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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
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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

Geographiciso3 (MAR), year_code (range 1970.0–2024.0), year (range 1970.0–2024.0).

Temporalstartdate, enddate.

Outcome / Measurementvalue (range 12.0352–130.9913).

Identifier / Metadataarea_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.

Otherarea (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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