[ncl-talk] month_to_season

Dennis Shea shea at ucar.edu
Mon May 30 16:10:37 MDT 2022


*month_to_season  *
<https://www.ncl.ucar.edu/Document/Functions/Contributed/month_to_season.shtml>
Computes each year's seasonal mean. Multiple years are expected. Not one
year.


 minLat   = -35
  maxLat   =  35
  minLon   = -30
  maxLon   =  60

  f        = addfiles(fili, "r")
  o3x_surf = f[:]->O3(:,55,:,:)     ; input only surface
  o3x_surf = o3x_surf*1.e+09        ; units change
;;o3x_surf at units = "..."
  printVarSummary(o3x_surf)         ; (time,lat,lon)   ; lon: 0->360;
time=12
  print("==========================================")

; reorder longitudes
  o3x_surf := lonFlip(o3x_surf)
  print("++++++++++++++++++++++++++++++++++++++++++")
  print("    AFTER LONGITUDE REORDER               ")
  print("++++++++++++++++++++++++++++++++++++++++++")
  printVarSummary(o3x_surf)         ; (time,lat,lon)   ; lon: -180->180;
time=12

; Simple/Crude climatological seasonal mean from a 12-month climatology

 xSea_surf = o3x_surf(0:11:3,:,:)    ; trick; create array with meta data
 printVarSummary(xSea_surf)   ; (4,lat,lon)
 print("==========")

 xSea_surf(0,:,:) = (x(0,:,:) + x(1,:,:) + x(11,:,:) )/3.0  ; Jan, Feb, Dec
 xSea_surf(1,:,:) = (x(2,:,:) + x(3,:,:) + x( 4,:,:) )/3.0  ; Mar, Apr, May
 xSea_surf(2,:,:) = (x(5,:,:) + x(6,:,:) + x( 7,:,:) )/3.0  ; Jun, Jul, Aug
 xSea_surf(3,:,:) = (x(8,:,:) + x(9,:,:) + x(10,:,:) )/3.0  ; Sep. Oct Nov

 printMinMax(xSea_surf(0,:,:), True)   ; DJF
 printMinMax(xSea_surf(1,:,:), True)   ; MAM
 printMinMax(xSea_surf(2,:,:), True)   ; JJA
 printMinMax(xSea_surf(3,:,:), True)   ; SON
 print("==========")

; PLOT

On Mon, May 30, 2022 at 4:52 PM Najib Yusuf <najibgal at yahoo.com> wrote:

> I tried it but as you said there is something unusual, I got this error in
> subscript #1 "nyear", I looked at the summary of the variable and tried
> with "1" but yet got this error;
>
>
> plot1 = gsn_csm_contour_map_ce(wks,xSea(0,nyear,0,0),res)
> fatal:Subscript out of range, error in subscript #1
> fatal:An error occurred reading xSea
> fatal:["Execute.c":8635]:Execute: Error occurred at or near line 103
>
> ncl 104>  plot1 = gsn_csm_contour_map_ce(wks,xSea(0,nyear,:,:),res)
> fatal:Subscript out of range, error in subscript #1
> fatal:An error occurred reading xSea
>
> Could you please look at my data in this directory: /glade/scratch/najiby/
>
>
> ncl 0>  spec_units = ("ppb")
> ncl 1>   factor = (/1.e+09/)
> ncl 2>   wkdir  = "/glade/scratch/najiby/"
> ncl 3>   diri   = "/glade/scratch/najiby/"
> ncl 4>   fili   = systemfunc("ls
> "+diri+"f.e20.FSCD_FullEmissNig.cam.h0.2013*.nc")
> ncl 5>   print(fili)
> ncl 6>  minLat   = -35
> ncl 7>   maxLat   =  35
> ncl 8>   minLon   = -30
> ncl 9>   maxLon   =  60
> ncl 10>
> ncl 11>   f = addfiles(fili, "r")
> ncl 12>   o3x_surf = f[:]->O3(:,55,:,:)          ; input only surface
> ncl 13>   o3x_surf = o3x_surf*1.e+09        ; units change
> ncl 14> ;;o3x_surf at units = "..."
> ncl 15>   printVarSummary(o3x_surf)
>
> Variable: o3x_surf
> Type: float
> Total Size: 2654208 bytes
>             663552 values
> Number of Dimensions: 3
> Dimensions and sizes:   [time | 12] x [lat | 192] x [lon | 288]
> Coordinates:
>             time: [2953..3287]
>             lat: [ -90..  90]
>             lon: [   0..358.75]
> Number Of Attributes: 5
>   lev : 992.5000106104562
>   mdims :       1
>   units :       mol/mol
>   long_name :   O3 concentration
>   cell_methods :        time: mean
> ncl 16>  o3x_surf := lonFlip(o3x_surf)
> ncl 17>  printVarSummary(o3x_surf)
>
> Variable: o3x_surf
> Type: float
> Total Size: 2654208 bytes
>             663552 values
> Number of Dimensions: 3
> Dimensions and sizes:   [time | 12] x [lat | 192] x [lon | 288]
> Coordinates:
>             time: [2953..3287]
>             lat: [ -90..  90]
>             lon: [-180..178.75]
> Number Of Attributes: 6
>   lev : 992.5000106104562
>   mdims :       1
>   units :       mol/mol
>   long_name :   O3 concentration
>   cell_methods :        time: mean
>   lonFlip :     longitude coordinate variable has been reordered via
> lonFlip
> ncl 18> date = f[:]->date
> ncl 19> printVarSummary(date)
>
> Variable: date
> Type: integer
> Total Size: 48 bytes
>             12 values
> Number of Dimensions: 1
> Dimensions and sizes:   [time | 12]
> Coordinates:
>             time: [2953..3287]
> Number Of Attributes: 1
>   long_name :   current date (YYYYMMDD)
> ncl 20>   print(date)
> ncl 21>  nyear = dimsizes(date)/12         ; number of years
> ncl 22>   xSea = month_to_seasonN(o3x_surf,(/"DJF","MAM","JJA","SON"/))
> ncl 23> printVarSummary(xSea)
>
> Variable: xSea
> Type: float
> Total Size: 884736 bytes
>             221184 values
> Number of Dimensions: 4
> Dimensions and sizes:   [season | 4] x [time | 1] x [lat | 192] x [lon |
> 288]
> Coordinates:
>             season: [DJF..SON]
>             time: [2953..2953]
>             lat: [ -90..  90]
>             lon: [-180..178.75]
> Number Of Attributes: 7
>   lonFlip :     longitude coordinate variable has been reordered via
> lonFlip
>   cell_methods :        time: mean
>   long_name :   Seasonal Means: O3 concentration
>   units :       mol/mol
>   mdims :       1
>   lev : 992.5000106104562
>   _FillValue :  9.96921e+36
>
>
> Thank you for always helping.
>
>
> *------------------------------------*
>
> *Najib Yusuf Galadanci Ph.D.*
>
> *Assistant Director (R & D)*
>
> Lower Atmospheric Dynamics
>
> (Aerosol radiative forcing, air quality observations and modeling)
>
> Centre for Atmospheric Research
>
> National Space Research and Development Agency. Kogi State
>
> University Campus, Anyigba. Kogi State. Nigeria
>
> +234 80 3871 4158
> ------------------------------------
> Know that Victory comes with Patience,
> Relief with Affliction, and Ease with Hardship.
>
> Prophet Muhammad Rasulullah
>
>
>
>
>
> On Monday, May 30, 2022, 02:14:23 PM GMT+1, Dennis Shea <shea at ucar.edu>
> wrote:
>
>
> As I noted in my 1st response, "there may be errors" because I did it very
> quickly.
>
> Still, something is unusual. I didn't have your data file(s). try the
> following
>
>
> *month_to_season *
> <https://www.ncl.ucar.edu/Document/Functions/Contributed/month_to_season.shtml>computes
> the seasonal mean for *each year*.
> This is *not* a climatological seasonal mean.
>
> **********************************************************************************
> begin
>
> ; read model data
>
>   spec_units = ("ppb")
>   factor = (/1.e+09/)
>   wkdir  = "/glade/scratch/najiby/"
>   diri   = "/glade/scratch/najiby/"
>   fili   = systemfunc("ls "+diri+"f.e20.FSCD_FullEmissNig.cam.h0.2013*.nc")
>   print(fili)
>   print("==========================================")
>
>   minLat   = -35
>   maxLat   =  35
>   minLon   = -30
>   maxLon   =  60
>
>   f = addfiles(fili, "r")
>   o3x_surf = f[:]->O3(:,55,:,:)          ; input only surface
>   o3x_surf = o3x_surf*1.e+09        ; units change
> ;;o3x_surf at units = "..."
>   printVarSummary(o3x_surf)         ; (time,lat,lon)   ; lon: 0->360
>   print("==========================================")
>
> ; reorder longitudes
>   o3x_surf := *lonFlip*(o3x_surf)
>   print("++++++++++++++++++++++++++++++++++++++++++")
>   print("    AFTER LONGITUDE REORDER               ")
>   print("++++++++++++++++++++++++++++++++++++++++++")
>   printVarSummary(o3x_surf)         ; (time,lat,lon)   ; lon: -180->180
>
>   date = f[:]->date
>   print("==========================================")
> ;;printVarSummary(date)
>   print(date)                       ; (time)
>
>  print("==========================================")
>
>   nyear = dimsizes(date)/12         ; number of years
>   print("nyear="+nyear)
>   print("==========================================")
>
> ;-------------------------------------------------------
> ; season average for ** EACH YEAR **    This is NOT a climatological
> average
>   xSea = month_to_seasonN(o3x_surf,(/"DJF","MAM","JJA","SON"/))
>   printVarSummary(xSea)     ; (4,nyr,lat,lon)
>                             ; DJF -> (0,nyear,lat,lon)   for EACH year
> [time-> nyr]
>                             ; MAM -> (1,nyear,lat,lon)   for EACH year
>                             ; JJA -> (2,nyear,lat,lon)   for EACH year
>                             ; SON -> (3,neayr,lat,lon)   for EACH year
>
>
>
> On Sun, May 29, 2022 at 12:51 PM Najib Yusuf <najibgal at yahoo.com> wrote:
>
> Dear Dennis,
>
> Thank you. I did as you said and I know have (time,lat,lon) atributes and
> xSea_surf  [season | 4] x (time | 1] x [lat | 192] x [lon | 288), the
> subscripting is a bit confusing. However, I used these to plot:
>
>    res at gsnLeftString = "DJF_dry cold"
>   plot1 = gsn_csm_contour_map_ce(wks,xSea_surf(0,{-35:35},{-30:60}),res)
>
>    res at gsnLeftString = "MAM_dry warm"
>   plot2 = gsn_csm_contour_map_ce(wks,xSea_surf2(1,:,:),res)
>
> but got error of subscripting then I tried this to have 4 subscripts
> (seas,time,lat,lon) I still got error
>
>    res at gsnLeftString = "DJF_dry cold"
>   plot1 = gsn_csm_contour_map_ce(wks,xSea_surf(0,:,{-35:35},{-30:60}),res)
>
>    res at gsnLeftString = "MAM_dry warm"
>   plot2 = gsn_csm_contour_map_ce(wks,xSea_surf2(1,1,:,:),res)
>
> Variable: xSea_surf
> Type: float
> Total Size: 884736 bytes
>             221184 values
> Number of Dimensions: 4
> Dimensions and sizes:   [season | 4] x [time | 1] x [lat | 192] x [lon |
> 288]
> Coordinates:
>             season: [DJF..SON]
>             time: [2953..2953]
>             lat: [ -90..  90]
>             lon: [-180..178.75]
> Number Of Attributes: 7
>   lonFlip :     longitude coordinate variable has been reordered via
> lonFlip
>   mdims :       1
>   units :       mol/mol
>   long_name :   Seasonal Means: O3 concentration
>   cell_methods :        time: mean
>   lev : 992.5000106104562
>   _FillValue :  9.96921e+36
> fatal:Number of subscripts do not match number of dimensions of
> variable,(3) Subscripts used, (4) Subscripts expected
> fatal:["Execute.c":8637]:Execute: Error occurred at or near line 143 in
> file month_to_seasO3.ncl
>
> Kindly, help me out.
>
> Thank you so much.
>
> *------------------------------------*
>
> *Najib Yusuf Galadanci Ph.D.*
>
> *Assistant Director (R & D)*
>
> Lower Atmospheric Dynamics
>
> (Aerosol radiative forcing, air quality observations and modeling)
>
> Centre for Atmospheric Research
>
> National Space Research and Development Agency. Kogi State
>
> University Campus, Anyigba. Kogi State. Nigeria
>
> +234 80 3871 4158
> ------------------------------------
> Know that Victory comes with Patience,
> Relief with Affliction, and Ease with Hardship.
>
> Prophet Muhammad Rasulullah
>
>
>
>
>
> On Friday, May 27, 2022, 01:46:31 PM GMT+1, Dennis Shea <shea at ucar.edu>
> wrote:
>
>
> [2]
>   o3x_surf = o3x(0,55,:,:)
>   printVarSummary(o3x_surf)   ; TWO dimension (lat,lon);  NO 'time'
> dimension
>
>   I think you want
>      o3x_surf = o3x(*:,*55,:,:) ; (time,lat,lon)
> ----------------
>
> You have
> Variable: o3x_surf
> Number of Dimensions: 2
> Dimensions and sizes:   [lat | 192] x [lon | 288]    <=== NO TIME DIMENSION
>
> You must do as I suggested:
>
> o3x_surf = o3x(:,55,:,:)               ; (time,lat,lon)
> printVarSummary(o3x_surf)
>
> You must have a time dimension
>
> On Fri, May 27, 2022 at 7:03 AM Najib Yusuf <najibgal at yahoo.com> wrote:
>
> Dear Dennis,
>
> I have done as you advise, 1 to 5 all work out, thank you, but I had to do
> this first:
>
> o3x_surf_flip := lonFlip(o3x_surf)
>  printVarSummary(o3x_surf_flip)    ,,,,,,,and it works, prior to the
> seasons average  but the xSea_surf (below)
>
>   xSea_surf = month_to_seasonN(o3x_surf_flip,(/"DJF","MAM","JJA","SON"/))
>    printVarSummary(xSea_surf)
>
> is giving this error:
>
> (0)     contributed: month_to_seasonN: rank=2
> (0)     ----- rank currently not handled -----
> (0)     contributed: month_to_season12: rank=2
> (0)     ----- rank currently not handled -----
> fatal:Illegal right-hand side type for assignment
>
> I haven't seen this rank error before. Please help out.
>
> Thank you
>
>
>
>
>
> Summary of variables
> Variable: o3x
> Type: float
> Total Size: 148635648 bytes
>             37158912 values
> Number of Dimensions: 4
> Dimensions and sizes:   [time | 12] x [lev | 56] x [lat | 192] x [lon |
> 288]
> Coordinates:
>             time: [2953..3287]
>             lev: [1.867879997007549..992.5000106104562]
>             lat: [ -90..  90]
>             lon: [   0..358.75]
> Number Of Attributes: 4
>   mdims :       1
>   units :       mol/mol
>   long_name :   O3 concentration
>   cell_methods :        time: mean
>
> Variable: o3x_surf
> Type: float
> Total Size: 221184 bytes
>             55296 values
> Number of Dimensions: 2
> Dimensions and sizes:   [lat | 192] x [lon | 288]
> Coordinates:
>             lat: [ -90..  90]
>             lon: [   0..358.75]
> Number Of Attributes: 6
>   lev : 992.5000106104562
>   time :        2953
>   cell_methods :        time: mean
>   long_name :   O3 concentration
>   units :       mol/mol
>   mdims :       1
> (0)     O3 concentration (mol/mol) : min=3.61245   max=77.7517
>
> Variable: o3x_surf_flip
> Type: float
> Total Size: 221184 bytes
>             55296 values
> Number of Dimensions: 2
> Dimensions and sizes:   [lat | 192] x [lon | 288]
> Coordinates:
>             lat: [ -90..  90]
>             lon: [-180..178.75]
> Number Of Attributes: 7
>   lev : 992.5000106104562
>   time :        2953
>   cell_methods :        time: mean
>   long_name :   O3 concentration
>   units :       mol/mol
>   mdims :       1
>   lonFlip :     longitude coordinate variable has been reordered via
> lonFlip
>
> Variable: xMon
> Type: integer
> Total Size: 48 bytes
>             12 values
> Number of Dimensions: 1
> Dimensions and sizes:   [time | 12]
> Coordinates:
>             time: [2953..3287]
> Number Of Attributes: 1
>   long_name :   current date (YYYYMMDD)
>
>
> Variable: xMon
> Type: integer
> Total Size: 48 bytes
>             12 values
> Number of Dimensions: 1
> Dimensions and sizes:   [time | 12]
> Coordinates:
>             time: [2953..3287]
> Number Of Attributes: 1
>   long_name :   current date (YYYYMMDD)
> (0)     20130201
> (1)     20130301
> (2)     20130401
> (3)     20130501
> (4)     20130601
> (5)     20130701
> (6)     20130801
> (7)     20130901
> (8)     20131001
> (9)     20131101
> (10)    20131201
> (11)    20140101
> (0)     contributed: month_to_seasonN: rank=2
> (0)     ----- rank currently not handled -----
> (0)     contributed: month_to_season12: rank=2
> (0)     ----- rank currently not handled -----
> fatal:Illegal right-hand side type for assignment
> fatal:["Execute.c":8637]:Execute: Error occurred at or near line 8300 in
> file $NCARG_ROOT/lib/ncarg/nclscripts/csm/contributed.ncl
>
> fatal:["Execute.c":8637]:Execute: Error occurred at or near line 55 in
> file month_to_seasO3.ncl
>
>
> *------------------------------------*
>
> *Najib Yusuf Galadanci Ph.D.*
>
> *Assistant Director (R & D)*
>
> Lower Atmospheric Dynamics
>
> (Aerosol radiative forcing, air quality observations and modeling)
>
> Centre for Atmospheric Research
>
> National Space Research and Development Agency. Kogi State
>
> University Campus, Anyigba. Kogi State. Nigeria
>
> +234 80 3871 4158
> ------------------------------------
> Know that Victory comes with Patience,
> Relief with Affliction, and Ease with Hardship.
>
> Prophet Muhammad Rasulullah
>
>
>
>
>
> On Friday, May 27, 2022, 11:58:25 AM GMT+1, Najib Yusuf <
> najibgal at yahoo.com> wrote:
>
>
> Dear Dennis,
>
> I have done as you advise, 1 to 5 all work out, thank you, but I had to do
> this first:
>
> o3x_surf_flip := lonFlip(o3x_surf)
>  printVarSummary(o3x_surf_flip)    ,,,,,,,and it works, prior to the
> seasons average  but the xSea_surf (below)
>
>   xSea_surf = month_to_seasonN(o3x_surf_flip,(/"DJF","MAM","JJA","SON"/))
>    printVarSummary(xSea_surf)
>
> is giving this error:
>
> (0)     contributed: month_to_seasonN: rank=2
> (0)     ----- rank currently not handled -----
> (0)     contributed: month_to_season12: rank=2
> (0)     ----- rank currently not handled -----
> fatal:Illegal right-hand side type for assignment
>
> I haven't seen this rank error before. Please help out.
>
> Thank you
>
> *------------------------------------*
>
> *Najib Yusuf Galadanci Ph.D.*
>
> *Assistant Director (R & D)*
>
> Lower Atmospheric Dynamics
>
> (Aerosol radiative forcing, air quality observations and modeling)
>
> Centre for Atmospheric Research
>
> National Space Research and Development Agency. Kogi State
>
> University Campus, Anyigba. Kogi State. Nigeria
>
> +234 80 3871 4158
> ------------------------------------
> Know that Victory comes with Patience,
> Relief with Affliction, and Ease with Hardship.
>
> Prophet Muhammad Rasulullah
>
>
>
>
>
> On Thursday, May 26, 2022, 03:36:37 PM GMT+1, Dennis Shea <shea at ucar.edu>
> wrote:
>
>
> It is always best to examine the variable's structure via
> printVarSummary(...)
>
> [1]
>   o3x = f[:]->O3
>   printVarSummary(o3x)        ; I speculate 4 dimensions
> (time,level,lat,lon)
>
> [2]
>   o3x_surf = o3x(0,55,:,:)
>   printVarSummary(o3x_surf)   ; TWO dimension (lat,lon);  NO 'time'
> dimension
>
>   I think you want
>      o3x_surf = o3x(:,55,:,:) ; (time,lat,lon)
>
> [3]
> ; seasons average at surface
>   xDJF = month_to_seasonN(o3x,(/"DJF","MAM","JJA","SON"/))
>   printVarSummary(xDJF)       ; I speculate  (4,lat,lon)
>
> The name xDJF implies a one season mean for DJF but it is not.
> I think it should contain 4 seasonal means
>
> I think you should name it xSea for 'season'
>   xSea_surf = month_to_seasonN(o3x_surf,(/"DJF","MAM","JJA","SON"/))
>   printVarSummary(xSea_surf)       ; I speculate  (4,lat,lon)
>
> [4]
>    The following creates a scalar variable of type string
>    o3x_surf1 = "DJF"
>    print(03x_surf1)
>
>    I have no idea why you are doing this.
>    ***This has no spatial information.*** It cannot be plotted on a map.
>
>
> [5]
> The rest is too confusing to explain.
>
> To get to the 'answer'
>    xSea_surf(4,lat,lon)
>
> has spatial coordinates:
>             lat: [ -90..  90]
>             lon: [   0..358.75]
>
> You must use *lonFlip*
> <https://www.ncl.ucar.edu/Document/Functions/Contributed/lonFlip.shtml>
> to get longitudes to get the -180->180 range
>    xSea_surf :=* lonFlip*
> <https://www.ncl.ucar.edu/Document/Functions/Contributed/lonFlip.shtml>
> (xSea_surf)
>    printVarSummary(xSea_surf)        ; look at 'new' coordinates
>
> --
>    res at gsnLeftString = "DJF_dry cold"
>   plot1 = gsn_csm_contour_map_ce(wks,xSea_surf(0,{-35:35},{-30:60}),res)
>
>    res at gsnLeftString = "MAM_dry warm"
>   plot2 = gsn_csm_contour_map_ce(wks,xSea_surf2(1,:,:),res)
>
> etc
> =======
>
> I did this VERY QUICKLY. there may be errors but you shuld have the idea
> of how to proceed.
>
> Good Luck
>
>
> On Thu, May 26, 2022 at 6:59 AM Najib Yusuf via ncl-talk <
> ncl-talk at mailman.ucar.edu> wrote:
>
> Dear NCL experts and colleagues,
>
> I have an error with the subscripting in the attached script while trying
> to plot spatial distribution month_to_season surface Ozone model data.  I
> did try to change my subscripting to solve the error but seems beyond my
> little understanding of subscripting in ncl. Kindly assist.
>
> Variable: o3x_surf
> Type: float
> Total Size: 221184 bytes
>             55296 values
> Number of Dimensions: 2
> Dimensions and sizes:   [lat | 192] x [lon | 288]
> Coordinates:
>             lat: [ -90..  90]
>             lon: [   0..358.75]
> Number Of Attributes: 6
>   lev : 992.5000106104562
>   time :        2953
>   cell_methods :        time: mean
>   long_name :   O3 concentration
>   units :       mol/mol
>   mdims :       1
> (0)     O3 concentration (mol/mol) : min=3.61245   max=77.7517
>
> Variable: xMon
> Type: integer
> Total Size: 48 bytes
>             12 values
> Number of Dimensions: 1
> Dimensions and sizes:   [time | 12]
> Coordinates:
>             time: [2953..3287]
> Number Of Attributes: 1
>   long_name :   current date (YYYYMMDD)
>
>
> Variable: xMon
> Type: integer
> Total Size: 48 bytes
>             12 values
> Number of Dimensions: 1
> Dimensions and sizes:   [time | 12]
> Coordinates:
>             time: [2953..3287]
> Number Of Attributes: 1
>   long_name :   current date (YYYYMMDD)
> (0)     20130201
> (1)     20130301
> (2)     20130401
> (3)     20130501
> (4)     20130601
> (5)     20130701
> (6)     20130801
> (7)     20130901
> (8)     20131001
> (9)     20131101
> (10)    20131201
> (11)    20140101
> fatal:Number of subscripts do not match number of dimensions of
> variable,(2) Subscripts used, (1) Subscripts expected
> fatal:["Execute.c":8637]:Execute: Error occurred at or near line 137 in
> file month_to_seasO3.ncl
>
>
>
> *------------------------------------*
>
> *Najib Yusuf Galadanci Ph.D.*
>
> *Assistant Director (R & D)*
>
> Lower Atmospheric Dynamics
>
> (Aerosol radiative forcing, air quality observations and modeling)
>
> Centre for Atmospheric Research
>
> National Space Research and Development Agency. Kogi State
>
> University Campus, Anyigba. Kogi State. Nigeria
>
> +234 80 3871 4158
> ------------------------------------
> Know that Victory comes with Patience,
> Relief with Affliction, and Ease with Hardship.
>
> Prophet Muhammad Rasulullah
>
>
>
> _______________________________________________
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>
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