Country Name stringlengths 4 24 | Country Code stringlengths 3 3 | 1960 float64 -47.03 99.8 ⌀ | 1961 float64 -47.03 99.8 ⌀ | 1962 float64 -47.03 99.8 ⌀ | 1963 float64 -47.03 99.8 ⌀ | 1964 float64 -47.03 99.8 ⌀ | 1965 float64 -47.03 99.8 ⌀ | 1966 float64 -47.03 99.8 ⌀ | 1967 float64 -47.03 99.8 ⌀ | 1968 float64 -47.03 99.8 ⌀ | 1969 float64 -47.03 99.8 ⌀ | 1970 float64 -47.03 99.8 ⌀ | 1971 float64 -47.03 99.8 ⌀ | 1972 float64 -47.03 99.8 ⌀ | 1973 float64 -47.03 99.8 ⌀ | 1974 float64 -47.03 99.8 ⌀ | 1975 float64 -47.03 99.8 ⌀ | 1976 float64 -47.03 99.8 ⌀ | 1977 float64 -47.03 99.8 ⌀ | 1978 float64 -47.03 99.8 ⌀ | 1979 float64 -47.03 99.8 ⌀ | 1980 float64 -47.03 99.8 ⌀ | 1981 float64 -47.03 99.8 ⌀ | 1982 float64 -47.03 99.8 ⌀ | 1983 float64 -47.03 99.8 ⌀ | 1984 float64 -47.03 99.8 ⌀ | 1985 float64 -47.03 99.8 ⌀ | 1986 float64 -47.03 99.8 ⌀ | 1987 float64 -47.03 99.8 ⌀ | 1988 float64 -47.03 99.8 ⌀ | 1989 float64 -47.03 99.8 ⌀ | 1990 float64 -47.03 99.8 ⌀ | 1991 float64 -47.03 99.8 ⌀ | 1992 float64 -47.03 99.8 ⌀ | 1993 float64 -47.03 99.8 ⌀ | 1994 float64 -47.03 99.8 ⌀ | 1995 float64 -47.03 99.8 ⌀ | 1996 float64 -47.03 99.8 ⌀ | 1997 float64 -47.03 99.8 ⌀ | 1998 float64 -58.15 28.7 ⌀ | 1999 float64 -33.5 141 ⌀ | 2000 float64 -50.9 16.7 ⌀ | 2001 float64 -45.53 134 ⌀ | 2002 float64 -8.12 97.9 ⌀ | 2003 float64 -74.76 186 ⌀ | 2004 float64 -26.7 126 ⌀ | 2005 float64 -33.93 158 ⌀ | 2006 float64 9.72 912 ⌀ | 2007 float64 -83.79 116 ⌀ | 2008 float64 -83.79 36.5 ⌀ | 2009 float64 -83.79 53.7 ⌀ | 2010 float64 -83.79 94.1 ⌀ | 2011 float64 -83.79 6.23 ⌀ | 2012 float64 -83.79 52.9 ⌀ | 2013 float64 -83.79 54.9 ⌀ | 2014 float64 -83.79 26.3 ⌀ | 2015 float64 -83.79 7.59 ⌀ | 2016 float64 -83.79 31.5 ⌀ | 2017 float64 -83.79 49.1 ⌀ | 2018 float64 -83.79 -4.17 ⌀ | 2019 float64 -83.79 26.6 ⌀ | 2020 float64 -83.79 8.51 ⌀ | 2021 float64 -83.79 136 ⌀ | 2022 float64 -83.79 23.8 ⌀ | 2023 float64 -83.79 23.8 ⌀ | 2024 float64 -83.79 23.8 ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Angola | AGO | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Burundi | BDI | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Benin | BEN | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Burkina Faso | BFA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Botswana | BWA | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 99.7742 | 9.1925 | 45.599998 | -6.913131 | 43.938538 | 31.15 | 25.57 | 21.1 | -3.241895 | 53.017807 | 37.21443 | -38.406315 | 24.333814 | -6.768039 | -7.483144 | 8.098225 | 8.172366 | -0.754625 | -2.748506 | -11.318518 | -0.753818 | -21.949392 | -7.283745 | -8.186774 | -0.858049 | 1.542867 | 1.542867 | 1.542867 |
Central African Republic | CAF | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Cote d'Ivoire | CIV | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | -10.5728 | 4.419 | -12.1 | -25.578947 | -2.369165 | 17.360001 | 27.360001 | 41.099998 | 16.866022 | 35.553379 | 115.556358 | -16.939295 | -10.710182 | 19.324924 | -15.153351 | 27.193928 | 37.482741 | 0.044307 | 7.589782 | -1.257306 | -2.488252 | -33.906912 | -7.866408 | 2.959496 | 19.411751 | -8.217419 | -8.217419 | -8.217419 |
Cameroon | CMR | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Congo, Dem. Rep. | COD | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Congo, Rep. | COG | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Comoros | COM | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Cabo Verde | CPV | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Djibouti | DJI | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Algeria | DZA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Egypt, Arab Rep. | EGY | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | -30.8592 | 24.200001 | -45.646469 | -45.529762 | -5.78 | 79.309998 | 126.400002 | 158.047435 | 10.217168 | 52.237996 | -55.849682 | 35.553901 | 11.501638 | -49.143835 | 41.178203 | 12.078289 | 26.302643 | -27.500332 | -22.850891 | 21.001329 | -10.256365 | 25.379449 | -22.4091 | 13.702278 | -22.299207 | -22.299207 | -22.299207 |
Eritrea | ERI | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Ethiopia | ETH | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Gabon | GAB | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Ghana | GHA | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | -32.3881 | 17.284201 | -33.5 | -50.899063 | 4.492188 | 27.57 | 65.379997 | 32.700001 | -33.928274 | 9.719768 | 21.583065 | -10.408781 | -42.700093 | 94.062237 | -22.817703 | 7.735271 | 54.91096 | -22.524332 | -29.616778 | -19.259363 | 49.126953 | -17.678126 | -23.605174 | -17.41918 | 36.348657 | -46.422273 | -46.422273 | -46.422273 |
Guinea | GIN | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Gambia, The | GMB | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Guinea-Bissau | GNB | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Equatorial Guinea | GNQ | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Kenya | KEN | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | -10.9619 | 13.8069 | -27.5 | -8.118029 | -22.71051 | 42.189999 | 186.210007 | -15 | 59.986198 | 60.301941 | 11.812719 | -40.305631 | 0.555538 | 33.798299 | -31.631973 | 43.227172 | 37.901109 | 13.83412 | -24.156894 | -11.832111 | 23.459491 | -14.72604 | 26.594914 | -21.606945 | 11.9609 | -26.690107 | -26.690107 | -26.690107 |
Liberia | LBR | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Libya | LBY | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Lesotho | LSO | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Morocco | MAR | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | 28.661301 | -7.8 | -19.143152 | -17.280294 | -8.12 | 43.990002 | 18.27 | 8.379197 | 78.534748 | 45.266858 | -16.957803 | -1.653811 | 13.095043 | -17.721626 | -14.698182 | 0.479967 | -3.135498 | -13.226287 | 31.519275 | 14.979599 | -11.138679 | 8.044801 | -2.808295 | 12.086028 | -30.014357 | -30.014357 | -30.014357 |
Madagascar | MDG | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Mali | MLI | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Mozambique | MOZ | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Mauritania | MRT | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Mauritius | MUS | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 5.3247 | 1.3556 | -6.7 | -19.384129 | -21.804604 | 22.91 | 43.689999 | 17.799999 | 10.474829 | 44.343028 | 93.9597 | -49.23848 | 44.217304 | 8.192345 | -2.513101 | -8.427176 | 25.350126 | -7.036068 | -19.329117 | 0.519643 | 28.2082 | -4.17187 | -0.443409 | -29.387234 | 17.069577 | -5.940955 | -5.940955 | -5.940955 |
Malawi | MWI | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Namibia | NAM | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | 5.3 | -37.756458 | -30.978178 | 22.459999 | 37.099998 | 36.700001 | -1.116781 | 12.841982 | 39.361519 | -9.88732 | 22.623195 | 24.20169 | 6.229005 | 19.011636 | -0.104646 | 6.175551 | -0.918139 | 24.171389 | 17.695816 | -12.173114 | -2.237805 | -31.526928 | 15.996791 | -3.316765 | -3.316765 | -3.316765 |
Niger | NER | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Nigeria | NGA | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -1.89 | -28.450001 | -10.3 | 7.401987 | 25.103973 | -0.28 | 57.540001 | 23.9 | 20.693252 | 33.952776 | 108.30327 | 36.452264 | -35.398741 | 20.292187 | -29.542634 | 52.948821 | 30.162494 | -31.855173 | -26.828055 | -42.208034 | 37.421962 | -17.859682 | -19.692304 | 8.51047 | 0.178472 | -13.37243 | -13.37243 | -13.37243 |
Rwanda | RWA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Sudan | SDN | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Senegal | SEN | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Sierra Leone | SLE | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Somalia | SOM | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
South Sudan | SSD | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Sao Tome and Principe | STP | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Eswatini | SWZ | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Seychelles | SYC | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Chad | TCD | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Togo | TGO | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Tunisia | TUN | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -47.028 | -6.3774 | 16.799999 | 9.000192 | -28.978872 | -2.5 | 14.92 | 4.2 | 11.099321 | 47.927412 | 15.599174 | -3.08311 | 40.565095 | 11.662838 | -13.431719 | -12.065918 | -11.593001 | -9.273758 | -11.474186 | -0.979177 | 5.61192 | -8.719653 | 2.9564 | -3.851645 | -7.905452 | -3.144074 | -3.144074 | -3.144074 |
Tanzania | TZA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Uganda | UGA | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
South Africa | ZAF | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -19.200001 | -13.8248 | -30.349899 | 56.099998 | -17.256025 | -22.134949 | 44.919998 | 37.599998 | 50.099998 | 24.78637 | 17.204713 | 15.542894 | -41.708282 | 53.73643 | 32.086698 | -17.416179 | 15.74887 | -7.446833 | 3.864445 | -26.622499 | 17.616932 | 30.623233 | -25.893431 | 8.550772 | -7.022345 | 5.439789 | -7.154536 | -7.154536 | -7.154536 |
Zambia | ZMB | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 16.678042 | 17.389081 | -1.294801 | -3.473257 | 39.867168 | -3.95725 | -45.608374 | -19.329593 | 36.605746 | -18.77291 | -37.41029 | -36.971274 | 135.728682 | 23.764543 | 23.764543 | 23.764543 |
Zimbabwe | ZWE | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | 72.400002 | -46.839199 | -58.1469 | 140.600006 | -24.571924 | 134.276672 | 97.940002 | -74.760002 | -26.700001 | 36.58226 | 912.281279 | -83.786962 | -83.786962 | -83.786962 | -83.786962 | -83.786962 | -83.786962 | -83.786962 | -83.786962 | -83.786962 | -83.786962 | -83.786962 | -83.786962 | -83.786962 | -83.786962 | -83.786962 | -83.786962 | -83.786962 | -83.786962 |
Africa S and P Global Equity Indices Annual percentage Change | 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 S&P Global Equity Indices (Annual % Change) Dataset Overview This dataset contains s&p global equity indices (annual % change) data for African countries from the World Bank. Data Details Indicator Code: CM.MKT.INDX.ZG Description: S&P Global Equity Indices (Annual % Change) Geographic Coverage: 13 African countries Time Period: 1996-2022 Data Points: 307 observations Coverage: 8.75% of possible country-year combinations File Formats… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/Africa-S-and-P-Global-Equity-Indices-Annual-percentage-Change.
Dataset Profile
| Field | Value |
|---|---|
| Hugging Face repo | electricsheepafrica/Africa-S-and-P-Global-Equity-Indices-Annual-percentage-Change |
| Sector | economics_finance |
| Topic tags | finance, equity |
| 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 13:26:39+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/Africa-S-and-P-Global-Equity-Indices-Annual-percentage-Change")
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-S-and-P-Global-Equity-Indices-Annual-percentage-Change
- 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_s_and_p_global_equity_indices_annual_percentage_change_2026,
title = {Africa S and P Global Equity Indices Annual percentage Change | Africa (World Bank)},
author = {World Bank open data},
year = {2026},
url = {https://huggingface.co/datasets/electricsheepafrica/Africa-S-and-P-Global-Equity-Indices-Annual-percentage-Change},
publisher = {Hugging Face Datasets, engineered by Electric Sheep Africa},
howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/Africa-S-and-P-Global-Equity-Indices-Annual-percentage-Change}}
}
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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