data: ZMD ENACTS rainfall ALL monthly WASP queriesENACTS dabaseline

ZMD ENACTS rainfall ALL monthly WASP queriesENACTS dabaseline_full: District-Average ENACTS 12-Month WASP Baseline data

ENACTS rainfall ALL monthly WASP queriesENACTS District-Average ENACTS 12-Month WASP Baseline from ZMD: Zambia Meteorological Department.

Independent Variables (Grids)

Baseline: grid: /Baseline (months since 01-Jan) periodic (Jan) to (Dec) by 1.0 N= 12 pts :grid
BaseYears: grid: /BaseYears (months since 1960-01-01) ordered (1981) to (2022) by 12.0 N= 42 pts :grid
district: grid: /district (ids) unordered [ (Chadiza) (Chama) (Chililbombwe) (Chilubi) (Chingola) (Chinsali) (Chipata) (Choma) (Gwembe) (Isoka) (Kabompo) (Kabwe Rural) (Kabwe Urban) (Kalabo) (Kalomo) (Kalulishi) (Kaoma) (Kaputa) (Kasama) (Kasempa) (Katete) (Kawambwa) (Kitwe) (Lake Mweru) (Livingstone) (Luangwa) (Luanshya) (Lukulu) (Lundazi) (Lusaka Rural) (Lusaka Urban) (Luwingu) (Mansa) (Mazabuka) (Mbala) (Mkushi) (Mongu) (Monze) (Mpika) (Mporokoso) (Mufulira) (Mufumbwe) (Mumbwa) (Mwense) (Mwinilunga) (Namwala) (Nchelenge) (Ndola Rural) (Ndola Urban) (Petauke) (Samfiya) (Senanga) (Serenje) (Sesheke) (Siavonga) (Sinazongwe) (Solwezi) (Zambezi)] :grid
Time: grid: /T (months since 1960-01-01) ordered (1981) to (Oct 2023 - Sep 2024) by 1.0 N= 514 pts :grid

Other Info

CE

null

colorscalename

std_wasp_colors

CS

null

datatype

realarraytype

file_missing_value

-99.0

maxncolor

254

missing_value

NaN

units

unitless

history

ZMD ENACTS rainfall ALL monthly WASP wasp_functions WASP12

[ ( { [ ZMD ENACTS rainfall ALL monthly rfe_merged ] - [ ZMD ENACTS rainfall ALL monthly rfe_merged climatology ] } / masklt { root mean sq [ ( ZMD ENACTS rainfall ALL monthly rfe_merged ) - ( ZMD ENACTS rainfall ALL monthly rfe_merged climatology ) ] , 0.01 } ) * ( { ZMD ENACTS rainfall ALL monthly rfe_merged climatology } / masklt { [ mean ( ZMD ENACTS rainfall ALL monthly rfe_merged climatology ) * 12. ] , 0.001 } ) ] / masklt [ root mean sq anom ( { [ ( ZMD ENACTS rainfall ALL monthly rfe_merged ) - ( ZMD ENACTS rainfall ALL monthly rfe_merged climatology ) ] / masklt [ root mean sq ( { ZMD ENACTS rainfall ALL monthly rfe_merged } - { ZMD ENACTS rainfall ALL monthly rfe_merged climatology } ) , 0.01 ] } * { [ ZMD ENACTS rainfall ALL monthly rfe_merged climatology ] / masklt [ ( mean { ZMD ENACTS rainfall ALL monthly rfe_merged climatology } * 12. ) , 0.001 ] } ) , 0.01 ]

[ ( { ZMD ENACTS rainfall ALL monthly rfe_merged } - { ZMD ENACTS rainfall ALL monthly rfe_merged climatology } ) / masklt ( root mean sq { [ ZMD ENACTS rainfall ALL monthly rfe_merged ] - [ ZMD ENACTS rainfall ALL monthly rfe_merged climatology ] } , 0.01 ) ] * [ ( ZMD ENACTS rainfall ALL monthly rfe_merged climatology ) / masklt ( { mean [ ZMD ENACTS rainfall ALL monthly rfe_merged climatology ] * 12. } , 0.001 ) ]

[ ( ZMD ENACTS rainfall ALL monthly rfe_merged ) - ( ZMD ENACTS rainfall ALL monthly rfe_merged climatology ) ] / masklt [ root mean sq ( { ZMD ENACTS rainfall ALL monthly rfe_merged } - { ZMD ENACTS rainfall ALL monthly rfe_merged climatology } ) , 0.01 ]

[ ZMD ENACTS rainfall ALL monthly rfe_merged ] - [ ZMD ENACTS rainfall ALL monthly rfe_merged climatology ]

ZMD ENACTS rainfall ALL monthly rfe_merged
Boxes with less than 0.0% dropped

ZMD ENACTS rainfall ALL monthly rfe_merged climatology

Boxes with less than 0.0% dropped
Averaged over T2[1981, 2023] minimum 0.0% data present

masklt [ root mean sq ( { ZMD ENACTS rainfall ALL monthly rfe_merged } - { ZMD ENACTS rainfall ALL monthly rfe_merged climatology } ) , 0.01 ]

ZMD ENACTS rainfall ALL monthly rfe_merged
Boxes with less than 0.0% dropped

ZMD ENACTS rainfall ALL monthly rfe_merged climatology

Boxes with less than 0.0% dropped
Averaged over T2[1981, 2023] minimum 0.0% data present

root mean sq [ ( ZMD ENACTS rainfall ALL monthly rfe_merged ) - ( ZMD ENACTS rainfall ALL monthly rfe_merged climatology ) ]

Averaged over T2[1981, 2023] minimum 0.0% data present

[ ZMD ENACTS rainfall ALL monthly rfe_merged climatology ] / masklt [ ( mean { ZMD ENACTS rainfall ALL monthly rfe_merged climatology } * 12. ) , 0.001 ]

ZMD ENACTS rainfall ALL monthly rfe_merged climatology

Boxes with less than 0.0% dropped
Averaged over T2[1981, 2023] minimum 0.0% data present

masklt [ ( mean { ZMD ENACTS rainfall ALL monthly rfe_merged climatology } * 12. ) , 0.001 ]

ZMD ENACTS rainfall ALL monthly rfe_merged climatology

Boxes with less than 0.0% dropped
Averaged over T2[1981, 2023] minimum 0.0% data present

mean [ ZMD ENACTS rainfall ALL monthly rfe_merged climatology ] * 12.

Averaged over T[Jan, Dec] minimum 0.0% data present

Averaged in T with overlapping interval 12
Boxes with less than 0.0% dropped

masklt [ root mean sq anom ( { [ ( ZMD ENACTS rainfall ALL monthly rfe_merged ) - ( ZMD ENACTS rainfall ALL monthly rfe_merged climatology ) ] / masklt [ root mean sq ( { ZMD ENACTS rainfall ALL monthly rfe_merged } - { ZMD ENACTS rainfall ALL monthly rfe_merged climatology } ) , 0.01 ] } * { [ ZMD ENACTS rainfall ALL monthly rfe_merged climatology ] / masklt [ ( mean { ZMD ENACTS rainfall ALL monthly rfe_merged climatology } * 12. ) , 0.001 ] } ) , 0.01 ]

[ ZMD ENACTS rainfall ALL monthly rfe_merged ] - [ ZMD ENACTS rainfall ALL monthly rfe_merged climatology ]

ZMD ENACTS rainfall ALL monthly rfe_merged
Boxes with less than 0.0% dropped

ZMD ENACTS rainfall ALL monthly rfe_merged climatology

Boxes with less than 0.0% dropped
Averaged over T2[1981, 2023] minimum 0.0% data present

masklt [ root mean sq ( { ZMD ENACTS rainfall ALL monthly rfe_merged } - { ZMD ENACTS rainfall ALL monthly rfe_merged climatology } ) , 0.01 ]

ZMD ENACTS rainfall ALL monthly rfe_merged
Boxes with less than 0.0% dropped

ZMD ENACTS rainfall ALL monthly rfe_merged climatology

Boxes with less than 0.0% dropped
Averaged over T2[1981, 2023] minimum 0.0% data present

root mean sq [ ( ZMD ENACTS rainfall ALL monthly rfe_merged ) - ( ZMD ENACTS rainfall ALL monthly rfe_merged climatology ) ]

Averaged over T2[1981, 2023] minimum 0.0% data present

[ ZMD ENACTS rainfall ALL monthly rfe_merged climatology ] / masklt [ ( mean { ZMD ENACTS rainfall ALL monthly rfe_merged climatology } * 12. ) , 0.001 ]

ZMD ENACTS rainfall ALL monthly rfe_merged climatology

Boxes with less than 0.0% dropped
Averaged over T2[1981, 2023] minimum 0.0% data present

masklt [ ( mean { ZMD ENACTS rainfall ALL monthly rfe_merged climatology } * 12. ) , 0.001 ]

ZMD ENACTS rainfall ALL monthly rfe_merged climatology

Boxes with less than 0.0% dropped
Averaged over T2[1981, 2023] minimum 0.0% data present

mean [ ZMD ENACTS rainfall ALL monthly rfe_merged climatology ] * 12.

Averaged over T[Jan, Dec] minimum 0.0% data present

Averaged in T with overlapping interval 12
Boxes with less than 0.0% dropped

root mean sq anom [ ( { [ ZMD ENACTS rainfall ALL monthly rfe_merged ] - [ ZMD ENACTS rainfall ALL monthly rfe_merged climatology ] } / masklt { root mean sq [ ( ZMD ENACTS rainfall ALL monthly rfe_merged ) - ( ZMD ENACTS rainfall ALL monthly rfe_merged climatology ) ] , 0.01 } ) * ( { ZMD ENACTS rainfall ALL monthly rfe_merged climatology } / masklt { [ mean ( ZMD ENACTS rainfall ALL monthly rfe_merged climatology ) * 12. ] , 0.001 } ) ]

Averaged over T2[16 Jun 1981 - 15 Jun 1982, 16 Jun 2022 - 15 Jun 2023] minimum 0.0% data present

[ masklt / masklt ] [ mean ( ZMD ENACTS rainfall ALL monthly rfe_merged climatology ) , 0.25 ]

ZMD ENACTS rainfall ALL monthly rfe_merged climatology

Boxes with less than 0.0% dropped
Averaged over T2[1981, 2023] minimum 0.0% data present

mean [ ZMD ENACTS rainfall ALL monthly rfe_merged climatology ]

Averaged over T[Jan, Dec] minimum 0.0% data present

Boxes with less than 0.0% dropped

ZMD ENACTS rainfall ALL monthly WASP wasp_functions [ WASP12 * 0. ]

[ ZMD ENACTS rainfall ALL monthly rfe_merged ] - [ ZMD ENACTS rainfall ALL monthly rfe_merged climatology ]

ZMD ENACTS rainfall ALL monthly rfe_merged
Boxes with less than 0.0% dropped

ZMD ENACTS rainfall ALL monthly rfe_merged climatology

Boxes with less than 0.0% dropped
Averaged over T2[1981, 2023] minimum 0.0% data present

masklt [ root mean sq ( { ZMD ENACTS rainfall ALL monthly rfe_merged } - { ZMD ENACTS rainfall ALL monthly rfe_merged climatology } ) , 0.01 ]

ZMD ENACTS rainfall ALL monthly rfe_merged
Boxes with less than 0.0% dropped

ZMD ENACTS rainfall ALL monthly rfe_merged climatology

Boxes with less than 0.0% dropped
Averaged over T2[1981, 2023] minimum 0.0% data present

root mean sq [ ( ZMD ENACTS rainfall ALL monthly rfe_merged ) - ( ZMD ENACTS rainfall ALL monthly rfe_merged climatology ) ]

Averaged over T2[1981, 2023] minimum 0.0% data present

[ ZMD ENACTS rainfall ALL monthly rfe_merged climatology ] / masklt [ ( mean { ZMD ENACTS rainfall ALL monthly rfe_merged climatology } * 12. ) , 0.001 ]

ZMD ENACTS rainfall ALL monthly rfe_merged climatology

Boxes with less than 0.0% dropped
Averaged over T2[1981, 2023] minimum 0.0% data present

masklt [ ( mean { ZMD ENACTS rainfall ALL monthly rfe_merged climatology } * 12. ) , 0.001 ]

ZMD ENACTS rainfall ALL monthly rfe_merged climatology

Boxes with less than 0.0% dropped
Averaged over T2[1981, 2023] minimum 0.0% data present

mean [ ZMD ENACTS rainfall ALL monthly rfe_merged climatology ] * 12.

Averaged over T[Jan, Dec] minimum 0.0% data present

Averaged in T with overlapping interval 12
Boxes with less than 0.0% dropped

[ ZMD ENACTS rainfall ALL monthly rfe_merged ] - [ ZMD ENACTS rainfall ALL monthly rfe_merged climatology ]

ZMD ENACTS rainfall ALL monthly rfe_merged
Boxes with less than 0.0% dropped

ZMD ENACTS rainfall ALL monthly rfe_merged climatology

Boxes with less than 0.0% dropped
Averaged over T2[1981, 2023] minimum 0.0% data present

masklt [ root mean sq ( { ZMD ENACTS rainfall ALL monthly rfe_merged } - { ZMD ENACTS rainfall ALL monthly rfe_merged climatology } ) , 0.01 ]

ZMD ENACTS rainfall ALL monthly rfe_merged
Boxes with less than 0.0% dropped

ZMD ENACTS rainfall ALL monthly rfe_merged climatology

Boxes with less than 0.0% dropped
Averaged over T2[1981, 2023] minimum 0.0% data present

root mean sq [ ( ZMD ENACTS rainfall ALL monthly rfe_merged ) - ( ZMD ENACTS rainfall ALL monthly rfe_merged climatology ) ]

Averaged over T2[1981, 2023] minimum 0.0% data present

[ ZMD ENACTS rainfall ALL monthly rfe_merged climatology ] / masklt [ ( mean { ZMD ENACTS rainfall ALL monthly rfe_merged climatology } * 12. ) , 0.001 ]

ZMD ENACTS rainfall ALL monthly rfe_merged climatology

Boxes with less than 0.0% dropped
Averaged over T2[1981, 2023] minimum 0.0% data present

masklt [ ( mean { ZMD ENACTS rainfall ALL monthly rfe_merged climatology } * 12. ) , 0.001 ]

ZMD ENACTS rainfall ALL monthly rfe_merged climatology

Boxes with less than 0.0% dropped
Averaged over T2[1981, 2023] minimum 0.0% data present

mean [ ZMD ENACTS rainfall ALL monthly rfe_merged climatology ] * 12.

Averaged over T[Jan, Dec] minimum 0.0% data present

Averaged in T with overlapping interval 12
Boxes with less than 0.0% dropped

Averaged over T2[16 Jun 1981 - 15 Jun 1982, 16 Jun 2022 - 15 Jun 2023] minimum 0.0% data present

[ masklt / masklt ] [ mean ( ZMD ENACTS rainfall ALL monthly rfe_merged climatology ) , 0.25 ]

ZMD ENACTS rainfall ALL monthly rfe_merged climatology

Boxes with less than 0.0% dropped
Averaged over T2[1981, 2023] minimum 0.0% data present

mean [ ZMD ENACTS rainfall ALL monthly rfe_merged climatology ]

Averaged over T[Jan, Dec] minimum 0.0% data present

Last updated: Thu, 12 Dec 2024 15:16:42 GMT
Expires: Sat, 21 Dec 2024 00:00:00 GMT

Data Views

	Baseline	BaseYears	district	T
ZMD ENACTS rainfall ALL monthly WASP queriesENACTS dabaseline_full[ T \| district Baseline BaseYears]	M	M	M	M

Filters

Here are some filters that are useful for manipulating data. There are actually many more available, but they have to be entered manually. See Ingrid Function Documentation for more information.

Monthly Climatology calculates a monthly climatology by averaging over all years.
anomalies calculates the difference between the (above) monthly climatology and the original data.
Integrate along T district Baseline BaseYears
Differentiate along T district Baseline BaseYears
Take differences along T district Baseline BaseYears