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year int64 1.96k 2.02k | Algeria float64 0.46 6.05 | Angola float64 0 49.3 | Benin null | Botswana float64 2.24 7.27 | Burkina Faso null | Burundi float64 0.51 56 | Cabo Verde float64 0 26.8 | Cameroon float64 2.83 28.7 | Central African Republic float64 0.21 85.4 | Chad null | Comoros null | Congo, Dem. Rep. null | Congo, Rep. float64 4.76 97.2 | Cote d'Ivoire float64 8.56 51.6 | Djibouti null | Egypt, Arab Rep. float64 9.73 35.6 | Equatorial Guinea null | Eritrea float64 9.58 22.8 | Eswatini float64 3.83 36.8 | Ethiopia float64 0.3 48.6 | Gabon float64 2.96 87.2 | Gambia, The float64 0.08 69.2 | Ghana float64 2.77 33.3 | Guinea null | Guinea-Bissau null | Kenya float64 5.9 27.9 | Lesotho null | Liberia null | Libya float64 5.23 11.6 | Madagascar float64 2.06 15.8 | Malawi float64 2.39 52.1 | Mali null | Mauritania null | Mauritius float64 2.93 22.1 | Morocco float64 19.1 64.9 | Mozambique float64 8.01 56.1 | Namibia float64 0.32 34.2 | Niger float64 0.41 22.6 | Nigeria float64 7.48 81.5 | Rwanda float64 2.94 48 | Sao Tome and Principe null | Senegal float64 11 34.9 | Seychelles null | Sierra Leone null | Somalia null | South Africa float64 27.5 51.1 | South Sudan null | Sudan null | Tanzania float64 4.3 37.7 | Togo null | Tunisia float64 19.2 52 | Uganda float64 13 42.6 | Zambia float64 3.16 42 | Zimbabwe float64 8.63 48.9 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,960 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,961 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,962 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,963 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,964 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,965 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,966 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,967 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,968 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,969 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,970 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,971 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,972 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,973 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,974 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,975 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,976 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,977 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,978 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,979 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,980 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,981 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,982 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,983 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,984 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,985 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,986 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,987 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,988 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,989 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,990 | 4.756046 | 0 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 27.87969 | null | null | 9.600304 | 7.955417 | 11.281077 | null | null | 7.083526 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 23.623064 | 42.625154 | 17.056282 | 48.943305 |
1,991 | 4.756046 | 0.005548 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 8.05036 | null | null | 9.600304 | 13.761873 | 4.846025 | null | null | 7.29302 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 21.303492 | 42.625154 | 17.056282 | 45.132835 |
1,992 | 4.756046 | 0.005548 | null | 4.112863 | null | 11.709775 | 0.096586 | 19.709039 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 5.896275 | null | null | 9.600304 | 6.386053 | 4.846025 | null | null | 7.118827 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.022492 | null | null | 8.968491 | null | 21.201193 | 42.625154 | 17.056282 | 46.301287 |
1,993 | 2.24367 | 0.005548 | null | 4.112863 | null | 11.709775 | 0.096586 | 7.192204 | 15.831846 | null | null | null | 9.580596 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 7.755195 | 50.959061 | 6.970567 | null | null | 9.753025 | null | null | 9.600304 | 13.73544 | 11.435575 | null | null | 6.264382 | 23.332169 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 27.522522 | null | null | 8.968491 | null | 21.267059 | 42.625154 | 17.056282 | 34.508261 |
1,994 | 2.959419 | 0.005548 | null | 4.112863 | null | 26.822493 | 0.096586 | 7.192204 | 8.41819 | null | null | null | 4.764894 | 8.557992 | null | 10.649105 | null | 12.842692 | 13.635587 | 0.347526 | 4.07257 | 50.959061 | 6.970567 | null | null | 16.254149 | null | null | 9.600304 | 2.428834 | 11.435575 | null | null | 7.284743 | 19.345823 | 11.551253 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 29.062451 | null | null | 8.968491 | null | 19.224294 | 42.625154 | 17.056282 | 27.477386 |
1,995 | 4.477868 | 0.005548 | null | 4.112863 | null | 11.076229 | 0.096586 | 7.192204 | 19.327993 | null | null | null | 6.302937 | 8.557992 | null | 14.151826 | null | 12.842692 | 13.635587 | 0.347526 | 4.07257 | 50.959061 | 2.770716 | null | null | 16.87288 | null | null | 9.600304 | 3.875097 | 7.093112 | null | null | 7.607993 | 19.214664 | 20.587123 | 6.971118 | 0.474042 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 32.155829 | null | null | 8.968491 | null | 20.165829 | 30.091238 | 14.927891 | 37.354764 |
1,996 | 5.49487 | 0.005548 | null | 4.112863 | null | 2.151944 | 0.096586 | 8.876634 | 25.786848 | null | null | null | 6.302937 | 8.581398 | null | 9.818644 | null | 12.842692 | 13.635587 | 0.347526 | 4.903279 | 55.400234 | 2.770716 | null | null | 15.584114 | null | null | 9.600304 | 2.710512 | 4.383412 | null | null | 3.960438 | 19.506787 | 41.337309 | 6.971118 | 0.406367 | 34.253966 | 47.997829 | null | 23.602774 | null | null | null | 31.120058 | null | null | 8.968491 | null | 21.022762 | 14.011294 | 13.339002 | 33.661058 |
1,997 | 2.285896 | 0.005548 | null | 4.112863 | null | 1.146517 | 0.096586 | 9.502861 | 12.526257 | null | null | null | 6.302937 | 17.46984 | null | 9.727722 | null | 12.842692 | 13.635587 | 0.300655 | 6.098087 | 40.446201 | 3.203985 | null | null | 14.242619 | null | null | 9.600304 | 2.302598 | 8.012351 | null | null | 4.737104 | 19.103513 | 17.154524 | 6.971118 | 2.268253 | 64.843095 | 6.143934 | null | 26.470044 | null | null | null | 30.717976 | null | null | 8.968491 | null | 20.69746 | 17.6111 | 6.15604 | 35.045159 |
1,998 | 2.779653 | 0.005548 | null | 4.112863 | null | 4.275457 | 26.771184 | 9.502861 | 10.469168 | null | null | null | 6.302937 | 23.05303 | null | 12.371678 | null | 12.842692 | 13.635587 | 1.108775 | 14.405287 | 40.874361 | 2.802504 | null | null | 16.319742 | null | null | 9.600304 | 15.810003 | 2.389945 | null | null | 5.508644 | 21.081518 | 17.154524 | 6.971118 | 0.510198 | 81.542788 | 14.304799 | null | 28.826984 | null | null | null | 35.595278 | null | null | 30.279439 | null | 23.058045 | 24.506291 | 20.87973 | 35.045159 |
1,999 | 3.766795 | 0.005548 | null | 4.112863 | null | 4.110302 | 9.55686 | 6.096183 | 8.704481 | null | null | null | 6.302937 | 25.103118 | null | 12.899631 | null | 12.842692 | 13.635587 | 1.410548 | 12.766255 | 29.654243 | 10.89449 | null | null | 16.499684 | null | null | 9.600304 | 5.105718 | 5.022451 | null | null | 4.786547 | 22.505956 | 27.836259 | 6.971118 | 1.52506 | 60.647468 | 2.940142 | null | 34.940714 | null | null | null | 41.008142 | null | null | 31.100799 | null | 22.980809 | 40.180439 | 22.678774 | 31.243088 |
2,000 | 2.216492 | 0 | null | 4.112863 | null | 4.468034 | 4.830121 | 6.096183 | 3.376235 | null | null | null | 6.302937 | 10.185992 | null | 19.396469 | null | 12.842692 | 13.635587 | 0.731292 | 2.955506 | 69.162392 | 6.459053 | null | null | 15.084025 | null | null | 9.600304 | 2.09281 | 11.324247 | null | null | 4.878897 | 23.175383 | 21.917069 | 6.971118 | 8.286177 | 60.77217 | 2.940142 | null | 20.912384 | null | null | null | 39.982427 | null | null | 7.341503 | null | 24.826087 | 13.012385 | 3.332 | 25.95208 |
2,001 | 3.246462 | 0 | null | 3.563966 | null | 0.510595 | 3.261957 | 3.688065 | 3.959594 | null | null | null | 6.302937 | 20.559689 | null | 11.77173 | null | 9.576843 | 6.838712 | 3.679816 | 5.794176 | 6.034657 | 5.527831 | null | null | 19.041078 | null | null | 9.600304 | 3.167449 | 4.813571 | null | null | 4.838084 | 23.312922 | 22.703757 | 8.355512 | 2.03992 | 78.454129 | 4.840897 | null | 21.728526 | null | null | null | 42.789958 | null | null | 5.774915 | null | 26.691063 | 27.013357 | 3.164937 | 47.470174 |
2,002 | 3.705597 | 0 | null | 7.266624 | null | 2.759247 | 4.272814 | 11.554287 | 2.897655 | null | null | null | 54.530525 | 33.836227 | null | 10.775195 | null | 22.796014 | 5.337011 | 0.613444 | 7.198386 | 0.106064 | 5.527831 | null | null | 18.833698 | null | null | 9.600304 | 5.201028 | 4.454131 | null | null | 8.236959 | 24.886185 | 31.945877 | 11.311833 | 3.467506 | 57.293152 | 38.807417 | null | 20.866807 | null | null | null | 44.668396 | null | null | 4.304462 | null | 27.437704 | 28.979987 | 4.890576 | 42.424907 |
2,003 | 2.1589 | 0 | null | 5.838749 | null | 26.766697 | 1.849627 | 13.40199 | 0.212521 | null | null | null | 54.530525 | 40.42114 | null | 11.346273 | null | 14.67468 | 4.382731 | 0.495329 | 19.132413 | 10.197093 | 7.586494 | null | null | 16.324761 | null | null | 9.600304 | 2.850652 | 3.166117 | null | null | 8.236959 | 26.693234 | 29.046137 | 21.047285 | 2.445373 | 74.870675 | 8.761545 | null | 25.209888 | null | null | null | 45.897838 | null | null | 6.855289 | null | 28.161806 | 29.733362 | 3.933897 | 25.84286 |
2,004 | 2.142883 | 0 | null | 5.825889 | null | 11.601449 | 0.735259 | 8.182889 | 2.633437 | null | null | null | 54.530525 | 39.389876 | null | 10.432632 | null | 14.67468 | 3.829619 | 5.389152 | 9.075439 | 0.079501 | 12.917734 | null | null | 17.663583 | null | null | 9.600304 | 2.381944 | 6.342257 | null | null | 9.327212 | 24.987907 | 26.035496 | 16.327584 | 7.429572 | 74.870675 | 6.219384 | null | 24.811263 | null | null | null | 47.996273 | null | null | 7.837489 | null | 29.546494 | 26.707135 | 10.366229 | 18.110972 |
2,005 | 1.751139 | 0 | null | 4.348302 | null | 32.558565 | 0.753388 | 3.705978 | 1.865724 | null | null | null | 54.530525 | 36.395307 | null | 11.760689 | null | 14.67468 | 14.314673 | 10.970519 | 7.948421 | 3.72241 | 8.110861 | null | null | 15.141623 | null | null | 9.600304 | 4.096462 | 15.125014 | null | null | 3.616924 | 27.620934 | 27.718283 | 23.259581 | 22.355913 | 15.81776 | 5.098216 | null | 31.568194 | null | null | null | 47.569832 | null | null | 9.859626 | null | 31.409195 | 16.067399 | 6.771154 | 22.612935 |
2,006 | 1.276987 | 0 | null | 2.237235 | null | 5.090203 | 0.795114 | 2.826258 | 0.265167 | null | null | null | 54.530525 | 31.096228 | null | 13.510917 | null | 14.67468 | 20.804856 | 3.135868 | 10.65068 | 0.171178 | 2.859294 | null | null | 18.038176 | null | null | 9.600304 | 2.887658 | 19.005397 | null | null | 22.108623 | 29.757182 | 29.768605 | 14.394236 | 22.609464 | 15.81776 | 7.06211 | null | 19.640567 | null | null | null | 47.769573 | null | null | 11.301944 | null | 32.327359 | 37.72081 | 13.867592 | 41.297766 |
2,007 | 0.908815 | 0 | null | 2.504775 | null | 53.871054 | 0 | 13.418805 | 0.85293 | null | null | null | 54.530525 | 26.647732 | null | 10.993076 | null | 14.67468 | 28.962618 | 30.41169 | 7.323565 | 0.41452 | 13.366755 | null | null | 20.980911 | null | null | 9.600304 | 4.334163 | 19.147347 | null | null | 10.900137 | 32.251067 | 32.292054 | 19.674058 | 8.203508 | 36.517525 | 4.741381 | null | 20.953591 | null | null | null | 49.487686 | null | null | 13.111198 | null | 34.298763 | 22.524404 | 15.492909 | 43.836894 |
2,008 | 0.749031 | 0 | null | 4.847224 | null | 44.754072 | 0 | 24.713194 | 4.662285 | null | null | null | 67.76732 | 16.691203 | null | 24.589647 | null | 14.67468 | 11.736127 | 29.428908 | 6.649913 | 2.288322 | 18.100009 | null | null | 17.677483 | null | null | 8.321871 | 2.061222 | 15.122548 | null | null | 12.398637 | 31.582352 | 35.894981 | 13.782789 | 3.856426 | 73.23576 | 3.033899 | null | 17.270669 | null | null | null | 51.13817 | null | null | 22.868228 | null | 39.211367 | 14.837853 | 11.40466 | 30.922398 |
2,009 | 0.66054 | 0 | null | 6.175473 | null | 56.013505 | 0.018813 | 19.396121 | 6.232519 | null | null | null | 81.623214 | 25.042439 | null | 27.550305 | null | 14.67468 | 11.56338 | 48.643182 | 10.086546 | 0.475633 | 20.080191 | null | null | 25.686975 | null | null | 5.229182 | 3.465334 | 18.88892 | null | null | 8.656932 | 32.916681 | 43.916932 | 17.497956 | 2.992171 | 34.725498 | 34.04811 | null | 20.411621 | null | null | null | 46.507069 | null | null | 20.440574 | null | 39.637261 | 13.542532 | 21.546752 | 13.053251 |
2,010 | 0.458049 | 0 | null | 4.17154 | null | 23.965207 | 0 | 11.446957 | 8.291925 | null | null | null | 83.423183 | 32.52357 | null | 25.875009 | null | 14.67468 | 9.345036 | 42.380738 | 10.086546 | 0.583828 | 24.993975 | null | null | 24.927816 | null | null | 9.31446 | 4.263714 | 13.274074 | null | null | 2.928996 | 38.260701 | 9.276674 | 14.339919 | 12.857676 | 7.474998 | 7.621833 | null | 14.743518 | null | null | null | 45.722893 | null | null | 13.584856 | null | 45.016536 | 15.163587 | 11.455482 | 18.421436 |
2,011 | 0.525562 | 0 | null | 5.711042 | null | 35.423583 | 1.097116 | 28.661049 | 13.240196 | null | null | null | 87.627671 | 19.205463 | null | 28.045402 | null | 14.67468 | 36.836456 | 27.839646 | 10.086546 | 3.193058 | 5.93151 | null | null | 24.927816 | null | null | 9.31446 | 8.874835 | 14.542701 | null | null | 3.865846 | 40.096532 | 26.667623 | 17.211046 | 4.833023 | 8.87205 | 5.463179 | null | 12.83752 | null | null | null | 43.738192 | null | null | 16.674512 | null | 45.797896 | 32.163689 | 17.52952 | 12.846929 |
2,012 | 0.546271 | 0 | null | 5.516665 | null | 25.419361 | 0.798493 | 14.264495 | 23.591335 | null | null | null | 86.71982 | 15.584632 | null | 30.560217 | null | 14.67468 | 19.524547 | 23.068585 | 10.086546 | 1.054966 | 19.980495 | null | null | 21.624905 | null | null | 9.31446 | 3.075804 | 10.519283 | null | null | 4.048531 | 42.478491 | 37.911556 | 10.734134 | 5.311463 | 10.885192 | 4.84853 | null | 16.290561 | null | null | null | 44.677179 | null | null | 22.969613 | null | 45.28435 | 32.983173 | 17.163082 | 15.972655 |
2,013 | 0.828352 | 0 | null | 3.542987 | null | 27.946137 | 0.195839 | 18.970869 | 13.972533 | null | null | null | 85.929984 | 51.630546 | null | 31.612616 | null | 14.67468 | 19.815624 | 23.258095 | 81.813233 | 6.280947 | 33.265609 | null | null | 21.624905 | null | null | 9.31446 | 4.22605 | 12.778054 | null | null | 3.516983 | 44.50439 | 44.81318 | 25.750499 | 6.001271 | 19.385577 | 4.314078 | null | 13.427885 | null | null | null | 43.620239 | null | null | 22.408349 | null | 46.816473 | 13.819493 | 22.375911 | 13.909816 |
2,014 | 1.923661 | 0 | null | 3.438507 | null | 25.53094 | 0.154169 | 16.278473 | 0.627243 | null | null | null | 95.563485 | 31.806477 | null | 34.361877 | null | 14.67468 | 22.120134 | 27.109761 | 84.340021 | 10.470246 | 19.155284 | null | null | 21.624905 | null | null | 11.592459 | 4.9945 | 43.658988 | null | null | 4.017505 | 48.943445 | 45.18234 | 34.194945 | 10.847732 | 18.985014 | 7.893842 | null | 16.995216 | null | null | null | 46.0857 | null | null | 11.27127 | null | 49.09475 | 14.60919 | 23.86455 | 17.093621 |
2,015 | 4.46341 | 49.263442 | null | 5.336978 | null | 21.723923 | 0.12558 | 14.814449 | 80.463028 | null | null | null | 97.202987 | 48.661585 | null | 32.645153 | null | 14.67468 | 22.244757 | 27.944503 | 87.232825 | 0.123978 | 29.489078 | null | null | 20.8499 | null | null | 11.592459 | 5.252988 | 34.507291 | null | null | 4.008983 | 51.479054 | 16.667429 | 7.18836 | 8.650784 | 50.657463 | 13.637021 | null | 15.070933 | null | null | null | 49.928871 | null | null | 20.219529 | null | 47.370747 | 17.079238 | 28.400249 | 17.288428 |
2,016 | 6.051154 | 40.051087 | null | 4.011831 | null | 21.230739 | 0.169802 | 10.700756 | 65.083474 | null | null | null | 96.124481 | 32.219887 | null | 34.686267 | null | 14.67468 | 19.680309 | 31.819047 | 86.46248 | 2.316207 | 15.849402 | null | null | 24.463 | null | null | 11.592459 | 5.084515 | 20.838019 | null | null | 4.636632 | 55.157259 | 56.11129 | 4.013598 | 8.091161 | 11.516215 | 11.918387 | null | 16.719429 | null | null | null | 50.564533 | null | null | 11.709821 | null | 51.86702 | 20.855073 | 42.011681 | 14.794538 |
2,017 | 3.948754 | 24.726519 | null | 4.599013 | null | 8.856361 | 0 | 12.437019 | 84.539571 | null | null | null | 90.199396 | 41.26089 | null | 33.740586 | null | 14.67468 | 18.394742 | 41.358468 | 62.223447 | 8.165128 | 18.59099 | null | null | 19.90193 | null | null | 11.592459 | 4.293282 | 30.513227 | null | null | 14.308495 | 56.296158 | 17.772457 | 1.510934 | 12.766085 | 24.87942 | 4.129315 | null | 15.798886 | null | null | null | 46.872564 | null | null | 17.812085 | null | 51.953779 | 22.375527 | 26.781634 | 24.788294 |
2,018 | 3.948754 | 13.528949 | null | 4.504155 | null | 4.799326 | 0.024868 | 11.691098 | 63.704256 | null | null | null | 78.971902 | 23.456204 | null | 31.898263 | null | 14.67468 | 18.492963 | 41.005569 | 73.110055 | 8.292612 | 15.203898 | null | null | 21.475223 | null | null | 10.515584 | 4.675086 | 26.395805 | null | null | 14.339883 | 57.759906 | 8.009824 | 1.91165 | 9.248877 | 53.61222 | 8.188211 | null | 14.610556 | null | null | null | 46.024593 | null | null | 37.667662 | null | 48.742261 | 19.656835 | 25.401784 | 19.411989 |
2,019 | 3.948754 | 22.538667 | null | 4.30248 | null | 9.972578 | 0.994316 | 14.712825 | 85.416703 | null | null | null | 39.272176 | 25.934165 | null | 32.044001 | null | 14.67468 | 17.602757 | 30.019492 | 67.140031 | 20.81609 | 10.563337 | null | null | 23.608657 | null | null | 6.337198 | 3.630172 | 24.36281 | null | null | 13.843149 | 59.003498 | 10.392043 | 0.334265 | 4.164018 | 53.557415 | 8.338698 | null | 12.938622 | null | null | null | 45.993754 | null | null | 15.037262 | null | 51.642901 | 19.347394 | 26.401145 | 15.796605 |
2,020 | 3.948754 | 19.92455 | null | 4.970245 | null | 0.988409 | 1.176469 | 12.6425 | 64.220615 | null | null | null | 57.089412 | 23.443254 | null | 32.367987 | null | 14.67468 | 19.085018 | 28.987163 | 59.995584 | 3.870558 | 10.563337 | null | null | 21.165108 | null | null | 6.337198 | 3.259139 | 18.059608 | null | null | 15.225644 | 61.649022 | 11.903055 | 0.319265 | 10.955467 | 74.203067 | 8.121217 | null | 15.365812 | null | null | null | 45.105941 | null | null | 17.710352 | null | 49.337973 | 20.889283 | 21.431817 | 8.634016 |
2,021 | 3.948754 | 12.201344 | null | 3.579004 | null | 2.795299 | 0.042087 | 13.118684 | 57.801305 | null | null | null | 47.459797 | 27.53785 | null | 33.061174 | null | 14.67468 | 17.629082 | 15.877789 | 54.755419 | 15.079843 | 10.243295 | null | null | 20.417341 | null | null | 6.337198 | 3.760111 | 27.436399 | null | null | 9.351845 | 61.952523 | 10.360109 | 0.446035 | 6.602208 | 65.139922 | 23.253358 | null | 13.830382 | null | null | null | 45.352187 | null | null | 20.755639 | null | 50.238305 | 22.295102 | 28.499057 | 12.032455 |
2,022 | 3.948754 | 11.996188 | null | 3.851569 | null | 5.37285 | 0.063651 | 13.118684 | 79.631525 | null | null | null | 47.459797 | 22.05842 | null | 35.586871 | null | 14.67468 | 17.629082 | 14.947309 | 54.755419 | 15.079843 | 14.691527 | null | null | 18.521353 | null | null | 6.337198 | 3.661139 | 52.065827 | null | null | 11.347616 | 64.91948 | 12.053141 | 0.343991 | 11.100007 | 67.825072 | 4.264163 | null | 10.977836 | null | null | null | 45.272942 | null | null | 18.356525 | null | 47.746389 | 22.295102 | 29.296584 | 15.000067 |
2,023 | 3.948754 | 11.996188 | null | 3.851569 | null | 5.37285 | 0.063651 | 13.118684 | 79.631525 | null | null | null | 47.459797 | 22.05842 | null | 35.586871 | null | 14.67468 | 17.629082 | 14.947309 | 54.755419 | 15.079843 | 14.691527 | null | null | 18.521353 | null | null | 6.337198 | 3.661139 | 52.065827 | null | null | 11.347616 | 64.91948 | 12.053141 | 0.343991 | 11.100007 | 67.825072 | 4.264163 | null | 10.977836 | null | null | null | 45.272942 | null | null | 18.356525 | null | 47.746389 | 22.295102 | 29.296584 | 15.000067 |
2,024 | 3.948754 | 11.996188 | null | 3.851569 | null | 5.37285 | 0.063651 | 13.118684 | 79.631525 | null | null | null | 47.459797 | 22.05842 | null | 35.586871 | null | 14.67468 | 17.629082 | 14.947309 | 54.755419 | 15.079843 | 14.691527 | null | null | 18.521353 | null | null | 6.337198 | 3.661139 | 52.065827 | null | null | 11.347616 | 64.91948 | 12.053141 | 0.343991 | 11.100007 | 67.825072 | 4.264163 | null | 10.977836 | null | null | null | 45.272942 | null | null | 18.356525 | null | 47.746389 | 22.295102 | 29.296584 | 15.000067 |
Africa: Medium and high-tech exports (% manufactured exports)
Dataset summary
- This dataset provides values for "Medium and high-tech exports (% manufactured exports)" across African countries, standardized and made ML-ready.
- Geographic scope: 54 African countries.
- Temporal coverage: 1960–2024 (annual).
- Units: As defined by the World Bank indicator.
Source & licensing
- Source: World Bank – World Development Indicators (WDI), Indicator code:
TX.MNF.TECH.ZS.UN. - License: World Bank Open Data terms. Users are responsible for compliance with the World Bank Data Terms of Use.
Intended uses
- Cross-country analyses and visualization related to trade, logistics, and economic indicators.
- As an input feature for ML models in trade, development, and economic domains.
- Educational and exploratory data analysis.
Use with caution for early years and countries with imputed values.
Processing summary
Missing values in the pivot were handled via:
- Linear interpolation along years (
limit_direction="both") - Forward fill
- Backward fill Countries with no observations across all years remain entirely NaN.
Coverage and data quality notes
- Earliest non-missing observation (across all countries): 1990.
- Countries with no observations (all NaN in pivot):
- Benin, Burkina Faso, Chad, Comoros, Congo, Dem. Rep., Djibouti, Equatorial Guinea, Guinea, Guinea-Bissau, Lesotho, Liberia, Mali, Mauritania, Sao Tome and Principe, Seychelles, Sierra Leone, Somalia, South Sudan, Sudan, Togo.
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