ameriflux/22.plot.ncl
changeset 1 4be95183fbcd
equal deleted inserted replaced
-1:000000000000 0:19d3826c8c58
       
     1 ;************************************************************
       
     2 ; merge annual
       
     3 ; add table
       
     4 ; add time series plot
       
     5 ; sort by latitude in decending order (N->S)
       
     6 ; find year_ob >= 4
       
     7 ; add year_ob_i and year_ob_f
       
     8 ; change long_name
       
     9 ;************************************************************
       
    10 load "$NCARG_ROOT/lib/ncarg/nclscripts/csm/gsn_code.ncl"
       
    11 load "$NCARG_ROOT/lib/ncarg/nclscripts/csm/gsn_csm.ncl"
       
    12 load "$NCARG_ROOT/lib/ncarg/nclscripts/csm/contributed.ncl"
       
    13 ;************************************************************
       
    14 procedure set_line(lines:string,nline:integer,newlines:string) 
       
    15 begin
       
    16 ; add line to ascci/html file
       
    17     
       
    18   nnewlines = dimsizes(newlines)
       
    19   if(nline+nnewlines-1.ge.dimsizes(lines))
       
    20     print("set_line: bad index, not setting anything.") 
       
    21     return
       
    22   end if 
       
    23   lines(nline:nline+nnewlines-1) = newlines
       
    24 ;  print ("lines = " + lines(nline:nline+nnewlines-1))
       
    25   nline = nline + nnewlines
       
    26   return 
       
    27 end
       
    28 ;*************************************************************
       
    29 begin
       
    30 
       
    31   plot_type     = "ps"
       
    32   plot_type_new = "png"
       
    33 
       
    34 ;************************************************
       
    35 ; model data info
       
    36 ;************************************************
       
    37   model = "cn"
       
    38 ; model = "casa"
       
    39   
       
    40   model_name = "i01.10" + model
       
    41   
       
    42   ENERGY ="new"
       
    43 
       
    44   nmonth = 12
       
    45 
       
    46 ;************************************************
       
    47 ; observed data info
       
    48 ;************************************************
       
    49 
       
    50  station = (/"ARM_Oklahoma" \
       
    51             ,"ARM_Oklahoma_burn" \
       
    52             ,"ARM_Oklahoma_control" \
       
    53             ,"Atqasuk" \
       
    54             ,"Audubon" \
       
    55             ,"AustinCary" \
       
    56             ,"Bartlett" \
       
    57             ,"Bondville" \
       
    58             ,"Brookings" \
       
    59             ,"Donaldson" \
       
    60             ,"Duke_Forest_Hardwoods" \
       
    61             ,"Duke_Forest_Open_Field" \
       
    62             ,"Duke_Forest_Pine" \
       
    63             ,"Fermi_Ag" \
       
    64             ,"Fermi_Prairie" \
       
    65             ,"Flagstaff_Managed" \
       
    66             ,"Flagstaff_Unmanaged" \
       
    67             ,"Flagstaff_Wildfire" \
       
    68             ,"FortPeck" \
       
    69             ,"FreemanRanch_mesquite" \
       
    70             ,"Goodwin_Creek" \
       
    71             ,"HarvardForest" \
       
    72             ,"HarvardForestHemlock" \
       
    73             ,"HowlandForestMain" \
       
    74             ,"HowlandForestWest" \
       
    75             ,"Ivotuk" \
       
    76             ,"KendallGrasslands" \
       
    77             ,"KennedySpaceCenterPine" \
       
    78             ,"KennedySpaceCenterScrub" \
       
    79             ,"LittleProspect" \
       
    80             ,"LostCreek" \
       
    81             ,"Mead-irrigated" \
       
    82             ,"Mead-irrigated-rotation" \
       
    83             ,"Mead-rainfed" \
       
    84             ,"Metolius_2nd_YoungPonderosaPine" \
       
    85             ,"MetoliusEyerly" \
       
    86             ,"MetoliusIntermediatePine" \
       
    87             ,"MetoliusOldPonderosaPine" \
       
    88             ,"MissouriOzark" \
       
    89             ,"Mize" \
       
    90             ,"MorganMonroe" \
       
    91             ,"NiwotRidge" \
       
    92             ,"NorthCarolina_cc" \
       
    93             ,"NorthCarolina_lp" \
       
    94             ,"ParkFalls" \
       
    95             ,"Rayonier" \
       
    96             ,"SantaRita" \
       
    97             ,"SkyOaks_Old" \
       
    98             ,"SkyOaks_PostFire" \
       
    99             ,"SkyOaks_Young" \
       
   100             ,"SylvaniaWilderness" \
       
   101             ,"Toledo" \
       
   102             ,"Tonzi" \
       
   103             ,"UCI_1850" \
       
   104             ,"UCI_1930" \
       
   105             ,"UCI_1964" \
       
   106             ,"UCI_1964wet" \
       
   107             ,"UCI_1981" \
       
   108             ,"UCI_1989" \
       
   109             ,"UCI_1998" \
       
   110             ,"UMBS" \
       
   111             ,"Vaira" \
       
   112             ,"WalkerBranch" \
       
   113             ,"WillowCreek" \
       
   114             ,"WindRiver" \
       
   115             ,"Wisconsin_ihw" \
       
   116             ,"Wisconsin_irp" \
       
   117             ,"Wisconsin_mrp" \
       
   118             ,"Wisconsin_myjp" \
       
   119             ,"Wisconsin_pb" \
       
   120             ,"Wisconsin_rpcc" \
       
   121             ,"Wisconsin_yhw" \
       
   122             ,"Wisconsin_yjp" \
       
   123             ,"Wisconsin_yrp" \
       
   124             /)
       
   125 
       
   126  year_ob = (/"2003-2006" \
       
   127             ,"2005-2006" \
       
   128             ,"2005-2006" \
       
   129             ,"1999-2006" \
       
   130             ,"2002-2006" \
       
   131             ,"2000-2005" \
       
   132             ,"2004-2005" \
       
   133             ,"1996-2006" \
       
   134             ,"2004-2006" \
       
   135             ,"1999-2004" \
       
   136             ,"2003-2005" \
       
   137             ,"2001-2005" \
       
   138             ,"2001-2005" \
       
   139             ,"2005-2006" \
       
   140             ,"2004-2006" \
       
   141             ,"2005-2006" \
       
   142             ,"2005-2006" \
       
   143             ,"2005-2006" \
       
   144             ,"2000-2006" \
       
   145             ,"2004-2006" \
       
   146             ,"2002-2006" \
       
   147             ,"1991-2004" \
       
   148             ,"2004-2004" \
       
   149             ,"1996-2004" \
       
   150             ,"1999-2004" \
       
   151             ,"2003-2006" \
       
   152             ,"2004-2006" \
       
   153             ,"2002-2002" \
       
   154             ,"2000-2006" \
       
   155             ,"2002-2005" \
       
   156             ,"2001-2005" \
       
   157             ,"2001-2005" \
       
   158             ,"2001-2005" \
       
   159             ,"2001-2005" \
       
   160             ,"2004-2005" \
       
   161             ,"2004-2005" \
       
   162             ,"2003-2005" \
       
   163             ,"1996-2000" \
       
   164             ,"2004-2006" \
       
   165             ,"1998-2004" \
       
   166             ,"1999-2005" \
       
   167             ,"1999-2003" \
       
   168             ,"2005-2006" \
       
   169             ,"2005-2006" \
       
   170             ,"1996-2003" \
       
   171             ,"1998-1998" \
       
   172             ,"2004-2006" \
       
   173             ,"1997-2006" \
       
   174             ,"2004-2006" \
       
   175             ,"1997-2006" \
       
   176             ,"2002-2006" \
       
   177             ,"2004-2005" \
       
   178             ,"2001-2006" \
       
   179             ,"2004-2005" \
       
   180             ,"2001-2005" \
       
   181             ,"2001-2005" \
       
   182             ,"2002-2004" \
       
   183             ,"2001-2005" \
       
   184             ,"2001-2005" \
       
   185             ,"2002-2005" \
       
   186             ,"1999-2003" \
       
   187             ,"2001-2006" \
       
   188             ,"1995-1999" \
       
   189             ,"1999-2005" \
       
   190             ,"1999-2004" \
       
   191             ,"2003-2003" \
       
   192             ,"2003-2003" \
       
   193             ,"2002-2005" \
       
   194             ,"2004-2004" \
       
   195             ,"2002-2002" \
       
   196             ,"2005-2005" \
       
   197             ,"2002-2002" \
       
   198             ,"2004-2005" \
       
   199             ,"2002-2002" \
       
   200             /)
       
   201 
       
   202  field   = (/"NEE Flux" \
       
   203             ,"Net Radiation" \
       
   204             ,"Latent Heat" \
       
   205             ,"Sensible Heat" \
       
   206             ,"GPP Flux" \
       
   207             ,"Respiration" \
       
   208             /)
       
   209 
       
   210  field_unit = (/"u mol/m2/s" \
       
   211                ,"W/m2" \
       
   212                ,"W/m2" \
       
   213                ,"W/m2" \
       
   214                ,"u mol/m2/s" \
       
   215                ,"u mol/m2/s" \
       
   216                /)
       
   217 
       
   218  nstation = dimsizes(station)
       
   219  nfield   = dimsizes(field)
       
   220 
       
   221 ;========================================================================
       
   222 ; get observed info: number of year, first/last year, lat, lon
       
   223 ; and annual data
       
   224 
       
   225  dir_root = "/fis/cgd/cseg/people/jeff/clamp/ameriflux/data/"
       
   226 
       
   227  year_station = new ((/nstation/),integer) ; number of year
       
   228  year_ob_i    = new ((/nstation/),integer) ; first year
       
   229  year_ob_f    = new ((/nstation/),integer) ; last year
       
   230  lat_ob       = new ((/nstation/),float)   ; latitude
       
   231  lon_ob       = new ((/nstation/),float)   ; longitude 
       
   232 
       
   233  data_ob_ann  = new ((/nfield, nmonth, nstation/),float)
       
   234 
       
   235  do n = 0, nstation-1
       
   236 
       
   237     diro = dir_root + station(n)+"/"
       
   238     filo = year_ob(n)+"_L4_m.nc"
       
   239     fo   = addfile (diro+filo,"r")
       
   240  
       
   241     lat_ob(n) = fo->lat
       
   242     lon_ob(n) = fo->lon
       
   243 
       
   244     year      = fo->year
       
   245 
       
   246     year_station(n) = dimsizes(year)
       
   247     year_ob_i(n)    = year(0)
       
   248     year_ob_f(n)    = year(year_station(n)-1)
       
   249  
       
   250     delete (year)
       
   251  
       
   252     data = fo->NEE_or_fMDS
       
   253     data_ob_ann(0,:,n) = dim_avg(data(month|:,year|:))
       
   254 
       
   255     data = fo->Rg_f
       
   256     data_ob_ann(1,:,n) = dim_avg(data(month|:,year|:))
       
   257 
       
   258     data = fo->LE_f
       
   259     data_ob_ann(2,:,n) = dim_avg(data(month|:,year|:))
       
   260 
       
   261     data = fo->H_f
       
   262     data_ob_ann(3,:,n) = dim_avg(data(month|:,year|:))
       
   263 
       
   264     data = fo->GPP_or_MDS
       
   265     data_ob_ann(4,:,n) = dim_avg(data(month|:,year|:))
       
   266 
       
   267     data = fo->Reco_or
       
   268     data_ob_ann(5,:,n) = dim_avg(data(month|:,year|:))
       
   269 
       
   270     delete (data) 
       
   271     delete (fo)   
       
   272  end do
       
   273 
       
   274 ;print (year_ob_i)
       
   275 ;print (year_ob_f)
       
   276 
       
   277 ;--------------------------------------------------------------
       
   278 ; find (# of year observed) >=4 and year_ob_i <= 2001
       
   279 
       
   280  i_long_ob = ind(year_station .ge. 4 .and. year_ob_i .le. 2001)
       
   281  
       
   282  station_long      = station(i_long_ob)
       
   283  lat_ob_long       = lat_ob(i_long_ob)
       
   284  lon_ob_long       = lat_ob(i_long_ob)
       
   285  year_ob_long      = year_ob(i_long_ob)
       
   286  year_ob_i_long    = year_ob_i(i_long_ob)
       
   287  year_ob_f_long    = year_ob_f(i_long_ob)
       
   288  year_station_long = year_station(i_long_ob)
       
   289 
       
   290  nstation_long     = dimsizes(station_long)
       
   291 
       
   292 ; print (i_long_ob)
       
   293 ; print (nstation_long)
       
   294 ; print (station_long)
       
   295 ; print (year_ob_i(i_long_ob))
       
   296 
       
   297 ;=========================================================
       
   298 ;   get model data at observed lat-lon
       
   299 
       
   300     dirm = "/fis/cgd/cseg/people/jeff/clamp_data/model/"    
       
   301     film = model_name+"_ameriflux_1990-2004_monthly.nc"
       
   302     fm   = addfile (dirm+film,"r")
       
   303 
       
   304     xm   = fm->lon
       
   305     ym   = fm->lat 
       
   306     date = fm->date
       
   307 
       
   308     date_dim = dimsizes(date)
       
   309     nyear  = date_dim(0)
       
   310 
       
   311     data_mod      = new ((/nfield,nyear,nmonth,nstation/),float)
       
   312     data_mod_ann  = new ((/nfield,nmonth,nstation/),float)
       
   313     data_mod_long = new ((/nfield,nyear,nmonth,nstation_long/),float)
       
   314 
       
   315 ;   change to unit of observed (u mol/m2/s)
       
   316 ;   Model_units [=] gC/m2/s
       
   317 ;   12. = molecular weight of C
       
   318 ;   u mol = 1e-6 mol
       
   319 
       
   320     factor = 1.e6 /12.
       
   321 
       
   322 ;------------------------------------------------------------
       
   323 ;   interpolate model data into observed station
       
   324 ;   note: model is 0-360E, 90S-90N
       
   325 
       
   326 ;   to be able to handle observation at (-89.98,-24.80)
       
   327     ym(0) = -90.
       
   328 ;------------------------------------------------------------  
       
   329 
       
   330 if (ENERGY .eq. "old") then
       
   331 
       
   332   data = fm->NEE
       
   333   data_mod(0,:,:,:) = data(:,:,:) * factor
       
   334 
       
   335 ; data  = fm->LATENT
       
   336   data1 = fm->FCEV
       
   337   data2 = fm->FCTR
       
   338   data3 = fm->FGEV
       
   339   data_mod(2,:,:,:) = data1(:,:,:)+data2(:,:,:)+data3(:,:,:) 
       
   340   delete (data1)
       
   341   delete (data2)
       
   342   delete (data3)
       
   343 
       
   344 ; data = fm->SENSIBLE
       
   345   data  = fm->FSH
       
   346   data_mod(3,:,:,:) = data(:,:,:) 
       
   347 
       
   348 ; data  = fm->NETRAD
       
   349   data1 = fm->FSA
       
   350   data2 = fm->FIRA
       
   351   data_mod(1,:,:,:) = data1(:,:,:)-data2(:,:,:) 
       
   352   delete (data1)
       
   353   delete (data2)
       
   354 
       
   355 else
       
   356 
       
   357   data = fm->NEE
       
   358   yy = linint2_points_Wrap(xm,ym,data,True,lon_ob,lat_ob,0)
       
   359   data_mod_ann(0,:,:)= dim_avg(yy(month|:,pts|:,year|:)) * factor
       
   360   data_mod(0,:,:,:) = yy(:,:,:) * factor
       
   361 
       
   362 ; printVarSummary(yy)
       
   363 
       
   364   data = fm->NETRAD
       
   365   yy = linint2_points_Wrap(xm,ym,data,True,lon_ob,lat_ob,0)
       
   366   data_mod_ann(1,:,:)= dim_avg(yy(month|:,pts|:,year|:)) 
       
   367   data_mod(1,:,:,:) = yy(:,:,:) 
       
   368 
       
   369   data = fm->LATENT
       
   370   yy = linint2_points_Wrap(xm,ym,data,True,lon_ob,lat_ob,0)
       
   371   data_mod_ann(2,:,:)= dim_avg(yy(month|:,pts|:,year|:)) 
       
   372   data_mod(2,:,:,:) = yy(:,:,:) 
       
   373 
       
   374 ; data = fm->SENSIBLE
       
   375   data = fm->FSH
       
   376   yy = linint2_points_Wrap(xm,ym,data,True,lon_ob,lat_ob,0)
       
   377   data_mod_ann(3,:,:)= dim_avg(yy(month|:,pts|:,year|:)) 
       
   378   data_mod(3,:,:,:) = yy(:,:,:) 
       
   379 
       
   380 end if
       
   381 
       
   382   data = fm->GPP
       
   383   yy = linint2_points_Wrap(xm,ym,data,True,lon_ob,lat_ob,0)
       
   384   data_mod_ann(4,:,:)= dim_avg(yy(month|:,pts|:,year|:)) * factor
       
   385   data_mod(4,:,:,:) = yy(:,:,:) * factor 
       
   386 
       
   387   if (model .eq. "cn") then
       
   388      data = fm->ER
       
   389   else
       
   390      data1 = fm->AR
       
   391      data2 = fm->HR
       
   392      data  = data1 + data2
       
   393     
       
   394      delete (data1)
       
   395      delete (data2)
       
   396   end if
       
   397 
       
   398   yy = linint2_points_Wrap(xm,ym,data,True,lon_ob,lat_ob,0)
       
   399   data_mod_ann(5,:,:)= dim_avg(yy(month|:,pts|:,year|:)) * factor
       
   400   data_mod(5,:,:,:) = yy(:,:,:) * factor
       
   401 
       
   402   data_mod_long(:,:,:,:) = data_mod(:,:,:,i_long_ob)
       
   403 
       
   404   delete (data_mod)
       
   405   delete (fm) 
       
   406   delete (data)
       
   407   delete (yy)
       
   408 
       
   409 ;*******************************************************************
       
   410 ; for station line plot
       
   411 ;*******************************************************************
       
   412 
       
   413 ; for x-axis in xyplot
       
   414   mon = ispan(1,12,1)
       
   415   mon@long_name = "month"
       
   416 
       
   417   res                   = True               ; plot mods desired
       
   418   res@xyLineThicknesses = (/2.0,2.0/)        ; make 2nd lines thicker
       
   419   res@xyLineColors      = (/"blue","red"/)   ; line color (ob,model)
       
   420 
       
   421   res@tmXBFormat  = "f"                      ; not to add trailing zeros
       
   422 
       
   423 ;-------------------------------------------------------------------------
       
   424 ; Add a boxed legend using the more simple method
       
   425 
       
   426   res@pmLegendDisplayMode    = "Always"
       
   427 ; res@pmLegendWidthF         = 0.1
       
   428   res@pmLegendWidthF         = 0.08
       
   429   res@pmLegendHeightF        = 0.06
       
   430 ; res@pmLegendOrthogonalPosF = -1.17
       
   431 ; res@pmLegendOrthogonalPosF = -1.00  ;(downward)
       
   432   res@pmLegendOrthogonalPosF = -0.30  ;(downward)
       
   433 
       
   434 ; res@pmLegendParallelPosF   =  0.18
       
   435   res@pmLegendParallelPosF   =  0.23  ;(rightward)
       
   436 
       
   437 ; res@lgPerimOn             = False
       
   438   res@lgLabelFontHeightF     = 0.015
       
   439   res@xyExplicitLegendLabels = (/"observed",model_name/)
       
   440 ;-------------------------------------------------------------------
       
   441 ; for panel plot
       
   442   res@gsnFrame     = False                   ; Do not draw plot 
       
   443   res@gsnDraw      = False                   ; Do not advance frame
       
   444 
       
   445   pres                            = True     ; panel plot mods desired
       
   446   pres@gsnPanelYWhiteSpacePercent = 5        ; increase white space around
       
   447                                              ; indiv. plots in panel
       
   448   pres@gsnMaximize                = True     ; fill the page
       
   449 ;-------------------------------------------------------------------
       
   450 
       
   451 ;==============================================================
       
   452 ; get ob data at each site with long observation
       
   453 
       
   454   dir_root = "/fis/cgd/cseg/people/jeff/clamp/ameriflux/data/"
       
   455 
       
   456   do n = 0,nstation_long-1
       
   457 ; do n = 0,0
       
   458 
       
   459     year_setback = 0
       
   460 
       
   461     nyear = year_station_long(n)
       
   462 
       
   463     if (year_ob_f_long(n).eq. 2006) then
       
   464        year_setback = 2006 -2004
       
   465     end if
       
   466     if (year_ob_f_long(n).eq. 2005) then
       
   467        year_setback = 2005 -2004
       
   468     end if
       
   469     
       
   470     ntime = (nyear - year_setback) * nmonth
       
   471 
       
   472     data_ob   = new ((/nfield, nyear, nmonth/),float)
       
   473 
       
   474     diro = dir_root + station_long(n)+"/"
       
   475     filo = year_ob_long(n)+"_L4_m.nc"
       
   476     fo   = addfile (diro+filo,"r")
       
   477 
       
   478 ;   print (diro)
       
   479 ;   print (filo)
       
   480 
       
   481     data_ob(0,:,:) = fo->NEE_or_fMDS
       
   482     data_ob(1,:,:) = fo->Rg_f
       
   483     data_ob(2,:,:) = fo->LE_f
       
   484     data_ob(3,:,:) = fo->H_f
       
   485     data_ob(4,:,:) = fo->GPP_or_MDS
       
   486     data_ob(5,:,:) = fo->Reco_or
       
   487 
       
   488     delete (fo)
       
   489 
       
   490     timeI = new((/ntime/),integer)
       
   491     timeF = new((/ntime/),float)
       
   492     timeI = ispan(1,ntime,1)
       
   493     timeF = year_ob_i_long(n) + (timeI-1)/12.
       
   494     timeF@long_name = "year" 
       
   495 
       
   496     plot_data = new((/2,ntime/),float)
       
   497  
       
   498 ;----------------------------
       
   499 ; for model_vs_ob
       
   500 
       
   501     plot_name = station_long(n)+"_tseries_vs_ob"
       
   502     title = station_long(n)+"("+sprintf("%5.2f",lat_ob_long(n))+","+sprintf("%5.2f",lon_ob_long(n))+")"    
       
   503     res@tiMainString = title
       
   504 
       
   505     wks = gsn_open_wks (plot_type,plot_name)
       
   506     plot=new(nfield,graphic)                         ; create graphic array   
       
   507 
       
   508     i_year_mod_i = year_ob_i_long(n) - 1990 
       
   509     i_year_mod_f = i_year_mod_i + nyear - 1 - year_setback
       
   510 
       
   511     i_year_ob_f =  nyear - year_setback - 1 
       
   512 
       
   513 ;   print (nyear)
       
   514 ;   print (i_year_ob_f)
       
   515 ;   print (i_year_mod_i)
       
   516 ;   print (i_year_mod_f)
       
   517 
       
   518     do i = 0,nfield-1                           
       
   519        plot_data(0,:) = ndtooned(data_ob (i,0:i_year_ob_f,:))
       
   520        plot_data(1,:) = ndtooned(data_mod_long(i,i_year_mod_i:i_year_mod_f,:,n))
       
   521        plot_data@long_name = field(i)+" ("+field_unit(i)+")"   
       
   522        plot(i)=gsn_csm_xy(wks,timeF,plot_data,res)            ; create plot 
       
   523     end do
       
   524    
       
   525     gsn_panel(wks,plot,(/3,2/),pres)                    ; create panel plot
       
   526 
       
   527     system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new+";"+ \
       
   528            "rm "+plot_name+"."+plot_type)
       
   529 
       
   530     clear (wks)  
       
   531     delete (plot)
       
   532 
       
   533     delete (data_ob)
       
   534     delete (timeI)    
       
   535     delete (timeF)
       
   536     delete (plot_data)
       
   537 
       
   538  end do
       
   539 
       
   540 ;###################################################################
       
   541 ; for the following tables,
       
   542 ; sort by latitude in decending order (N->S)
       
   543 
       
   544   isort = dim_pqsort(lat_ob_long,-1)
       
   545 
       
   546   station_sort = station_long(isort)
       
   547   year_ob_sort = year_ob_long(isort)
       
   548   lat_ob_sort  = lat_ob_long(isort)
       
   549   lon_ob_sort  = lon_ob_long(isort)
       
   550  
       
   551 ; print(isort)
       
   552 ; print(lat_ob_sort)
       
   553 
       
   554 ;*******************************************************************
       
   555 ; html table of site: observed
       
   556 ;*******************************************************************
       
   557   output_html = "tseries_vs_ob.html"
       
   558 
       
   559   header = (/"<HTML>" \
       
   560             ,"<HEAD>" \
       
   561             ,"<TITLE>CLAMP metrics</TITLE>" \
       
   562             ,"</HEAD>" \
       
   563             ,"<H1>Timeseries at Site: "+model_name+" vs Observation</H1>" \
       
   564             /) 
       
   565   footer = "</HTML>"
       
   566 
       
   567   table_header = (/ \
       
   568         "<table border=1 cellspacing=0 cellpadding=3 width=60%>" \
       
   569        ,"<tr>" \
       
   570        ,"   <th bgcolor=DDDDDD >Site Name</th>" \
       
   571        ,"   <th bgcolor=DDDDDD >Latitude</th>" \
       
   572        ,"   <th bgcolor=DDDDDD >Longitude</th>" \
       
   573        ,"   <th bgcolor=DDDDDD >Observed</th>" \ 
       
   574        ,"</tr>" \
       
   575        /)
       
   576   table_footer = "</table>"
       
   577   row_header = "<tr>"
       
   578   row_footer = "</tr>"
       
   579 
       
   580   lines = new(50000,string)
       
   581   nline = 0
       
   582 
       
   583   set_line(lines,nline,header)
       
   584   set_line(lines,nline,table_header)
       
   585 ;-----------------------------------------------
       
   586 ; row of table
       
   587   
       
   588   do n = 0,nstation_long-1
       
   589 
       
   590      set_line(lines,nline,row_header)
       
   591 
       
   592      txt0 = station_sort(n)
       
   593      txt1 = sprintf("%5.2f", lat_ob_sort(n))
       
   594      txt2 = sprintf("%5.2f", lon_ob_sort(n))
       
   595      txt3 = year_ob_sort(n)
       
   596 
       
   597      set_line(lines,nline,"<th><a href="+txt0+"_tseries_vs_ob.png>"+txt0+"</a></th>")
       
   598      set_line(lines,nline,"<th>"+txt1+"</th>")
       
   599      set_line(lines,nline,"<th>"+txt2+"</th>")
       
   600      set_line(lines,nline,"<th>"+txt3+"</th>")
       
   601 
       
   602      set_line(lines,nline,row_footer)
       
   603   end do
       
   604 ;-----------------------------------------------
       
   605   set_line(lines,nline,table_footer)
       
   606   set_line(lines,nline,footer) 
       
   607 
       
   608 ; Now write to an HTML file.
       
   609   idx = ind(.not.ismissing(lines))
       
   610   if(.not.any(ismissing(idx))) then
       
   611     asciiwrite(output_html,lines(idx))
       
   612   else
       
   613    print ("error?")
       
   614   end if
       
   615   delete (idx)
       
   616 
       
   617   delete (isort)
       
   618   delete (station_sort)
       
   619   delete (year_ob_sort)
       
   620   delete (lat_ob_sort)
       
   621   delete (lon_ob_sort)
       
   622 
       
   623 ;************************************************************
       
   624 ; compute annual cycle correlation coef and M score
       
   625 ;************************************************************
       
   626 
       
   627  score_max = 5.
       
   628 
       
   629  ccr     = new ((/nstation, nfield/),float)
       
   630  M_score = new ((/nstation, nfield/),float) 
       
   631 
       
   632  do n=0,nstation-1
       
   633  do m=0,nfield-1   
       
   634     ccr(n,m) = esccr(data_ob_ann(m,:,n),data_mod_ann(m,:,n),0)
       
   635     bias = sum(abs(data_mod_ann(m,:,n)-data_ob_ann(m,:,n))/(abs(data_mod_ann(m,:,n))+abs(data_ob_ann(m,:,n))))
       
   636     M_score(n,m) = (1. -(bias/nmonth)) * score_max
       
   637  end do
       
   638  end do
       
   639 
       
   640  M_co2 = avg(M_score(:,0))
       
   641  M_rad = avg(M_score(:,1))
       
   642  M_lh  = avg(M_score(:,2))
       
   643  M_sh  = avg(M_score(:,3))
       
   644  M_gpp = avg(M_score(:,4))
       
   645  M_er  = avg(M_score(:,5))
       
   646  M_all = M_co2+ M_rad +M_lh + M_sh + M_gpp + M_er
       
   647 
       
   648  M_energy_co2 = sprintf("%.2f", M_co2)
       
   649  M_energy_rad = sprintf("%.2f", M_rad)
       
   650  M_energy_lh  = sprintf("%.2f", M_lh )
       
   651  M_energy_sh  = sprintf("%.2f", M_sh )
       
   652  M_energy_gpp = sprintf("%.2f", M_gpp)
       
   653  M_energy_er  = sprintf("%.2f", M_er )
       
   654  M_energy_all = sprintf("%.2f", M_all)
       
   655 
       
   656 ;*******************************************************************
       
   657 ; for station line plot
       
   658 ;*******************************************************************
       
   659 
       
   660 ; for x-axis in xyplot
       
   661   mon = ispan(1,12,1)
       
   662   mon@long_name = "month"
       
   663 
       
   664 ;-------------------------------------------------------------------
       
   665 
       
   666   plot_data   = new((/2,nmonth/),float)
       
   667   plot_data!0 = "case"
       
   668   plot_data!1 = "month"
       
   669 
       
   670   do n = 0,nstation-1
       
   671 ;----------------------------
       
   672 ; for observed
       
   673 
       
   674     plot_name = station(n)+"_ob"    
       
   675     title = station(n)+"("+sprintf("%5.2f",lat_ob(n))+","+sprintf("%5.2f",lon_ob(n))+")"
       
   676     res@tiMainString = title
       
   677 
       
   678     wks = gsn_open_wks (plot_type,plot_name)
       
   679     plot=new(nfield,graphic)                        ; create graphic array   
       
   680 
       
   681     do i = 0,nfield-1                           
       
   682        plot_data(0,:) = (/data_ob_ann(i,:,n)/)
       
   683        plot_data@long_name = field(i)+" ("+field_unit(i)+")"   
       
   684        plot(i)=gsn_csm_xy(wks,mon,plot_data(0,:),res)    ; create plot 
       
   685     end do
       
   686 
       
   687     gsn_panel(wks,plot,(/3,2/),pres)                 ; create panel plot
       
   688 
       
   689     system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new+";"+ \
       
   690            "rm "+plot_name+"."+plot_type)
       
   691 
       
   692     clear (wks)  
       
   693     delete (plot)
       
   694 ;----------------------------
       
   695 ; for model_vs_ob
       
   696 
       
   697     plot_name = station(n)+"_model_vs_ob"
       
   698     title = station(n)+"("+sprintf("%5.2f",lat_ob(n))+","+sprintf("%5.2f",lon_ob(n))+")"    
       
   699     res@tiMainString = title
       
   700 
       
   701     wks = gsn_open_wks (plot_type,plot_name)
       
   702     plot=new(nfield,graphic)                         ; create graphic array   
       
   703 
       
   704     do i = 0,nfield-1                           
       
   705        plot_data(0,:) = (/data_ob_ann(i,:,n)/)
       
   706        plot_data(1,:) = (/data_mod_ann(i,:,n)/)
       
   707        plot_data@long_name = field(i)+" ("+field_unit(i)+")"   
       
   708        plot(i)=gsn_csm_xy(wks,mon,plot_data,res)     ; create plot 
       
   709     end do
       
   710    
       
   711     gsn_panel(wks,plot,(/3,2/),pres)                 ; create panel plot
       
   712 
       
   713     system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new+";"+ \
       
   714            "rm "+plot_name+"."+plot_type)
       
   715 
       
   716     clear (wks)  
       
   717     delete (plot)
       
   718  end do
       
   719 
       
   720 ;###################################################################
       
   721 ; for the following tables,
       
   722 ; sort by latitude in decending order (N->S)
       
   723 ; sort by lat in decending order (N->S)
       
   724 
       
   725   isort = dim_pqsort(lat_ob,-1)
       
   726 
       
   727   station_sort = station(isort)
       
   728   year_ob_sort = year_ob(isort)
       
   729   lat_ob_sort  = lat_ob(isort)
       
   730   lon_ob_sort  = lon_ob(isort)
       
   731   M_score_sort = M_score(isort,:)
       
   732  
       
   733 ; print(isort)
       
   734 ; print(lat_ob_sort)
       
   735 ;###################################################################
       
   736 ;*******************************************************************
       
   737 ; html table of site: observed
       
   738 ;*******************************************************************
       
   739   output_html = "line_ob.html"
       
   740 
       
   741   header = (/"<HTML>" \
       
   742             ,"<HEAD>" \
       
   743             ,"<TITLE>CLAMP metrics</TITLE>" \
       
   744             ,"</HEAD>" \
       
   745             ,"<H1>Energy at Site: Observation</H1>" \
       
   746             /) 
       
   747   footer = "</HTML>"
       
   748 
       
   749   table_header = (/ \
       
   750         "<table border=1 cellspacing=0 cellpadding=3 width=60%>" \
       
   751        ,"<tr>" \
       
   752        ,"   <th bgcolor=DDDDDD >Site Name</th>" \
       
   753        ,"   <th bgcolor=DDDDDD >Latitude</th>" \
       
   754        ,"   <th bgcolor=DDDDDD >Longitude</th>" \
       
   755        ,"   <th bgcolor=DDDDDD >Observed</th>" \ 
       
   756        ,"</tr>" \
       
   757        /)
       
   758   table_footer = "</table>"
       
   759   row_header = "<tr>"
       
   760   row_footer = "</tr>"
       
   761 
       
   762   lines = new(50000,string)
       
   763   nline = 0
       
   764 
       
   765   set_line(lines,nline,header)
       
   766   set_line(lines,nline,table_header)
       
   767 ;-----------------------------------------------
       
   768 ; row of table
       
   769   
       
   770   do n = 0,nstation-1
       
   771      set_line(lines,nline,row_header)
       
   772 
       
   773      txt0 = station_sort(n)
       
   774      txt1 = sprintf("%5.2f", lat_ob_sort(n))
       
   775      txt2 = sprintf("%5.2f", lon_ob_sort(n))
       
   776      txt3 = year_ob_sort(n)
       
   777 
       
   778      set_line(lines,nline,"<th><a href="+txt0+"_ob.png>"+txt0+"</a></th>")
       
   779      set_line(lines,nline,"<th>"+txt1+"</th>")
       
   780      set_line(lines,nline,"<th>"+txt2+"</th>")
       
   781      set_line(lines,nline,"<th>"+txt3+"</th>")
       
   782 
       
   783      set_line(lines,nline,row_footer)
       
   784   end do
       
   785 ;-----------------------------------------------
       
   786   set_line(lines,nline,table_footer)
       
   787   set_line(lines,nline,footer) 
       
   788 
       
   789 ; Now write to an HTML file.
       
   790   idx = ind(.not.ismissing(lines))
       
   791   if(.not.any(ismissing(idx))) then
       
   792     asciiwrite(output_html,lines(idx))
       
   793   else
       
   794    print ("error?")
       
   795   end if
       
   796   delete (idx)
       
   797 
       
   798 ;*******************************************************************
       
   799 ; score and line table : model vs observed
       
   800 ;*******************************************************************
       
   801   output_html = "score+line_vs_ob.html"
       
   802 
       
   803   header = (/"<HTML>" \
       
   804             ,"<HEAD>" \
       
   805             ,"<TITLE>CLAMP metrics</TITLE>" \
       
   806             ,"</HEAD>" \
       
   807             ,"<H1>Energy at Site: Model "+model_name+"</H1>" \
       
   808             /) 
       
   809   footer = "</HTML>"
       
   810 
       
   811   delete (table_header)
       
   812   table_header = (/ \
       
   813         "<table border=1 cellspacing=0 cellpadding=3 width=100%>" \
       
   814        ,"<tr>" \
       
   815        ,"   <th bgcolor=DDDDDD >Site Name</th>" \
       
   816        ,"   <th bgcolor=DDDDDD >Latitude</th>" \
       
   817        ,"   <th bgcolor=DDDDDD >Longitude</th>" \
       
   818        ,"   <th bgcolor=DDDDDD >Observed</th>" \
       
   819        ,"   <th bgcolor=DDDDDD >CO2 Flux</th>" \
       
   820        ,"   <th bgcolor=DDDDDD >Net Radiation</th>" \
       
   821        ,"   <th bgcolor=DDDDDD >Latent Heat</th>" \
       
   822        ,"   <th bgcolor=DDDDDD >Sensible Heat</th>" \
       
   823        ,"   <th bgcolor=DDDDDD >GPP Glux</th>" \
       
   824        ,"   <th bgcolor=DDDDDD >Respiration</th>" \
       
   825        ,"   <th bgcolor=DDDDDD >Average</th>" \
       
   826        ,"</tr>" \
       
   827        /)
       
   828   table_footer = "</table>"
       
   829   row_header = "<tr>"
       
   830   row_footer = "</tr>"
       
   831 
       
   832   lines = new(50000,string)
       
   833   nline = 0
       
   834 
       
   835   set_line(lines,nline,header)
       
   836   set_line(lines,nline,table_header)
       
   837 ;-----------------------------------------------
       
   838 ; row of table
       
   839   
       
   840   do n = 0,nstation-1
       
   841      set_line(lines,nline,row_header)
       
   842 
       
   843      txt0  = station_sort(n)
       
   844      txt1  = sprintf("%5.2f", lat_ob_sort(n))
       
   845      txt2  = sprintf("%5.2f", lon_ob_sort(n))
       
   846      txt3  = year_ob_sort(n)
       
   847      txt4  = sprintf("%5.2f", M_score_sort(n,0))
       
   848      txt5  = sprintf("%5.2f", M_score_sort(n,1))
       
   849      txt6  = sprintf("%5.2f", M_score_sort(n,2))
       
   850      txt7  = sprintf("%5.2f", M_score_sort(n,3))
       
   851      txt8  = sprintf("%5.2f", M_score_sort(n,4))
       
   852      txt9  = sprintf("%5.2f", M_score_sort(n,5))
       
   853      txt10 = sprintf("%5.2f", avg(M_score_sort(n,:)))
       
   854 
       
   855      set_line(lines,nline,"<th><a href="+txt0+"_model_vs_ob.png>"+txt0+"</a></th>")
       
   856      set_line(lines,nline,"<th>"+txt1+"</th>")
       
   857      set_line(lines,nline,"<th>"+txt2+"</th>")
       
   858      set_line(lines,nline,"<th>"+txt3+"</th>")
       
   859      set_line(lines,nline,"<th>"+txt4+"</th>")
       
   860      set_line(lines,nline,"<th>"+txt5+"</th>")
       
   861      set_line(lines,nline,"<th>"+txt6+"</th>")
       
   862      set_line(lines,nline,"<th>"+txt7+"</th>")
       
   863      set_line(lines,nline,"<th>"+txt8+"</th>")
       
   864      set_line(lines,nline,"<th>"+txt9+"</th>")
       
   865      set_line(lines,nline,"<th>"+txt10+"</th>")
       
   866 
       
   867      set_line(lines,nline,row_footer)
       
   868   end do
       
   869 
       
   870 ; last row, summary
       
   871   set_line(lines,nline,row_header)
       
   872 
       
   873   txt0  = "All_"+sprintf("%.0f", nstation)
       
   874   txt1  = "-"
       
   875   txt2  = "-"
       
   876   txt3  = "-"
       
   877   txt4  = M_energy_co2
       
   878   txt5  = M_energy_rad
       
   879   txt6  = M_energy_lh
       
   880   txt7  = M_energy_sh
       
   881   txt8  = M_energy_gpp
       
   882   txt9  = M_energy_er
       
   883   txt10 = M_energy_all
       
   884 
       
   885   set_line(lines,nline,"<th>"+txt0+"</th>")
       
   886   set_line(lines,nline,"<th>"+txt1+"</th>")
       
   887   set_line(lines,nline,"<th>"+txt2+"</th>")
       
   888   set_line(lines,nline,"<th>"+txt3+"</th>")
       
   889   set_line(lines,nline,"<th>"+txt4+"</th>")
       
   890   set_line(lines,nline,"<th>"+txt5+"</th>")
       
   891   set_line(lines,nline,"<th>"+txt6+"</th>")
       
   892   set_line(lines,nline,"<th>"+txt7+"</th>")
       
   893   set_line(lines,nline,"<th>"+txt8+"</th>")
       
   894   set_line(lines,nline,"<th>"+txt9+"</th>")
       
   895   set_line(lines,nline,"<th>"+txt10+"</th>")
       
   896 
       
   897   set_line(lines,nline,row_footer)
       
   898 ;-----------------------------------------------
       
   899   set_line(lines,nline,table_footer)
       
   900   set_line(lines,nline,footer) 
       
   901 
       
   902 ; Now write to an HTML file.
       
   903   idx = ind(.not.ismissing(lines))
       
   904   if(.not.any(ismissing(idx))) then
       
   905     asciiwrite(output_html,lines(idx))
       
   906   else
       
   907    print ("error?")
       
   908   end if
       
   909   delete (idx)
       
   910 
       
   911 ;***************************************************************************
       
   912 ; output plots
       
   913 ;***************************************************************************
       
   914   output_dir = model_name+"/ameriflux"
       
   915 
       
   916   system("mv *.png *.html " + output_dir) 
       
   917 ;***************************************************************************
       
   918 end
       
   919