beta/05.biome.ncl
author Forrest Hoffman <forrest@climatemodeling.org>
Thu, 26 Mar 2009 14:02:21 -0400
changeset 1 4be95183fbcd
permissions -rw-r--r--
Modifications to scoring and graphics production for the final version of code for the C-LAMP paper in GCB.
     1 ;********************************************************
     2 ; required command line input parameters:
     3 ;  ncl 'model_name="10cn" model_grid="T42" dirm="/.../ film="..."' 01.npp.ncl
     4 ;
     5 ; histogram normalized by rain and compute correleration
     6 ;**************************************************************
     7 load "$NCARG_ROOT/lib/ncarg/nclscripts/csm/gsn_code.ncl.test"
     8 load "$NCARG_ROOT/lib/ncarg/nclscripts/csm/gsn_csm.ncl.test"
     9 load "$NCARG_ROOT/lib/ncarg/nclscripts/csm/contributed.ncl"
    10 ;**************************************************************
    11 procedure set_line(lines:string,nline:integer,newlines:string) 
    12 begin
    13 ; add line to ascci/html file
    14     
    15   nnewlines = dimsizes(newlines)
    16   if(nline+nnewlines-1.ge.dimsizes(lines))
    17     print("set_line: bad index, not setting anything.") 
    18     return
    19   end if 
    20   lines(nline:nline+nnewlines-1) = newlines
    21 ;  print ("lines = " + lines(nline:nline+nnewlines-1))
    22   nline = nline + nnewlines
    23   return 
    24 end
    25 ;**************************************************************
    26 ; Main code.
    27 begin
    28  
    29  plot_type     = "ps"
    30  plot_type_new = "png"
    31 
    32 ;************************************************
    33 ; read data: model       
    34 ;************************************************
    35  co2_i = 283.1878
    36  co2_f = 364.1252
    37 
    38  model_grid = "T42"
    39 
    40  model_name_i = "i01.07cn"
    41  model_name_f = "i01.10cn"
    42 
    43 ;model_name_i = "i01.07casa"
    44 ;model_name_f = "i01.10casa"
    45 
    46  model_name = model_name_f
    47 
    48  dirm = "/fis/cgd/cseg/people/jeff/clamp_data/model/"
    49  film_i = model_name_i + "_1990-2004_ANN_climo.nc"
    50  film_f = model_name_f + "_1990-2004_ANN_climo.nc"
    51 
    52  fm_i   = addfile (dirm+film_i,"r")
    53  fm_f   = addfile (dirm+film_f,"r")
    54   
    55  xm     = fm_f->lon  
    56  ym     = fm_f->lat
    57 
    58  npp_i  = fm_i->NPP
    59  npp_f  = fm_f->NPP
    60 
    61 ;Units for these variables are:
    62 ;npp_i: g C/m^2/s
    63 
    64  nsec_per_year = 60*60*24*365
    65   
    66  npp_i = npp_i *  nsec_per_year
    67  npp_f = npp_f *  nsec_per_year 
    68    
    69 ;===================================================
    70 ; read data: observed -station
    71 ;===================================================
    72 
    73  station = (/"DukeFACE" \
    74             ,"AspenFACE" \
    75             ,"ORNL-FACE" \
    76             ,"POP-EUROFACE" \
    77             /)
    78 
    79  lat_ob = (/ 35.58,  45.40,  35.54, 42.22/)
    80  lon_ob = (/-79.05, -89.37, -84.20, 11.48/)
    81  lon_ob = where(lon_ob.lt.0.,lon_ob+360.,lon_ob)
    82 ;print (lon_ob)
    83 
    84  n_sta  = dimsizes(station)
    85  beta_4_ob = new((/n_sta/),float)
    86  beta_4_ob = 0.60
    87 
    88 ;===================================================
    89 ; get model data at station 
    90 ;===================================================
    91 
    92  npp_i_4  =linint2_points(xm,ym,npp_i,True,lon_ob,lat_ob,0)
    93 
    94  npp_f_4  =linint2_points(xm,ym,npp_f,True,lon_ob,lat_ob,0)
    95 
    96 ;print (npp_i_4)
    97 ;print (npp_f_4)
    98 ;============================
    99 ;compute beta_4
   100 ;============================
   101  beta_4 = new((/n_sta/),float)
   102 
   103  beta_4 = ((npp_f_4/npp_i_4) - 1.)/log(co2_f/co2_i)
   104 
   105  beta_4_avg = avg(beta_4)
   106 
   107 ;print (beta_4)
   108 ;print (beta_4_avg)
   109 
   110 ;M_beta = abs((beta_4_avg/beta_4_ob) - 1.)* 3.
   111 
   112  bias = sum(abs(beta_4-beta_4_ob)/(abs(beta_4)+abs(beta_4_ob))) 
   113  M_beta  = (1. - (bias/n_sta))*3.
   114  
   115  print (M_beta)
   116 
   117 ;=========================
   118 ; for html table - station
   119 ;=========================
   120 
   121   output_html = "table_station.html"
   122 
   123 ; column (not including header column)
   124 
   125   col_head = (/"Latitude","Longitude","CO2_i","CO2_f","NPP_i","NPP_f","Beta_model","Beta_ob"/)
   126 
   127   ncol = dimsizes(col_head)
   128 
   129 ; row (not including header row)
   130   row_head = (/"DukeFACE" \
   131             ,"AspenFACE" \
   132             ,"ORNL-FACE" \
   133             ,"POP-EUROFACE" \
   134             ,"All Station" \                
   135             /)  
   136   nrow = dimsizes(row_head)                  
   137 
   138 ; arrays to be passed to table. 
   139   text4 = new ((/nrow, ncol/),string )
   140 
   141  do i=0,nrow-2
   142   text4(i,0) = sprintf("%.1f",lat_ob(i))
   143   text4(i,1) = sprintf("%.1f",lon_ob(i))
   144   text4(i,2) = sprintf("%.1f",co2_i)
   145   text4(i,3) = sprintf("%.1f",co2_f)
   146   text4(i,4) = sprintf("%.1f",npp_i_4(0,i))
   147   text4(i,5) = sprintf("%.1f",npp_f_4(0,i))
   148   text4(i,6) = sprintf("%.1f",beta_4(i))
   149   text4(i,7) = "-"
   150  end do
   151   text4(nrow-1,0) = "-"
   152   text4(nrow-1,1) = "-"
   153   text4(nrow-1,2) = "-"
   154   text4(nrow-1,3) = "-"
   155   text4(nrow-1,4) = "-"
   156   text4(nrow-1,5) = "-"
   157   text4(nrow-1,6) = sprintf("%.1f",beta_4_avg)
   158   text4(nrow-1,7) = sprintf("%.1f",avg(beta_4_ob))
   159 
   160 ;-----------
   161 ; html table
   162 ;-----------
   163 
   164   header_text = "<H1>Beta Factor: Model "+model_name+"</H1>" 
   165 
   166   header = (/"<HTML>" \
   167             ,"<HEAD>" \
   168             ,"<TITLE>CLAMP metrics</TITLE>" \
   169             ,"</HEAD>" \
   170             ,header_text \
   171             /) 
   172   footer = "</HTML>"
   173 
   174   table_header = (/ \
   175         "<table border=1 cellspacing=0 cellpadding=3 width=80%>" \
   176        ,"<tr>" \
   177        ,"   <th bgcolor=DDDDDD >Station</th>" \
   178        ,"   <th bgcolor=DDDDDD >"+col_head(0)+"</th>" \
   179        ,"   <th bgcolor=DDDDDD >"+col_head(1)+"</th>" \
   180        ,"   <th bgcolor=DDDDDD >"+col_head(2)+"</th>" \
   181        ,"   <th bgcolor=DDDDDD >"+col_head(3)+"</th>" \
   182        ,"   <th bgcolor=DDDDDD >"+col_head(4)+"</th>" \
   183        ,"   <th bgcolor=DDDDDD >"+col_head(5)+"</th>" \
   184        ,"   <th bgcolor=DDDDDD >"+col_head(6)+"</th>" \
   185        ,"   <th bgcolor=DDDDDD >"+col_head(7)+"</th>" \
   186        ,"</tr>" \
   187        /)
   188   table_footer = "</table>"
   189   row_header = "<tr>"
   190   row_footer = "</tr>"
   191 
   192   lines = new(50000,string)
   193   nline = 0
   194 
   195   set_line(lines,nline,header)
   196   set_line(lines,nline,table_header)
   197 ;-----------------------------------------------
   198 ;row of table
   199 
   200   do n = 0,nrow-1
   201      set_line(lines,nline,row_header)
   202 
   203      txt1  = row_head(n)
   204      txt2  = text4(n,0)
   205      txt3  = text4(n,1)
   206      txt4  = text4(n,2)
   207      txt5  = text4(n,3)
   208      txt6  = text4(n,4)
   209      txt7  = text4(n,5)
   210      txt8  = text4(n,6)
   211      txt9  = text4(n,7)
   212 
   213      set_line(lines,nline,"<th>"+txt1+"</th>")
   214      set_line(lines,nline,"<th>"+txt2+"</th>")
   215      set_line(lines,nline,"<th>"+txt3+"</th>")
   216      set_line(lines,nline,"<th>"+txt4+"</th>")
   217      set_line(lines,nline,"<th>"+txt5+"</th>")
   218      set_line(lines,nline,"<th>"+txt6+"</th>")
   219      set_line(lines,nline,"<th>"+txt7+"</th>")
   220      set_line(lines,nline,"<th>"+txt8+"</th>")
   221      set_line(lines,nline,"<th>"+txt9+"</th>")
   222 
   223      set_line(lines,nline,row_footer)
   224   end do
   225 ;-----------------------------------------------
   226   set_line(lines,nline,table_footer)
   227   set_line(lines,nline,footer) 
   228 
   229 ; Now write to an HTML file.
   230   idx = ind(.not.ismissing(lines))
   231   if(.not.any(ismissing(idx))) then
   232     asciiwrite(output_html,lines(idx))
   233   else
   234    print ("error?")
   235   end if
   236 
   237   delete (col_head)
   238   delete (row_head)
   239   delete (text4)
   240   delete (table_header)
   241   delete (idx)
   242       
   243 ;************************************************
   244 ; read data: observed-2
   245 ;************************************************
   246 
   247   ob_name = "MODIS MOD 15A2 2000-2005"
   248 
   249   diro  = "/fis/cgd/cseg/people/jeff/clamp_data/lai/ob/"
   250   filo  = "land_class_"+model_grid+".nc"
   251 
   252   fo = addfile(diro+filo,"r")
   253  
   254   classob = tofloat(fo->LAND_CLASS)
   255 
   256   nclass = 20
   257                 
   258 ;*******************************************************************
   259 ; Calculate "nice" bins for binning the data in equally spaced ranges
   260 ;********************************************************************
   261 
   262   nclassn     = nclass + 1
   263   range       = fspan(0,nclassn-1,nclassn)
   264 ; print (range)
   265 
   266 ; Use this range information to grab all the values in a
   267 ; particular range, and then take an average.
   268 
   269   nr           = dimsizes(range)
   270   nx           = nr-1
   271   xvalues      = new((/2,nx/),float)
   272   xvalues(0,:) = range(0:nr-2) + (range(1:)-range(0:nr-2))/2.
   273   dx           = xvalues(0,1) - xvalues(0,0)       ; range width
   274   dx4          = dx/4                              ; 1/4 of the range
   275   xvalues(1,:) = xvalues(0,:) - dx/5.
   276 ; get data
   277 
   278   base_1D  = ndtooned(classob)
   279   data1_1D = ndtooned(npp_i)
   280   data2_1D = ndtooned(npp_f)
   281 
   282 ; output
   283 
   284   yvalues      = new((/2,nx/),float)
   285 
   286   do nd=0,1
   287 
   288 ;   See if we are doing data1 (nd=0) or data2 (nd=1).
   289 
   290     base = base_1D
   291 
   292     if(nd.eq.0) then
   293       data = data1_1D
   294     else
   295       data = data2_1D
   296     end if
   297 
   298 ; Loop through each range, using base.
   299 
   300     do i=0,nr-2
   301       if (i.ne.(nr-2)) then
   302 ;        print("")
   303 ;        print("In range ["+range(i)+","+range(i+1)+")")
   304          idx = ind((base.ge.range(i)).and.(base.lt.range(i+1)))
   305       else
   306 ;        print("")
   307 ;        print("In range ["+range(i)+",)")
   308          idx = ind(base.ge.range(i))
   309       end if
   310 
   311 ;     Calculate average 
   312 
   313       if(.not.any(ismissing(idx))) then
   314         yvalues(nd,i)    = avg(data(idx))
   315         count = dimsizes(idx)
   316       else
   317         yvalues(nd,i)    = yvalues@_FillValue
   318         count            = 0
   319       end if
   320 
   321 ;#############################################################
   322 ; set the following 4 classes to _FillValue:
   323 ; Water Bodies(0), Urban and Build-Up(13),
   324 ; Permenant Snow and Ice(15), Unclassified(17)
   325 
   326       if (i.eq.0 .or. i.eq.13 .or. i.eq.15 .or. i.eq.17) then
   327          yvalues(nd,i)    = yvalues@_FillValue
   328          count            = 0
   329       end if
   330 ;############################################################# 
   331 
   332 ;     print(nd + ": " + count + " points, avg = " + yvalues(nd,i))
   333 
   334 ; Clean up for next time in loop.
   335 
   336       delete(idx)
   337     end do
   338 
   339     delete(data)
   340   end do
   341 
   342 
   343 ;============================
   344 ;compute beta
   345 ;============================
   346 
   347  u = yvalues(0,:)
   348  v = yvalues(1,:)
   349 
   350  good = ind(.not.ismissing(u) .and. .not.ismissing(v))
   351 
   352  uu = u(good)
   353  vv = v(good) 
   354 
   355  n_biome = dimsizes(uu)
   356 
   357  beta_biome = new((/n_biome/),float)
   358 
   359  beta_biome = ((vv/uu) - 1.)/log(co2_f/co2_i)
   360 
   361  beta_biome_avg = avg(beta_biome)
   362   
   363 ;print (beta_biome_avg)
   364 
   365 ;===========================
   366 ; for html table - biome
   367 ;===========================
   368 
   369   output_html = "table_biome.html"
   370 
   371 ; column (not including header column)
   372 
   373   col_head = (/"CO2_i","CO2_f","NPP_i","NPP_f","Beta_model"/)
   374 
   375   ncol = dimsizes(col_head)
   376 
   377 ; row (not including header row)
   378 ; 3 classes removed: Water Bodies, Urban and Build-Up, Unclassified
   379 ; function "good" removed the last 2 classes
   380 ; text4(i,2) = sprintf("%.2f",uu(i+1)) remove the first class
   381 
   382   row_head  = (/"Evergreen Needleleaf Forests" \
   383                ,"Evergreen Broadleaf Forests" \
   384                ,"Deciduous Needleleaf Forest" \
   385                ,"Deciduous Broadleaf Forests" \
   386                ,"Mixed Forests" \                      
   387                ,"Closed Bushlands" \                   
   388                ,"Open Bushlands" \                     
   389                ,"Woody Savannas (S. Hem.)" \           
   390                ,"Savannas (S. Hem.)" \                 
   391                ,"Grasslands" \                         
   392                ,"Permanent Wetlands" \                 
   393                ,"Croplands" \                                           
   394                ,"Cropland/Natural Vegetation Mosaic" \             
   395                ,"Barren or Sparsely Vegetated" \                             
   396                ,"Woody Savannas (N. Hem.)" \           
   397                ,"Savannas (N. Hem.)" \
   398                ,"All Biome" \                
   399                /)  
   400   nrow = dimsizes(row_head)                  
   401 
   402 ; arrays to be passed to table. 
   403   text4 = new ((/nrow, ncol/),string )
   404  
   405  do i=0,nrow-2
   406   text4(i,0) = sprintf("%.1f",co2_i)
   407   text4(i,1) = sprintf("%.1f",co2_f)
   408   text4(i,2) = sprintf("%.1f",uu(i))
   409   text4(i,3) = sprintf("%.1f",vv(i))
   410   text4(i,4) = sprintf("%.1f",beta_biome(i))
   411  end do
   412   text4(nrow-1,0) = "-"
   413   text4(nrow-1,1) = "-"
   414   text4(nrow-1,2) = "-"
   415   text4(nrow-1,3) = "-"
   416   text4(nrow-1,4) = sprintf("%.1f",beta_biome_avg)
   417 
   418 ;**************************************************
   419 ; html table
   420 ;**************************************************
   421 
   422   header_text = "<H1>Beta Factor: Model "+model_name+"</H1>" 
   423 
   424   header = (/"<HTML>" \
   425             ,"<HEAD>" \
   426             ,"<TITLE>CLAMP metrics</TITLE>" \
   427             ,"</HEAD>" \
   428             ,header_text \
   429             /) 
   430   footer = "</HTML>"
   431 
   432   table_header = (/ \
   433         "<table border=1 cellspacing=0 cellpadding=3 width=80%>" \
   434        ,"<tr>" \
   435        ,"   <th bgcolor=DDDDDD >Biome Class</th>" \
   436        ,"   <th bgcolor=DDDDDD >"+col_head(0)+"</th>" \
   437        ,"   <th bgcolor=DDDDDD >"+col_head(1)+"</th>" \
   438        ,"   <th bgcolor=DDDDDD >"+col_head(2)+"</th>" \
   439        ,"   <th bgcolor=DDDDDD >"+col_head(3)+"</th>" \
   440        ,"   <th bgcolor=DDDDDD >"+col_head(4)+"</th>" \
   441        ,"</tr>" \
   442        /)
   443   table_footer = "</table>"
   444   row_header = "<tr>"
   445   row_footer = "</tr>"
   446 
   447   lines = new(50000,string)
   448   nline = 0
   449 
   450   set_line(lines,nline,header)
   451   set_line(lines,nline,table_header)
   452 ;-----------------------------------------------
   453 ;row of table
   454 
   455   do n = 0,nrow-1
   456      set_line(lines,nline,row_header)
   457 
   458      txt1  = row_head(n)
   459      txt2  = text4(n,0)
   460      txt3  = text4(n,1)
   461      txt4  = text4(n,2)
   462      txt5  = text4(n,3)
   463      txt6  = text4(n,4)
   464 
   465      set_line(lines,nline,"<th>"+txt1+"</th>")
   466      set_line(lines,nline,"<th>"+txt2+"</th>")
   467      set_line(lines,nline,"<th>"+txt3+"</th>")
   468      set_line(lines,nline,"<th>"+txt4+"</th>")
   469      set_line(lines,nline,"<th>"+txt5+"</th>")
   470      set_line(lines,nline,"<th>"+txt6+"</th>")
   471 
   472      set_line(lines,nline,row_footer)
   473   end do
   474 ;-----------------------------------------------
   475   set_line(lines,nline,table_footer)
   476   set_line(lines,nline,footer) 
   477 
   478 ; Now write to an HTML file.
   479   idx = ind(.not.ismissing(lines))
   480   if(.not.any(ismissing(idx))) then
   481     asciiwrite(output_html,lines(idx))
   482   else
   483    print ("error?")
   484   end if
   485 
   486 end
   487