Country Name stringlengths 4 24 | Country Code stringlengths 3 3 | 1960 float64 0 352M | 1961 float64 0 401M | 1962 float64 0 353M | 1963 float64 0 352M | 1964 float64 0 352M | 1965 float64 0 352M | 1966 float64 -90,000 352M | 1967 float64 -210,000 352M | 1968 float64 0 352M | 1969 float64 0 352M | 1970 float64 0 352M | 1971 float64 -3,910,000 352M | 1972 float64 0 352M | 1973 float64 0 643M | 1974 float64 0 1.05B | 1975 float64 0 1.43B | 1976 float64 0 1.29B | 1977 float64 0 999M | 1978 float64 0 956M | 1979 float64 0 379M | 1980 float64 0 485M | 1981 float64 0 352M | 1982 float64 0 428M | 1983 float64 0 446M | 1984 float64 -210,000 550M | 1985 float64 -420,000 775M | 1986 float64 50k 776M | 1987 float64 0 565M | 1988 float64 60k 600M | 1989 float64 -80,000 573M | 1990 float64 60k 4.84B | 1991 float64 2.75M 3.73B | 1992 float64 610k 2.58B | 1993 float64 280k 986M | 1994 float64 1.65M 1.21B | 1995 float64 1.21M 1.03B | 1996 float64 1.68M 1.23B | 1997 float64 1.64M 1.05B | 1998 float64 1.59M 1.39B | 1999 float64 1.57M 1.33B | 2000 float64 9.33M 1.01B | 2001 float64 2.98M 1B | 2002 float64 2.57M 1.84B | 2003 float64 1.98M 4.85B | 2004 float64 2.25M 1.93B | 2005 float64 6.87M 5.84B | 2006 float64 2.39M 11.4B | 2007 float64 4.44M 2.02B | 2008 float64 2.8M 2.48B | 2009 float64 12.4M 2.24B | 2010 float64 10.2M 3.91B | 2011 float64 18.2M 6.98B | 2012 float64 7.86M 2.73B | 2013 float64 7.54M 3.19B | 2014 float64 7.28M 3.55B | 2015 float64 6.6M 2.48B | 2016 float64 10.4M 2.44B | 2017 float64 10.2M 2.69B | 2018 float64 8.42M 2.97B | 2019 float64 11.3M 3.15B | 2020 float64 8.6M 3.59B | 2021 float64 13.8M 5.63B | 2022 float64 12.5M 5.56B | 2023 float64 12.5M 5.56B | 2024 float64 12.5M 5.56B |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Angola | AGO | 0 | 1,870,000 | 940,000 | 10,000 | 7,500 | 5,000 | 2,500 | 0 | 0 | 20,000 | 20,000 | 10,000 | 30,000 | 80,000 | 280,000 | 4,560,000 | 11,920,000 | 12,990,000 | 34,900,000 | 29,210,000 | 32,020,000 | 37,560,000 | 31,780,000 | 33,050,000 | 53,640,000 | 44,330,000 | 57,460,000 | 65,370,000 | 97,200,000 | 103,470,000 | 192,090,000 | 188,780,000 | 185,730,000 | 169,810,000 | 300,660,000 | 327,800,000 | 275,510,000 | 242,020,000 | 216,040,000 | 261,120,000 | 206,040,000 | 213,430,000 | 335,560,000 | 412,470,000 | 364,870,000 | 303,260,000 | 294,650,000 | 278,740,000 | 265,120,000 | 168,670,000 | 201,610,000 | 168,930,000 | 177,070,000 | 186,800,000 | 166,820,000 | 139,770,000 | 167,710,000 | 174,180,000 | 142,040,000 | 129,870,000 | 121,010,000 | 227,290,000 | 158,570,000 | 158,570,000 | 158,570,000 |
Burundi | BDI | 7,500,000 | 6,700,000 | 10,060,000 | 5,290,000 | 3,650,000 | 2,760,000 | 2,680,000 | 2,690,000 | 5,710,000 | 4,680,000 | 6,750,000 | 9,740,000 | 11,680,000 | 11,010,000 | 18,580,000 | 23,770,000 | 20,430,000 | 14,170,000 | 22,760,000 | 32,160,000 | 38,860,000 | 59,170,000 | 32,750,000 | 45,480,000 | 45,770,000 | 42,830,000 | 51,460,000 | 31,940,000 | 50,250,000 | 74,380,000 | 134,900,000 | 117,250,000 | 151,470,000 | 111,660,000 | 243,030,000 | 229,060,000 | 72,360,000 | 45,790,000 | 51,660,000 | 60,260,000 | 59,520,000 | 134,350,000 | 128,250,000 | 172,620,000 | 258,820,000 | 292,650,000 | 352,500,000 | 352,820,000 | 382,560,000 | 795,390,000 | 521,540,000 | 474,170,000 | 427,080,000 | 463,180,000 | 395,900,000 | 326,270,000 | 719,290,000 | 431,030,000 | 445,330,000 | 535,640,000 | 477,210,000 | 501,290,000 | 544,730,000 | 544,730,000 | 544,730,000 |
Benin | BEN | 0 | 1,000,000 | 2,040,000 | 1,060,000 | 12,660,000 | 14,060,000 | 6,810,000 | 9,220,000 | 8,010,000 | 6,380,000 | 9,230,000 | 9,040,000 | 17,320,000 | 7,260,000 | 11,710,000 | 19,920,000 | 16,980,000 | 13,800,000 | 37,020,000 | 36,260,000 | 40,980,000 | 35,530,000 | 25,970,000 | 23,730,000 | 27,320,000 | 26,480,000 | 41,270,000 | 58,000,000 | 73,180,000 | 115,890,000 | 110,060,000 | 134,040,000 | 166,510,000 | 134,240,000 | 108,380,000 | 149,470,000 | 123,320,000 | 126,440,000 | 120,010,000 | 99,180,000 | 151,610,000 | 151,990,000 | 142,770,000 | 204,750,000 | 333,370,000 | 223,730,000 | 1,359,440,000 | 279,770,000 | 402,050,000 | 443,740,000 | 457,510,000 | 532,840,000 | 353,390,000 | 340,330,000 | 350,960,000 | 239,580,000 | 293,940,000 | 430,170,000 | 341,790,000 | 447,320,000 | 616,430,000 | 587,700,000 | 510,490,000 | 510,490,000 | 510,490,000 |
Burkina Faso | BFA | 0 | 0 | 1,000,000 | 1,080,000 | 10,460,000 | 10,770,000 | 4,610,000 | 15,300,000 | 13,380,000 | 12,910,000 | 13,010,000 | 18,930,000 | 25,080,000 | 35,310,000 | 64,210,000 | 41,200,000 | 26,210,000 | 41,790,000 | 79,960,000 | 137,380,000 | 87,500,000 | 122,000,000 | 96,540,000 | 73,220,000 | 81,100,000 | 87,060,000 | 112,150,000 | 109,900,000 | 141,730,000 | 115,560,000 | 157,930,000 | 214,550,000 | 204,430,000 | 227,300,000 | 213,550,000 | 242,520,000 | 235,560,000 | 210,750,000 | 216,700,000 | 226,350,000 | 217,490,000 | 225,330,000 | 258,710,000 | 369,210,000 | 419,820,000 | 440,350,000 | 1,873,560,000 | 554,660,000 | 631,970,000 | 603,580,000 | 752,730,000 | 766,100,000 | 882,400,000 | 910,950,000 | 945,720,000 | 714,890,000 | 702,990,000 | 676,840,000 | 890,540,000 | 815,140,000 | 1,191,450,000 | 1,287,810,000 | 1,122,730,000 | 1,122,730,000 | 1,122,730,000 |
Botswana | BWA | 2,990,000 | 4,770,000 | 4,790,000 | 5,040,000 | 7,800,000 | 9,710,000 | 13,190,000 | 13,480,000 | 14,760,000 | 9,800,000 | 9,290,000 | 5,430,000 | 2,670,000 | 6,650,000 | 12,880,000 | 17,280,000 | 21,480,000 | 21,050,000 | 74,250,000 | 54,400,000 | 50,590,000 | 45,790,000 | 50,680,000 | 51,470,000 | 53,000,000 | 53,690,000 | 61,670,000 | 99,240,000 | 64,260,000 | 73,240,000 | 78,430,000 | 63,940,000 | 52,640,000 | 52,210,000 | 33,060,000 | 28,670,000 | 30,160,000 | 41,340,000 | 45,160,000 | 32,770,000 | 18,100,000 | 16,600,000 | 13,640,000 | 15,150,000 | 30,510,000 | 35,910,000 | 48,740,000 | 94,860,000 | 731,410,000 | 259,500,000 | 136,940,000 | 106,260,000 | 75,330,000 | 105,110,000 | 103,560,000 | 68,000,000 | 79,770,000 | 91,310,000 | 73,100,000 | 63,170,000 | 76,240,000 | 90,000,000 | 71,730,000 | 71,730,000 | 71,730,000 |
Central African Republic | CAF | 0 | 0 | 30,000 | 70,000 | 12,980,000 | 10,620,000 | 3,300,000 | 11,030,000 | 8,700,000 | 8,860,000 | 6,410,000 | 4,590,000 | 16,960,000 | 12,470,000 | 21,440,000 | 35,340,000 | 16,650,000 | 19,130,000 | 15,580,000 | 38,090,000 | 55,740,000 | 45,580,000 | 43,450,000 | 40,100,000 | 50,940,000 | 33,050,000 | 42,390,000 | 42,140,000 | 79,840,000 | 77,450,000 | 86,170,000 | 73,310,000 | 94,250,000 | 92,890,000 | 100,330,000 | 109,640,000 | 119,870,000 | 73,760,000 | 103,010,000 | 80,070,000 | 56,390,000 | 58,600,000 | 45,410,000 | 34,860,000 | 86,330,000 | 63,270,000 | 157,690,000 | 142,160,000 | 220,030,000 | 329,970,000 | 237,890,000 | 258,790,000 | 208,320,000 | 201,310,000 | 497,970,000 | 451,850,000 | 460,020,000 | 444,350,000 | 531,710,000 | 667,880,000 | 723,730,000 | 574,660,000 | 598,790,000 | 598,790,000 | 598,790,000 |
Cote d'Ivoire | CIV | 0 | 1,000,000 | 2,020,000 | 2,110,000 | 27,200,000 | 20,260,000 | 4,060,000 | 21,520,000 | 7,830,000 | 13,170,000 | 11,900,000 | 10,130,000 | 34,540,000 | 13,740,000 | 25,230,000 | 16,890,000 | 15,630,000 | 17,410,000 | 11,790,000 | 24,050,000 | 26,700,000 | 10,660,000 | 8,790,000 | 12,410,000 | 10,430,000 | 15,460,000 | 57,450,000 | 39,920,000 | 232,130,000 | 175,750,000 | 286,850,000 | 227,950,000 | 192,560,000 | 212,050,000 | 684,280,000 | 454,810,000 | 497,360,000 | 304,220,000 | 513,330,000 | 366,800,000 | 238,030,000 | 214,880,000 | 672,580,000 | 285,980,000 | 223,410,000 | 158,310,000 | 199,480,000 | 238,900,000 | 397,210,000 | 1,117,300,000 | 642,270,000 | 717,100,000 | 2,734,560,000 | 1,817,300,000 | 860,230,000 | 598,190,000 | 721,170,000 | 888,920,000 | 736,340,000 | 670,220,000 | 628,160,000 | 588,390,000 | 793,460,000 | 793,460,000 | 793,460,000 |
Cameroon | CMR | 20,000 | 4,230,000 | 3,770,000 | 3,240,000 | 21,740,000 | 19,070,000 | 6,640,000 | 18,480,000 | 21,770,000 | 8,140,000 | 21,040,000 | 15,020,000 | 50,480,000 | 11,230,000 | 14,720,000 | 30,720,000 | 35,090,000 | 37,080,000 | 23,700,000 | 31,830,000 | 28,780,000 | 27,760,000 | 33,080,000 | 31,500,000 | 39,700,000 | 43,410,000 | 59,270,000 | 49,630,000 | 61,410,000 | 225,820,000 | 312,710,000 | 259,210,000 | 203,770,000 | 109,620,000 | 334,560,000 | 206,450,000 | 240,200,000 | 140,440,000 | 277,780,000 | 190,000,000 | 233,650,000 | 309,090,000 | 406,830,000 | 802,170,000 | 607,640,000 | 338,460,000 | 3,118,090,000 | 1,803,190,000 | 874,620,000 | 375,950,000 | 360,180,000 | 446,460,000 | 319,200,000 | 354,930,000 | 339,730,000 | 310,430,000 | 329,930,000 | 428,610,000 | 470,880,000 | 534,950,000 | 578,870,000 | 558,210,000 | 724,060,000 | 724,060,000 | 724,060,000 |
Congo, Dem. Rep. | COD | 71,200,000 | 60,220,000 | 111,750,000 | 104,390,000 | 107,300,000 | 130,750,000 | 37,780,000 | 30,610,000 | 33,880,000 | 34,630,000 | 38,290,000 | 47,140,000 | 42,860,000 | 42,400,000 | 51,760,000 | 57,050,000 | 56,230,000 | 66,920,000 | 70,330,000 | 106,380,000 | 101,330,000 | 96,040,000 | 76,370,000 | 77,160,000 | 91,890,000 | 91,230,000 | 98,560,000 | 96,950,000 | 128,190,000 | 214,490,000 | 373,880,000 | 474,180,000 | 109,310,000 | 74,730,000 | 220,980,000 | 161,060,000 | 123,790,000 | 113,080,000 | 98,220,000 | 96,850,000 | 138,550,000 | 198,290,000 | 493,480,000 | 4,846,990,000 | 1,558,010,000 | 1,115,330,000 | 1,907,480,000 | 1,090,150,000 | 1,441,080,000 | 1,645,790,000 | 3,908,670,000 | 6,976,790,000 | 2,512,500,000 | 2,254,160,000 | 2,168,550,000 | 2,482,130,000 | 1,995,160,000 | 2,207,330,000 | 2,347,280,000 | 2,604,630,000 | 2,798,870,000 | 2,697,470,000 | 2,724,450,000 | 2,724,450,000 | 2,724,450,000 |
Congo, Rep. | COG | 0 | 0 | 20,000 | 1,010,000 | 10,830,000 | 10,880,000 | 4,080,000 | 10,620,000 | 7,320,000 | 4,770,000 | 5,140,000 | 5,550,000 | 20,000,000 | 8,370,000 | 14,150,000 | 17,870,000 | 20,780,000 | 11,670,000 | 24,590,000 | 27,570,000 | 19,900,000 | 9,250,000 | 22,700,000 | 20,810,000 | 20,270,000 | 23,820,000 | 6,380,000 | 5,870,000 | 19,010,000 | 27,150,000 | 49,870,000 | 28,030,000 | 38,630,000 | 71,830,000 | 182,630,000 | 88,290,000 | 300,920,000 | 233,910,000 | 53,470,000 | 128,890,000 | 31,280,000 | 34,670,000 | 60,930,000 | 33,250,000 | 77,510,000 | 1,289,030,000 | 254,450,000 | 78,840,000 | 449,180,000 | 279,940,000 | 1,365,540,000 | 303,370,000 | 123,230,000 | 131,170,000 | 96,690,000 | 90,620,000 | 74,930,000 | 87,720,000 | 83,520,000 | 85,310,000 | 113,280,000 | 102,960,000 | 110,170,000 | 110,170,000 | 110,170,000 |
Comoros | COM | 3,300,000 | 3,300,000 | 3,300,000 | 3,300,000 | 3,300,000 | 3,300,000 | 3,300,000 | 6,600,000 | 3,750,000 | 2,020,000 | 3,080,000 | 2,160,000 | 7,100,000 | 8,430,000 | 12,590,000 | 14,120,000 | 11,170,000 | 6,320,000 | 8,170,000 | 11,350,000 | 17,790,000 | 32,130,000 | 14,340,000 | 15,280,000 | 13,290,000 | 14,310,000 | 15,860,000 | 20,580,000 | 26,120,000 | 19,500,000 | 27,740,000 | 32,790,000 | 22,810,000 | 27,830,000 | 16,510,000 | 17,750,000 | 15,990,000 | 14,750,000 | 29,760,000 | 15,920,000 | 11,330,000 | 11,150,000 | 8,170,000 | 7,430,000 | 14,180,000 | 12,590,000 | 20,130,000 | 29,330,000 | 31,100,000 | 39,150,000 | 60,390,000 | 48,860,000 | 93,450,000 | 157,720,000 | 59,130,000 | 50,940,000 | 41,190,000 | 53,830,000 | 61,170,000 | 77,640,000 | 107,660,000 | 118,130,000 | 95,270,000 | 95,270,000 | 95,270,000 |
Cabo Verde | CPV | 220,000 | 220,000 | 186,000 | 152,000 | 118,000 | 84,000 | 50,000 | 420,000 | 210,000 | 0 | 1,295,000 | 2,590,000 | 3,885,000 | 5,180,000 | 6,475,000 | 7,770,000 | 11,410,000 | 22,080,000 | 29,570,000 | 26,010,000 | 40,020,000 | 33,680,000 | 32,120,000 | 41,140,000 | 39,980,000 | 37,000,000 | 75,870,000 | 55,530,000 | 58,690,000 | 63,990,000 | 77,460,000 | 68,880,000 | 63,350,000 | 57,790,000 | 63,260,000 | 61,370,000 | 59,800,000 | 63,400,000 | 61,860,000 | 47,030,000 | 44,310,000 | 24,340,000 | 42,420,000 | 59,280,000 | 71,560,000 | 74,980,000 | 59,270,000 | 80,780,000 | 113,570,000 | 119,440,000 | 138,970,000 | 88,570,000 | 66,180,000 | 70,840,000 | 63,670,000 | 61,570,000 | 54,310,000 | 76,370,000 | 43,630,000 | 53,300,000 | 54,070,000 | 66,960,000 | 49,590,000 | 49,590,000 | 49,590,000 |
Djibouti | DJI | 3,470,000 | 3,470,000 | 3,470,000 | 3,470,000 | 3,470,000 | 3,470,000 | 3,470,000 | 6,140,000 | 3,210,000 | 3,620,000 | 4,330,000 | 2,850,000 | 6,320,000 | 9,000,000 | 13,610,000 | 14,770,000 | 12,310,000 | 28,050,000 | 90,120,000 | 5,250,000 | 29,780,000 | 34,560,000 | 24,020,000 | 23,730,000 | 41,770,000 | 32,640,000 | 51,160,000 | 46,630,000 | 39,500,000 | 31,920,000 | 144,070,000 | 51,580,000 | 56,620,000 | 53,670,000 | 54,340,000 | 49,640,000 | 42,560,000 | 38,600,000 | 47,800,000 | 42,620,000 | 28,740,000 | 21,880,000 | 25,180,000 | 26,470,000 | 30,770,000 | 41,540,000 | 65,420,000 | 80,280,000 | 89,810,000 | 102,230,000 | 105,760,000 | 108,620,000 | 115,390,000 | 108,880,000 | 113,920,000 | 107,230,000 | 115,070,000 | 101,320,000 | 122,270,000 | 176,850,000 | 194,540,000 | 116,090,000 | 128,770,000 | 128,770,000 | 128,770,000 |
Algeria | DZA | 334,700,000 | 400,900,000 | 353,310,000 | 248,660,000 | 203,020,000 | 134,910,000 | 78,050,000 | 65,510,000 | 76,130,000 | 63,120,000 | 55,620,000 | 42,080,000 | 35,960,000 | 48,770,000 | 53,110,000 | 83,400,000 | 21,060,000 | 23,350,000 | 70,500,000 | 20,720,000 | 100,630,000 | 36,670,000 | 21,570,000 | 17,690,000 | 17,100,000 | 40,580,000 | 54,800,000 | 84,480,000 | 55,800,000 | 68,460,000 | 45,310,000 | 73,200,000 | 74,280,000 | 98,820,000 | 72,740,000 | 73,450,000 | 90,000,000 | 33,860,000 | 107,500,000 | 48,290,000 | 61,180,000 | 42,560,000 | 93,340,000 | 72,570,000 | 101,410,000 | 125,320,000 | 149,690,000 | 162,300,000 | 142,270,000 | 107,700,000 | 74,560,000 | 217,380,000 | 81,960,000 | 99,280,000 | 80,490,000 | 66,860,000 | 70,020,000 | 110,100,000 | 80,140,000 | 94,150,000 | 122,220,000 | 112,600,000 | 76,460,000 | 76,460,000 | 76,460,000 |
Egypt, Arab Rep. | EGY | 110,660,000 | 103,320,000 | 170,870,000 | 142,090,000 | 173,990,000 | 76,650,000 | 40,080,000 | -210,000 | 3,750,000 | 12,900,000 | 153,400,000 | 127,580,000 | 130,700,000 | 642,550,000 | 1,049,560,000 | 1,428,250,000 | 1,293,490,000 | 999,040,000 | 956,240,000 | 379,370,000 | 166,990,000 | 205,510,000 | 312,450,000 | 382,950,000 | 550,280,000 | 749,110,000 | 775,520,000 | 559,930,000 | 443,730,000 | 560,310,000 | 4,840,610,000 | 3,726,610,000 | 2,576,700,000 | 986,270,000 | 1,206,360,000 | 1,025,750,000 | 1,227,950,000 | 1,052,890,000 | 1,394,610,000 | 803,200,000 | 1,007,480,000 | 698,640,000 | 729,730,000 | 588,050,000 | 1,437,320,000 | 878,120,000 | 677,270,000 | 1,277,910,000 | 1,612,940,000 | 835,030,000 | 647,800,000 | 419,980,000 | 564,410,000 | 3,189,570,000 | 3,546,390,000 | 747,560,000 | 769,050,000 | 301,920,000 | 362,340,000 | 466,500,000 | 417,950,000 | 5,626,460,000 | 5,559,280,000 | 5,559,280,000 | 5,559,280,000 |
Eritrea | ERI | 30,000 | 30,000 | 30,000 | 30,000 | 30,000 | 30,000 | 30,000 | 30,000 | 30,000 | 30,000 | 30,000 | 30,000 | 325,000 | 620,000 | 2,150,000 | 1,620,000 | 1,870,000 | 2,120,000 | 4,930,000 | 4,140,000 | 4,680,000 | 5,610,000 | 4,500,000 | 4,500,000 | 4,500,000 | 2,750,000 | 1,000,000 | 2,000,000 | 2,000,000 | 3,250,000 | 4,500,000 | 2,750,000 | 1,000,000 | 60,400,000 | 113,940,000 | 103,230,000 | 92,250,000 | 60,200,000 | 75,360,000 | 65,370,000 | 106,520,000 | 151,410,000 | 120,810,000 | 205,950,000 | 191,680,000 | 238,660,000 | 88,850,000 | 105,380,000 | 100,400,000 | 123,600,000 | 147,410,000 | 108,610,000 | 74,970,000 | 84,330,000 | 82,710,000 | 91,070,000 | 55,170,000 | 72,760,000 | 82,520,000 | 334,390,000 | 59,970,000 | 44,390,000 | 55,290,000 | 55,290,000 | 55,290,000 |
Ethiopia | ETH | 14,710,000 | 20,660,000 | 24,520,000 | 21,460,000 | 12,320,000 | 15,730,000 | 4,170,000 | 2,730,000 | 3,140,000 | 1,980,000 | 6,050,000 | -3,910,000 | 2,600,000 | 11,650,000 | 49,540,000 | 35,190,000 | 46,360,000 | 44,650,000 | 68,170,000 | 80,290,000 | 124,490,000 | 135,940,000 | 106,710,000 | 149,460,000 | 205,260,000 | 524,740,000 | 451,730,000 | 345,670,000 | 583,350,000 | 383,190,000 | 604,010,000 | 781,600,000 | 886,660,000 | 561,920,000 | 638,750,000 | 476,020,000 | 393,610,000 | 357,960,000 | 430,370,000 | 356,790,000 | 426,640,000 | 449,920,000 | 566,340,000 | 1,294,370,000 | 1,491,310,000 | 1,494,820,000 | 5,611,410,000 | 1,833,190,000 | 2,484,120,000 | 2,243,230,000 | 2,643,330,000 | 2,685,390,000 | 2,412,200,000 | 2,499,810,000 | 2,323,930,000 | 2,205,880,000 | 2,442,990,000 | 2,686,820,000 | 2,971,820,000 | 3,147,450,000 | 3,587,080,000 | 3,344,300,000 | 4,050,010,000 | 4,050,010,000 | 4,050,010,000 |
Gabon | GAB | 0 | 0 | 20,000 | 1,010,000 | 8,730,000 | 7,770,000 | 2,210,000 | 6,770,000 | 4,430,000 | 7,760,000 | 9,700,000 | 8,680,000 | 18,620,000 | 21,600,000 | 6,420,000 | 25,500,000 | 6,830,000 | 3,140,000 | 4,370,000 | 3,340,000 | 3,630,000 | 6,460,000 | 22,110,000 | 31,290,000 | 33,500,000 | 15,700,000 | 6,200,000 | 9,220,000 | 23,170,000 | 35,110,000 | 29,770,000 | 27,970,000 | 29,650,000 | 64,590,000 | 146,820,000 | 87,160,000 | 77,830,000 | 58,380,000 | 52,000,000 | 38,470,000 | 39,170,000 | 35,890,000 | 55,910,000 | 85,510,000 | 33,490,000 | 47,200,000 | 22,690,000 | 31,130,000 | 28,470,000 | 56,340,000 | 57,770,000 | 59,720,000 | 25,660,000 | 26,230,000 | 25,670,000 | 28,230,000 | 24,880,000 | 25,930,000 | 20,840,000 | 13,760,000 | 18,780,000 | 46,310,000 | 18,220,000 | 18,220,000 | 18,220,000 |
Ghana | GHA | 2,530,000 | 2,610,000 | 3,100,000 | 3,900,000 | 6,390,000 | 6,960,000 | 9,890,000 | 9,600,000 | 3,570,000 | 3,920,000 | 5,460,000 | 8,400,000 | 7,750,000 | 5,540,000 | 12,040,000 | 7,820,000 | 19,960,000 | 25,650,000 | 30,380,000 | 31,700,000 | 22,480,000 | 33,690,000 | 29,830,000 | 46,150,000 | 105,830,000 | 74,590,000 | 133,450,000 | 100,460,000 | 170,660,000 | 208,380,000 | 448,730,000 | 470,100,000 | 219,380,000 | 223,900,000 | 219,920,000 | 239,840,000 | 217,850,000 | 163,600,000 | 242,170,000 | 258,060,000 | 227,700,000 | 312,010,000 | 424,040,000 | 543,730,000 | 1,931,070,000 | 1,029,520,000 | 5,341,110,000 | 739,120,000 | 763,690,000 | 975,230,000 | 932,880,000 | 904,110,000 | 1,061,030,000 | 768,880,000 | 582,960,000 | 772,750,000 | 635,120,000 | 638,280,000 | 713,980,000 | 616,550,000 | 749,960,000 | 737,680,000 | 527,220,000 | 527,220,000 | 527,220,000 |
Guinea | GIN | 60,000 | 1,020,000 | 6,410,000 | 14,560,000 | 12,560,000 | 21,460,000 | 7,540,000 | 1,090,000 | 1,810,000 | 690,000 | 1,520,000 | 660,000 | 3,410,000 | 1,280,000 | 14,260,000 | 3,030,000 | 1,890,000 | 2,600,000 | 18,800,000 | 19,170,000 | 25,180,000 | 22,050,000 | 19,610,000 | 17,710,000 | 59,800,000 | 44,800,000 | 48,860,000 | 65,650,000 | 65,530,000 | 130,170,000 | 93,510,000 | 154,430,000 | 221,540,000 | 165,990,000 | 162,280,000 | 235,200,000 | 149,500,000 | 125,090,000 | 172,730,000 | 158,660,000 | 112,190,000 | 178,370,000 | 195,660,000 | 193,510,000 | 212,010,000 | 137,140,000 | 137,830,000 | 160,340,000 | 283,330,000 | 211,670,000 | 174,050,000 | 313,560,000 | 604,440,000 | 550,980,000 | 398,610,000 | 448,460,000 | 423,350,000 | 368,940,000 | 388,690,000 | 350,100,000 | 358,520,000 | 394,000,000 | 321,580,000 | 321,580,000 | 321,580,000 |
Gambia, The | GMB | 630,000 | 1,430,000 | 2,490,000 | 4,970,000 | 2,370,000 | 4,000,000 | 2,280,000 | 1,870,000 | 2,680,000 | 730,000 | 120,000 | 1,420,000 | 2,430,000 | 1,860,000 | 5,740,000 | 2,450,000 | 3,920,000 | 10,480,000 | 12,390,000 | 12,500,000 | 27,150,000 | 35,840,000 | 20,600,000 | 16,680,000 | 29,490,000 | 20,510,000 | 40,590,000 | 47,150,000 | 48,320,000 | 47,730,000 | 44,650,000 | 43,790,000 | 43,930,000 | 44,460,000 | 37,690,000 | 17,640,000 | 13,160,000 | 17,780,000 | 24,240,000 | 14,060,000 | 21,740,000 | 18,950,000 | 25,320,000 | 23,020,000 | 34,850,000 | 26,450,000 | 33,600,000 | 265,260,000 | 51,950,000 | 67,970,000 | 95,000,000 | 102,910,000 | 96,230,000 | 84,830,000 | 77,880,000 | 51,240,000 | 67,580,000 | 174,140,000 | 145,630,000 | 145,950,000 | 215,130,000 | 142,070,000 | 201,970,000 | 201,970,000 | 201,970,000 |
Guinea-Bissau | GNB | 10,000 | 10,000 | 56,666.666667 | 103,333.333333 | 150,000 | 196,666.666667 | 243,333.333333 | 290,000 | 165,000 | 40,000 | 75,000 | 110,000 | 55,000 | 0 | 9,730,000 | 13,390,000 | 15,540,000 | 31,960,000 | 38,850,000 | 39,070,000 | 36,720,000 | 39,960,000 | 33,270,000 | 27,480,000 | 33,250,000 | 29,580,000 | 35,450,000 | 42,450,000 | 33,460,000 | 63,480,000 | 60,230,000 | 50,310,000 | 31,790,000 | 34,470,000 | 52,120,000 | 54,100,000 | 54,600,000 | 52,370,000 | 48,510,000 | 41,390,000 | 51,150,000 | 47,430,000 | 47,240,000 | 117,670,000 | 51,580,000 | 52,650,000 | 81,970,000 | 96,600,000 | 99,410,000 | 122,360,000 | 249,850,000 | 94,600,000 | 67,470,000 | 100,260,000 | 96,700,000 | 75,960,000 | 179,300,000 | 87,570,000 | 87,200,000 | 85,190,000 | 88,040,000 | 103,350,000 | 115,360,000 | 115,360,000 | 115,360,000 |
Equatorial Guinea | GNQ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 15,000,000 | 1,200,000 | 0 | 0 | 0 | 430,000 | 1,390,000 | 5,290,000 | 8,800,000 | 6,100,000 | 7,770,000 | 7,190,000 | 7,810,000 | 26,480,000 | 15,660,000 | 27,480,000 | 43,450,000 | 10,040,000 | 22,910,000 | 14,610,000 | 10,960,000 | 15,000,000 | 18,350,000 | 13,190,000 | 13,040,000 | 11,390,000 | 17,860,000 | 15,400,000 | 12,460,000 | 11,590,000 | 37,900,000 | 26,060,000 | 18,310,000 | 26,570,000 | 23,450,000 | 17,240,000 | 75,880,000 | 24,010,000 | 7,860,000 | 7,540,000 | 7,280,000 | 8,990,000 | 10,440,000 | 10,240,000 | 8,420,000 | 11,250,000 | 8,600,000 | 14,650,000 | 12,450,000 | 12,450,000 | 12,450,000 |
Kenya | KEN | 3,950,000 | 33,610,000 | 35,240,000 | 32,320,000 | 27,350,000 | 36,780,000 | 8,580,000 | 4,350,000 | 6,130,000 | 3,540,000 | 3,400,000 | 5,230,000 | 44,360,000 | 8,300,000 | 22,940,000 | 30,550,000 | 40,350,000 | 46,880,000 | 93,220,000 | 115,690,000 | 122,110,000 | 172,380,000 | 146,390,000 | 154,930,000 | 178,060,000 | 194,570,000 | 192,950,000 | 245,660,000 | 388,680,000 | 378,890,000 | 976,960,000 | 418,250,000 | 380,200,000 | 293,350,000 | 313,970,000 | 243,990,000 | 197,350,000 | 203,250,000 | 199,550,000 | 197,550,000 | 206,330,000 | 273,640,000 | 234,860,000 | 330,290,000 | 403,660,000 | 482,580,000 | 653,420,000 | 916,620,000 | 1,089,780,000 | 1,273,700,000 | 1,229,150,000 | 1,594,540,000 | 1,868,980,000 | 1,920,750,000 | 1,634,140,000 | 1,535,930,000 | 1,476,460,000 | 1,680,280,000 | 1,506,470,000 | 1,378,030,000 | 1,324,110,000 | 1,401,950,000 | 1,343,580,000 | 1,343,580,000 | 1,343,580,000 |
Liberia | LBR | 4,090,000 | 5,020,000 | 7,230,000 | 9,890,000 | 11,610,000 | 11,130,000 | -90,000 | 1,380,000 | 1,290,000 | 1,350,000 | 1,200,000 | 350,000 | 1,380,000 | 1,500,000 | 570,000 | 2,470,000 | 5,320,000 | 2,980,000 | 10,030,000 | 17,110,000 | 22,880,000 | 45,010,000 | 46,320,000 | 37,000,000 | 59,740,000 | 33,810,000 | 28,770,000 | 19,270,000 | 22,840,000 | 29,250,000 | 62,700,000 | 147,190,000 | 96,830,000 | 101,320,000 | 54,340,000 | 108,290,000 | 94,780,000 | 68,890,000 | 60,040,000 | 82,310,000 | 46,960,000 | 32,130,000 | 55,310,000 | 98,970,000 | 197,490,000 | 171,590,000 | 207,340,000 | 289,080,000 | 1,237,600,000 | 442,360,000 | 1,626,020,000 | 937,650,000 | 489,540,000 | 437,620,000 | 581,820,000 | 903,240,000 | 650,940,000 | 493,350,000 | 460,520,000 | 414,800,000 | 462,100,000 | 459,710,000 | 347,270,000 | 347,270,000 | 347,270,000 |
Libya | LBY | 42,140,000 | 35,520,000 | 30,000,000 | 25,590,000 | 19,170,000 | 6,880,000 | 0 | -20,000 | 2,520,000 | 1,320,000 | 270,000 | 0 | 3,040,000 | 10,430,000 | 9,450,000 | 0 | 5,810,000 | 4,620,000 | 3,360,000 | 1,040,000 | 6,740,000 | 10,000 | 10,000 | 60,000 | 50,000 | 940,000 | 50,000 | 0 | 60,000 | -80,000 | 60,000 | 3,970,000 | 610,000 | 280,000 | 1,650,000 | 1,210,000 | 1,680,000 | 1,640,000 | 1,590,000 | 1,570,000 | 9,900,000 | 2,980,000 | 2,570,000 | 1,980,000 | 2,250,000 | 13,240,000 | 2,390,000 | 9,860,000 | 49,030,000 | 29,440,000 | 10,220,000 | 615,300,000 | 95,500,000 | 69,630,000 | 140,070,000 | 135,770,000 | 152,830,000 | 270,000,000 | 269,080,000 | 247,920,000 | 237,910,000 | 281,860,000 | 192,710,000 | 192,710,000 | 192,710,000 |
Lesotho | LSO | 1,510,000 | 3,710,000 | 5,350,000 | 5,250,000 | 5,410,000 | 9,240,000 | 10,100,000 | 10,280,000 | 10,950,000 | 11,020,000 | 7,290,000 | 13,590,000 | 12,120,000 | 9,280,000 | 12,990,000 | 16,950,000 | 15,690,000 | 18,570,000 | 28,420,000 | 35,700,000 | 52,030,000 | 56,890,000 | 38,470,000 | 53,420,000 | 52,450,000 | 44,790,000 | 40,920,000 | 47,130,000 | 41,200,000 | 48,000,000 | 59,900,000 | 54,680,000 | 65,760,000 | 68,750,000 | 46,420,000 | 58,730,000 | 44,870,000 | 38,880,000 | 33,790,000 | 23,300,000 | 28,070,000 | 31,020,000 | 43,380,000 | 52,120,000 | 64,950,000 | 49,880,000 | 43,890,000 | 92,390,000 | 110,900,000 | 106,110,000 | 216,280,000 | 246,870,000 | 225,680,000 | 304,340,000 | 85,240,000 | 69,890,000 | 104,880,000 | 126,880,000 | 134,890,000 | 115,000,000 | 150,460,000 | 149,820,000 | 136,640,000 | 136,640,000 | 136,640,000 |
Morocco | MAR | 45,040,000 | 81,540,000 | 47,900,000 | 67,320,000 | 57,510,000 | 71,650,000 | 37,990,000 | 26,940,000 | 25,230,000 | 19,360,000 | 24,250,000 | 29,980,000 | 22,780,000 | 22,740,000 | 35,800,000 | 26,040,000 | 74,340,000 | 99,030,000 | 34,940,000 | 156,620,000 | 136,240,000 | 109,830,000 | 240,090,000 | 57,290,000 | 43,110,000 | 466,930,000 | 56,560,000 | 82,000,000 | 135,820,000 | 150,690,000 | 672,980,000 | 863,660,000 | 190,260,000 | 363,610,000 | 333,550,000 | 107,860,000 | 357,720,000 | 289,400,000 | 355,620,000 | 321,600,000 | 219,330,000 | 185,540,000 | 172,260,000 | 276,470,000 | 491,040,000 | 424,300,000 | 480,060,000 | 649,070,000 | 787,810,000 | 456,300,000 | 416,410,000 | 632,250,000 | 448,510,000 | 705,770,000 | 768,610,000 | 417,020,000 | 842,450,000 | 988,670,000 | 481,890,000 | 420,520,000 | 791,250,000 | 546,820,000 | 414,530,000 | 414,530,000 | 414,530,000 |
Madagascar | MDG | 10,000 | 50,000 | 1,030,000 | 1,100,000 | 33,750,000 | 32,350,000 | 6,860,000 | 28,530,000 | 24,140,000 | 18,410,000 | 20,190,000 | 20,590,000 | 51,930,000 | 16,900,000 | 20,050,000 | 33,610,000 | 21,640,000 | 22,320,000 | 41,180,000 | 32,910,000 | 29,850,000 | 51,460,000 | 58,480,000 | 50,890,000 | 45,540,000 | 40,240,000 | 67,780,000 | 66,400,000 | 122,580,000 | 142,440,000 | 347,690,000 | 259,780,000 | 203,080,000 | 197,690,000 | 168,130,000 | 164,450,000 | 201,860,000 | 570,200,000 | 358,620,000 | 184,490,000 | 117,510,000 | 179,340,000 | 143,950,000 | 318,930,000 | 895,310,000 | 810,550,000 | 2,939,790,000 | 498,880,000 | 414,470,000 | 287,930,000 | 311,240,000 | 280,240,000 | 236,300,000 | 467,110,000 | 348,090,000 | 384,530,000 | 427,850,000 | 444,410,000 | 460,130,000 | 482,090,000 | 616,400,000 | 594,990,000 | 667,220,000 | 667,220,000 | 667,220,000 |
Mali | MLI | 0 | 2,000,000 | 2,040,000 | 2,110,000 | 7,340,000 | 8,790,000 | 2,910,000 | 8,450,000 | 23,850,000 | 14,610,000 | 11,610,000 | 16,090,000 | 34,160,000 | 48,650,000 | 80,240,000 | 100,610,000 | 40,330,000 | 48,230,000 | 72,500,000 | 146,020,000 | 107,730,000 | 119,600,000 | 78,930,000 | 79,100,000 | 126,230,000 | 157,140,000 | 154,860,000 | 171,650,000 | 189,900,000 | 195,280,000 | 200,950,000 | 208,410,000 | 202,610,000 | 176,000,000 | 221,140,000 | 208,870,000 | 209,350,000 | 211,330,000 | 201,290,000 | 189,650,000 | 228,700,000 | 224,560,000 | 252,280,000 | 343,320,000 | 521,560,000 | 492,020,000 | 2,523,970,000 | 713,060,000 | 624,200,000 | 637,790,000 | 746,630,000 | 895,660,000 | 826,670,000 | 1,014,320,000 | 946,590,000 | 861,050,000 | 888,560,000 | 977,230,000 | 1,084,610,000 | 1,111,660,000 | 1,037,310,000 | 1,160,490,000 | 980,750,000 | 980,750,000 | 980,750,000 |
Mozambique | MOZ | 290,000 | 290,000 | 0 | 0 | 303,333.333333 | 606,666.666667 | 910,000 | 0 | 10,000 | 10,000 | 100,000 | 120,000 | 40,000 | 60,000 | 340,000 | 15,430,000 | 36,640,000 | 60,320,000 | 67,210,000 | 80,980,000 | 75,770,000 | 86,520,000 | 100,490,000 | 120,600,000 | 168,390,000 | 174,140,000 | 243,540,000 | 414,450,000 | 565,210,000 | 572,800,000 | 750,090,000 | 866,080,000 | 725,860,000 | 638,050,000 | 638,870,000 | 770,660,000 | 441,910,000 | 517,730,000 | 674,090,000 | 1,325,140,000 | 756,480,000 | 692,040,000 | 1,843,780,000 | 629,710,000 | 862,320,000 | 821,420,000 | 2,940,700,000 | 1,222,580,000 | 1,434,640,000 | 1,353,120,000 | 1,432,310,000 | 1,490,560,000 | 1,491,480,000 | 1,596,090,000 | 1,479,330,000 | 1,156,860,000 | 1,241,750,000 | 1,400,530,000 | 1,427,440,000 | 1,421,960,000 | 2,047,240,000 | 2,110,690,000 | 2,489,480,000 | 2,489,480,000 | 2,489,480,000 |
Mauritania | MRT | 0 | 20,000 | 0 | 10,000 | 9,030,000 | 7,470,000 | 1,440,000 | 7,540,000 | 2,910,000 | 6,020,000 | 2,630,000 | 4,760,000 | 6,800,000 | 17,810,000 | 55,790,000 | 63,300,000 | 125,620,000 | 120,850,000 | 158,850,000 | 88,600,000 | 61,400,000 | 82,960,000 | 55,950,000 | 65,700,000 | 78,480,000 | 129,740,000 | 72,740,000 | 67,760,000 | 86,860,000 | 155,530,000 | 77,710,000 | 114,440,000 | 106,440,000 | 178,930,000 | 128,850,000 | 135,660,000 | 174,920,000 | 153,680,000 | 132,770,000 | 169,530,000 | 136,900,000 | 201,220,000 | 262,500,000 | 186,990,000 | 220,590,000 | 130,200,000 | 1,087,500,000 | 199,620,000 | 210,530,000 | 113,520,000 | 118,230,000 | 147,700,000 | 221,040,000 | 196,610,000 | 150,600,000 | 196,380,000 | 217,170,000 | 163,970,000 | 204,470,000 | 252,630,000 | 364,280,000 | 399,410,000 | 275,290,000 | 275,290,000 | 275,290,000 |
Mauritius | MUS | 540,000 | 3,880,000 | 2,990,000 | 2,020,000 | 1,760,000 | 1,650,000 | 580,000 | 2,250,000 | 5,590,000 | 2,800,000 | 2,930,000 | 4,720,000 | 5,390,000 | 5,810,000 | 13,700,000 | 12,880,000 | 6,970,000 | 7,450,000 | 9,440,000 | 6,800,000 | 13,400,000 | 25,430,000 | 16,020,000 | 14,500,000 | 13,870,000 | 13,620,000 | 24,290,000 | 17,630,000 | 15,810,000 | 20,250,000 | 24,880,000 | 15,470,000 | 12,950,000 | 16,100,000 | 12,640,000 | 24,220,000 | 14,180,000 | 13,990,000 | 12,110,000 | 12,100,000 | 9,330,000 | 11,320,000 | 18,710,000 | 12,660,000 | 20,650,000 | 16,840,000 | 18,710,000 | 28,990,000 | 91,710,000 | 95,690,000 | 71,840,000 | 95,400,000 | 81,690,000 | 48,050,000 | 14,430,000 | 38,630,000 | 37,490,000 | 18,080,000 | 40,110,000 | 41,410,000 | 25,400,000 | 37,130,000 | 26,710,000 | 26,710,000 | 26,710,000 |
Malawi | MWI | 4,170,000 | 6,270,000 | 5,610,000 | 14,180,000 | 24,360,000 | 30,670,000 | 12,980,000 | 12,510,000 | 9,960,000 | 6,840,000 | 6,610,000 | 12,840,000 | 2,580,000 | 800,000 | 1,290,000 | 5,380,000 | 14,670,000 | 12,700,000 | 68,610,000 | 107,750,000 | 48,480,000 | 65,790,000 | 48,950,000 | 39,260,000 | 35,170,000 | 37,720,000 | 59,980,000 | 137,970,000 | 172,040,000 | 191,940,000 | 227,300,000 | 242,580,000 | 342,030,000 | 206,540,000 | 235,810,000 | 263,400,000 | 200,780,000 | 118,430,000 | 213,870,000 | 255,000,000 | 229,470,000 | 242,440,000 | 234,770,000 | 350,490,000 | 411,200,000 | 457,310,000 | 2,921,580,000 | 747,910,000 | 665,070,000 | 578,880,000 | 873,590,000 | 685,900,000 | 982,290,000 | 923,410,000 | 726,650,000 | 842,990,000 | 988,830,000 | 1,193,190,000 | 1,022,750,000 | 970,130,000 | 1,059,050,000 | 950,080,000 | 1,053,970,000 | 1,053,970,000 | 1,053,970,000 |
Namibia | NAM | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | -210,000 | -420,000 | 7,110,000 | 9,260,000 | 2,770,000 | 29,910,000 | 91,700,000 | 147,760,000 | 81,160,000 | 81,610,000 | 61,860,000 | 94,650,000 | 97,210,000 | 71,560,000 | 74,900,000 | 64,730,000 | 68,060,000 | 52,620,000 | 63,800,000 | 67,350,000 | 74,760,000 | 58,950,000 | 81,750,000 | 179,260,000 | 155,470,000 | 213,720,000 | 196,100,000 | 190,550,000 | 236,840,000 | 253,580,000 | 234,770,000 | 116,180,000 | 134,510,000 | 154,050,000 | 137,380,000 | 88,780,000 | 141,360,000 | 151,050,000 | 155,160,000 | 155,160,000 | 155,160,000 |
Niger | NER | 0 | 0 | 1,010,000 | 2,110,000 | 12,640,000 | 14,090,000 | 5,890,000 | 11,530,000 | 10,440,000 | 11,480,000 | 14,590,000 | 19,130,000 | 24,180,000 | 48,380,000 | 100,240,000 | 86,970,000 | 75,290,000 | 34,940,000 | 110,880,000 | 117,340,000 | 51,350,000 | 74,160,000 | 150,840,000 | 71,130,000 | 61,710,000 | 178,300,000 | 138,530,000 | 142,000,000 | 162,010,000 | 168,580,000 | 225,940,000 | 247,490,000 | 207,530,000 | 198,610,000 | 255,560,000 | 171,240,000 | 155,500,000 | 190,630,000 | 158,520,000 | 122,340,000 | 112,960,000 | 156,350,000 | 148,060,000 | 317,260,000 | 459,860,000 | 400,610,000 | 1,695,930,000 | 355,110,000 | 450,240,000 | 330,490,000 | 596,670,000 | 495,280,000 | 664,740,000 | 560,800,000 | 734,810,000 | 626,010,000 | 659,080,000 | 915,810,000 | 1,011,370,000 | 1,061,800,000 | 1,332,770,000 | 1,300,060,000 | 1,210,680,000 | 1,210,680,000 | 1,210,680,000 |
Nigeria | NGA | 16,310,000 | 7,460,000 | 14,260,000 | 18,340,000 | 27,330,000 | 30,310,000 | 5,190,000 | 5,530,000 | 26,050,000 | 44,610,000 | 40,300,000 | 32,880,000 | 4,940,000 | 7,260,000 | 8,730,000 | 10,380,000 | 6,200,000 | 6,050,000 | 6,540,000 | 2,410,000 | 2,680,000 | 6,140,000 | 4,450,000 | 420,000 | 6,950,000 | 3,770,000 | 8,730,000 | 13,790,000 | 35,520,000 | 127,800,000 | 124,700,000 | 130,770,000 | 116,270,000 | 53,650,000 | 43,210,000 | 32,620,000 | 24,140,000 | 27,100,000 | 33,310,000 | 47,780,000 | 49,590,000 | 89,880,000 | 107,310,000 | 114,860,000 | 165,130,000 | 5,840,000,000 | 11,388,180,000 | 1,323,270,000 | 846,440,000 | 949,520,000 | 787,740,000 | 858,590,000 | 1,092,640,000 | 1,351,970,000 | 1,164,070,000 | 1,155,620,000 | 1,398,270,000 | 2,034,380,000 | 1,962,310,000 | 1,745,460,000 | 1,983,060,000 | 2,152,260,000 | 2,001,720,000 | 2,001,720,000 | 2,001,720,000 |
Rwanda | RWA | 7,500,000 | 6,700,000 | 10,060,000 | 5,520,000 | 4,200,000 | 5,690,000 | 5,680,000 | 4,910,000 | 9,470,000 | 8,020,000 | 10,140,000 | 11,470,000 | 12,870,000 | 17,270,000 | 17,290,000 | 47,960,000 | 31,840,000 | 33,530,000 | 60,510,000 | 82,730,000 | 67,680,000 | 71,800,000 | 69,810,000 | 64,540,000 | 72,470,000 | 71,410,000 | 78,380,000 | 70,470,000 | 100,570,000 | 95,930,000 | 144,640,000 | 169,040,000 | 189,610,000 | 213,580,000 | 599,520,000 | 565,700,000 | 333,370,000 | 123,880,000 | 199,430,000 | 228,030,000 | 211,300,000 | 183,210,000 | 209,360,000 | 225,670,000 | 332,630,000 | 419,440,000 | 1,685,740,000 | 460,950,000 | 642,200,000 | 698,810,000 | 872,080,000 | 939,040,000 | 733,840,000 | 922,260,000 | 696,020,000 | 690,780,000 | 660,770,000 | 729,870,000 | 621,870,000 | 656,670,000 | 702,070,000 | 864,030,000 | 726,070,000 | 726,070,000 | 726,070,000 |
Sudan | SDN | 11,830,000 | 13,030,000 | 10,250,000 | 9,790,000 | 10,870,000 | 9,760,000 | 2,940,000 | -200,000 | 7,810,000 | 2,640,000 | 2,500,000 | 7,450,000 | 22,150,000 | 16,120,000 | 57,390,000 | 186,720,000 | 85,850,000 | 138,830,000 | 126,170,000 | 133,200,000 | 394,630,000 | 253,020,000 | 427,620,000 | 445,720,000 | 363,540,000 | 775,110,000 | 672,510,000 | 564,540,000 | 515,130,000 | 412,120,000 | 453,160,000 | 549,420,000 | 315,490,000 | 253,190,000 | 365,280,000 | 149,200,000 | 144,040,000 | 118,560,000 | 189,810,000 | 219,860,000 | 180,570,000 | 169,380,000 | 261,780,000 | 571,550,000 | 900,930,000 | 1,667,840,000 | 1,777,270,000 | 1,943,840,000 | 2,162,690,000 | 2,123,640,000 | 1,785,050,000 | 1,505,190,000 | 1,198,570,000 | 1,341,800,000 | 762,030,000 | 737,730,000 | 740,240,000 | 731,990,000 | 922,490,000 | 1,167,830,000 | 2,295,300,000 | 3,514,290,000 | 1,545,440,000 | 1,545,440,000 | 1,545,440,000 |
Senegal | SEN | 0 | 30,000 | 5,020,000 | 3,130,000 | 36,800,000 | 32,060,000 | 8,840,000 | 31,860,000 | 24,230,000 | 19,050,000 | 16,130,000 | 30,320,000 | 42,650,000 | 38,530,000 | 78,450,000 | 44,200,000 | 37,330,000 | 32,650,000 | 81,360,000 | 58,240,000 | 78,270,000 | 81,480,000 | 70,600,000 | 108,070,000 | 126,490,000 | 96,240,000 | 161,780,000 | 206,290,000 | 200,150,000 | 275,350,000 | 552,920,000 | 347,430,000 | 331,220,000 | 299,490,000 | 476,450,000 | 373,040,000 | 334,130,000 | 239,820,000 | 252,960,000 | 376,530,000 | 255,450,000 | 177,620,000 | 213,520,000 | 180,780,000 | 802,780,000 | 373,070,000 | 2,762,080,000 | 400,050,000 | 580,190,000 | 496,430,000 | 467,190,000 | 569,420,000 | 511,780,000 | 529,550,000 | 611,440,000 | 516,670,000 | 376,580,000 | 394,180,000 | 485,120,000 | 441,470,000 | 733,920,000 | 567,770,000 | 512,020,000 | 512,020,000 | 512,020,000 |
Sierra Leone | SLE | 1,730,000 | 10,480,000 | 5,240,000 | 4,670,000 | 4,630,000 | 4,670,000 | 1,160,000 | 1,900,000 | 1,510,000 | 1,120,000 | 1,260,000 | 2,280,000 | 2,100,000 | 1,270,000 | 2,860,000 | 2,660,000 | 2,110,000 | 6,500,000 | 6,210,000 | 19,120,000 | 24,480,000 | 18,920,000 | 15,100,000 | 21,320,000 | 24,510,000 | 71,630,000 | 33,550,000 | 27,550,000 | 54,870,000 | 51,480,000 | 29,940,000 | 30,520,000 | 44,960,000 | 143,710,000 | 72,290,000 | 87,100,000 | 64,600,000 | 61,320,000 | 70,070,000 | 65,180,000 | 115,970,000 | 192,400,000 | 259,450,000 | 269,570,000 | 295,990,000 | 268,370,000 | 670,910,000 | 492,090,000 | 236,270,000 | 313,700,000 | 320,300,000 | 305,450,000 | 330,020,000 | 430,170,000 | 767,860,000 | 791,680,000 | 519,430,000 | 392,630,000 | 393,830,000 | 428,640,000 | 584,930,000 | 510,840,000 | 476,790,000 | 476,790,000 | 476,790,000 |
Somalia | SOM | 21,410,000 | 20,600,000 | 22,530,000 | 21,550,000 | 14,470,000 | 22,830,000 | 11,420,000 | 1,710,000 | 19,710,000 | 9,960,000 | 8,490,000 | 17,420,000 | 10,860,000 | 24,440,000 | 38,830,000 | 112,190,000 | 56,090,000 | 161,120,000 | 126,120,000 | 111,060,000 | 308,590,000 | 192,120,000 | 284,270,000 | 104,770,000 | 110,450,000 | 113,240,000 | 256,100,000 | 293,790,000 | 276,140,000 | 256,960,000 | 346,700,000 | 142,790,000 | 606,380,000 | 810,090,000 | 493,030,000 | 149,340,000 | 60,640,000 | 67,120,000 | 69,200,000 | 93,900,000 | 87,620,000 | 121,200,000 | 139,800,000 | 157,390,000 | 193,380,000 | 232,390,000 | 379,430,000 | 387,290,000 | 755,610,000 | 646,020,000 | 477,180,000 | 1,065,480,000 | 964,930,000 | 1,024,870,000 | 1,056,890,000 | 900,280,000 | 1,110,200,000 | 1,689,570,000 | 1,516,030,000 | 1,655,860,000 | 2,637,810,000 | 2,453,720,000 | 1,853,320,000 | 1,853,320,000 | 1,853,320,000 |
South Sudan | SSD | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 352,000,000 | 1,067,700,000 | 1,262,820,000 | 1,859,060,000 | 1,562,550,000 | 1,474,590,000 | 2,067,600,000 | 1,530,120,000 | 1,628,180,000 | 1,709,310,000 | 1,879,030,000 | 1,981,750,000 | 1,981,750,000 | 1,981,750,000 |
Sao Tome and Principe | STP | 110,000 | 110,000 | 124,285.714286 | 138,571.428571 | 152,857.142857 | 167,142.857143 | 181,428.571429 | 195,714.285714 | 210,000 | 187,142.857143 | 164,285.714286 | 141,428.571429 | 118,571.428571 | 95,714.285714 | 72,857.142857 | 50,000 | 1,180,000 | 2,040,000 | 2,430,000 | 1,740,000 | 2,670,000 | 2,180,000 | 4,020,000 | 7,810,000 | 8,330,000 | 8,330,000 | 6,620,000 | 9,030,000 | 8,230,000 | 18,180,000 | 26,700,000 | 18,980,000 | 22,880,000 | 19,790,000 | 22,740,000 | 24,550,000 | 17,900,000 | 16,370,000 | 10,930,000 | 9,310,000 | 13,370,000 | 16,870,000 | 14,500,000 | 22,650,000 | 19,970,000 | 22,000,000 | 19,480,000 | 153,560,000 | 35,120,000 | 12,430,000 | 23,010,000 | 43,950,000 | 29,560,000 | 38,140,000 | 33,980,000 | 28,020,000 | 34,960,000 | 30,790,000 | 39,790,000 | 41,880,000 | 67,230,000 | 62,420,000 | 80,240,000 | 80,240,000 | 80,240,000 |
Eswatini | SWZ | 1,290,000 | 3,100,000 | 2,210,000 | 2,650,000 | 6,140,000 | 7,800,000 | 6,370,000 | 6,930,000 | 5,740,000 | 6,920,000 | 3,490,000 | -1,510,000 | 3,140,000 | 1,180,000 | 2,640,000 | 4,300,000 | 1,680,000 | 5,010,000 | 8,970,000 | 10,710,000 | 11,760,000 | 9,360,000 | 5,790,000 | 9,260,000 | 11,840,000 | 7,520,000 | 6,500,000 | 17,290,000 | 9,180,000 | 13,590,000 | 20,150,000 | 17,110,000 | 29,190,000 | 21,200,000 | 19,940,000 | 18,850,000 | 18,880,000 | 17,770,000 | 19,780,000 | 11,760,000 | 9,900,000 | 10,970,000 | 7,800,000 | 18,450,000 | 23,530,000 | 38,930,000 | 25,160,000 | 46,160,000 | 66,380,000 | 57,060,000 | 89,750,000 | 116,700,000 | 78,830,000 | 113,150,000 | 80,660,000 | 88,000,000 | 123,860,000 | 132,940,000 | 97,810,000 | 76,570,000 | 102,720,000 | 112,770,000 | 103,960,000 | 103,960,000 | 103,960,000 |
Seychelles | SYC | 1,090,000 | 990,000 | 480,000 | 630,000 | 930,000 | 1,540,000 | 730,000 | 1,700,000 | 1,320,000 | 800,000 | 3,090,000 | 6,040,000 | 7,730,000 | 6,190,000 | 6,680,000 | 5,090,000 | 5,000,000 | 7,560,000 | 9,140,000 | 8,010,000 | 5,660,000 | 5,190,000 | 5,440,000 | 6,490,000 | 7,030,000 | 13,380,000 | 7,980,000 | 6,040,000 | 5,160,000 | 7,040,000 | 11,580,000 | 8,280,000 | 9,080,000 | 11,480,000 | 7,480,000 | 7,560,000 | 7,570,000 | 5,560,000 | 8,270,000 | 7,540,000 | 11,510,000 | 9,530,000 | 4,380,000 | 2,780,000 | 4,760,000 | 6,870,000 | 6,340,000 | 4,440,000 | 2,800,000 | 21,300,000 | 70,200,000 | 18,200,000 | 21,820,000 | 13,750,000 | 8,820,000 | 6,600,000 | 13,560,000 | 13,750,000 | 13,750,000 | 13,750,000 | 13,750,000 | 13,750,000 | 13,750,000 | 13,750,000 | 13,750,000 |
Chad | TCD | 0 | 0 | 40,000 | 80,000 | 11,370,000 | 12,570,000 | 3,980,000 | 10,350,000 | 6,570,000 | 13,110,000 | 11,490,000 | 16,250,000 | 25,450,000 | 22,930,000 | 51,590,000 | 27,260,000 | 31,500,000 | 34,650,000 | 57,090,000 | 49,200,000 | 21,570,000 | 56,360,000 | 48,740,000 | 71,290,000 | 91,210,000 | 125,690,000 | 101,150,000 | 106,570,000 | 151,430,000 | 127,040,000 | 146,670,000 | 112,760,000 | 112,050,000 | 106,050,000 | 114,650,000 | 120,950,000 | 124,270,000 | 107,290,000 | 90,020,000 | 61,510,000 | 62,310,000 | 110,920,000 | 109,700,000 | 126,040,000 | 228,260,000 | 271,710,000 | 214,470,000 | 312,590,000 | 437,060,000 | 517,650,000 | 452,950,000 | 454,570,000 | 477,750,000 | 471,270,000 | 379,250,000 | 1,083,440,000 | 541,250,000 | 538,200,000 | 667,130,000 | 534,980,000 | 805,120,000 | 616,160,000 | 661,560,000 | 661,560,000 | 661,560,000 |
Togo | TGO | 10,000 | 1,110,000 | 2,480,000 | 3,160,000 | 8,220,000 | 7,690,000 | 2,020,000 | 4,250,000 | 9,600,000 | 7,660,000 | 7,260,000 | 8,930,000 | 13,480,000 | 10,790,000 | 17,490,000 | 19,130,000 | 21,020,000 | 17,660,000 | 19,380,000 | 20,940,000 | 15,140,000 | 17,620,000 | 11,230,000 | 31,930,000 | 35,080,000 | 147,270,000 | 49,810,000 | 41,150,000 | 57,210,000 | 72,290,000 | 119,650,000 | 80,740,000 | 107,240,000 | 55,310,000 | 73,140,000 | 122,660,000 | 70,270,000 | 57,800,000 | 63,500,000 | 43,300,000 | 48,850,000 | 32,880,000 | 32,100,000 | 36,970,000 | 45,970,000 | 57,120,000 | 59,770,000 | 100,560,000 | 209,140,000 | 391,810,000 | 458,020,000 | 636,300,000 | 198,290,000 | 190,630,000 | 167,410,000 | 150,600,000 | 134,070,000 | 246,210,000 | 218,430,000 | 258,150,000 | 254,530,000 | 234,040,000 | 272,340,000 | 272,340,000 | 272,340,000 |
Tunisia | TUN | 49,200,000 | 90,150,000 | 66,000,000 | 50,840,000 | 44,660,000 | 55,500,000 | 23,780,000 | 22,840,000 | 19,780,000 | 28,130,000 | 42,550,000 | 25,150,000 | 20,890,000 | 31,330,000 | 62,870,000 | 54,680,000 | 49,130,000 | 31,640,000 | 28,090,000 | 30,170,000 | 25,530,000 | 26,470,000 | 29,490,000 | 28,190,000 | 34,910,000 | 29,830,000 | 69,800,000 | 86,500,000 | 124,140,000 | 88,160,000 | 175,650,000 | 99,680,000 | 140,400,000 | 103,190,000 | 84,250,000 | 59,520,000 | 138,670,000 | 137,510,000 | 65,630,000 | 109,180,000 | 44,650,000 | 94,640,000 | 115,000,000 | 100,220,000 | 143,660,000 | 140,900,000 | 190,230,000 | 174,450,000 | 122,240,000 | 144,630,000 | 141,490,000 | 332,140,000 | 438,690,000 | 253,800,000 | 367,620,000 | 274,890,000 | 233,580,000 | 251,800,000 | 278,940,000 | 445,790,000 | 529,870,000 | 392,050,000 | 551,910,000 | 551,910,000 | 551,910,000 |
Tanzania | TZA | 5,430,000 | 21,560,000 | 36,760,000 | 20,250,000 | 26,130,000 | 22,780,000 | 6,210,000 | 6,020,000 | 6,390,000 | 4,540,000 | 6,170,000 | 6,680,000 | 9,820,000 | 23,580,000 | 50,740,000 | 127,990,000 | 118,960,000 | 135,250,000 | 350,600,000 | 349,100,000 | 485,410,000 | 332,580,000 | 309,030,000 | 255,980,000 | 290,810,000 | 266,580,000 | 483,460,000 | 481,100,000 | 599,810,000 | 535,940,000 | 677,340,000 | 705,660,000 | 697,690,000 | 786,240,000 | 568,410,000 | 452,870,000 | 430,640,000 | 431,020,000 | 651,510,000 | 576,030,000 | 774,750,000 | 1,002,910,000 | 955,450,000 | 1,041,830,000 | 1,369,040,000 | 1,036,760,000 | 5,574,430,000 | 2,022,070,000 | 1,630,950,000 | 1,531,120,000 | 1,876,640,000 | 1,771,530,000 | 1,859,970,000 | 2,207,930,000 | 1,488,340,000 | 1,453,190,000 | 1,410,000,000 | 1,672,910,000 | 1,609,320,000 | 1,365,450,000 | 1,614,300,000 | 1,437,640,000 | 1,284,040,000 | 1,284,040,000 | 1,284,040,000 |
Uganda | UGA | 3,560,000 | 10,320,000 | 15,570,000 | 13,800,000 | 11,790,000 | 12,340,000 | 710,000 | 830,000 | 2,510,000 | 200,000 | 1,470,000 | 1,150,000 | 21,700,000 | 660,000 | 1,300,000 | 33,940,000 | 4,790,000 | 6,100,000 | 5,310,000 | 35,740,000 | 61,420,000 | 100,430,000 | 55,630,000 | 76,430,000 | 66,280,000 | 47,310,000 | 81,570,000 | 96,490,000 | 186,860,000 | 176,520,000 | 257,380,000 | 314,330,000 | 337,590,000 | 260,840,000 | 320,390,000 | 401,320,000 | 336,980,000 | 342,100,000 | 544,760,000 | 396,920,000 | 566,260,000 | 437,640,000 | 536,310,000 | 586,520,000 | 1,020,430,000 | 867,720,000 | 4,702,810,000 | 1,169,430,000 | 1,294,480,000 | 1,173,080,000 | 1,152,120,000 | 1,129,490,000 | 1,178,980,000 | 1,115,310,000 | 1,178,070,000 | 1,087,110,000 | 1,263,640,000 | 1,441,330,000 | 1,439,280,000 | 1,414,270,000 | 1,614,530,000 | 1,765,790,000 | 1,690,290,000 | 1,690,290,000 | 1,690,290,000 |
South Africa | ZAF | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 135,040,000 | 146,170,000 | 156,160,000 | 143,560,000 | 199,520,000 | 249,380,000 | 247,650,000 | 221,440,000 | 212,530,000 | 286,250,000 | 324,010,000 | 367,420,000 | 398,520,000 | 344,890,000 | 565,740,000 | 767,050,000 | 865,370,000 | 834,180,000 | 887,980,000 | 862,970,000 | 814,920,000 | 736,850,000 | 688,860,000 | 776,890,000 | 851,600,000 | 824,310,000 | 602,000,000 | 990,920,000 | 1,097,050,000 | 872,510,000 | 872,510,000 | 872,510,000 |
Zambia | ZMB | 930,000 | 1,260,000 | 2,650,000 | 1,380,000 | 14,470,000 | 12,030,000 | 19,900,000 | 27,760,000 | 2,830,000 | 1,920,000 | 1,700,000 | 1,180,000 | 2,530,000 | 15,160,000 | 8,910,000 | 13,940,000 | 9,930,000 | 37,810,000 | 35,830,000 | 57,930,000 | 71,500,000 | 72,660,000 | 68,630,000 | 75,530,000 | 91,550,000 | 122,410,000 | 191,360,000 | 213,340,000 | 242,110,000 | 194,390,000 | 663,340,000 | 425,820,000 | 641,980,000 | 478,200,000 | 355,520,000 | 361,670,000 | 272,790,000 | 250,310,000 | 257,580,000 | 347,320,000 | 414,870,000 | 490,620,000 | 581,820,000 | 804,520,000 | 827,180,000 | 1,740,100,000 | 4,530,150,000 | 818,040,000 | 939,240,000 | 864,790,000 | 710,760,000 | 863,980,000 | 794,750,000 | 986,650,000 | 798,500,000 | 612,560,000 | 705,520,000 | 878,750,000 | 815,050,000 | 673,490,000 | 772,870,000 | 854,290,000 | 782,400,000 | 782,400,000 | 782,400,000 |
Zimbabwe | ZWE | 10,000 | 10,000 | 40,000 | 70,000 | 6,560,000 | 6,030,000 | 20,000 | -20,000 | 90,000 | 10,000 | 0 | 70,000 | 30,000 | 70,000 | 160,000 | 20,000 | 130,000 | 0 | 1,020,000 | 180,000 | 126,590,000 | 80,370,000 | 66,300,000 | 102,870,000 | 170,320,000 | 114,020,000 | 95,880,000 | 124,170,000 | 131,290,000 | 128,350,000 | 198,540,000 | 215,990,000 | 337,070,000 | 154,410,000 | 266,170,000 | 309,920,000 | 211,220,000 | 126,790,000 | 153,510,000 | 139,890,000 | 113,480,000 | 86,050,000 | 136,220,000 | 140,480,000 | 159,730,000 | 317,570,000 | 222,250,000 | 433,170,000 | 573,850,000 | 680,790,000 | 642,630,000 | 637,480,000 | 919,550,000 | 777,200,000 | 707,470,000 | 774,600,000 | 693,350,000 | 675,820,000 | 739,070,000 | 792,940,000 | 934,230,000 | 942,120,000 | 731,160,000 | 731,160,000 | 731,160,000 |
Africa Grants Excluding Technical Cooperation Bop Current Usd | Africa (World Bank)
Size category: n<1K - Formats: csv - Sector: economics_finance - Engineered by Electric Sheep Africa
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 Grants Excluding Technical Cooperation Bop Current USD Dataset Overview This dataset contains grants, excluding technical cooperation (bop, current us$) data for African countries from the World Bank Economy & Growth indicators. Data Details Indicator Code: BX.GRT.EXTA.CD.WD Description: Grants, excluding technical cooperation (BoP, current US$) Geographic Coverage: 54 African countries Time Period: 1960-2024 Data Points: 3,510 observations Coverage:… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-grants-excluding-technical-cooperation-bop-current-usd.
Dataset Profile
| Field | Value |
|---|---|
| Hugging Face repo | electricsheepafrica/africa-grants-excluding-technical-cooperation-bop-current-usd |
| Sector | economics_finance |
| Topic tags | grants |
| 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 | 2025-09-04 09:54:11+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/africa-grants-excluding-technical-cooperation-bop-current-usd")
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
- Source context: World Bank
- Publisher/source attribution: World Bank open data
- License: gpl
- Hugging Face URL: https://huggingface.co/datasets/electricsheepafrica/africa-grants-excluding-technical-cooperation-bop-current-usd
- Inventory retrieved at:
2026-07-16T16:00:34Z
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_africa_grants_excluding_technical_cooperation_bop_current_usd_2026,
title = {Africa Grants Excluding Technical Cooperation Bop Current Usd | Africa (World Bank)},
author = {World Bank open data},
year = {2026},
url = {https://huggingface.co/datasets/electricsheepafrica/africa-grants-excluding-technical-cooperation-bop-current-usd},
publisher = {Hugging Face Datasets, engineered by Electric Sheep Africa},
howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-grants-excluding-technical-cooperation-bop-current-usd}}
}
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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