npp/99.all.ncl.1
author Forrest Hoffman <forrest@climatemodeling.org>
Thu, 26 Mar 2009 14:02:21 -0400
changeset 1 4be95183fbcd
permissions -rw-r--r--
Modifications to scoring and graphics production for the final version of code for the C-LAMP paper in GCB.
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;*****************************************************
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; combine scatter, histogram, global and zonal plots
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; compute all correlation coef and M score
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; add 1-to-1 line in scatter plots
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;*****************************************************
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load "$NCARG_ROOT/lib/ncarg/nclscripts/csm/gsn_code.ncl.test"
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load "$NCARG_ROOT/lib/ncarg/nclscripts/csm/gsn_csm.ncl.test"
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load "$NCARG_ROOT/lib/ncarg/nclscripts/csm/contributed.ncl"
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;*****************************************************
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procedure get_bin(RAIN1_1D[*]:numeric, NPP1_1D[*]:numeric \
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                 ,RAIN2_1D[*]:numeric, NPP2_1D[*]:numeric \
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                 ,xvalues[*][*]:numeric, yvalues[*][*]:numeric \
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                 ,mn_yvalues[*][*]:numeric, mx_yvalues[*][*]:numeric \
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                 ,dx4[1]:numeric \
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                  )
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begin
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; Calculaee "nice" bins for binning the data in equally spaced ranges.
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; input : RAIN1_1D, RAIN2_1D, NPP1_1D, NPP2_1D
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; output: xvalues, yvalues, mn_yvalues, mx_yvalues,dx4
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  nbins       = 15     ; Number of bins to use.
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  nicevals    = nice_mnmxintvl(min(RAIN1_1D),max(RAIN1_1D),nbins,True)
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  nvals       = floattoint((nicevals(1) - nicevals(0))/nicevals(2) + 1)
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  range       = fspan(nicevals(0),nicevals(1),nvals)
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; Use this range information to grab all the values in a
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; particular range, and then take an average.
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  nr           = dimsizes(range)
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  nx           = nr-1
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; print (nx)
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; xvalues      = new((/2,nx/),typeof(RAIN1_1D))
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  xvalues(0,:) = range(0:nr-2) + (range(1:)-range(0:nr-2))/2.
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  dx           = xvalues(0,1) - xvalues(0,0)       ; range width
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  dx4          = dx/4                              ; 1/4 of the range
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  xvalues(1,:) = xvalues(0,:) - dx/5.
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; yvalues      = new((/2,nx/),typeof(RAIN1_1D))
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; mn_yvalues   = new((/2,nx/),typeof(RAIN1_1D))
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; mx_yvalues   = new((/2,nx/),typeof(RAIN1_1D))
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  do nd=0,1
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; See if we are doing model or observational data.
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    if(nd.eq.0) then
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      data     = RAIN1_1D
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      npp_data = NPP1_1D
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    else
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      data     = RAIN2_1D
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      npp_data = NPP2_1D
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    end if
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; Loop through each range and check for values.
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    do i=0,nr-2
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      if (i.ne.(nr-2)) then
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;        print("")
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;        print("In range ["+range(i)+","+range(i+1)+")")
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        idx = ind((range(i).le.data).and.(data.lt.range(i+1)))
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      else
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;        print("")
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;        print("In range ["+range(i)+",)")
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        idx = ind(range(i).le.data)
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      end if
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; Calculate average, and get min and max.
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      if(.not.any(ismissing(idx))) then
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        yvalues(nd,i)    = avg(npp_data(idx))
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        mn_yvalues(nd,i) = min(npp_data(idx))
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        mx_yvalues(nd,i) = max(npp_data(idx))
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        count = dimsizes(idx)
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      else
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        count            = 0
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        yvalues(nd,i)    = yvalues@_FillValue
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        mn_yvalues(nd,i) = yvalues@_FillValue
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        mx_yvalues(nd,i) = yvalues@_FillValue
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      end if
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; Print out information.
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;      print(data_types(nd) + ": " + count + " points, avg = " + yvalues(nd,i))
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;      print("Min/Max:  " + mn_yvalues(nd,i) + "/" + mx_yvalues(nd,i))
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; Clean up for next time in loop.
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      delete(idx)
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    end do
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    delete(data)
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    delete(npp_data)
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  end do 
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end
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;****************************************************************************
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; Main code.
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;****************************************************************************
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begin
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 plot_type     = "ps"
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 plot_type_new = "png"
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;************************************************
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; read model data
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;************************************************
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;film = "i01.06cn_1798-2004_ANN_climo.nc"
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;model_name = "06cn"
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;model_grid = "T42"
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;film = "i01.06casa_1798-2004_ANN_climo.nc"
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;model_name = "06casa"
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;model_grid = "T42"
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 film = "i01.10casa_1948-2004_ANN_climo.nc"
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 model_name = "10casa"
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 model_grid = "T42"
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;film = "i01.10cn_1948-2004_ANN_climo.nc"
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;model_name = "10cn"
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;model_grid = "T42"
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;--------------------------------------------------
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 dirm = "/fis/cgd/cseg/people/jeff/clamp_data/model/"
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 fm   = addfile (dirm+film,"r")
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 nppmod0  = fm->NPP
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 rainmod0 = fm->RAIN
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 xm       = fm->lon  
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 ym       = fm->lat
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;************************************************
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; read ob data
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;************************************************
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;(1) data at 81 sites
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 dir81 = "/fis/cgd/cseg/people/jeff/clamp_data/npp/ob/"
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 fil81 = "data.81.nc"
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 f81   = addfile (dir81+fil81,"r")
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 id81   = f81->SITE_ID  
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 npp81  = f81->TNPP_C
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 rain81 = tofloat(f81->PREC_ANN)
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 x81    = f81->LONG_DD  
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 y81    = f81->LAT_DD
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 id81@long_name  = "SITE_ID"
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;change longitude from (-180,180) to (0,360)
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;for model data interpolation
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 do i= 0,dimsizes(x81)-1
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    if (x81(i) .lt. 0.) then
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        x81(i) = x81(i)+ 360.
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    end if
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 end do
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;print (x81)
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;-------------------------------------
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;(2) data at 933 sites
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 dir933 = "/fis/cgd/cseg/people/jeff/clamp_data/npp/ob/"
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 fil933 = "data.933.nc"
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 f933   = addfile (dir933+fil933,"r")
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 id933   = f933->SITE_ID  
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 npp933  = f933->TNPP_C
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 rain933 = f933->PREC
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 x933    = f933->LONG_DD  
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 y933    = f933->LAT_DD 
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 id933@long_name  = "SITE_ID"
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;change longitude from (-180,180) to (0,360)
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;for model data interpolation
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 do i= 0,dimsizes(x933)-1
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    if (x933(i) .lt. 0.) then
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        x933(i) = x933(i)+ 360.
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    end if
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 end do
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;print (x933)
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;----------------------------------------
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;(3) global data, interpolated into model grid
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 dirglobe = "/fis/cgd/cseg/people/jeff/clamp_data/npp/ob/"
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 filglobe = "Npp_"+model_grid+"_mean.nc"
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 fglobe   = addfile (dirglobe+filglobe,"r")
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 nppglobe0 = fglobe->NPP
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 nppglobe  = nppglobe0
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;***********************************************************************
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; interpolate model data into ob sites
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;***********************************************************************
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 nppmod   = nppmod0(0,:,:)
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 rainmod  = rainmod0(0,:,:)
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 delete (nppmod0)
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 delete (rainmod0)
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 nppmod81  =linint2_points(xm,ym,nppmod,True,x81,y81,0)
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 nppmod933 =linint2_points(xm,ym,nppmod,True,x933,y933,0)
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 rainmod81 =linint2_points(xm,ym,rainmod,True,x81,y81,0)
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 rainmod933=linint2_points(xm,ym,rainmod,True,x933,y933,0)
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;**********************************************************
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; unified units
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;**********************************************************
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; Units for these variables are:
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;
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; rain81  : mm/year
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; rainmod : mm/s
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; npp81   : g C/m^2/year
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; nppmod81: g C/m^2/s
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; nppglobe: g C/m^2/year
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;
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; We want to convert these to "m/year" and "g C/m^2/year".
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  nsec_per_year = 60*60*24*365                 
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  rain81    = rain81 / 1000.
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  rainmod81 = (rainmod81/ 1000.) * nsec_per_year
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  nppmod81  = nppmod81 * nsec_per_year
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  rain933    = rain933 / 1000.
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  rainmod933 = (rainmod933/ 1000.) * nsec_per_year
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  nppmod933  = nppmod933 * nsec_per_year
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  nppmod  = nppmod * nsec_per_year
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  npp81@units      = "gC/m^2/yr"
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  nppmod81@units   = "gC/m^2/yr"
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  npp933@units     = "gC/m^2/yr"
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  nppmod933@units  = "gC/m^2/yr"
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  nppmod@units     = "gC/m^2/yr"
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  nppglobe@units   = "gC/m^2/yr"
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  rain81@units     = "m/yr"
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  rainmod81@units  = "m/yr"
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  rain933@units    = "m/yr"
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  rainmod933@units = "m/yr"
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  npp81@long_name      = "NPP (gC/m2/year)"
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  npp933@long_name     = "NPP (gC/m2/year)"
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  nppmod81@long_name   = "NPP (gC/m2/year)"
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  nppmod933@long_name  = "NPP (gC/m2/year)"
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  nppmod@long_name     = "NPP (gC/m2/year)"
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  nppglobe@long_name   = "NPP (gC/m2/year)"
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  rain81@long_name     = "PREC (m/year)"
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  rain933@long_name    = "PREC (m/year)"
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  rainmod81@long_name  = "PREC (m/year)"
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  rainmod933@long_name = "PREC (m/year)"
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;*******************************************************************
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;(A)-1 table of site81 (1) (the first 41 sites)
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;*******************************************************************
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  table_length = 0.95 
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; table header name
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  table_header_name = "Site ID" 
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; column (not including header column)
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  col_header = (/"Latitude","Longitude","NPP (gC/m2/year)","RAIN (m/year)"/) 
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  ncol = dimsizes(col_header) 
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; row (not including header row) 
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  nrow       = 41
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  row_header = new ((/nrow/),string )
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  row_header(0:nrow-1) = id81(0:nrow-1) 
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; Table header
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  ncr1  = (/1,1/)               ; 1 row, 1 column
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  x1    = (/0.005,0.15/)        ; Start and end X
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  y1    = (/0.900,0.95/)       ; Start and end Y
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  text1 = table_header_name
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  res1               = True
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  res1@txFontHeightF = 0.015
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  res1@gsFillColor   = "CornFlowerBlue"
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; Column header (equally space in x2)
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  ncr2  = (/1,ncol/)            ; 1 rows, ncol columns
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  x2    = (/x1(1),0.995/)       ; start from end of x1
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  y2    = y1                    ; same as y1
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  text2 = col_header
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  res2               = True
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  res2@txFontHeightF = 0.015
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  res2@gsFillColor   = "Gray"
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; Row header (equally space in y2)
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  ncr3  = (/nrow,1/)                 ; nrow rows, 1 columns
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  x3    = x1                         ; same as x1
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  y3    = (/1.0-table_length,y1(0)/) ; end at start of y1
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  text3 = row_header
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  res3               = True
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  res3@txFontHeightF = 0.010
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  res3@gsFillColor   = "Gray"
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; Main table body
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  ncr4  = (/nrow,ncol/)           ; nrow rows, ncol columns
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  x4    = x2                      ; Start and end x
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  y4    = y3                      ; Start and end Y
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  text4 = new((/nrow,ncol/),string)
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  color_fill4           = new((/nrow,ncol/),string)
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  color_fill4           = "white"
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; color_fill4(:,ncol-1) = "grey"
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; color_fill4(nrow-1,:) = "green"
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  res4               = True       ; Set up resource list
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; res4@gsnDebug      = True       ; Useful to print NDC row,col values used.
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  res4@txFontHeightF = 0.015
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  res4@gsFillColor   = color_fill4
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  delete (color_fill4)
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;-------------------------------------------------------------------
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; for table value
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  do n = 0,nrow-1
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     text4(n,0) = sprintf("%5.2f", y81(n))  
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     text4(n,1) = sprintf("%5.2f", x81(n))    
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     text4(n,2) = sprintf("%5.2f", npp81(n))     
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     text4(n,3) = sprintf("%5.2f", rain81(n))          
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  end do
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;-------------------------------------------------------------------
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  plot_name = "table_site81_ob1"
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  wks = gsn_open_wks (plot_type,plot_name)
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;------------------------------------------
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; for table title
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  gRes               = True
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  gRes@txFontHeightF = 0.02
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; gRes@txAngleF      = 90
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  title_text = "Observation at 81 Sites (1)"
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  gsn_text_ndc(wks,title_text,0.50,0.975,gRes)
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;------------------------------------------   
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  gsn_table(wks,ncr1,x1,y1,text1,res1)
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  gsn_table(wks,ncr2,x2,y2,text2,res2)
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  gsn_table(wks,ncr3,x3,y3,text3,res3)
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  gsn_table(wks,ncr4,x4,y4,text4,res4) 
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  frame(wks)
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  clear (wks)
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  delete (row_header)
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  delete (res3)
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  delete (ncr3)
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  delete (text3)
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  delete (res4)
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  delete (ncr4)
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  delete (text4)
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  system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new)
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  system("rm "+plot_name+"."+plot_type)
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  system("rm "+plot_name+"-1."+plot_type_new)
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  system("mv "+plot_name+"-0."+plot_type_new+" "+plot_name+"."+plot_type_new)
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;*******************************************************************
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;(A)-2 table of site81 (2) (the last 40 sites)
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;*******************************************************************
forrest@0
   366
forrest@0
   367
  table_length = 0.95 
forrest@0
   368
forrest@0
   369
; table header name
forrest@0
   370
  table_header_name = "Site ID" 
forrest@0
   371
forrest@0
   372
; column (not including header column)
forrest@0
   373
  col_header = (/"Latitude","Longitude","NPP (gC/m2/year)","RAIN (m/year)"/) 
forrest@0
   374
  ncol = dimsizes(col_header) 
forrest@0
   375
forrest@0
   376
; row (not including header row) 
forrest@0
   377
  nrow       = 40
forrest@0
   378
  row_header = new ((/nrow/),string )
forrest@0
   379
  row_header(0:nrow-1) = id81(41:41+nrow-1) 
forrest@0
   380
forrest@0
   381
; Table header
forrest@0
   382
  ncr1  = (/1,1/)               ; 1 row, 1 column
forrest@0
   383
  x1    = (/0.005,0.15/)        ; Start and end X
forrest@0
   384
  y1    = (/0.900,0.95/)       ; Start and end Y
forrest@0
   385
  text1 = table_header_name
forrest@0
   386
  res1               = True
forrest@0
   387
  res1@txFontHeightF = 0.015
forrest@0
   388
  res1@gsFillColor   = "CornFlowerBlue"
forrest@0
   389
forrest@0
   390
; Column header (equally space in x2)
forrest@0
   391
  ncr2  = (/1,ncol/)            ; 1 rows, ncol columns
forrest@0
   392
  x2    = (/x1(1),0.995/)       ; start from end of x1
forrest@0
   393
  y2    = y1                    ; same as y1
forrest@0
   394
  text2 = col_header
forrest@0
   395
  res2               = True
forrest@0
   396
  res2@txFontHeightF = 0.015
forrest@0
   397
  res2@gsFillColor   = "Gray"
forrest@0
   398
forrest@0
   399
; Row header (equally space in y2)
forrest@0
   400
  ncr3  = (/nrow,1/)                 ; nrow rows, 1 columns
forrest@0
   401
  x3    = x1                         ; same as x1
forrest@0
   402
  y3    = (/1.0-table_length,y1(0)/) ; end at start of y1
forrest@0
   403
  text3 = row_header
forrest@0
   404
  res3               = True
forrest@0
   405
  res3@txFontHeightF = 0.010
forrest@0
   406
  res3@gsFillColor   = "Gray"
forrest@0
   407
forrest@0
   408
; Main table body
forrest@0
   409
  ncr4  = (/nrow,ncol/)           ; nrow rows, ncol columns
forrest@0
   410
  x4    = x2                      ; Start and end x
forrest@0
   411
  y4    = y3                      ; Start and end Y
forrest@0
   412
  text4 = new((/nrow,ncol/),string)
forrest@0
   413
forrest@0
   414
  color_fill4           = new((/nrow,ncol/),string)
forrest@0
   415
  color_fill4           = "white"
forrest@0
   416
; color_fill4(:,ncol-1) = "grey"
forrest@0
   417
; color_fill4(nrow-1,:) = "green"
forrest@0
   418
forrest@0
   419
  res4               = True       ; Set up resource list
forrest@0
   420
; res4@gsnDebug      = True       ; Useful to print NDC row,col values used.
forrest@0
   421
  res4@txFontHeightF = 0.015
forrest@0
   422
  res4@gsFillColor   = color_fill4
forrest@0
   423
forrest@0
   424
  delete (color_fill4)
forrest@0
   425
;-------------------------------------------------------------------
forrest@0
   426
; for table value
forrest@0
   427
forrest@0
   428
  do n = 0,nrow-1
forrest@0
   429
     text4(n,0) = sprintf("%5.2f", y81(n+41))  
forrest@0
   430
     text4(n,1) = sprintf("%5.2f", x81(n+41))    
forrest@0
   431
     text4(n,2) = sprintf("%5.2f", npp81(n+41))     
forrest@0
   432
     text4(n,3) = sprintf("%5.2f", rain81(n+41))          
forrest@0
   433
  end do
forrest@0
   434
;-------------------------------------------------------------------
forrest@0
   435
 
forrest@0
   436
  plot_name = "table_site81_ob2"
forrest@0
   437
 
forrest@0
   438
  wks = gsn_open_wks (plot_type,plot_name)
forrest@0
   439
;------------------------------------------
forrest@0
   440
; for table title
forrest@0
   441
forrest@0
   442
  gRes               = True
forrest@0
   443
  gRes@txFontHeightF = 0.02
forrest@0
   444
; gRes@txAngleF      = 90
forrest@0
   445
forrest@0
   446
  title_text = "Observation at 81 Sites (2)"
forrest@0
   447
forrest@0
   448
  gsn_text_ndc(wks,title_text,0.50,0.975,gRes)
forrest@0
   449
;------------------------------------------   
forrest@0
   450
forrest@0
   451
  gsn_table(wks,ncr1,x1,y1,text1,res1)
forrest@0
   452
  gsn_table(wks,ncr2,x2,y2,text2,res2)
forrest@0
   453
  gsn_table(wks,ncr3,x3,y3,text3,res3)
forrest@0
   454
  gsn_table(wks,ncr4,x4,y4,text4,res4) 
forrest@0
   455
forrest@0
   456
  frame(wks)
forrest@0
   457
  clear (wks)
forrest@0
   458
forrest@0
   459
  delete (row_header)
forrest@0
   460
  delete (res3)
forrest@0
   461
  delete (ncr3)
forrest@0
   462
  delete (text3)
forrest@0
   463
  delete (res4)
forrest@0
   464
  delete (ncr4)
forrest@0
   465
  delete (text4)
forrest@0
   466
forrest@0
   467
  system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new)
forrest@0
   468
  system("rm "+plot_name+"."+plot_type)
forrest@0
   469
  system("rm "+plot_name+"-1."+plot_type_new)
forrest@0
   470
  system("mv "+plot_name+"-0."+plot_type_new+" "+plot_name+"."+plot_type_new)
forrest@0
   471
forrest@0
   472
;**************************************************************************
forrest@0
   473
;(A)-3 scatter plot, ob 933
forrest@0
   474
;**************************************************************************
forrest@0
   475
forrest@0
   476
 plot_name = "scatter_ob_933"
forrest@0
   477
 title     = "Observed 933 sites"
forrest@0
   478
forrest@0
   479
 wks   = gsn_open_wks (plot_type,plot_name)    ; open workstation
forrest@0
   480
 res                   = True                  ; plot mods desired
forrest@0
   481
 res@tiMainString      = title                 ; add title
forrest@0
   482
 res@xyMarkLineModes   = "Markers"             ; choose which have markers
forrest@0
   483
 res@xyMarkers         =  16                   ; choose type of marker  
forrest@0
   484
 res@xyMarkerColor     = "red"                 ; Marker color
forrest@0
   485
 res@xyMarkerSizeF     = 0.01                  ; Marker size (default 0.01)
forrest@0
   486
 res@tmLabelAutoStride = True                  ; nice tick mark labels
forrest@0
   487
forrest@0
   488
 plot  = gsn_csm_xy (wks,id933,npp933,res)     ; create plot
forrest@0
   489
 frame(wks)
forrest@0
   490
 clear (wks)
forrest@0
   491
forrest@0
   492
 system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new)
forrest@0
   493
 system("mv "+plot_name+"-0."+plot_type_new+" "+plot_name+"."+plot_type_new)
forrest@0
   494
 system("rm "+plot_name+"-*."+plot_type_new)
forrest@0
   495
 system("rm "+plot_name+"."+plot_type)
forrest@0
   496
forrest@0
   497
;**************************************************************************
forrest@0
   498
;(A)-4 scatter plot, model 933
forrest@0
   499
;**************************************************************************
forrest@0
   500
forrest@0
   501
 plot_name = "scatter_model_933"
forrest@0
   502
 title     = "Model "+ model_name +" 933 sites"
forrest@0
   503
forrest@0
   504
 wks   = gsn_open_wks (plot_type,plot_name)    ; open workstation
forrest@0
   505
 res                   = True                  ; plot mods desired
forrest@0
   506
 res@tiMainString      = title                 ; add title
forrest@0
   507
 res@xyMarkLineModes   = "Markers"             ; choose which have markers
forrest@0
   508
 res@xyMarkers         =  16                   ; choose type of marker  
forrest@0
   509
 res@xyMarkerColor     = "red"                 ; Marker color
forrest@0
   510
 res@xyMarkerSizeF     = 0.01                  ; Marker size (default 0.01)
forrest@0
   511
 res@tmLabelAutoStride = True                  ; nice tick mark labels
forrest@0
   512
forrest@0
   513
 plot  = gsn_csm_xy (wks,id933,nppmod933,res)    ; create plot
forrest@0
   514
 frame(wks)
forrest@0
   515
 clear (wks)
forrest@0
   516
forrest@0
   517
 system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new)
forrest@0
   518
 system("mv "+plot_name+"-0."+plot_type_new+" "+plot_name+"."+plot_type_new)
forrest@0
   519
 system("rm "+plot_name+"-*."+plot_type_new)
forrest@0
   520
 system("rm "+plot_name+"."+plot_type)
forrest@0
   521
forrest@0
   522
;***************************************************************************
forrest@0
   523
;(A)-5 scatter plot, model vs ob 81
forrest@0
   524
;***************************************************************************
forrest@0
   525
  
forrest@0
   526
 plot_name = "scatter_model_vs_ob_81"
forrest@0
   527
 title     = model_name +" vs ob 81 sites"
forrest@0
   528
forrest@0
   529
 wks   = gsn_open_wks (plot_type,plot_name)    ; open workstation
forrest@0
   530
 res                   = True                  ; plot mods desired
forrest@0
   531
 res@tiMainString      = title                 ; add title
forrest@0
   532
 res@xyMarkLineModes   = "Markers"             ; choose which have markers
forrest@0
   533
 res@xyMarkers         =  16                   ; choose type of marker  
forrest@0
   534
 res@xyMarkerColor     = "red"                 ; Marker color
forrest@0
   535
 res@xyMarkerSizeF     = 0.01                  ; Marker size (default 0.01)
forrest@0
   536
 res@tmLabelAutoStride = True                  ; nice tick mark labels
forrest@0
   537
forrest@0
   538
 res@gsnDraw           = False
forrest@0
   539
 res@gsnFrame          = False                 ; don't advance frame yet
forrest@0
   540
;-------------------------------
forrest@0
   541
;compute correlation coef. and M
forrest@0
   542
 ccr81 = esccr(nppmod81,npp81,0)
forrest@0
   543
;print (ccr81)
forrest@0
   544
forrest@0
   545
;new eq
forrest@0
   546
 bias = sum(abs(nppmod81-npp81)/(abs(nppmod81)+abs(npp81))) 
forrest@0
   547
 M81  = (1. - (bias/dimsizes(y81)))*5. 
forrest@0
   548
 print (M81)
forrest@0
   549
 
forrest@0
   550
 tRes  = True
forrest@0
   551
 tRes@txFontHeightF = 0.025
forrest@0
   552
forrest@0
   553
 correlation_text = "(correlation coef = "+sprintf("%5.2f", ccr81)+")"
forrest@0
   554
forrest@0
   555
 gsn_text_ndc(wks,correlation_text,0.5,0.95,tRes)
forrest@0
   556
;--------------------------------
forrest@0
   557
 plot  = gsn_csm_xy (wks,npp81,nppmod81,res)       ; create plot
forrest@0
   558
;-------------------------------
forrest@0
   559
; add polyline
forrest@0
   560
forrest@0
   561
 dum=gsn_add_polyline(wks,plot,(/0,1200/),(/0,1200/),False)
forrest@0
   562
;-------------------------------
forrest@0
   563
 draw (plot)
forrest@0
   564
 frame(wks)
forrest@0
   565
 clear (wks)
forrest@0
   566
 delete (dum)
forrest@0
   567
forrest@0
   568
 system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new)
forrest@0
   569
 system("mv "+plot_name+"-0."+plot_type_new+" "+plot_name+"."+plot_type_new)
forrest@0
   570
 system("rm "+plot_name+"-*."+plot_type_new)
forrest@0
   571
 system("rm "+plot_name+"."+plot_type)
forrest@0
   572
forrest@0
   573
;***************************************************************************
forrest@0
   574
;(A)-6 scatter plot, model vs ob 933
forrest@0
   575
;***************************************************************************
forrest@0
   576
  
forrest@0
   577
 plot_name = "scatter_model_vs_ob_933"
forrest@0
   578
 title     = model_name +" vs ob 933 sites"
forrest@0
   579
forrest@0
   580
 wks   = gsn_open_wks (plot_type,plot_name)    ; open workstation
forrest@0
   581
 res                   = True                  ; plot mods desired
forrest@0
   582
 res@tiMainString      = title                 ; add title
forrest@0
   583
 res@xyMarkLineModes   = "Markers"             ; choose which have markers
forrest@0
   584
 res@xyMarkers         =  16                   ; choose type of marker  
forrest@0
   585
 res@xyMarkerColor     = "red"                 ; Marker color
forrest@0
   586
 res@xyMarkerSizeF     = 0.01                  ; Marker size (default 0.01)
forrest@0
   587
 res@tmLabelAutoStride = True                  ; nice tick mark labels
forrest@0
   588
forrest@0
   589
 res@gsnDraw           = False
forrest@0
   590
 res@gsnFrame          = False                 ; don't advance frame yet
forrest@0
   591
;-------------------------------
forrest@0
   592
;compute correlation coef. and M
forrest@0
   593
 ccr933 = esccr(nppmod933,npp933,0)
forrest@0
   594
;print (ccr933)
forrest@0
   595
forrest@0
   596
;new eq
forrest@0
   597
 bias = sum(abs(nppmod933-npp933)/(abs(nppmod933)+abs(npp933)))
forrest@0
   598
 M933 = (1. - (bias/dimsizes(y933)))*5.
forrest@0
   599
 print (M933)
forrest@0
   600
forrest@0
   601
 tRes  = True
forrest@0
   602
 tRes@txFontHeightF = 0.025
forrest@0
   603
forrest@0
   604
 correlation_text = "(correlation coef = "+sprintf("%5.2f", ccr933)+")"
forrest@0
   605
forrest@0
   606
 gsn_text_ndc(wks,correlation_text,0.5,0.95,tRes)
forrest@0
   607
;--------------------------------
forrest@0
   608
 plot  = gsn_csm_xy (wks,npp933,nppmod933,res)    ; create plot
forrest@0
   609
;-------------------------------
forrest@0
   610
; add polyline
forrest@0
   611
forrest@0
   612
 dum=gsn_add_polyline(wks,plot,(/0,1500/),(/0,1500/),False)
forrest@0
   613
;-------------------------------
forrest@0
   614
 draw (plot)
forrest@0
   615
 frame(wks)
forrest@0
   616
 clear (wks)
forrest@0
   617
 delete (dum)
forrest@0
   618
forrest@0
   619
 system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new)
forrest@0
   620
 system("mv "+plot_name+"-0."+plot_type_new+" "+plot_name+"."+plot_type_new)
forrest@0
   621
 system("rm "+plot_name+"-*."+plot_type_new)
forrest@0
   622
 system("rm "+plot_name+"."+plot_type)
forrest@0
   623
forrest@0
   624
;*******************************************************************
forrest@0
   625
;(A)-7 table of site81 (1) (the first 41 sites), model vs ob
forrest@0
   626
;*******************************************************************
forrest@0
   627
forrest@0
   628
  table_length = 0.95 
forrest@0
   629
forrest@0
   630
; table header name
forrest@0
   631
  table_header_name = "Site ID" 
forrest@0
   632
forrest@0
   633
; row (not including header row) 
forrest@0
   634
  nrow       = 41
forrest@0
   635
  row_header = new ((/nrow/),string )
forrest@0
   636
  row_header(0:nrow-1) = id81(0:nrow-1) 
forrest@0
   637
forrest@0
   638
; Table header
forrest@0
   639
  ncr1  = (/1,1/)               ; 1 row, 1 column
forrest@0
   640
  x1    = (/0.005,0.15/)        ; Start and end X
forrest@0
   641
  y1    = (/0.85 ,0.95/)        ; Start and end Y
forrest@0
   642
  text1 = table_header_name
forrest@0
   643
  res1               = True
forrest@0
   644
  res1@txFontHeightF = 0.015
forrest@0
   645
  res1@gsFillColor   = "CornFlowerBlue"
forrest@0
   646
forrest@0
   647
; Column header1 (equally space in x2)
forrest@0
   648
forrest@0
   649
  delete (col_header)
forrest@0
   650
  delete (ncr2)
forrest@0
   651
  delete (text2)
forrest@0
   652
forrest@0
   653
  col_header = (/"Latitude","Longitude"/) 
forrest@0
   654
  ncol = dimsizes(col_header) 
forrest@0
   655
forrest@0
   656
  ncr2  = (/1,ncol/)            ; 1 rows, ncol columns
forrest@0
   657
  x2    = (/x1(1),0.35/)        ; start from end of x1
forrest@0
   658
  y2    = y1                    ; same as y1
forrest@0
   659
  text2 = col_header
forrest@0
   660
  res2               = True
forrest@0
   661
  res2@txFontHeightF = 0.015
forrest@0
   662
  res2@gsFillColor   = "Gray"
forrest@0
   663
forrest@0
   664
; Column header2 (equally space in x2)
forrest@0
   665
forrest@0
   666
  col_header1 = (/"NPP (gC/m2/year)","RAIN (m/year)"/)
forrest@0
   667
  col_header2 = (/"ob",model_name \
forrest@0
   668
                 ,"ob",model_name \
forrest@0
   669
                 /)
forrest@0
   670
forrest@0
   671
  ncol1 = dimsizes(col_header1)
forrest@0
   672
  ncol2 = dimsizes(col_header2)
forrest@0
   673
forrest@0
   674
  ncr21  = (/1,ncol1/)            ; 1 rows, 4 columns
forrest@0
   675
  x21    = (/x2(1),0.995/)        ; start from end of x2
forrest@0
   676
  yhalf  = (y1(0)+y1(1))*0.5
forrest@0
   677
  y21    = (/yhalf,y1(1)/)        ; top half of y1
forrest@0
   678
  text21 = col_header1
forrest@0
   679
  res21               = True
forrest@0
   680
  res21@txFontHeightF = 0.015
forrest@0
   681
  res21@gsFillColor   = "Gray"
forrest@0
   682
forrest@0
   683
  ncr22  = (/1,ncol2/)            ; 1 rows, 12 columns
forrest@0
   684
  x22    = x21                    ; start from end of x1
forrest@0
   685
  y22    = (/y1(0),yhalf/)        ; bottom half of y1
forrest@0
   686
  text22 = col_header2
forrest@0
   687
  res22               = True
forrest@0
   688
  res22@txFontHeightF = 0.015
forrest@0
   689
  res22@gsFillColor   = "Gray"
forrest@0
   690
forrest@0
   691
; Row header (equally space in y2)
forrest@0
   692
  ncr3  = (/nrow,1/)                 ; nrow rows, 1 columns
forrest@0
   693
  x3    = x1                         ; same as x1
forrest@0
   694
  y3    = (/1.0-table_length,y1(0)/) ; end at start of y1
forrest@0
   695
  text3 = row_header
forrest@0
   696
  res3               = True
forrest@0
   697
  res3@txFontHeightF = 0.010
forrest@0
   698
  res3@gsFillColor   = "Gray"
forrest@0
   699
forrest@0
   700
; Main table body-1
forrest@0
   701
  ncr4  = (/nrow,ncol/)           ; nrow rows, ncol columns
forrest@0
   702
  x4    = x2                      ; Start and end x
forrest@0
   703
  y4    = y3                      ; Start and end Y
forrest@0
   704
  text4 = new((/nrow,ncol/),string)
forrest@0
   705
forrest@0
   706
  color_fill4           = new((/nrow,ncol/),string)
forrest@0
   707
  color_fill4           = "white"
forrest@0
   708
; color_fill4(:,ncol-1) = "grey"
forrest@0
   709
; color_fill4(nrow-1,:) = "green"
forrest@0
   710
forrest@0
   711
  res4               = True       ; Set up resource list
forrest@0
   712
; res4@gsnDebug      = True       ; Useful to print NDC row,col values used.
forrest@0
   713
  res4@txFontHeightF = 0.015
forrest@0
   714
  res4@gsFillColor   = color_fill4
forrest@0
   715
forrest@0
   716
  delete (color_fill4)
forrest@0
   717
forrest@0
   718
; Main table body-2
forrest@0
   719
  ncr42  = (/nrow,ncol2/)           ; nrow rows, ncol columns
forrest@0
   720
  x42    = x21                      ; Start and end x
forrest@0
   721
  y42    = y3                       ; Start and end Y
forrest@0
   722
  text42 = new((/nrow,ncol2/),string)
forrest@0
   723
forrest@0
   724
  color_fill42           = new((/nrow,ncol2/),string)
forrest@0
   725
  color_fill42           = "white"
forrest@0
   726
; color_fill42(:,ncol-1) = "grey"
forrest@0
   727
; color_fill42(nrow-1,:) = "green"
forrest@0
   728
forrest@0
   729
  res42               = True       ; Set up resource list
forrest@0
   730
; res42@gsnDebug      = True       ; Useful to print NDC row,col values used.
forrest@0
   731
  res42@txFontHeightF = 0.015
forrest@0
   732
  res42@gsFillColor   = color_fill42
forrest@0
   733
forrest@0
   734
  delete (color_fill42)
forrest@0
   735
;-------------------------------------------------------------------
forrest@0
   736
; for table value
forrest@0
   737
forrest@0
   738
  do n = 0,nrow-1
forrest@0
   739
     text4(n,0) = sprintf("%5.2f", y81(n))  
forrest@0
   740
     text4(n,1) = sprintf("%5.2f", x81(n))              
forrest@0
   741
  end do
forrest@0
   742
forrest@0
   743
  do n = 0,nrow-1
forrest@0
   744
     text42(n,0) = sprintf("%5.2f", npp81(n))  
forrest@0
   745
     text42(n,1) = sprintf("%5.2f", nppmod81(n))    
forrest@0
   746
     text42(n,2) = sprintf("%5.2f", rain81(n))     
forrest@0
   747
     text42(n,3) = sprintf("%5.2f", rainmod81(n))          
forrest@0
   748
  end do
forrest@0
   749
;---------------------------------------------------------------------------
forrest@0
   750
 
forrest@0
   751
  plot_name = "table_site81_model_vs_ob1"
forrest@0
   752
 
forrest@0
   753
  wks = gsn_open_wks (plot_type,plot_name)
forrest@0
   754
;------------------------------------------
forrest@0
   755
; for table title
forrest@0
   756
forrest@0
   757
  gRes               = True
forrest@0
   758
  gRes@txFontHeightF = 0.02
forrest@0
   759
; gRes@txAngleF      = 90
forrest@0
   760
forrest@0
   761
  title_text = "Model vs Observation at 81 Sites (1)"
forrest@0
   762
forrest@0
   763
  gsn_text_ndc(wks,title_text,0.50,0.975,gRes)
forrest@0
   764
;------------------------------------------   
forrest@0
   765
forrest@0
   766
  gsn_table(wks,ncr1,x1,y1,text1,res1)
forrest@0
   767
  gsn_table(wks,ncr2,x2,y2,text2,res2)
forrest@0
   768
  gsn_table(wks,ncr21,x21,y21,text21,res21)
forrest@0
   769
  gsn_table(wks,ncr22,x22,y22,text22,res22)
forrest@0
   770
  gsn_table(wks,ncr3,x3,y3,text3,res3)
forrest@0
   771
  gsn_table(wks,ncr4,x4,y4,text4,res4)
forrest@0
   772
  gsn_table(wks,ncr42,x42,y42,text42,res42) 
forrest@0
   773
forrest@0
   774
  frame(wks)
forrest@0
   775
  clear (wks)
forrest@0
   776
forrest@0
   777
  delete (col_header)
forrest@0
   778
  delete (row_header)
forrest@0
   779
  delete (res1)
forrest@0
   780
  delete (ncr1)
forrest@0
   781
  delete (text1)
forrest@0
   782
  delete (res2)
forrest@0
   783
  delete (ncr2)
forrest@0
   784
  delete (text2)
forrest@0
   785
  delete (res21)
forrest@0
   786
  delete (ncr21)
forrest@0
   787
  delete (text21)
forrest@0
   788
  delete (res22)
forrest@0
   789
  delete (ncr22)
forrest@0
   790
  delete (text22)
forrest@0
   791
  delete (res3)
forrest@0
   792
  delete (ncr3)
forrest@0
   793
  delete (text3)
forrest@0
   794
  delete (res4)
forrest@0
   795
  delete (ncr4)
forrest@0
   796
  delete (text4)
forrest@0
   797
  delete (res42)
forrest@0
   798
  delete (ncr42)
forrest@0
   799
  delete (text42)
forrest@0
   800
forrest@0
   801
  system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new)
forrest@0
   802
  system("rm "+plot_name+"."+plot_type)
forrest@0
   803
  system("rm "+plot_name+"-1."+plot_type_new)
forrest@0
   804
  system("mv "+plot_name+"-0."+plot_type_new+" "+plot_name+"."+plot_type_new)
forrest@0
   805
forrest@0
   806
;*******************************************************************
forrest@0
   807
;(A)-8 table of site81 (2) (the last 40 sites), model vs ob
forrest@0
   808
;*******************************************************************
forrest@0
   809
forrest@0
   810
  table_length = 0.95 
forrest@0
   811
forrest@0
   812
; table header name
forrest@0
   813
  table_header_name = "Site ID" 
forrest@0
   814
forrest@0
   815
; row (not including header row)
forrest@0
   816
  nrow       = 40
forrest@0
   817
  row_header = new ((/nrow/),string )
forrest@0
   818
  row_header(0:nrow-1) = id81(41:41+nrow-1)   
forrest@0
   819
forrest@0
   820
; Table header
forrest@0
   821
  ncr1  = (/1,1/)               ; 1 row, 1 column
forrest@0
   822
  x1    = (/0.005,0.15/)        ; Start and end X
forrest@0
   823
  y1    = (/0.85 ,0.95/)        ; Start and end Y
forrest@0
   824
  text1 = table_header_name
forrest@0
   825
  res1               = True
forrest@0
   826
  res1@txFontHeightF = 0.015
forrest@0
   827
  res1@gsFillColor   = "CornFlowerBlue"
forrest@0
   828
forrest@0
   829
; Column header1 (equally space in x2)
forrest@0
   830
forrest@0
   831
  col_header = (/"Latitude","Longitude"/) 
forrest@0
   832
  ncol = dimsizes(col_header) 
forrest@0
   833
forrest@0
   834
  ncr2  = (/1,ncol/)            ; 1 rows, ncol columns
forrest@0
   835
  x2    = (/x1(1),0.35/)        ; start from end of x1
forrest@0
   836
  y2    = y1                    ; same as y1
forrest@0
   837
  text2 = col_header
forrest@0
   838
  res2               = True
forrest@0
   839
  res2@txFontHeightF = 0.015
forrest@0
   840
  res2@gsFillColor   = "Gray"
forrest@0
   841
forrest@0
   842
; Column header2 (equally space in x2)
forrest@0
   843
forrest@0
   844
; col_header1 = (/"NPP (gC/m2/year)","RAIN (m/year)"/)
forrest@0
   845
  col_header2 = (/"ob",model_name \
forrest@0
   846
                 ,"ob",model_name \
forrest@0
   847
                 /)
forrest@0
   848
forrest@0
   849
  ncol1 = dimsizes(col_header1)
forrest@0
   850
  ncol2 = dimsizes(col_header2)
forrest@0
   851
forrest@0
   852
  ncr21  = (/1,ncol1/)            ; 1 rows, 4 columns
forrest@0
   853
  x21    = (/x2(1),0.995/)        ; start from end of x2
forrest@0
   854
  yhalf  = (y1(0)+y1(1))*0.5
forrest@0
   855
  y21    = (/yhalf,y1(1)/)        ; top half of y1
forrest@0
   856
  text21 = col_header1
forrest@0
   857
  res21               = True
forrest@0
   858
  res21@txFontHeightF = 0.015
forrest@0
   859
  res21@gsFillColor   = "Gray"
forrest@0
   860
forrest@0
   861
  ncr22  = (/1,ncol2/)            ; 1 rows, 12 columns
forrest@0
   862
  x22    = x21                    ; start from end of x1
forrest@0
   863
  y22    = (/y1(0),yhalf/)        ; bottom half of y1
forrest@0
   864
  text22 = col_header2
forrest@0
   865
  res22               = True
forrest@0
   866
  res22@txFontHeightF = 0.015
forrest@0
   867
  res22@gsFillColor   = "Gray"
forrest@0
   868
forrest@0
   869
; Row header (equally space in y2)
forrest@0
   870
  ncr3  = (/nrow,1/)                 ; nrow rows, 1 columns
forrest@0
   871
  x3    = x1                         ; same as x1
forrest@0
   872
  y3    = (/1.0-table_length,y1(0)/) ; end at start of y1
forrest@0
   873
  text3 = row_header
forrest@0
   874
  res3               = True
forrest@0
   875
  res3@txFontHeightF = 0.010
forrest@0
   876
  res3@gsFillColor   = "Gray"
forrest@0
   877
forrest@0
   878
; Main table body-1
forrest@0
   879
  ncr4  = (/nrow,ncol/)           ; nrow rows, ncol columns
forrest@0
   880
  x4    = x2                      ; Start and end x
forrest@0
   881
  y4    = y3                      ; Start and end Y
forrest@0
   882
  text4 = new((/nrow,ncol/),string)
forrest@0
   883
forrest@0
   884
  color_fill4           = new((/nrow,ncol/),string)
forrest@0
   885
  color_fill4           = "white"
forrest@0
   886
; color_fill4(:,ncol-1) = "grey"
forrest@0
   887
; color_fill4(nrow-1,:) = "green"
forrest@0
   888
forrest@0
   889
  res4               = True       ; Set up resource list
forrest@0
   890
; res4@gsnDebug      = True       ; Useful to print NDC row,col values used.
forrest@0
   891
  res4@txFontHeightF = 0.015
forrest@0
   892
  res4@gsFillColor   = color_fill4
forrest@0
   893
forrest@0
   894
  delete (color_fill4)
forrest@0
   895
forrest@0
   896
; Main table body-2
forrest@0
   897
  ncr42  = (/nrow,ncol2/)           ; nrow rows, ncol columns
forrest@0
   898
  x42    = x21                      ; Start and end x
forrest@0
   899
  y42    = y3                       ; Start and end Y
forrest@0
   900
  text42 = new((/nrow,ncol2/),string)
forrest@0
   901
forrest@0
   902
  color_fill42           = new((/nrow,ncol2/),string)
forrest@0
   903
  color_fill42           = "white"
forrest@0
   904
; color_fill42(:,ncol-1) = "grey"
forrest@0
   905
; color_fill42(nrow-1,:) = "green"
forrest@0
   906
forrest@0
   907
  res42               = True       ; Set up resource list
forrest@0
   908
; res42@gsnDebug      = True       ; Useful to print NDC row,col values used.
forrest@0
   909
  res42@txFontHeightF = 0.015
forrest@0
   910
  res42@gsFillColor   = color_fill42
forrest@0
   911
forrest@0
   912
  delete (color_fill42)
forrest@0
   913
;-------------------------------------------------------------------
forrest@0
   914
; for table value
forrest@0
   915
forrest@0
   916
  do n = 0,nrow-1
forrest@0
   917
     text4(n,0) = sprintf("%5.2f", y81(n+41))  
forrest@0
   918
     text4(n,1) = sprintf("%5.2f", x81(n+41))
forrest@0
   919
  end do
forrest@0
   920
forrest@0
   921
  do n = 0,nrow-1
forrest@0
   922
     text42(n,0) = sprintf("%5.2f", npp81(n+41))  
forrest@0
   923
     text42(n,1) = sprintf("%5.2f", nppmod81(n+41))    
forrest@0
   924
     text42(n,2) = sprintf("%5.2f", rain81(n+41))     
forrest@0
   925
     text42(n,3) = sprintf("%5.2f", rainmod81(n+41))          
forrest@0
   926
  end do
forrest@0
   927
;-------------------------------------------------------------------
forrest@0
   928
 
forrest@0
   929
  plot_name = "table_site81_model_vs_ob2"
forrest@0
   930
 
forrest@0
   931
  wks = gsn_open_wks (plot_type,plot_name)
forrest@0
   932
;------------------------------------------
forrest@0
   933
; for table title
forrest@0
   934
forrest@0
   935
  gRes               = True
forrest@0
   936
  gRes@txFontHeightF = 0.02
forrest@0
   937
; gRes@txAngleF      = 90
forrest@0
   938
forrest@0
   939
  title_text = "Model vs Observation at 81 Sites (2)"
forrest@0
   940
forrest@0
   941
  gsn_text_ndc(wks,title_text,0.50,0.975,gRes)
forrest@0
   942
;------------------------------------------   
forrest@0
   943
forrest@0
   944
  gsn_table(wks,ncr1,x1,y1,text1,res1)
forrest@0
   945
  gsn_table(wks,ncr2,x2,y2,text2,res2)
forrest@0
   946
  gsn_table(wks,ncr21,x21,y21,text21,res21)
forrest@0
   947
  gsn_table(wks,ncr22,x22,y22,text22,res22)
forrest@0
   948
  gsn_table(wks,ncr3,x3,y3,text3,res3)
forrest@0
   949
  gsn_table(wks,ncr4,x4,y4,text4,res4)
forrest@0
   950
  gsn_table(wks,ncr42,x42,y42,text42,res42) 
forrest@0
   951
forrest@0
   952
  frame(wks)
forrest@0
   953
  clear (wks)
forrest@0
   954
forrest@0
   955
  delete (col_header)
forrest@0
   956
  delete (row_header)
forrest@0
   957
  delete (res1)
forrest@0
   958
  delete (ncr1)
forrest@0
   959
  delete (text1)
forrest@0
   960
  delete (res2)
forrest@0
   961
  delete (ncr2)
forrest@0
   962
  delete (text2)
forrest@0
   963
  delete (res21)
forrest@0
   964
  delete (ncr21)
forrest@0
   965
  delete (text21)
forrest@0
   966
  delete (res22)
forrest@0
   967
  delete (ncr22)
forrest@0
   968
  delete (text22)
forrest@0
   969
  delete (res3)
forrest@0
   970
  delete (ncr3)
forrest@0
   971
  delete (text3)
forrest@0
   972
  delete (res4)
forrest@0
   973
  delete (ncr4)
forrest@0
   974
  delete (text4)
forrest@0
   975
  delete (res42)
forrest@0
   976
  delete (ncr42)
forrest@0
   977
  delete (text42)
forrest@0
   978
forrest@0
   979
  system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new)
forrest@0
   980
  system("rm "+plot_name+"."+plot_type)
forrest@0
   981
  system("rm "+plot_name+"-1."+plot_type_new)
forrest@0
   982
  system("mv "+plot_name+"-0."+plot_type_new+" "+plot_name+"."+plot_type_new)
forrest@0
   983
forrest@0
   984
;**************************************************************************
forrest@0
   985
;(B) histogram 81
forrest@0
   986
;**************************************************************************
forrest@0
   987
;get data
forrest@0
   988
  RAIN1_1D = ndtooned(rain81)
forrest@0
   989
  RAIN2_1D = ndtooned(rainmod81)
forrest@0
   990
  NPP1_1D  = ndtooned(npp81)
forrest@0
   991
  NPP2_1D  = ndtooned(nppmod81)
forrest@0
   992
forrest@0
   993
; number of bin
forrest@0
   994
  nx = 8
forrest@0
   995
forrest@0
   996
  xvalues      = new((/2,nx/),float)
forrest@0
   997
  yvalues      = new((/2,nx/),float)
forrest@0
   998
  mn_yvalues   = new((/2,nx/),float)
forrest@0
   999
  mx_yvalues   = new((/2,nx/),float)
forrest@0
  1000
  dx4          = new((/1/),float)
forrest@0
  1001
forrest@0
  1002
  get_bin(RAIN1_1D, NPP1_1D, RAIN2_1D, NPP2_1D \
forrest@0
  1003
         ,xvalues,yvalues,mn_yvalues,mx_yvalues,dx4)
forrest@0
  1004
forrest@0
  1005
;----------------------------------------
forrest@0
  1006
;compute correlation coeff and M score
forrest@0
  1007
 
forrest@0
  1008
 u = yvalues(0,:)
forrest@0
  1009
 v = yvalues(1,:)
forrest@0
  1010
forrest@0
  1011
 good = ind(.not.ismissing(u) .and. .not.ismissing(v))
forrest@0
  1012
 uu = u(good)
forrest@0
  1013
 vv = v(good)
forrest@0
  1014
forrest@0
  1015
 ccr81h = esccr(uu,vv,0)
forrest@0
  1016
;print (ccr81h)
forrest@0
  1017
forrest@0
  1018
;new eq
forrest@0
  1019
 bias = sum(abs(vv-uu)/(abs(vv)+abs(uu)))
forrest@0
  1020
 M81h = (1.- (bias/dimsizes(uu)))*5.
forrest@0
  1021
 print (M81h)
forrest@0
  1022
forrest@0
  1023
 delete (u)
forrest@0
  1024
 delete (v)
forrest@0
  1025
 delete (uu)
forrest@0
  1026
 delete (vv)
forrest@0
  1027
;----------------------------------------------------------------------
forrest@0
  1028
; histogram res
forrest@0
  1029
  resh                = True
forrest@0
  1030
  resh@gsnMaximize    = True
forrest@0
  1031
  resh@gsnDraw        = False
forrest@0
  1032
  resh@gsnFrame       = False
forrest@0
  1033
  resh@xyMarkLineMode = "Markers"
forrest@0
  1034
  resh@xyMarkerSizeF  = 0.014
forrest@0
  1035
  resh@xyMarker       = 16
forrest@0
  1036
  resh@xyMarkerColors = (/"Brown","Blue"/)
forrest@0
  1037
  resh@trYMinF        = min(mn_yvalues) - 10.
forrest@0
  1038
  resh@trYMaxF        = max(mx_yvalues) + 10.
forrest@0
  1039
forrest@0
  1040
  resh@tiYAxisString  = "NPP (g C/m2/year)"
forrest@0
  1041
  resh@tiXAxisString  = "Precipitation (m/year)"
forrest@0
  1042
forrest@0
  1043
  max_bar = new((/2,nx/),graphic)
forrest@0
  1044
  min_bar = new((/2,nx/),graphic)
forrest@0
  1045
  max_cap = new((/2,nx/),graphic)
forrest@0
  1046
  min_cap = new((/2,nx/),graphic)
forrest@0
  1047
forrest@0
  1048
  lnres = True
forrest@0
  1049
  line_colors = (/"brown","blue"/)
forrest@0
  1050
forrest@0
  1051
;**************************************************************************
forrest@0
  1052
;(B)-1 histogram plot, ob 81 site 
forrest@0
  1053
;**************************************************************************
forrest@0
  1054
forrest@0
  1055
  plot_name = "histogram_ob_81"
forrest@0
  1056
  title     = "Observed 81 site"
forrest@0
  1057
  resh@tiMainString  = title
forrest@0
  1058
forrest@0
  1059
  wks   = gsn_open_wks (plot_type,plot_name)    
forrest@0
  1060
forrest@0
  1061
  xy = gsn_csm_xy(wks,xvalues(0,:),yvalues(0,:),resh)
forrest@0
  1062
forrest@0
  1063
;-------------------------------
forrest@0
  1064
;Attach the vertical bar and the horizontal cap line 
forrest@0
  1065
forrest@0
  1066
  delete (x1)
forrest@0
  1067
  delete (x2)
forrest@0
  1068
  delete (y1)
forrest@0
  1069
  delete (y2)
forrest@0
  1070
forrest@0
  1071
  do nd=0,0
forrest@0
  1072
    lnres@gsLineColor = line_colors(nd)
forrest@0
  1073
    do i=0,nx-1
forrest@0
  1074
     
forrest@0
  1075
      if(.not.ismissing(mn_yvalues(nd,i)).and. \
forrest@0
  1076
         .not.ismissing(mx_yvalues(nd,i))) then
forrest@0
  1077
;
forrest@0
  1078
; Attach the vertical bar, both above and below the marker.
forrest@0
  1079
;
forrest@0
  1080
        x1 = xvalues(nd,i)
forrest@0
  1081
        y1 = yvalues(nd,i)
forrest@0
  1082
        y2 = mn_yvalues(nd,i)
forrest@0
  1083
        plx = (/x1,x1/)
forrest@0
  1084
        ply = (/y1,y2/)
forrest@0
  1085
        min_bar(nd,i) = gsn_add_polyline(wks,xy,plx,ply,lnres)
forrest@0
  1086
forrest@0
  1087
        y2 = mx_yvalues(nd,i)
forrest@0
  1088
        plx = (/x1,x1/)
forrest@0
  1089
        ply = (/y1,y2/)
forrest@0
  1090
        max_bar(nd,i) = gsn_add_polyline(wks,xy,plx,ply,lnres)
forrest@0
  1091
;
forrest@0
  1092
; Attach the horizontal cap line, both above and below the marker.
forrest@0
  1093
;
forrest@0
  1094
        x1 = xvalues(nd,i) - dx4
forrest@0
  1095
        x2 = xvalues(nd,i) + dx4
forrest@0
  1096
        y1 = mn_yvalues(nd,i)
forrest@0
  1097
        plx = (/x1,x2/)
forrest@0
  1098
        ply = (/y1,y1/)
forrest@0
  1099
        min_cap(nd,i) = gsn_add_polyline(wks,xy,plx,ply,lnres)
forrest@0
  1100
forrest@0
  1101
        y1 = mx_yvalues(nd,i)
forrest@0
  1102
        plx = (/x1,x2/)
forrest@0
  1103
        ply = (/y1,y1/)
forrest@0
  1104
        max_cap(nd,i) = gsn_add_polyline(wks,xy,plx,ply,lnres)
forrest@0
  1105
      end if
forrest@0
  1106
    end do
forrest@0
  1107
  end do
forrest@0
  1108
forrest@0
  1109
  draw(xy)
forrest@0
  1110
  frame(wks)
forrest@0
  1111
  clear (wks)
forrest@0
  1112
forrest@0
  1113
 system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new)
forrest@0
  1114
 system("mv "+plot_name+"-0."+plot_type_new+" "+plot_name+"."+plot_type_new)
forrest@0
  1115
 system("rm "+plot_name+"-*."+plot_type_new)
forrest@0
  1116
 system("rm "+plot_name+"."+plot_type)
forrest@0
  1117
forrest@0
  1118
;****************************************************************************
forrest@0
  1119
;(B)-2 histogram plot, model vs ob 81 site 
forrest@0
  1120
;****************************************************************************
forrest@0
  1121
forrest@0
  1122
  plot_name = "histogram_model_vs_ob_81"
forrest@0
  1123
  title     = model_name+ " vs Observed 81 site"
forrest@0
  1124
  resh@tiMainString  = title
forrest@0
  1125
forrest@0
  1126
  wks   = gsn_open_wks (plot_type,plot_name)    ; open workstation
forrest@0
  1127
forrest@0
  1128
;-----------------------------
forrest@0
  1129
; Add a boxed legend using the more simple method, which won't have
forrest@0
  1130
; vertical lines going through the markers.
forrest@0
  1131
forrest@0
  1132
  resh@pmLegendDisplayMode    = "Always"
forrest@0
  1133
; resh@pmLegendWidthF         = 0.1
forrest@0
  1134
  resh@pmLegendWidthF         = 0.08
forrest@0
  1135
  resh@pmLegendHeightF        = 0.05
forrest@0
  1136
  resh@pmLegendOrthogonalPosF = -1.17
forrest@0
  1137
; resh@pmLegendOrthogonalPosF = -1.00  ;(downward)
forrest@0
  1138
; resh@pmLegendParallelPosF   =  0.18
forrest@0
  1139
  resh@pmLegendParallelPosF   =  0.88  ;(rightward)
forrest@0
  1140
forrest@0
  1141
; resh@lgPerimOn              = False
forrest@0
  1142
  resh@lgLabelFontHeightF     = 0.015
forrest@0
  1143
  resh@xyExplicitLegendLabels = (/"observed",model_name/)
forrest@0
  1144
;-----------------------------
forrest@0
  1145
  tRes  = True
forrest@0
  1146
  tRes@txFontHeightF = 0.025
forrest@0
  1147
forrest@0
  1148
  correlation_text = "(correlation coef = "+sprintf("%5.2f", ccr81h)+")"
forrest@0
  1149
forrest@0
  1150
  gsn_text_ndc(wks,correlation_text,0.56,0.85,tRes)
forrest@0
  1151
forrest@0
  1152
  xy = gsn_csm_xy(wks,xvalues,yvalues,resh)
forrest@0
  1153
;-------------------------------
forrest@0
  1154
;Attach the vertical bar and the horizontal cap line 
forrest@0
  1155
forrest@0
  1156
  do nd=0,1
forrest@0
  1157
    lnres@gsLineColor = line_colors(nd)
forrest@0
  1158
    do i=0,nx-1
forrest@0
  1159
     
forrest@0
  1160
      if(.not.ismissing(mn_yvalues(nd,i)).and. \
forrest@0
  1161
         .not.ismissing(mx_yvalues(nd,i))) then
forrest@0
  1162
;
forrest@0
  1163
; Attach the vertical bar, both above and below the marker.
forrest@0
  1164
;
forrest@0
  1165
        x1 = xvalues(nd,i)
forrest@0
  1166
        y1 = yvalues(nd,i)
forrest@0
  1167
        y2 = mn_yvalues(nd,i)
forrest@0
  1168
        min_bar(nd,i) = gsn_add_polyline(wks,xy,(/x1,x1/),(/y1,y2/),lnres)
forrest@0
  1169
forrest@0
  1170
        y2 = mx_yvalues(nd,i)
forrest@0
  1171
        max_bar(nd,i) = gsn_add_polyline(wks,xy,(/x1,x1/),(/y1,y2/),lnres)
forrest@0
  1172
;
forrest@0
  1173
; Attach the horizontal cap line, both above and below the marker.
forrest@0
  1174
;
forrest@0
  1175
        x1 = xvalues(nd,i) - dx4
forrest@0
  1176
        x2 = xvalues(nd,i) + dx4
forrest@0
  1177
        y1 = mn_yvalues(nd,i)
forrest@0
  1178
        min_cap(nd,i) = gsn_add_polyline(wks,xy,(/x1,x2/),(/y1,y1/),lnres)
forrest@0
  1179
forrest@0
  1180
        y1 = mx_yvalues(nd,i)
forrest@0
  1181
        max_cap(nd,i) = gsn_add_polyline(wks,xy,(/x1,x2/),(/y1,y1/),lnres)
forrest@0
  1182
      end if
forrest@0
  1183
    end do
forrest@0
  1184
  end do
forrest@0
  1185
forrest@0
  1186
  draw(xy)
forrest@0
  1187
  frame(wks)
forrest@0
  1188
  clear(wks)
forrest@0
  1189
forrest@0
  1190
 system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new)
forrest@0
  1191
 system("mv "+plot_name+"-0."+plot_type_new+" "+plot_name+"."+plot_type_new)
forrest@0
  1192
 system("rm "+plot_name+"-*."+plot_type_new)
forrest@0
  1193
 system("rm "+plot_name+"."+plot_type)
forrest@0
  1194
forrest@0
  1195
 delete (RAIN1_1D)
forrest@0
  1196
 delete (RAIN2_1D)
forrest@0
  1197
 delete (NPP1_1D)
forrest@0
  1198
 delete (NPP2_1D)
forrest@0
  1199
;delete (range)
forrest@0
  1200
 delete (xvalues) 
forrest@0
  1201
 delete (yvalues)
forrest@0
  1202
 delete (mn_yvalues)
forrest@0
  1203
 delete (mx_yvalues)
forrest@0
  1204
 delete (good)
forrest@0
  1205
 delete (max_bar)
forrest@0
  1206
 delete (min_bar)
forrest@0
  1207
 delete (max_cap)
forrest@0
  1208
 delete (min_cap)
forrest@0
  1209
   
forrest@0
  1210
;**************************************************************************
forrest@0
  1211
;(B) histogram 933
forrest@0
  1212
;**************************************************************************
forrest@0
  1213
forrest@0
  1214
; get data
forrest@0
  1215
  RAIN1_1D = ndtooned(rain933)
forrest@0
  1216
  RAIN2_1D = ndtooned(rainmod933)
forrest@0
  1217
  NPP1_1D  = ndtooned(npp933)
forrest@0
  1218
  NPP2_1D  = ndtooned(nppmod933)
forrest@0
  1219
forrest@0
  1220
; number of bin
forrest@0
  1221
  nx = 10
forrest@0
  1222
forrest@0
  1223
  xvalues      = new((/2,nx/),float)
forrest@0
  1224
  yvalues      = new((/2,nx/),float)
forrest@0
  1225
  mn_yvalues   = new((/2,nx/),float)
forrest@0
  1226
  mx_yvalues   = new((/2,nx/),float)
forrest@0
  1227
  dx4          = new((/1/),float)
forrest@0
  1228
forrest@0
  1229
  get_bin(RAIN1_1D, NPP1_1D, RAIN2_1D, NPP2_1D \
forrest@0
  1230
         ,xvalues,yvalues,mn_yvalues,mx_yvalues,dx4)
forrest@0
  1231
 
forrest@0
  1232
;----------------------------------------
forrest@0
  1233
;compute correlation coeff and M score
forrest@0
  1234
 
forrest@0
  1235
 u = yvalues(0,:)
forrest@0
  1236
 v = yvalues(1,:)
forrest@0
  1237
forrest@0
  1238
 good = ind(.not.ismissing(u) .and. .not.ismissing(v))
forrest@0
  1239
 uu = u(good)
forrest@0
  1240
 vv = v(good)
forrest@0
  1241
forrest@0
  1242
 ccr933h = esccr(uu,vv,0)
forrest@0
  1243
;print (ccr933h)
forrest@0
  1244
forrest@0
  1245
;new eq
forrest@0
  1246
 bias  = sum(abs(vv-uu)/(abs(vv)+abs(uu)))
forrest@0
  1247
 M933h = (1.- (bias/dimsizes(uu)))*5.
forrest@0
  1248
 print (M933h)
forrest@0
  1249
forrest@0
  1250
 delete (u)
forrest@0
  1251
 delete (v)
forrest@0
  1252
 delete (uu)
forrest@0
  1253
 delete (vv)
forrest@0
  1254
;----------------------------------------------------------------------
forrest@0
  1255
; histogram res
forrest@0
  1256
  delete (resh)
forrest@0
  1257
  resh                = True
forrest@0
  1258
  resh@gsnMaximize    = True
forrest@0
  1259
  resh@gsnDraw        = False
forrest@0
  1260
  resh@gsnFrame       = False
forrest@0
  1261
  resh@xyMarkLineMode = "Markers"
forrest@0
  1262
  resh@xyMarkerSizeF  = 0.014
forrest@0
  1263
  resh@xyMarker       = 16
forrest@0
  1264
  resh@xyMarkerColors = (/"Brown","Blue"/)
forrest@0
  1265
  resh@trYMinF        = min(mn_yvalues) - 10.
forrest@0
  1266
  resh@trYMaxF        = max(mx_yvalues) + 10.
forrest@0
  1267
forrest@0
  1268
  resh@tiYAxisString  = "NPP (g C/m2/year)"
forrest@0
  1269
  resh@tiXAxisString  = "Precipitation (m/year)"
forrest@0
  1270
forrest@0
  1271
  max_bar = new((/2,nx/),graphic)
forrest@0
  1272
  min_bar = new((/2,nx/),graphic)
forrest@0
  1273
  max_cap = new((/2,nx/),graphic)
forrest@0
  1274
  min_cap = new((/2,nx/),graphic)
forrest@0
  1275
forrest@0
  1276
  lnres = True
forrest@0
  1277
  line_colors = (/"brown","blue"/)
forrest@0
  1278
forrest@0
  1279
;**************************************************************************
forrest@0
  1280
;(B)-3 histogram plot, ob 933 site 
forrest@0
  1281
;**************************************************************************
forrest@0
  1282
forrest@0
  1283
  plot_name = "histogram_ob_933"
forrest@0
  1284
  title     = "Observed 933 site"
forrest@0
  1285
  resh@tiMainString  = title
forrest@0
  1286
forrest@0
  1287
  wks   = gsn_open_wks (plot_type,plot_name)    
forrest@0
  1288
forrest@0
  1289
  xy = gsn_csm_xy(wks,xvalues(0,:),yvalues(0,:),resh)
forrest@0
  1290
forrest@0
  1291
;-------------------------------
forrest@0
  1292
;Attach the vertical bar and the horizontal cap line 
forrest@0
  1293
forrest@0
  1294
  do nd=0,0
forrest@0
  1295
    lnres@gsLineColor = line_colors(nd)
forrest@0
  1296
    do i=0,nx-1
forrest@0
  1297
     
forrest@0
  1298
      if(.not.ismissing(mn_yvalues(nd,i)).and. \
forrest@0
  1299
         .not.ismissing(mx_yvalues(nd,i))) then
forrest@0
  1300
forrest@0
  1301
; Attach the vertical bar, both above and below the marker.
forrest@0
  1302
forrest@0
  1303
        x1 = xvalues(nd,i)
forrest@0
  1304
        y1 = yvalues(nd,i)
forrest@0
  1305
        y2 = mn_yvalues(nd,i)
forrest@0
  1306
        min_bar(nd,i) = gsn_add_polyline(wks,xy,(/x1,x1/),(/y1,y2/),lnres)
forrest@0
  1307
forrest@0
  1308
        y2 = mx_yvalues(nd,i)
forrest@0
  1309
        max_bar(nd,i) = gsn_add_polyline(wks,xy,(/x1,x1/),(/y1,y2/),lnres)
forrest@0
  1310
forrest@0
  1311
; Attach the horizontal cap line, both above and below the marker.
forrest@0
  1312
forrest@0
  1313
        x1 = xvalues(nd,i) - dx4
forrest@0
  1314
        x2 = xvalues(nd,i) + dx4
forrest@0
  1315
        y1 = mn_yvalues(nd,i)
forrest@0
  1316
        min_cap(nd,i) = gsn_add_polyline(wks,xy,(/x1,x2/),(/y1,y1/),lnres)
forrest@0
  1317
forrest@0
  1318
        y1 = mx_yvalues(nd,i)
forrest@0
  1319
        max_cap(nd,i) = gsn_add_polyline(wks,xy,(/x1,x2/),(/y1,y1/),lnres)
forrest@0
  1320
      end if
forrest@0
  1321
    end do
forrest@0
  1322
  end do
forrest@0
  1323
forrest@0
  1324
  draw(xy)
forrest@0
  1325
  frame(wks)
forrest@0
  1326
  delete (xy)
forrest@0
  1327
  clear (wks)
forrest@0
  1328
forrest@0
  1329
 system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new)
forrest@0
  1330
 system("mv "+plot_name+"-0."+plot_type_new+" "+plot_name+"."+plot_type_new)
forrest@0
  1331
 system("rm "+plot_name+"-*."+plot_type_new)
forrest@0
  1332
 system("rm "+plot_name+"."+plot_type)
forrest@0
  1333
forrest@0
  1334
;****************************************************************************
forrest@0
  1335
;(B)-4 histogram plot, model vs ob 933 site
forrest@0
  1336
;**************************************************************************** 
forrest@0
  1337
forrest@0
  1338
  plot_name = "histogram_model_vs_ob_933"
forrest@0
  1339
  title     = model_name+ " vs Observed 933 site"
forrest@0
  1340
  resh@tiMainString  = title
forrest@0
  1341
forrest@0
  1342
  wks   = gsn_open_wks (plot_type,plot_name)    ; open workstation
forrest@0
  1343
forrest@0
  1344
;-----------------------------
forrest@0
  1345
; Add a boxed legend using the more simple method, which won't have
forrest@0
  1346
; vertical lines going through the markers.
forrest@0
  1347
forrest@0
  1348
  resh@pmLegendDisplayMode    = "Always"
forrest@0
  1349
; resh@pmLegendWidthF         = 0.1
forrest@0
  1350
  resh@pmLegendWidthF         = 0.08
forrest@0
  1351
  resh@pmLegendHeightF        = 0.05
forrest@0
  1352
  resh@pmLegendOrthogonalPosF = -1.17
forrest@0
  1353
; resh@pmLegendOrthogonalPosF = -1.00  ;(downward)
forrest@0
  1354
; resh@pmLegendParallelPosF   =  0.18
forrest@0
  1355
  resh@pmLegendParallelPosF   =  0.88  ;(rightward)
forrest@0
  1356
forrest@0
  1357
; resh@lgPerimOn              = False
forrest@0
  1358
  resh@lgLabelFontHeightF     = 0.015
forrest@0
  1359
  resh@xyExplicitLegendLabels = (/"observed",model_name/)
forrest@0
  1360
;-----------------------------
forrest@0
  1361
  tRes  = True
forrest@0
  1362
  tRes@txFontHeightF = 0.025
forrest@0
  1363
forrest@0
  1364
  correlation_text = "(correlation coef = "+sprintf("%5.2f", ccr933h)+")"
forrest@0
  1365
forrest@0
  1366
  gsn_text_ndc(wks,correlation_text,0.56,0.85,tRes)
forrest@0
  1367
forrest@0
  1368
  xy = gsn_csm_xy(wks,xvalues,yvalues,resh)
forrest@0
  1369
;-------------------------------
forrest@0
  1370
;Attach the vertical bar and the horizontal cap line 
forrest@0
  1371
forrest@0
  1372
  do nd=0,1
forrest@0
  1373
    lnres@gsLineColor = line_colors(nd)
forrest@0
  1374
    do i=0,nx-1
forrest@0
  1375
     
forrest@0
  1376
      if(.not.ismissing(mn_yvalues(nd,i)).and. \
forrest@0
  1377
         .not.ismissing(mx_yvalues(nd,i))) then
forrest@0
  1378
;
forrest@0
  1379
; Attach the vertical bar, both above and below the marker.
forrest@0
  1380
;
forrest@0
  1381
        x1 = xvalues(nd,i)
forrest@0
  1382
        y1 = yvalues(nd,i)
forrest@0
  1383
        y2 = mn_yvalues(nd,i)
forrest@0
  1384
        min_bar(nd,i) = gsn_add_polyline(wks,xy,(/x1,x1/),(/y1,y2/),lnres)
forrest@0
  1385
forrest@0
  1386
        y2 = mx_yvalues(nd,i)
forrest@0
  1387
        max_bar(nd,i) = gsn_add_polyline(wks,xy,(/x1,x1/),(/y1,y2/),lnres)
forrest@0
  1388
;
forrest@0
  1389
; Attach the horizontal cap line, both above and below the marker.
forrest@0
  1390
;
forrest@0
  1391
        x1 = xvalues(nd,i) - dx4
forrest@0
  1392
        x2 = xvalues(nd,i) + dx4
forrest@0
  1393
        y1 = mn_yvalues(nd,i)
forrest@0
  1394
        min_cap(nd,i) = gsn_add_polyline(wks,xy,(/x1,x2/),(/y1,y1/),lnres)
forrest@0
  1395
forrest@0
  1396
        y1 = mx_yvalues(nd,i)
forrest@0
  1397
        max_cap(nd,i) = gsn_add_polyline(wks,xy,(/x1,x2/),(/y1,y1/),lnres)
forrest@0
  1398
      end if
forrest@0
  1399
    end do
forrest@0
  1400
  end do
forrest@0
  1401
forrest@0
  1402
  draw(xy)
forrest@0
  1403
  frame(wks)
forrest@0
  1404
  delete(xy)
forrest@0
  1405
  clear(wks)
forrest@0
  1406
forrest@0
  1407
 system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new)
forrest@0
  1408
 system("mv "+plot_name+"-0."+plot_type_new+" "+plot_name+"."+plot_type_new)
forrest@0
  1409
 system("rm "+plot_name+"-*."+plot_type_new)
forrest@0
  1410
 system("rm "+plot_name+"."+plot_type)
forrest@0
  1411
forrest@0
  1412
;***************************************************************************
forrest@0
  1413
;(C) global contour 
forrest@0
  1414
;***************************************************************************
forrest@0
  1415
forrest@0
  1416
;res
forrest@0
  1417
  resg                     = True             ; Use plot options
forrest@0
  1418
  resg@cnFillOn            = True             ; Turn on color fill
forrest@0
  1419
  resg@gsnSpreadColors     = True             ; use full colormap
forrest@0
  1420
; resg@cnFillMode          = "RasterFill"     ; Turn on raster color
forrest@0
  1421
; resg@lbLabelAutoStride   = True
forrest@0
  1422
  resg@cnLinesOn           = False            ; Turn off contourn lines
forrest@0
  1423
  resg@mpFillOn            = False            ; Turn off map fill
forrest@0
  1424
forrest@0
  1425
  resg@gsnSpreadColors      = True            ; use full colormap
forrest@0
  1426
  resg@cnLevelSelectionMode = "ManualLevels"  ; Manual contour invtervals
forrest@0
  1427
  resg@cnMinLevelValF       = 0.              ; Min level
forrest@0
  1428
  resg@cnMaxLevelValF       = 2200.           ; Max level
forrest@0
  1429
  resg@cnLevelSpacingF      = 200.            ; interval
forrest@0
  1430
forrest@0
  1431
;****************************************************************************
forrest@0
  1432
;(C)-1 global contour plot, ob
forrest@0
  1433
;****************************************************************************
forrest@0
  1434
forrest@0
  1435
  delta = 0.00000000001
forrest@0
  1436
  nppglobe = where(ismissing(nppglobe).and.(ismissing(nppmod).or.(nppmod.lt.delta)),0.,nppglobe)
forrest@0
  1437
  
forrest@0
  1438
  plot_name = "global_ob"
forrest@0
  1439
  title     = "Observed MODIS MOD 17"
forrest@0
  1440
  resg@tiMainString  = title
forrest@0
  1441
forrest@0
  1442
  wks = gsn_open_wks (plot_type,plot_name)   ; open workstation
forrest@0
  1443
  gsn_define_colormap(wks,"gui_default")     ; choose colormap
forrest@0
  1444
forrest@0
  1445
  plot = gsn_csm_contour_map_ce(wks,nppglobe,resg)
forrest@0
  1446
   
forrest@0
  1447
  frame(wks)
forrest@0
  1448
  clear (wks)
forrest@0
  1449
forrest@0
  1450
 system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new)
forrest@0
  1451
 system("mv "+plot_name+"-0."+plot_type_new+" "+plot_name+"."+plot_type_new)
forrest@0
  1452
 system("rm "+plot_name+"-*."+plot_type_new)
forrest@0
  1453
 system("rm "+plot_name+"."+plot_type)
forrest@0
  1454
forrest@0
  1455
;****************************************************************************
forrest@0
  1456
;(C)-2 global contour plot, model
forrest@0
  1457
;****************************************************************************
forrest@0
  1458
forrest@0
  1459
  plot_name = "global_model"
forrest@0
  1460
  title     = "Model "+ model_name
forrest@0
  1461
  resg@tiMainString  = title
forrest@0
  1462
forrest@0
  1463
  wks = gsn_open_wks (plot_type,plot_name)   ; open workstation
forrest@0
  1464
  gsn_define_colormap(wks,"gui_default")     ; choose colormap
forrest@0
  1465
forrest@0
  1466
  plot = gsn_csm_contour_map_ce(wks,nppmod,resg)
forrest@0
  1467
   
forrest@0
  1468
  frame(wks)
forrest@0
  1469
  clear (wks)
forrest@0
  1470
forrest@0
  1471
 system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new)
forrest@0
  1472
 system("mv "+plot_name+"-0."+plot_type_new+" "+plot_name+"."+plot_type_new)
forrest@0
  1473
 system("rm "+plot_name+"-*."+plot_type_new)
forrest@0
  1474
 system("rm "+plot_name+"."+plot_type)
forrest@0
  1475
forrest@0
  1476
;****************************************************************************
forrest@0
  1477
;(C)-3 global contour plot, model vs ob
forrest@0
  1478
;****************************************************************************
forrest@0
  1479
forrest@0
  1480
  plot_name = "global_model_vs_ob"
forrest@0
  1481
forrest@0
  1482
  wks = gsn_open_wks (plot_type,plot_name)   ; open workstation
forrest@0
  1483
  gsn_define_colormap(wks,"gui_default")     ; choose colormap
forrest@0
  1484
forrest@0
  1485
  delete (plot)
forrest@0
  1486
  plot=new(3,graphic)                        ; create graphic array
forrest@0
  1487
forrest@0
  1488
  resg@gsnFrame             = False          ; Do not draw plot 
forrest@0
  1489
  resg@gsnDraw              = False          ; Do not advance frame
forrest@0
  1490
forrest@0
  1491
; compute correlation coef and M score
forrest@0
  1492
forrest@0
  1493
  uu1 = ndtooned(nppmod)
forrest@0
  1494
  vv1 = ndtooned(nppglobe)
forrest@0
  1495
forrest@0
  1496
  delete (good) 
forrest@0
  1497
  good = ind(.not.ismissing(uu1) .and. .not.ismissing(vv1))
forrest@0
  1498
forrest@0
  1499
  ug = uu1(good)
forrest@0
  1500
  vg = vv1(good)
forrest@0
  1501
forrest@0
  1502
  ccrG = esccr(ug,vg,0)
forrest@0
  1503
; print (ccrG)
forrest@0
  1504
forrest@0
  1505
  MG   = (ccrG*ccrG)* 5.0
forrest@0
  1506
  print (MG)
forrest@0
  1507
forrest@0
  1508
; plot correlation coef
forrest@0
  1509
forrest@0
  1510
  gRes  = True
forrest@0
  1511
  gRes@txFontHeightF = 0.02
forrest@0
  1512
  gRes@txAngleF = 90
forrest@0
  1513
forrest@0
  1514
  correlation_text = "(correlation coef = "+sprintf("%5.2f", ccrG)+")"
forrest@0
  1515
forrest@0
  1516
  gsn_text_ndc(wks,correlation_text,0.20,0.50,gRes)
forrest@0
  1517
;--------------------------------------------------------------------  
forrest@0
  1518
;(a) ob
forrest@0
  1519
forrest@0
  1520
  title     = "Observed MODIS MOD 17"
forrest@0
  1521
  resg@tiMainString  = title
forrest@0
  1522
forrest@0
  1523
  plot(0) = gsn_csm_contour_map_ce(wks,nppglobe,resg)       
forrest@0
  1524
forrest@0
  1525
;(b) model
forrest@0
  1526
forrest@0
  1527
  title     = "Model "+ model_name
forrest@0
  1528
  resg@tiMainString  = title
forrest@0
  1529
forrest@0
  1530
  plot(1) = gsn_csm_contour_map_ce(wks,nppmod,resg) 
forrest@0
  1531
forrest@0
  1532
;(c) model-ob
forrest@0
  1533
forrest@0
  1534
  zz = nppmod
forrest@0
  1535
  zz = nppmod - nppglobe
forrest@0
  1536
  title = "Model_"+model_name+" - Observed"
forrest@0
  1537
forrest@0
  1538
  resg@cnMinLevelValF  = -500           ; Min level
forrest@0
  1539
  resg@cnMaxLevelValF  =  500.          ; Max level
forrest@0
  1540
  resg@cnLevelSpacingF =  50.           ; interval
forrest@0
  1541
  resg@tiMainString    = title
forrest@0
  1542
forrest@0
  1543
  plot(2) = gsn_csm_contour_map_ce(wks,zz,resg) 
forrest@0
  1544
forrest@0
  1545
  pres                            = True        ; panel plot mods desired
forrest@0
  1546
; pres@gsnPanelYWhiteSpacePercent = 5           ; increase white space around
forrest@0
  1547
                                                ; indiv. plots in panel
forrest@0
  1548
  pres@gsnMaximize                = True        ; fill the page
forrest@0
  1549
forrest@0
  1550
  gsn_panel(wks,plot,(/3,1/),pres)              ; create panel plot
forrest@0
  1551
forrest@0
  1552
  frame (wks)
forrest@0
  1553
  clear (wks)
forrest@0
  1554
  delete (plot)
forrest@0
  1555
forrest@0
  1556
 system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new)
forrest@0
  1557
 system("mv "+plot_name+"-0."+plot_type_new+" "+plot_name+"."+plot_type_new)
forrest@0
  1558
 system("rm "+plot_name+"-*."+plot_type_new)
forrest@0
  1559
 system("rm "+plot_name+"."+plot_type)
forrest@0
  1560
forrest@0
  1561
;***************************************************************************
forrest@0
  1562
;(D)-1 zonal line plot, ob
forrest@0
  1563
;***************************************************************************
forrest@0
  1564
 
forrest@0
  1565
  vv     = zonalAve(nppglobe)
forrest@0
  1566
  vv@long_name = nppglobe@long_name
forrest@0
  1567
forrest@0
  1568
  plot_name = "zonal_ob"
forrest@0
  1569
  title     = "Observed MODIS MOD 17"
forrest@0
  1570
forrest@0
  1571
  resz = True
forrest@0
  1572
  resz@tiMainString  = title
forrest@0
  1573
forrest@0
  1574
  wks = gsn_open_wks (plot_type,plot_name)   ; open workstation
forrest@0
  1575
forrest@0
  1576
  plot  = gsn_csm_xy (wks,ym,vv,resz)
forrest@0
  1577
   
forrest@0
  1578
  frame(wks)
forrest@0
  1579
  clear (wks)
forrest@0
  1580
forrest@0
  1581
 system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new)
forrest@0
  1582
 system("mv "+plot_name+"-0."+plot_type_new+" "+plot_name+"."+plot_type_new)
forrest@0
  1583
 system("rm "+plot_name+"-*."+plot_type_new)
forrest@0
  1584
 system("rm "+plot_name+"."+plot_type)
forrest@0
  1585
forrest@0
  1586
;****************************************************************************
forrest@0
  1587
;(D)-2 zonal line plot, model vs ob
forrest@0
  1588
;****************************************************************************
forrest@0
  1589
forrest@0
  1590
  s  = new ((/2,dimsizes(ym)/), float)  
forrest@0
  1591
forrest@0
  1592
  s(0,:) = zonalAve(nppglobe) 
forrest@0
  1593
  s(1,:) = zonalAve(nppmod)
forrest@0
  1594
forrest@0
  1595
  s@long_name = nppglobe@long_name
forrest@0
  1596
;-------------------------------------------
forrest@0
  1597
; compute correlation coef and M score
forrest@0
  1598
forrest@0
  1599
  ccrZ = esccr(s(1,:), s(0,:),0)
forrest@0
  1600
; print (ccrZ)
forrest@0
  1601
forrest@0
  1602
  MZ   = (ccrZ*ccrZ)* 5.0
forrest@0
  1603
  print (MZ)
forrest@0
  1604
;-------------------------------------------
forrest@0
  1605
  plot_name = "zonal_model_vs_ob"
forrest@0
  1606
  title     = "Zonal Average"
forrest@0
  1607
  resz@tiMainString  = title
forrest@0
  1608
forrest@0
  1609
  wks = gsn_open_wks (plot_type,plot_name)   
forrest@0
  1610
forrest@0
  1611
; resz@vpHeightF          = 0.4               ; change aspect ratio of plot
forrest@0
  1612
; resz@vpWidthF           = 0.7
forrest@0
  1613
forrest@0
  1614
  resz@xyMonoLineColor    = "False"           ; want colored lines
forrest@0
  1615
  resz@xyLineColors       = (/"black","red"/) ; colors chosen
forrest@0
  1616
; resz@xyLineThicknesses  = (/3.,3./)         ; line thicknesses
forrest@0
  1617
  resz@xyLineThicknesses  = (/2.,2./)         ; line thicknesses
forrest@0
  1618
  resz@xyDashPatterns     = (/0.,0./)         ; make all lines solid
forrest@0
  1619
forrest@0
  1620
  resz@tiYAxisString      = s@long_name       ; add a axis title    
forrest@0
  1621
  resz@txFontHeightF      = 0.0195            ; change title font heights
forrest@0
  1622
forrest@0
  1623
; Legent
forrest@0
  1624
  resz@pmLegendDisplayMode    = "Always"      ; turn on legend
forrest@0
  1625
  resz@pmLegendSide           = "Top"         ; Change location of 
forrest@0
  1626
; resz@pmLegendParallelPosF   = .45           ; move units right
forrest@0
  1627
  resz@pmLegendParallelPosF   = .82           ; move units right
forrest@0
  1628
  resz@pmLegendOrthogonalPosF = -0.4          ; move units down
forrest@0
  1629
forrest@0
  1630
  resz@pmLegendWidthF         = 0.10          ; Change width and
forrest@0
  1631
  resz@pmLegendHeightF        = 0.10          ; height of legend.
forrest@0
  1632
  resz@lgLabelFontHeightF     = .02           ; change font height
forrest@0
  1633
; resz@lgTitleOn              = True          ; turn on legend title
forrest@0
  1634
; resz@lgTitleString          = "Example"     ; create legend title
forrest@0
  1635
; resz@lgTitleFontHeightF     = .025          ; font of legend title
forrest@0
  1636
  resz@xyExplicitLegendLabels = (/"Observed",model_name/) ; explicit labels
forrest@0
  1637
;--------------------------------------------------------------------
forrest@0
  1638
  zRes  = True
forrest@0
  1639
  zRes@txFontHeightF = 0.025
forrest@0
  1640
forrest@0
  1641
  correlation_text = "(correlation coef = "+sprintf("%5.2f", ccrZ)+")"
forrest@0
  1642
forrest@0
  1643
  gsn_text_ndc(wks,correlation_text,0.50,0.77,zRes)
forrest@0
  1644
;--------------------------------------------------------------------
forrest@0
  1645
  
forrest@0
  1646
  plot  = gsn_csm_xy (wks,ym,s,resz)      
forrest@0
  1647
forrest@0
  1648
  frame(wks)                                            
forrest@0
  1649
  clear (wks)
forrest@0
  1650
forrest@0
  1651
 system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new)
forrest@0
  1652
 system("mv "+plot_name+"-0."+plot_type_new+" "+plot_name+"."+plot_type_new)
forrest@0
  1653
 system("rm "+plot_name+"-*."+plot_type_new)
forrest@0
  1654
 system("rm "+plot_name+"."+plot_type)
forrest@0
  1655
forrest@0
  1656
;***************************************************************************
forrest@0
  1657
; tar up output plots
forrest@0
  1658
;***************************************************************************
forrest@0
  1659
forrest@0
  1660
  temp_name = "temp." + model_name
forrest@0
  1661
  system("mkdir -p " + temp_name)
forrest@0
  1662
  system("mv *.png " + temp_name)
forrest@0
  1663
  system("tar cf "+ temp_name +".tar " + temp_name)
forrest@0
  1664
forrest@0
  1665
;***************************************************************************
forrest@0
  1666
end
forrest@0
  1667