ameriflux/22.plot.ncl
author Forrest Hoffman <forrest@climatemodeling.org>
Mon, 26 Jan 2009 22:08:20 -0500
changeset 0 0c6405ab2ff4
permissions -rw-r--r--
Initial commit of C-LAMP Diagnostics from Jeff Lee
     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