ameriflux/23.plot.ncl
changeset 0 0c6405ab2ff4
equal deleted inserted replaced
-1:000000000000 0:9fd1652d53a6
       
     1 ;************************************************************
       
     2 ; move data
       
     3 ; merge annual
       
     4 ; add table
       
     5 ; add time series plot
       
     6 ; sort by latitude in decending order (N->S)
       
     7 ; find year_ob >= 4
       
     8 ; add year_ob_i and year_ob_f
       
     9 ; change long_name
       
    10 ;************************************************************
       
    11 load "$NCARG_ROOT/lib/ncarg/nclscripts/csm/gsn_code.ncl"
       
    12 load "$NCARG_ROOT/lib/ncarg/nclscripts/csm/gsn_csm.ncl"
       
    13 load "$NCARG_ROOT/lib/ncarg/nclscripts/csm/contributed.ncl"
       
    14 ;************************************************************
       
    15 procedure set_line(lines:string,nline:integer,newlines:string) 
       
    16 begin
       
    17 ; add line to ascci/html file
       
    18     
       
    19   nnewlines = dimsizes(newlines)
       
    20   if(nline+nnewlines-1.ge.dimsizes(lines))
       
    21     print("set_line: bad index, not setting anything.") 
       
    22     return
       
    23   end if 
       
    24   lines(nline:nline+nnewlines-1) = newlines
       
    25 ;  print ("lines = " + lines(nline:nline+nnewlines-1))
       
    26   nline = nline + nnewlines
       
    27   return 
       
    28 end
       
    29 ;*************************************************************
       
    30 begin
       
    31 
       
    32   plot_type     = "ps"
       
    33   plot_type_new = "png"
       
    34 
       
    35 ;************************************************
       
    36 ; model data info
       
    37 ;************************************************
       
    38   model = "cn"
       
    39 ; model = "casa"
       
    40   
       
    41   model_name = "i01.10" + model
       
    42   
       
    43   ENERGY ="new"
       
    44 
       
    45   nmonth = 12
       
    46 
       
    47 ;************************************************
       
    48 ; observed data info
       
    49 ;************************************************
       
    50 
       
    51  station = (/"ARM_Oklahoma" \
       
    52             ,"ARM_Oklahoma_burn" \
       
    53             ,"ARM_Oklahoma_control" \
       
    54             ,"Atqasuk" \
       
    55             ,"Audubon" \
       
    56             ,"AustinCary" \
       
    57             ,"Bartlett" \
       
    58             ,"Bondville" \
       
    59             ,"Brookings" \
       
    60             ,"Donaldson" \
       
    61             ,"Duke_Forest_Hardwoods" \
       
    62             ,"Duke_Forest_Open_Field" \
       
    63             ,"Duke_Forest_Pine" \
       
    64             ,"Fermi_Ag" \
       
    65             ,"Fermi_Prairie" \
       
    66             ,"Flagstaff_Managed" \
       
    67             ,"Flagstaff_Unmanaged" \
       
    68             ,"Flagstaff_Wildfire" \
       
    69             ,"FortPeck" \
       
    70             ,"FreemanRanch_mesquite" \
       
    71             ,"Goodwin_Creek" \
       
    72             ,"HarvardForest" \
       
    73             ,"HarvardForestHemlock" \
       
    74             ,"HowlandForestMain" \
       
    75             ,"HowlandForestWest" \
       
    76             ,"Ivotuk" \
       
    77             ,"KendallGrasslands" \
       
    78             ,"KennedySpaceCenterPine" \
       
    79             ,"KennedySpaceCenterScrub" \
       
    80             ,"LittleProspect" \
       
    81             ,"LostCreek" \
       
    82             ,"Mead-irrigated" \
       
    83             ,"Mead-irrigated-rotation" \
       
    84             ,"Mead-rainfed" \
       
    85             ,"Metolius_2nd_YoungPonderosaPine" \
       
    86             ,"MetoliusEyerly" \
       
    87             ,"MetoliusIntermediatePine" \
       
    88             ,"MetoliusOldPonderosaPine" \
       
    89             ,"MissouriOzark" \
       
    90             ,"Mize" \
       
    91             ,"MorganMonroe" \
       
    92             ,"NiwotRidge" \
       
    93             ,"NorthCarolina_cc" \
       
    94             ,"NorthCarolina_lp" \
       
    95             ,"ParkFalls" \
       
    96             ,"Rayonier" \
       
    97             ,"SantaRita" \
       
    98             ,"SkyOaks_Old" \
       
    99             ,"SkyOaks_PostFire" \
       
   100             ,"SkyOaks_Young" \
       
   101             ,"SylvaniaWilderness" \
       
   102             ,"Toledo" \
       
   103             ,"Tonzi" \
       
   104             ,"UCI_1850" \
       
   105             ,"UCI_1930" \
       
   106             ,"UCI_1964" \
       
   107             ,"UCI_1964wet" \
       
   108             ,"UCI_1981" \
       
   109             ,"UCI_1989" \
       
   110             ,"UCI_1998" \
       
   111             ,"UMBS" \
       
   112             ,"Vaira" \
       
   113             ,"WalkerBranch" \
       
   114             ,"WillowCreek" \
       
   115             ,"WindRiver" \
       
   116             ,"Wisconsin_ihw" \
       
   117             ,"Wisconsin_irp" \
       
   118             ,"Wisconsin_mrp" \
       
   119             ,"Wisconsin_myjp" \
       
   120             ,"Wisconsin_pb" \
       
   121             ,"Wisconsin_rpcc" \
       
   122             ,"Wisconsin_yhw" \
       
   123             ,"Wisconsin_yjp" \
       
   124             ,"Wisconsin_yrp" \
       
   125             /)
       
   126 
       
   127  year_ob = (/"2003-2006" \
       
   128             ,"2005-2006" \
       
   129             ,"2005-2006" \
       
   130             ,"1999-2006" \
       
   131             ,"2002-2006" \
       
   132             ,"2000-2005" \
       
   133             ,"2004-2005" \
       
   134             ,"1996-2006" \
       
   135             ,"2004-2006" \
       
   136             ,"1999-2004" \
       
   137             ,"2003-2005" \
       
   138             ,"2001-2005" \
       
   139             ,"2001-2005" \
       
   140             ,"2005-2006" \
       
   141             ,"2004-2006" \
       
   142             ,"2005-2006" \
       
   143             ,"2005-2006" \
       
   144             ,"2005-2006" \
       
   145             ,"2000-2006" \
       
   146             ,"2004-2006" \
       
   147             ,"2002-2006" \
       
   148             ,"1991-2004" \
       
   149             ,"2004-2004" \
       
   150             ,"1996-2004" \
       
   151             ,"1999-2004" \
       
   152             ,"2003-2006" \
       
   153             ,"2004-2006" \
       
   154             ,"2002-2002" \
       
   155             ,"2000-2006" \
       
   156             ,"2002-2005" \
       
   157             ,"2001-2005" \
       
   158             ,"2001-2005" \
       
   159             ,"2001-2005" \
       
   160             ,"2001-2005" \
       
   161             ,"2004-2005" \
       
   162             ,"2004-2005" \
       
   163             ,"2003-2005" \
       
   164             ,"1996-2000" \
       
   165             ,"2004-2006" \
       
   166             ,"1998-2004" \
       
   167             ,"1999-2005" \
       
   168             ,"1999-2003" \
       
   169             ,"2005-2006" \
       
   170             ,"2005-2006" \
       
   171             ,"1996-2003" \
       
   172             ,"1998-1998" \
       
   173             ,"2004-2006" \
       
   174             ,"1997-2006" \
       
   175             ,"2004-2006" \
       
   176             ,"1997-2006" \
       
   177             ,"2002-2006" \
       
   178             ,"2004-2005" \
       
   179             ,"2001-2006" \
       
   180             ,"2004-2005" \
       
   181             ,"2001-2005" \
       
   182             ,"2001-2005" \
       
   183             ,"2002-2004" \
       
   184             ,"2001-2005" \
       
   185             ,"2001-2005" \
       
   186             ,"2002-2005" \
       
   187             ,"1999-2003" \
       
   188             ,"2001-2006" \
       
   189             ,"1995-1999" \
       
   190             ,"1999-2005" \
       
   191             ,"1999-2004" \
       
   192             ,"2003-2003" \
       
   193             ,"2003-2003" \
       
   194             ,"2002-2005" \
       
   195             ,"2004-2004" \
       
   196             ,"2002-2002" \
       
   197             ,"2005-2005" \
       
   198             ,"2002-2002" \
       
   199             ,"2004-2005" \
       
   200             ,"2002-2002" \
       
   201             /)
       
   202 
       
   203  field   = (/"NEE Flux" \
       
   204             ,"Net Radiation" \
       
   205             ,"Latent Heat" \
       
   206             ,"Sensible Heat" \
       
   207             ,"GPP Flux" \
       
   208             ,"Respiration" \
       
   209             /)
       
   210 
       
   211  field_unit = (/"u mol/m2/s" \
       
   212                ,"W/m2" \
       
   213                ,"W/m2" \
       
   214                ,"W/m2" \
       
   215                ,"u mol/m2/s" \
       
   216                ,"u mol/m2/s" \
       
   217                /)
       
   218 
       
   219  nstation = dimsizes(station)
       
   220  nfield   = dimsizes(field)
       
   221 
       
   222 ;========================================================================
       
   223 ; get observed info: number of year, first/last year, lat, lon
       
   224 ; and annual data
       
   225 
       
   226  dir_root = "/fis/cgd/cseg/people/jeff/clamp_data/observed/ameriflux/"
       
   227 
       
   228  year_station = new ((/nstation/),integer) ; number of year
       
   229  year_ob_i    = new ((/nstation/),integer) ; first year
       
   230  year_ob_f    = new ((/nstation/),integer) ; last year
       
   231  lat_ob       = new ((/nstation/),float)   ; latitude
       
   232  lon_ob       = new ((/nstation/),float)   ; longitude 
       
   233 
       
   234  data_ob_ann  = new ((/nfield, nmonth, nstation/),float)
       
   235 
       
   236  do n = 0, nstation-1
       
   237 
       
   238     diro = dir_root + station(n)+"/"
       
   239     filo = year_ob(n)+"_L4_m.nc"
       
   240     fo   = addfile (diro+filo,"r")
       
   241  
       
   242     lat_ob(n) = fo->lat
       
   243     lon_ob(n) = fo->lon
       
   244 
       
   245     year      = fo->year
       
   246 
       
   247     year_station(n) = dimsizes(year)
       
   248     year_ob_i(n)    = year(0)
       
   249     year_ob_f(n)    = year(year_station(n)-1)
       
   250  
       
   251     delete (year)
       
   252  
       
   253     data = fo->NEE_or_fMDS
       
   254     data_ob_ann(0,:,n) = dim_avg(data(month|:,year|:))
       
   255 
       
   256     data = fo->Rg_f
       
   257     data_ob_ann(1,:,n) = dim_avg(data(month|:,year|:))
       
   258 
       
   259     data = fo->LE_f
       
   260     data_ob_ann(2,:,n) = dim_avg(data(month|:,year|:))
       
   261 
       
   262     data = fo->H_f
       
   263     data_ob_ann(3,:,n) = dim_avg(data(month|:,year|:))
       
   264 
       
   265     data = fo->GPP_or_MDS
       
   266     data_ob_ann(4,:,n) = dim_avg(data(month|:,year|:))
       
   267 
       
   268     data = fo->Reco_or
       
   269     data_ob_ann(5,:,n) = dim_avg(data(month|:,year|:))
       
   270 
       
   271     delete (data) 
       
   272     delete (fo)   
       
   273  end do
       
   274 
       
   275 ;print (year_ob_i)
       
   276 ;print (year_ob_f)
       
   277 
       
   278 ;--------------------------------------------------------------
       
   279 ; find (# of year observed) >=4 and year_ob_i <= 2001
       
   280 
       
   281  i_long_ob = ind(year_station .ge. 4 .and. year_ob_i .le. 2001)
       
   282  
       
   283  station_long      = station(i_long_ob)
       
   284  lat_ob_long       = lat_ob(i_long_ob)
       
   285  lon_ob_long       = lat_ob(i_long_ob)
       
   286  year_ob_long      = year_ob(i_long_ob)
       
   287  year_ob_i_long    = year_ob_i(i_long_ob)
       
   288  year_ob_f_long    = year_ob_f(i_long_ob)
       
   289  year_station_long = year_station(i_long_ob)
       
   290 
       
   291  nstation_long     = dimsizes(station_long)
       
   292 
       
   293 ; print (i_long_ob)
       
   294 ; print (nstation_long)
       
   295 ; print (station_long)
       
   296 ; print (year_ob_i(i_long_ob))
       
   297 
       
   298 ;=========================================================
       
   299 ;   get model data at observed lat-lon
       
   300 
       
   301     dirm = "/fis/cgd/cseg/people/jeff/clamp_data/model/"    
       
   302     film = model_name+"_ameriflux_1990-2004_monthly.nc"
       
   303     fm   = addfile (dirm+film,"r")
       
   304 
       
   305     xm   = fm->lon
       
   306     ym   = fm->lat 
       
   307     date = fm->date
       
   308 
       
   309     date_dim = dimsizes(date)
       
   310     nyear  = date_dim(0)
       
   311 
       
   312     data_mod      = new ((/nfield,nyear,nmonth,nstation/),float)
       
   313     data_mod_ann  = new ((/nfield,nmonth,nstation/),float)
       
   314     data_mod_long = new ((/nfield,nyear,nmonth,nstation_long/),float)
       
   315 
       
   316 ;   change to unit of observed (u mol/m2/s)
       
   317 ;   Model_units [=] gC/m2/s
       
   318 ;   12. = molecular weight of C
       
   319 ;   u mol = 1e-6 mol
       
   320 
       
   321     factor = 1.e6 /12.
       
   322 
       
   323 ;------------------------------------------------------------
       
   324 ;   interpolate model data into observed station
       
   325 ;   note: model is 0-360E, 90S-90N
       
   326 
       
   327 ;   to be able to handle observation at (-89.98,-24.80)
       
   328     ym(0) = -90.
       
   329 ;------------------------------------------------------------  
       
   330 
       
   331 if (ENERGY .eq. "old") then
       
   332 
       
   333   data = fm->NEE
       
   334   data_mod(0,:,:,:) = data(:,:,:) * factor
       
   335 
       
   336 ; data  = fm->LATENT
       
   337   data1 = fm->FCEV
       
   338   data2 = fm->FCTR
       
   339   data3 = fm->FGEV
       
   340   data_mod(2,:,:,:) = data1(:,:,:)+data2(:,:,:)+data3(:,:,:) 
       
   341   delete (data1)
       
   342   delete (data2)
       
   343   delete (data3)
       
   344 
       
   345 ; data = fm->SENSIBLE
       
   346   data  = fm->FSH
       
   347   data_mod(3,:,:,:) = data(:,:,:) 
       
   348 
       
   349 ; data  = fm->NETRAD
       
   350   data1 = fm->FSA
       
   351   data2 = fm->FIRA
       
   352   data_mod(1,:,:,:) = data1(:,:,:)-data2(:,:,:) 
       
   353   delete (data1)
       
   354   delete (data2)
       
   355 
       
   356 else
       
   357 
       
   358   data = fm->NEE
       
   359   yy = linint2_points_Wrap(xm,ym,data,True,lon_ob,lat_ob,0)
       
   360   data_mod_ann(0,:,:)= dim_avg(yy(month|:,pts|:,year|:)) * factor
       
   361   data_mod(0,:,:,:) = yy(:,:,:) * factor
       
   362 
       
   363 ; printVarSummary(yy)
       
   364 
       
   365   data = fm->NETRAD
       
   366   yy = linint2_points_Wrap(xm,ym,data,True,lon_ob,lat_ob,0)
       
   367   data_mod_ann(1,:,:)= dim_avg(yy(month|:,pts|:,year|:)) 
       
   368   data_mod(1,:,:,:) = yy(:,:,:) 
       
   369 
       
   370   data = fm->LATENT
       
   371   yy = linint2_points_Wrap(xm,ym,data,True,lon_ob,lat_ob,0)
       
   372   data_mod_ann(2,:,:)= dim_avg(yy(month|:,pts|:,year|:)) 
       
   373   data_mod(2,:,:,:) = yy(:,:,:) 
       
   374 
       
   375 ; data = fm->SENSIBLE
       
   376   data = fm->FSH
       
   377   yy = linint2_points_Wrap(xm,ym,data,True,lon_ob,lat_ob,0)
       
   378   data_mod_ann(3,:,:)= dim_avg(yy(month|:,pts|:,year|:)) 
       
   379   data_mod(3,:,:,:) = yy(:,:,:) 
       
   380 
       
   381 end if
       
   382 
       
   383   data = fm->GPP
       
   384   yy = linint2_points_Wrap(xm,ym,data,True,lon_ob,lat_ob,0)
       
   385   data_mod_ann(4,:,:)= dim_avg(yy(month|:,pts|:,year|:)) * factor
       
   386   data_mod(4,:,:,:) = yy(:,:,:) * factor 
       
   387 
       
   388   if (model .eq. "cn") then
       
   389      data = fm->ER
       
   390   else
       
   391      data1 = fm->AR
       
   392      data2 = fm->HR
       
   393      data  = data1 + data2
       
   394     
       
   395      delete (data1)
       
   396      delete (data2)
       
   397   end if
       
   398 
       
   399   yy = linint2_points_Wrap(xm,ym,data,True,lon_ob,lat_ob,0)
       
   400   data_mod_ann(5,:,:)= dim_avg(yy(month|:,pts|:,year|:)) * factor
       
   401   data_mod(5,:,:,:) = yy(:,:,:) * factor
       
   402 
       
   403   data_mod_long(:,:,:,:) = data_mod(:,:,:,i_long_ob)
       
   404 
       
   405   delete (data_mod)
       
   406   delete (fm) 
       
   407   delete (data)
       
   408   delete (yy)
       
   409 
       
   410 ;*******************************************************************
       
   411 ; for station line plot
       
   412 ;*******************************************************************
       
   413 
       
   414 ; for x-axis in xyplot
       
   415   mon = ispan(1,12,1)
       
   416   mon@long_name = "month"
       
   417 
       
   418   res                   = True               ; plot mods desired
       
   419   res@xyLineThicknesses = (/2.0,2.0/)        ; make 2nd lines thicker
       
   420   res@xyLineColors      = (/"blue","red"/)   ; line color (ob,model)
       
   421 
       
   422   res@tmXBFormat  = "f"                      ; not to add trailing zeros
       
   423 
       
   424 ;-------------------------------------------------------------------------
       
   425 ; Add a boxed legend using the more simple method
       
   426 
       
   427   res@pmLegendDisplayMode    = "Always"
       
   428 ; res@pmLegendWidthF         = 0.1
       
   429   res@pmLegendWidthF         = 0.08
       
   430   res@pmLegendHeightF        = 0.06
       
   431 ; res@pmLegendOrthogonalPosF = -1.17
       
   432 ; res@pmLegendOrthogonalPosF = -1.00  ;(downward)
       
   433   res@pmLegendOrthogonalPosF = -0.30  ;(downward)
       
   434 
       
   435 ; res@pmLegendParallelPosF   =  0.18
       
   436   res@pmLegendParallelPosF   =  0.23  ;(rightward)
       
   437 
       
   438 ; res@lgPerimOn             = False
       
   439   res@lgLabelFontHeightF     = 0.015
       
   440   res@xyExplicitLegendLabels = (/"observed",model_name/)
       
   441 ;-------------------------------------------------------------------
       
   442 ; for panel plot
       
   443   res@gsnFrame     = False                   ; Do not draw plot 
       
   444   res@gsnDraw      = False                   ; Do not advance frame
       
   445 
       
   446   pres                            = True     ; panel plot mods desired
       
   447   pres@gsnPanelYWhiteSpacePercent = 5        ; increase white space around
       
   448                                              ; indiv. plots in panel
       
   449   pres@gsnMaximize                = True     ; fill the page
       
   450 ;-------------------------------------------------------------------
       
   451 
       
   452 ;==============================================================
       
   453 ; get ob data at each site with long observation
       
   454 
       
   455   dir_root = "/fis/cgd/cseg/people/jeff/clamp/ameriflux/data/"
       
   456 
       
   457   do n = 0,nstation_long-1
       
   458 ; do n = 0,0
       
   459 
       
   460     year_setback = 0
       
   461 
       
   462     nyear = year_station_long(n)
       
   463 
       
   464     if (year_ob_f_long(n).eq. 2006) then
       
   465        year_setback = 2006 -2004
       
   466     end if
       
   467     if (year_ob_f_long(n).eq. 2005) then
       
   468        year_setback = 2005 -2004
       
   469     end if
       
   470     
       
   471     ntime = (nyear - year_setback) * nmonth
       
   472 
       
   473     data_ob   = new ((/nfield, nyear, nmonth/),float)
       
   474 
       
   475     diro = dir_root + station_long(n)+"/"
       
   476     filo = year_ob_long(n)+"_L4_m.nc"
       
   477     fo   = addfile (diro+filo,"r")
       
   478 
       
   479 ;   print (diro)
       
   480 ;   print (filo)
       
   481 
       
   482     data_ob(0,:,:) = fo->NEE_or_fMDS
       
   483     data_ob(1,:,:) = fo->Rg_f
       
   484     data_ob(2,:,:) = fo->LE_f
       
   485     data_ob(3,:,:) = fo->H_f
       
   486     data_ob(4,:,:) = fo->GPP_or_MDS
       
   487     data_ob(5,:,:) = fo->Reco_or
       
   488 
       
   489     delete (fo)
       
   490 
       
   491     timeI = new((/ntime/),integer)
       
   492     timeF = new((/ntime/),float)
       
   493     timeI = ispan(1,ntime,1)
       
   494     timeF = year_ob_i_long(n) + (timeI-1)/12.
       
   495     timeF@long_name = "year" 
       
   496 
       
   497     plot_data = new((/2,ntime/),float)
       
   498  
       
   499 ;----------------------------
       
   500 ; for model_vs_ob
       
   501 
       
   502     plot_name = station_long(n)+"_tseries_vs_ob"
       
   503     title = station_long(n)+"("+sprintf("%5.2f",lat_ob_long(n))+","+sprintf("%5.2f",lon_ob_long(n))+")"    
       
   504     res@tiMainString = title
       
   505 
       
   506     wks = gsn_open_wks (plot_type,plot_name)
       
   507     plot=new(nfield,graphic)                         ; create graphic array   
       
   508 
       
   509     i_year_mod_i = year_ob_i_long(n) - 1990 
       
   510     i_year_mod_f = i_year_mod_i + nyear - 1 - year_setback
       
   511 
       
   512     i_year_ob_f =  nyear - year_setback - 1 
       
   513 
       
   514 ;   print (nyear)
       
   515 ;   print (i_year_ob_f)
       
   516 ;   print (i_year_mod_i)
       
   517 ;   print (i_year_mod_f)
       
   518 
       
   519     do i = 0,nfield-1                           
       
   520        plot_data(0,:) = ndtooned(data_ob (i,0:i_year_ob_f,:))
       
   521        plot_data(1,:) = ndtooned(data_mod_long(i,i_year_mod_i:i_year_mod_f,:,n))
       
   522        plot_data@long_name = field(i)+" ("+field_unit(i)+")"   
       
   523        plot(i)=gsn_csm_xy(wks,timeF,plot_data,res)            ; create plot 
       
   524     end do
       
   525    
       
   526     gsn_panel(wks,plot,(/3,2/),pres)                    ; create panel plot
       
   527 
       
   528     system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new+";"+ \
       
   529            "rm "+plot_name+"."+plot_type)
       
   530 
       
   531     clear (wks)  
       
   532     delete (plot)
       
   533 
       
   534     delete (data_ob)
       
   535     delete (timeI)    
       
   536     delete (timeF)
       
   537     delete (plot_data)
       
   538 
       
   539  end do
       
   540 
       
   541 ;###################################################################
       
   542 ; for the following tables,
       
   543 ; sort by latitude in decending order (N->S)
       
   544 
       
   545   isort = dim_pqsort(lat_ob_long,-1)
       
   546 
       
   547   station_sort = station_long(isort)
       
   548   year_ob_sort = year_ob_long(isort)
       
   549   lat_ob_sort  = lat_ob_long(isort)
       
   550   lon_ob_sort  = lon_ob_long(isort)
       
   551  
       
   552 ; print(isort)
       
   553 ; print(lat_ob_sort)
       
   554 
       
   555 ;*******************************************************************
       
   556 ; html table of site: observed
       
   557 ;*******************************************************************
       
   558   output_html = "tseries_vs_ob.html"
       
   559 
       
   560   header = (/"<HTML>" \
       
   561             ,"<HEAD>" \
       
   562             ,"<TITLE>CLAMP metrics</TITLE>" \
       
   563             ,"</HEAD>" \
       
   564             ,"<H1>Timeseries at Site: "+model_name+" vs Observation</H1>" \
       
   565             /) 
       
   566   footer = "</HTML>"
       
   567 
       
   568   table_header = (/ \
       
   569         "<table border=1 cellspacing=0 cellpadding=3 width=60%>" \
       
   570        ,"<tr>" \
       
   571        ,"   <th bgcolor=DDDDDD >Site Name</th>" \
       
   572        ,"   <th bgcolor=DDDDDD >Latitude</th>" \
       
   573        ,"   <th bgcolor=DDDDDD >Longitude</th>" \
       
   574        ,"   <th bgcolor=DDDDDD >Observed</th>" \ 
       
   575        ,"</tr>" \
       
   576        /)
       
   577   table_footer = "</table>"
       
   578   row_header = "<tr>"
       
   579   row_footer = "</tr>"
       
   580 
       
   581   lines = new(50000,string)
       
   582   nline = 0
       
   583 
       
   584   set_line(lines,nline,header)
       
   585   set_line(lines,nline,table_header)
       
   586 ;-----------------------------------------------
       
   587 ; row of table
       
   588   
       
   589   do n = 0,nstation_long-1
       
   590 
       
   591      set_line(lines,nline,row_header)
       
   592 
       
   593      txt0 = station_sort(n)
       
   594      txt1 = sprintf("%5.2f", lat_ob_sort(n))
       
   595      txt2 = sprintf("%5.2f", lon_ob_sort(n))
       
   596      txt3 = year_ob_sort(n)
       
   597 
       
   598      set_line(lines,nline,"<th><a href="+txt0+"_tseries_vs_ob.png>"+txt0+"</a></th>")
       
   599      set_line(lines,nline,"<th>"+txt1+"</th>")
       
   600      set_line(lines,nline,"<th>"+txt2+"</th>")
       
   601      set_line(lines,nline,"<th>"+txt3+"</th>")
       
   602 
       
   603      set_line(lines,nline,row_footer)
       
   604   end do
       
   605 ;-----------------------------------------------
       
   606   set_line(lines,nline,table_footer)
       
   607   set_line(lines,nline,footer) 
       
   608 
       
   609 ; Now write to an HTML file.
       
   610   idx = ind(.not.ismissing(lines))
       
   611   if(.not.any(ismissing(idx))) then
       
   612     asciiwrite(output_html,lines(idx))
       
   613   else
       
   614    print ("error?")
       
   615   end if
       
   616   delete (idx)
       
   617 
       
   618   delete (isort)
       
   619   delete (station_sort)
       
   620   delete (year_ob_sort)
       
   621   delete (lat_ob_sort)
       
   622   delete (lon_ob_sort)
       
   623 
       
   624 ;************************************************************
       
   625 ; compute annual cycle correlation coef and M score
       
   626 ;************************************************************
       
   627 
       
   628  score_max = 5.
       
   629 
       
   630  ccr     = new ((/nstation, nfield/),float)
       
   631  M_score = new ((/nstation, nfield/),float) 
       
   632 
       
   633  do n=0,nstation-1
       
   634  do m=0,nfield-1   
       
   635     ccr(n,m) = esccr(data_ob_ann(m,:,n),data_mod_ann(m,:,n),0)
       
   636     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))))
       
   637     M_score(n,m) = (1. -(bias/nmonth)) * score_max
       
   638  end do
       
   639  end do
       
   640 
       
   641  M_co2 = avg(M_score(:,0))
       
   642  M_rad = avg(M_score(:,1))
       
   643  M_lh  = avg(M_score(:,2))
       
   644  M_sh  = avg(M_score(:,3))
       
   645  M_gpp = avg(M_score(:,4))
       
   646  M_er  = avg(M_score(:,5))
       
   647  M_all = M_co2+ M_rad +M_lh + M_sh + M_gpp + M_er
       
   648 
       
   649  M_energy_co2 = sprintf("%.2f", M_co2)
       
   650  M_energy_rad = sprintf("%.2f", M_rad)
       
   651  M_energy_lh  = sprintf("%.2f", M_lh )
       
   652  M_energy_sh  = sprintf("%.2f", M_sh )
       
   653  M_energy_gpp = sprintf("%.2f", M_gpp)
       
   654  M_energy_er  = sprintf("%.2f", M_er )
       
   655  M_energy_all = sprintf("%.2f", M_all)
       
   656 
       
   657 ;*******************************************************************
       
   658 ; for station line plot
       
   659 ;*******************************************************************
       
   660 
       
   661 ; for x-axis in xyplot
       
   662   mon = ispan(1,12,1)
       
   663   mon@long_name = "month"
       
   664 
       
   665 ;-------------------------------------------------------------------
       
   666 
       
   667   plot_data   = new((/2,nmonth/),float)
       
   668   plot_data!0 = "case"
       
   669   plot_data!1 = "month"
       
   670 
       
   671   do n = 0,nstation-1
       
   672 ;----------------------------
       
   673 ; for observed
       
   674 
       
   675     plot_name = station(n)+"_ob"    
       
   676     title = station(n)+"("+sprintf("%5.2f",lat_ob(n))+","+sprintf("%5.2f",lon_ob(n))+")"
       
   677     res@tiMainString = title
       
   678 
       
   679     wks = gsn_open_wks (plot_type,plot_name)
       
   680     plot=new(nfield,graphic)                        ; create graphic array   
       
   681 
       
   682     do i = 0,nfield-1                           
       
   683        plot_data(0,:) = (/data_ob_ann(i,:,n)/)
       
   684        plot_data@long_name = field(i)+" ("+field_unit(i)+")"   
       
   685        plot(i)=gsn_csm_xy(wks,mon,plot_data(0,:),res)    ; create plot 
       
   686     end do
       
   687 
       
   688     gsn_panel(wks,plot,(/3,2/),pres)                 ; create panel plot
       
   689 
       
   690     system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new+";"+ \
       
   691            "rm "+plot_name+"."+plot_type)
       
   692 
       
   693     clear (wks)  
       
   694     delete (plot)
       
   695 ;----------------------------
       
   696 ; for model_vs_ob
       
   697 
       
   698     plot_name = station(n)+"_model_vs_ob"
       
   699     title = station(n)+"("+sprintf("%5.2f",lat_ob(n))+","+sprintf("%5.2f",lon_ob(n))+")"    
       
   700     res@tiMainString = title
       
   701 
       
   702     wks = gsn_open_wks (plot_type,plot_name)
       
   703     plot=new(nfield,graphic)                         ; create graphic array   
       
   704 
       
   705     do i = 0,nfield-1                           
       
   706        plot_data(0,:) = (/data_ob_ann(i,:,n)/)
       
   707        plot_data(1,:) = (/data_mod_ann(i,:,n)/)
       
   708        plot_data@long_name = field(i)+" ("+field_unit(i)+")"   
       
   709        plot(i)=gsn_csm_xy(wks,mon,plot_data,res)     ; create plot 
       
   710     end do
       
   711    
       
   712     gsn_panel(wks,plot,(/3,2/),pres)                 ; create panel plot
       
   713 
       
   714     system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new+";"+ \
       
   715            "rm "+plot_name+"."+plot_type)
       
   716 
       
   717     clear (wks)  
       
   718     delete (plot)
       
   719  end do
       
   720 
       
   721 ;###################################################################
       
   722 ; for the following tables,
       
   723 ; sort by latitude in decending order (N->S)
       
   724 ; sort by lat in decending order (N->S)
       
   725 
       
   726   isort = dim_pqsort(lat_ob,-1)
       
   727 
       
   728   station_sort = station(isort)
       
   729   year_ob_sort = year_ob(isort)
       
   730   lat_ob_sort  = lat_ob(isort)
       
   731   lon_ob_sort  = lon_ob(isort)
       
   732   M_score_sort = M_score(isort,:)
       
   733  
       
   734 ; print(isort)
       
   735 ; print(lat_ob_sort)
       
   736 ;###################################################################
       
   737 ;*******************************************************************
       
   738 ; html table of site: observed
       
   739 ;*******************************************************************
       
   740   output_html = "line_ob.html"
       
   741 
       
   742   header = (/"<HTML>" \
       
   743             ,"<HEAD>" \
       
   744             ,"<TITLE>CLAMP metrics</TITLE>" \
       
   745             ,"</HEAD>" \
       
   746             ,"<H1>Energy at Site: Observation</H1>" \
       
   747             /) 
       
   748   footer = "</HTML>"
       
   749 
       
   750   table_header = (/ \
       
   751         "<table border=1 cellspacing=0 cellpadding=3 width=60%>" \
       
   752        ,"<tr>" \
       
   753        ,"   <th bgcolor=DDDDDD >Site Name</th>" \
       
   754        ,"   <th bgcolor=DDDDDD >Latitude</th>" \
       
   755        ,"   <th bgcolor=DDDDDD >Longitude</th>" \
       
   756        ,"   <th bgcolor=DDDDDD >Observed</th>" \ 
       
   757        ,"</tr>" \
       
   758        /)
       
   759   table_footer = "</table>"
       
   760   row_header = "<tr>"
       
   761   row_footer = "</tr>"
       
   762 
       
   763   lines = new(50000,string)
       
   764   nline = 0
       
   765 
       
   766   set_line(lines,nline,header)
       
   767   set_line(lines,nline,table_header)
       
   768 ;-----------------------------------------------
       
   769 ; row of table
       
   770   
       
   771   do n = 0,nstation-1
       
   772      set_line(lines,nline,row_header)
       
   773 
       
   774      txt0 = station_sort(n)
       
   775      txt1 = sprintf("%5.2f", lat_ob_sort(n))
       
   776      txt2 = sprintf("%5.2f", lon_ob_sort(n))
       
   777      txt3 = year_ob_sort(n)
       
   778 
       
   779      set_line(lines,nline,"<th><a href="+txt0+"_ob.png>"+txt0+"</a></th>")
       
   780      set_line(lines,nline,"<th>"+txt1+"</th>")
       
   781      set_line(lines,nline,"<th>"+txt2+"</th>")
       
   782      set_line(lines,nline,"<th>"+txt3+"</th>")
       
   783 
       
   784      set_line(lines,nline,row_footer)
       
   785   end do
       
   786 ;-----------------------------------------------
       
   787   set_line(lines,nline,table_footer)
       
   788   set_line(lines,nline,footer) 
       
   789 
       
   790 ; Now write to an HTML file.
       
   791   idx = ind(.not.ismissing(lines))
       
   792   if(.not.any(ismissing(idx))) then
       
   793     asciiwrite(output_html,lines(idx))
       
   794   else
       
   795    print ("error?")
       
   796   end if
       
   797   delete (idx)
       
   798 
       
   799 ;*******************************************************************
       
   800 ; score and line table : model vs observed
       
   801 ;*******************************************************************
       
   802   output_html = "score+line_vs_ob.html"
       
   803 
       
   804   header = (/"<HTML>" \
       
   805             ,"<HEAD>" \
       
   806             ,"<TITLE>CLAMP metrics</TITLE>" \
       
   807             ,"</HEAD>" \
       
   808             ,"<H1>Energy at Site: Model "+model_name+"</H1>" \
       
   809             /) 
       
   810   footer = "</HTML>"
       
   811 
       
   812   delete (table_header)
       
   813   table_header = (/ \
       
   814         "<table border=1 cellspacing=0 cellpadding=3 width=100%>" \
       
   815        ,"<tr>" \
       
   816        ,"   <th bgcolor=DDDDDD >Site Name</th>" \
       
   817        ,"   <th bgcolor=DDDDDD >Latitude</th>" \
       
   818        ,"   <th bgcolor=DDDDDD >Longitude</th>" \
       
   819        ,"   <th bgcolor=DDDDDD >Observed</th>" \
       
   820        ,"   <th bgcolor=DDDDDD >CO2 Flux</th>" \
       
   821        ,"   <th bgcolor=DDDDDD >Net Radiation</th>" \
       
   822        ,"   <th bgcolor=DDDDDD >Latent Heat</th>" \
       
   823        ,"   <th bgcolor=DDDDDD >Sensible Heat</th>" \
       
   824        ,"   <th bgcolor=DDDDDD >GPP Glux</th>" \
       
   825        ,"   <th bgcolor=DDDDDD >Respiration</th>" \
       
   826        ,"   <th bgcolor=DDDDDD >Average</th>" \
       
   827        ,"</tr>" \
       
   828        /)
       
   829   table_footer = "</table>"
       
   830   row_header = "<tr>"
       
   831   row_footer = "</tr>"
       
   832 
       
   833   lines = new(50000,string)
       
   834   nline = 0
       
   835 
       
   836   set_line(lines,nline,header)
       
   837   set_line(lines,nline,table_header)
       
   838 ;-----------------------------------------------
       
   839 ; row of table
       
   840   
       
   841   do n = 0,nstation-1
       
   842      set_line(lines,nline,row_header)
       
   843 
       
   844      txt0  = station_sort(n)
       
   845      txt1  = sprintf("%5.2f", lat_ob_sort(n))
       
   846      txt2  = sprintf("%5.2f", lon_ob_sort(n))
       
   847      txt3  = year_ob_sort(n)
       
   848      txt4  = sprintf("%5.2f", M_score_sort(n,0))
       
   849      txt5  = sprintf("%5.2f", M_score_sort(n,1))
       
   850      txt6  = sprintf("%5.2f", M_score_sort(n,2))
       
   851      txt7  = sprintf("%5.2f", M_score_sort(n,3))
       
   852      txt8  = sprintf("%5.2f", M_score_sort(n,4))
       
   853      txt9  = sprintf("%5.2f", M_score_sort(n,5))
       
   854      txt10 = sprintf("%5.2f", avg(M_score_sort(n,:)))
       
   855 
       
   856      set_line(lines,nline,"<th><a href="+txt0+"_model_vs_ob.png>"+txt0+"</a></th>")
       
   857      set_line(lines,nline,"<th>"+txt1+"</th>")
       
   858      set_line(lines,nline,"<th>"+txt2+"</th>")
       
   859      set_line(lines,nline,"<th>"+txt3+"</th>")
       
   860      set_line(lines,nline,"<th>"+txt4+"</th>")
       
   861      set_line(lines,nline,"<th>"+txt5+"</th>")
       
   862      set_line(lines,nline,"<th>"+txt6+"</th>")
       
   863      set_line(lines,nline,"<th>"+txt7+"</th>")
       
   864      set_line(lines,nline,"<th>"+txt8+"</th>")
       
   865      set_line(lines,nline,"<th>"+txt9+"</th>")
       
   866      set_line(lines,nline,"<th>"+txt10+"</th>")
       
   867 
       
   868      set_line(lines,nline,row_footer)
       
   869   end do
       
   870 
       
   871 ; last row, summary
       
   872   set_line(lines,nline,row_header)
       
   873 
       
   874   txt0  = "All_"+sprintf("%.0f", nstation)
       
   875   txt1  = "-"
       
   876   txt2  = "-"
       
   877   txt3  = "-"
       
   878   txt4  = M_energy_co2
       
   879   txt5  = M_energy_rad
       
   880   txt6  = M_energy_lh
       
   881   txt7  = M_energy_sh
       
   882   txt8  = M_energy_gpp
       
   883   txt9  = M_energy_er
       
   884   txt10 = M_energy_all
       
   885 
       
   886   set_line(lines,nline,"<th>"+txt0+"</th>")
       
   887   set_line(lines,nline,"<th>"+txt1+"</th>")
       
   888   set_line(lines,nline,"<th>"+txt2+"</th>")
       
   889   set_line(lines,nline,"<th>"+txt3+"</th>")
       
   890   set_line(lines,nline,"<th>"+txt4+"</th>")
       
   891   set_line(lines,nline,"<th>"+txt5+"</th>")
       
   892   set_line(lines,nline,"<th>"+txt6+"</th>")
       
   893   set_line(lines,nline,"<th>"+txt7+"</th>")
       
   894   set_line(lines,nline,"<th>"+txt8+"</th>")
       
   895   set_line(lines,nline,"<th>"+txt9+"</th>")
       
   896   set_line(lines,nline,"<th>"+txt10+"</th>")
       
   897 
       
   898   set_line(lines,nline,row_footer)
       
   899 ;-----------------------------------------------
       
   900   set_line(lines,nline,table_footer)
       
   901   set_line(lines,nline,footer) 
       
   902 
       
   903 ; Now write to an HTML file.
       
   904   idx = ind(.not.ismissing(lines))
       
   905   if(.not.any(ismissing(idx))) then
       
   906     asciiwrite(output_html,lines(idx))
       
   907   else
       
   908    print ("error?")
       
   909   end if
       
   910   delete (idx)
       
   911 
       
   912 ;***************************************************************************
       
   913 ; output plots
       
   914 ;***************************************************************************
       
   915   output_dir = model_name+"/ameriflux"
       
   916 
       
   917   system("mv *.png *.html " + output_dir) 
       
   918 ;***************************************************************************
       
   919 end
       
   920