Datasets:
iso3 stringclasses 1
value | startdate timestamp[ns]date 1970-01-01 00:00:00 2024-01-01 00:00:00 | enddate timestamp[ns]date 1970-12-31 00:00:00 2024-12-31 00:00:00 | area_code int64 143 143 | area_code_m49 stringclasses 1
value | area stringclasses 1
value | item_code int64 22k 22k | item stringclasses 4
values | element_code int64 6.18k 62.3k | element stringclasses 2
values | year_code int64 1.97k 2.02k | year int64 1.97k 2.02k | unit stringclasses 2
values | value float64 12.8 131 | flag stringclasses 2
values | esa_source stringclasses 1
value | esa_processed stringdate 2026-04-06 00:00:00 2026-04-06 00:00:00 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
MAR | 2015-01-01T00:00:00 | 2015-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 62,250 | Value Standard Local Currency, 2015 prices | 2,015 | 2,015 | SLC | 100 | X | HDX | 2026-04-06 |
MAR | 1992-01-01T00:00:00 | 1992-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 6,179 | Value US$, 2015 prices | 1,992 | 1,992 | USD | 88.097341 | X | HDX | 2026-04-06 |
MAR | 2001-01-01T00:00:00 | 2001-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 2,001 | 2,001 | SLC | 87.658485 | X | HDX | 2026-04-06 |
MAR | 1999-01-01T00:00:00 | 1999-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 6,179 | Value US$, 2015 prices | 1,999 | 1,999 | USD | 87.148666 | X | HDX | 2026-04-06 |
MAR | 2018-01-01T00:00:00 | 2018-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 62,250 | Value Standard Local Currency, 2015 prices | 2,018 | 2,018 | SLC | 99.27765 | X | HDX | 2026-04-06 |
MAR | 1978-01-01T00:00:00 | 1978-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 6,179 | Value US$, 2015 prices | 1,978 | 1,978 | USD | 66.567431 | X | HDX | 2026-04-06 |
MAR | 2009-01-01T00:00:00 | 2009-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 6,179 | Value US$, 2015 prices | 2,009 | 2,009 | USD | 117.192163 | X | HDX | 2026-04-06 |
MAR | 1977-01-01T00:00:00 | 1977-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 62,250 | Value Standard Local Currency, 2015 prices | 1,977 | 1,977 | SLC | 26.053866 | X | HDX | 2026-04-06 |
MAR | 2015-01-01T00:00:00 | 2015-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 6,179 | Value US$, 2015 prices | 2,015 | 2,015 | USD | 100 | X | HDX | 2026-04-06 |
MAR | 2012-01-01T00:00:00 | 2012-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 2,012 | 2,012 | SLC | 101.57884 | X | HDX | 2026-04-06 |
MAR | 1995-01-01T00:00:00 | 1995-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 62,250 | Value Standard Local Currency, 2015 prices | 1,995 | 1,995 | SLC | 84.826998 | X | HDX | 2026-04-06 |
MAR | 2022-01-01T00:00:00 | 2022-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 62,250 | Value Standard Local Currency, 2015 prices | 2,022 | 2,022 | SLC | 90.069467 | X | HDX | 2026-04-06 |
MAR | 2005-01-01T00:00:00 | 2005-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 6,179 | Value US$, 2015 prices | 2,005 | 2,005 | USD | 103.295879 | X | HDX | 2026-04-06 |
MAR | 1975-01-01T00:00:00 | 1975-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 1,975 | 1,975 | SLC | 21.761328 | X | HDX | 2026-04-06 |
MAR | 2015-01-01T00:00:00 | 2015-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 2,015 | 2,015 | SLC | 100 | X | HDX | 2026-04-06 |
MAR | 2008-01-01T00:00:00 | 2008-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 2,008 | 2,008 | SLC | 101.176694 | X | HDX | 2026-04-06 |
MAR | 2014-01-01T00:00:00 | 2014-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 6,179 | Value US$, 2015 prices | 2,014 | 2,014 | USD | 112.233114 | X | HDX | 2026-04-06 |
MAR | 2017-01-01T00:00:00 | 2017-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 62,250 | Value Standard Local Currency, 2015 prices | 2,017 | 2,017 | SLC | 97.027228 | X | HDX | 2026-04-06 |
MAR | 1970-01-01T00:00:00 | 1970-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 6,179 | Value US$, 2015 prices | 1,970 | 1,970 | USD | 23.222145 | X | HDX | 2026-04-06 |
MAR | 1986-01-01T00:00:00 | 1986-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 1,986 | 1,986 | SLC | 55.284146 | X | HDX | 2026-04-06 |
MAR | 1990-01-01T00:00:00 | 1990-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 6,179 | Value US$, 2015 prices | 1,990 | 1,990 | USD | 86.002133 | X | HDX | 2026-04-06 |
MAR | 1977-01-01T00:00:00 | 1977-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 1,977 | 1,977 | SLC | 22.504854 | X | HDX | 2026-04-06 |
MAR | 1995-01-01T00:00:00 | 1995-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 6,179 | Value US$, 2015 prices | 1,995 | 1,995 | USD | 96.985653 | X | HDX | 2026-04-06 |
MAR | 1973-01-01T00:00:00 | 1973-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 1,973 | 1,973 | SLC | 17.395707 | X | HDX | 2026-04-06 |
MAR | 1988-01-01T00:00:00 | 1988-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 1,988 | 1,988 | SLC | 60.248271 | X | HDX | 2026-04-06 |
MAR | 1973-01-01T00:00:00 | 1973-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 6,179 | Value US$, 2015 prices | 1,973 | 1,973 | USD | 39.953097 | X | HDX | 2026-04-06 |
MAR | 1975-01-01T00:00:00 | 1975-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 6,179 | Value US$, 2015 prices | 1,975 | 1,975 | USD | 52.433273 | X | HDX | 2026-04-06 |
MAR | 2009-01-01T00:00:00 | 2009-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 6,179 | Value US$, 2015 prices | 2,009 | 2,009 | USD | 112.518196 | X | HDX | 2026-04-06 |
MAR | 1996-01-01T00:00:00 | 1996-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 62,250 | Value Standard Local Currency, 2015 prices | 1,996 | 1,996 | SLC | 86.846005 | X | HDX | 2026-04-06 |
MAR | 1978-01-01T00:00:00 | 1978-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 6,179 | Value US$, 2015 prices | 1,978 | 1,978 | USD | 64.291592 | X | HDX | 2026-04-06 |
MAR | 1970-01-01T00:00:00 | 1970-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 1,970 | 1,970 | SLC | 12.788807 | X | HDX | 2026-04-06 |
MAR | 1972-01-01T00:00:00 | 1972-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 6,179 | Value US$, 2015 prices | 1,972 | 1,972 | USD | 29.582803 | X | HDX | 2026-04-06 |
MAR | 1998-01-01T00:00:00 | 1998-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 62,250 | Value Standard Local Currency, 2015 prices | 1,998 | 1,998 | SLC | 88.187151 | X | HDX | 2026-04-06 |
MAR | 1999-01-01T00:00:00 | 1999-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 1,999 | 1,999 | SLC | 87.506306 | X | HDX | 2026-04-06 |
MAR | 2000-01-01T00:00:00 | 2000-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 2,000 | 2,000 | SLC | 88.821503 | X | HDX | 2026-04-06 |
MAR | 2016-01-01T00:00:00 | 2016-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 6,179 | Value US$, 2015 prices | 2,016 | 2,016 | USD | 99.508627 | X | HDX | 2026-04-06 |
MAR | 1979-01-01T00:00:00 | 1979-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 62,250 | Value Standard Local Currency, 2015 prices | 1,979 | 1,979 | SLC | 30.65717 | X | HDX | 2026-04-06 |
MAR | 1996-01-01T00:00:00 | 1996-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 1,996 | 1,996 | SLC | 84.826641 | X | HDX | 2026-04-06 |
MAR | 1977-01-01T00:00:00 | 1977-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 1,977 | 1,977 | SLC | 25.309566 | X | HDX | 2026-04-06 |
MAR | 1981-01-01T00:00:00 | 1981-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 6,179 | Value US$, 2015 prices | 1,981 | 1,981 | USD | 75.024029 | X | HDX | 2026-04-06 |
MAR | 1983-01-01T00:00:00 | 1983-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 6,179 | Value US$, 2015 prices | 1,983 | 1,983 | USD | 63.353588 | X | HDX | 2026-04-06 |
MAR | 2023-01-01T00:00:00 | 2023-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 6,179 | Value US$, 2015 prices | 2,023 | 2,023 | USD | 110.832356 | X | HDX | 2026-04-06 |
MAR | 2013-01-01T00:00:00 | 2013-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 6,179 | Value US$, 2015 prices | 2,013 | 2,013 | USD | 114.729357 | X | HDX | 2026-04-06 |
MAR | 1994-01-01T00:00:00 | 1994-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 6,179 | Value US$, 2015 prices | 1,994 | 1,994 | USD | 85.874293 | X | HDX | 2026-04-06 |
MAR | 1978-01-01T00:00:00 | 1978-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 1,978 | 1,978 | SLC | 28.405846 | X | HDX | 2026-04-06 |
MAR | 1974-01-01T00:00:00 | 1974-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 1,974 | 1,974 | SLC | 25.678746 | X | HDX | 2026-04-06 |
MAR | 2001-01-01T00:00:00 | 2001-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 2,001 | 2,001 | SLC | 91.30513 | X | HDX | 2026-04-06 |
MAR | 2014-01-01T00:00:00 | 2014-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 6,179 | Value US$, 2015 prices | 2,014 | 2,014 | USD | 115.594288 | X | HDX | 2026-04-06 |
MAR | 2019-01-01T00:00:00 | 2019-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 6,179 | Value US$, 2015 prices | 2,019 | 2,019 | USD | 97.725292 | X | HDX | 2026-04-06 |
MAR | 1974-01-01T00:00:00 | 1974-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 62,250 | Value Standard Local Currency, 2015 prices | 1,974 | 1,974 | SLC | 20.529198 | X | HDX | 2026-04-06 |
MAR | 2003-01-01T00:00:00 | 2003-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 6,179 | Value US$, 2015 prices | 2,003 | 2,003 | USD | 91.073191 | X | HDX | 2026-04-06 |
MAR | 2012-01-01T00:00:00 | 2012-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 6,179 | Value US$, 2015 prices | 2,012 | 2,012 | USD | 103.796362 | X | HDX | 2026-04-06 |
MAR | 1975-01-01T00:00:00 | 1975-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 6,179 | Value US$, 2015 prices | 1,975 | 1,975 | USD | 53.940358 | X | HDX | 2026-04-06 |
MAR | 2016-01-01T00:00:00 | 2016-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 6,179 | Value US$, 2015 prices | 2,016 | 2,016 | USD | 100.983997 | X | HDX | 2026-04-06 |
MAR | 1992-01-01T00:00:00 | 1992-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 62,250 | Value Standard Local Currency, 2015 prices | 1,992 | 1,992 | SLC | 77.031673 | X | HDX | 2026-04-06 |
MAR | 1985-01-01T00:00:00 | 1985-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 6,179 | Value US$, 2015 prices | 1,985 | 1,985 | USD | 56.749402 | X | HDX | 2026-04-06 |
MAR | 2004-01-01T00:00:00 | 2004-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 6,179 | Value US$, 2015 prices | 2,004 | 2,004 | USD | 100.495293 | X | HDX | 2026-04-06 |
MAR | 2024-01-01T00:00:00 | 2024-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 6,179 | Value US$, 2015 prices | 2,024 | 2,024 | USD | 114.781854 | E | HDX | 2026-04-06 |
MAR | 2017-01-01T00:00:00 | 2017-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 6,179 | Value US$, 2015 prices | 2,017 | 2,017 | USD | 97.751532 | X | HDX | 2026-04-06 |
MAR | 2005-01-01T00:00:00 | 2005-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 2,005 | 2,005 | SLC | 93.00035 | X | HDX | 2026-04-06 |
MAR | 1987-01-01T00:00:00 | 1987-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 62,250 | Value Standard Local Currency, 2015 prices | 1,987 | 1,987 | SLC | 56.40372 | X | HDX | 2026-04-06 |
MAR | 2021-01-01T00:00:00 | 2021-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 62,250 | Value Standard Local Currency, 2015 prices | 2,021 | 2,021 | SLC | 98.54573 | X | HDX | 2026-04-06 |
MAR | 1984-01-01T00:00:00 | 1984-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 6,179 | Value US$, 2015 prices | 1,984 | 1,984 | USD | 55.795684 | X | HDX | 2026-04-06 |
MAR | 1998-01-01T00:00:00 | 1998-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 6,179 | Value US$, 2015 prices | 1,998 | 1,998 | USD | 88.244341 | X | HDX | 2026-04-06 |
MAR | 1993-01-01T00:00:00 | 1993-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 6,179 | Value US$, 2015 prices | 1,993 | 1,993 | USD | 83.144066 | X | HDX | 2026-04-06 |
MAR | 1977-01-01T00:00:00 | 1977-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 6,179 | Value US$, 2015 prices | 1,977 | 1,977 | USD | 48.795993 | X | HDX | 2026-04-06 |
MAR | 1989-01-01T00:00:00 | 1989-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 6,179 | Value US$, 2015 prices | 1,989 | 1,989 | USD | 72.358739 | X | HDX | 2026-04-06 |
MAR | 1991-01-01T00:00:00 | 1991-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 62,250 | Value Standard Local Currency, 2015 prices | 1,991 | 1,991 | SLC | 74.968892 | X | HDX | 2026-04-06 |
MAR | 1973-01-01T00:00:00 | 1973-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 6,179 | Value US$, 2015 prices | 1,973 | 1,973 | USD | 42.318419 | X | HDX | 2026-04-06 |
MAR | 1979-01-01T00:00:00 | 1979-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 1,979 | 1,979 | SLC | 31.065849 | X | HDX | 2026-04-06 |
MAR | 2000-01-01T00:00:00 | 2000-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 6,179 | Value US$, 2015 prices | 2,000 | 2,000 | USD | 80.596076 | X | HDX | 2026-04-06 |
MAR | 1974-01-01T00:00:00 | 1974-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 6,179 | Value US$, 2015 prices | 1,974 | 1,974 | USD | 45.872984 | X | HDX | 2026-04-06 |
MAR | 1998-01-01T00:00:00 | 1998-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 6,179 | Value US$, 2015 prices | 1,998 | 1,998 | USD | 89.415239 | X | HDX | 2026-04-06 |
MAR | 1997-01-01T00:00:00 | 1997-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 62,250 | Value Standard Local Currency, 2015 prices | 1,997 | 1,997 | SLC | 101.76583 | X | HDX | 2026-04-06 |
MAR | 1976-01-01T00:00:00 | 1976-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 6,179 | Value US$, 2015 prices | 1,976 | 1,976 | USD | 50.575525 | X | HDX | 2026-04-06 |
MAR | 2000-01-01T00:00:00 | 2000-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 6,179 | Value US$, 2015 prices | 2,000 | 2,000 | USD | 81.621851 | X | HDX | 2026-04-06 |
MAR | 1996-01-01T00:00:00 | 1996-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 6,179 | Value US$, 2015 prices | 1,996 | 1,996 | USD | 105.157486 | X | HDX | 2026-04-06 |
MAR | 1976-01-01T00:00:00 | 1976-12-31T00:00:00 | 143 | '504 | Morocco | 22,028 | Value Added Deflator (Manufacturing) | 62,250 | Value Standard Local Currency, 2015 prices | 1,976 | 1,976 | SLC | 23.7272 | X | HDX | 2026-04-06 |
MAR | 1972-01-01T00:00:00 | 1972-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 62,250 | Value Standard Local Currency, 2015 prices | 1,972 | 1,972 | SLC | 13.913724 | X | HDX | 2026-04-06 |
MAR | 2006-01-01T00:00:00 | 2006-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 2,006 | 2,006 | SLC | 92.910854 | X | HDX | 2026-04-06 |
MAR | 1999-01-01T00:00:00 | 1999-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 1,999 | 1,999 | SLC | 87.386214 | X | HDX | 2026-04-06 |
MAR | 2015-01-01T00:00:00 | 2015-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 6,179 | Value US$, 2015 prices | 2,015 | 2,015 | USD | 100 | X | HDX | 2026-04-06 |
MAR | 1989-01-01T00:00:00 | 1989-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 6,179 | Value US$, 2015 prices | 1,989 | 1,989 | USD | 80.401365 | X | HDX | 2026-04-06 |
MAR | 1989-01-01T00:00:00 | 1989-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 62,250 | Value Standard Local Currency, 2015 prices | 1,989 | 1,989 | SLC | 56.880507 | X | HDX | 2026-04-06 |
MAR | 2003-01-01T00:00:00 | 2003-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 62,250 | Value Standard Local Currency, 2015 prices | 2,003 | 2,003 | SLC | 89.896922 | X | HDX | 2026-04-06 |
MAR | 1974-01-01T00:00:00 | 1974-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 6,179 | Value US$, 2015 prices | 1,974 | 1,974 | USD | 48.178696 | X | HDX | 2026-04-06 |
MAR | 1971-01-01T00:00:00 | 1971-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 1,971 | 1,971 | SLC | 13.986421 | X | HDX | 2026-04-06 |
MAR | 2001-01-01T00:00:00 | 2001-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 6,179 | Value US$, 2015 prices | 2,001 | 2,001 | USD | 78.876144 | X | HDX | 2026-04-06 |
MAR | 2013-01-01T00:00:00 | 2013-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 6,179 | Value US$, 2015 prices | 2,013 | 2,013 | USD | 114.896452 | X | HDX | 2026-04-06 |
MAR | 1976-01-01T00:00:00 | 1976-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 1,976 | 1,976 | SLC | 22.84885 | X | HDX | 2026-04-06 |
MAR | 2011-01-01T00:00:00 | 2011-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 6,179 | Value US$, 2015 prices | 2,011 | 2,011 | USD | 121.304743 | X | HDX | 2026-04-06 |
MAR | 1997-01-01T00:00:00 | 1997-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 6,179 | Value US$, 2015 prices | 1,997 | 1,997 | USD | 104.299977 | X | HDX | 2026-04-06 |
MAR | 2018-01-01T00:00:00 | 2018-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 2,018 | 2,018 | SLC | 101.3543 | X | HDX | 2026-04-06 |
MAR | 2010-01-01T00:00:00 | 2010-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 2,010 | 2,010 | SLC | 101.2994 | X | HDX | 2026-04-06 |
MAR | 1982-01-01T00:00:00 | 1982-12-31T00:00:00 | 143 | '504 | Morocco | 22,025 | Gross Fixed Capital Formation Deflator | 6,179 | Value US$, 2015 prices | 1,982 | 1,982 | USD | 76.605303 | X | HDX | 2026-04-06 |
MAR | 1980-01-01T00:00:00 | 1980-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 62,250 | Value Standard Local Currency, 2015 prices | 1,980 | 1,980 | SLC | 33.742356 | X | HDX | 2026-04-06 |
MAR | 1981-01-01T00:00:00 | 1981-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 62,250 | Value Standard Local Currency, 2015 prices | 1,981 | 1,981 | SLC | 37.127159 | X | HDX | 2026-04-06 |
MAR | 2018-01-01T00:00:00 | 2018-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 6,179 | Value US$, 2015 prices | 2,018 | 2,018 | USD | 105.960795 | X | HDX | 2026-04-06 |
MAR | 1996-01-01T00:00:00 | 1996-12-31T00:00:00 | 143 | '504 | Morocco | 22,024 | GDP Deflator | 6,179 | Value US$, 2015 prices | 1,996 | 1,996 | USD | 95.030825 | X | HDX | 2026-04-06 |
MAR | 1999-01-01T00:00:00 | 1999-12-31T00:00:00 | 143 | '504 | Morocco | 22,026 | Value Added Deflator (Agriculture, forestry and fishery) | 62,250 | Value Standard Local Currency, 2015 prices | 1,999 | 1,999 | SLC | 98.281051 | X | HDX | 2026-04-06 |
Morocco - Food Prices
Publisher: Food and Agriculture Organization (FAO) of the United Nations · Source: HDX · License: cc-by-igo · Updated: 2026-04-06
Abstract
Food Prices for Morocco.
Contains data from the FAOSTAT bulk data service covering the following categories: Consumer Price Indices, Deflators, Exchange rates, Producer Prices
Each row in this dataset represents country-level aggregates. Temporal coverage is indicated by the startdate, enddate column(s). Geographic scope: MAR.
Curated into ML-ready Parquet format by Electric Sheep Africa.
Dataset Characteristics
| Domain | Food security and nutrition |
| Unit of observation | Country-level aggregates |
| Rows (total) | 438 |
| Columns | 17 (6 numeric, 9 categorical, 2 datetime) |
| Train split | 350 rows |
| Test split | 87 rows |
| Geographic scope | MAR |
| Publisher | Food and Agriculture Organization (FAO) of the United Nations |
| HDX last updated | 2026-04-06 |
Variables
Geographic — iso3 (MAR), year_code (range 1970.0–2024.0), year (range 1970.0–2024.0).
Temporal — startdate, enddate.
Outcome / Measurement — value (range 12.0352–130.9913).
Identifier / Metadata — area_code (range 143.0–143.0), area_code_m49 ('504), item_code (range 22024.0–22028.0), element_code (range 6179.0–62250.0), esa_source (HDX) and 1 others.
Other — area (Morocco), item (GDP Deflator, Gross Fixed Capital Formation Deflator, Value Added Deflator (Agriculture, forestry and fishery)), element (Value Standard Local Currency, 2015 prices, Value US$, 2015 prices), unit (SLC, USD), flag (X, E).
Quick Start
from datasets import load_dataset
ds = load_dataset("electricsheepafrica/africa-faostat-food-prices-for-morocco")
train = ds["train"].to_pandas()
test = ds["test"].to_pandas()
print(train.shape)
train.head()
Schema
| Column | Type | Null % | Range / Sample Values |
|---|---|---|---|
iso3 |
object | 0.0% | MAR |
startdate |
datetime64[ns] | 0.0% | |
enddate |
datetime64[ns] | 0.0% | |
area_code |
int64 | 0.0% | 143.0 – 143.0 (mean 143.0) |
area_code_m49 |
object | 0.0% | '504 |
area |
object | 0.0% | Morocco |
item_code |
int64 | 0.0% | 22024.0 – 22028.0 (mean 22025.7397) |
item |
object | 0.0% | GDP Deflator, Gross Fixed Capital Formation Deflator, Value Added Deflator (Agriculture, forestry and fishery) |
element_code |
int64 | 0.0% | 6179.0 – 62250.0 (mean 34214.5) |
element |
object | 0.0% | Value Standard Local Currency, 2015 prices, Value US$, 2015 prices |
year_code |
int64 | 0.0% | 1970.0 – 2024.0 (mean 1996.8767) |
year |
int64 | 0.0% | 1970.0 – 2024.0 (mean 1996.8767) |
unit |
object | 0.0% | SLC, USD |
value |
float64 | 0.0% | 12.0352 – 130.9913 (mean 78.7328) |
flag |
object | 0.0% | X, E |
esa_source |
object | 0.0% | HDX |
esa_processed |
object | 0.0% | 2026-04-06 |
Numeric Summary
| Column | Min | Max | Mean | Median |
|---|---|---|---|---|
area_code |
143.0 | 143.0 | 143.0 | 143.0 |
item_code |
22024.0 | 22028.0 | 22025.7397 | 22025.0 |
element_code |
6179.0 | 62250.0 | 34214.5 | 34214.5 |
year_code |
1970.0 | 2024.0 | 1996.8767 | 1997.0 |
year |
1970.0 | 2024.0 | 1996.8767 | 1997.0 |
value |
12.0352 | 130.9913 | 78.7328 | 87.6819 |
Curation
Raw data was downloaded from HDX via the CKAN API and converted to Parquet. Column names were lowercased and standardised to snake_case. Common missing-value markers (N/A, null, none, -, unknown, no data, #N/A) were unified to NaN. 2 column(s) were cast from string to numeric or datetime based on parse-success rate (>85% threshold). The dataset was split 80/20 into train and test partitions using a fixed random seed (42) and saved as Snappy-compressed Parquet.
Limitations
- Data originates from Food and Agriculture Organization (FAO) of the United Nations and has not been independently validated by ESA.
- Automated cleaning cannot correct for misreported values, definitional inconsistencies, or sampling bias in the original collection.
- Refer to the original HDX dataset page for the publisher's own methodology notes and caveats.
Citation
@dataset{hdx_africa_faostat_food_prices_for_morocco,
title = {Morocco - Food Prices},
author = {Food and Agriculture Organization (FAO) of the United Nations},
year = {2026},
url = {https://data.humdata.org/dataset/faostat-food-prices-for-morocco},
note = {Repackaged for machine learning by Electric Sheep Africa (https://huggingface.co/electricsheepafrica)}
}
Electric Sheep Africa — Africa's ML dataset infrastructure. Lagos, Nigeria.
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