance: metadata-backed README standardized 2026-08-12 by the Electric Sheep Africa README system. Inventory source: catalog/esa_metadata_inventory/master_metadata.jsonl.

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