forrest@0: ; *********************************************** forrest@0: ; combine 19.metric_plot.ncl and 24.lines.ncl forrest@0: ; *********************************************** forrest@0: load "$NCARG_ROOT/lib/ncarg/nclscripts/csm/gsn_code.ncl" forrest@0: load "$NCARG_ROOT/lib/ncarg/nclscripts/csm/gsn_csm.ncl" forrest@0: load "$NCARG_ROOT/lib/ncarg/nclscripts/csm/contributed.ncl" forrest@0: load "/fis/cgd/cseg/people/jeff/clamp/co2/metrics_table.ncl" forrest@0: ;************************************************ forrest@0: begin forrest@0: ;************************************************ forrest@0: ; read in data: observed forrest@0: ;************************************************ forrest@0: diri = "/fis/cgd/cseg/people/jeff/clamp_data/co2/" forrest@0: fili = "co2_globalView_98.nc" forrest@0: g = addfile (diri+fili,"r") forrest@0: val = g->CO2_SEAS forrest@0: lon = g->LON forrest@0: lat = g->LAT forrest@0: sta = chartostring(g->STATION) forrest@0: delete (g) forrest@0: forrest@0: ;print (sta(0)) forrest@0: forrest@0: ncase = dimsizes(lat) forrest@0: ;print (ncase) forrest@0: forrest@0: ;************************************************************** forrest@0: ; get only the lowest level at each station forrest@0: ;************************************************************** forrest@0: lat_tmp = lat forrest@0: lat_tmp@_FillValue = 1.e+36 forrest@0: forrest@0: do n = 0,ncase-1 forrest@0: if (.not. ismissing(lat_tmp(n))) then forrest@0: indexes = ind(lat(n) .eq. lat .and. lon(n) .eq. lon) forrest@0: if (dimsizes(indexes) .gt. 1) then forrest@0: lat_tmp(indexes(1:)) = lat_tmp@_FillValue forrest@0: end if forrest@0: delete (indexes) forrest@0: end if forrest@0: end do forrest@0: forrest@0: indexes = ind(.not. ismissing(lat_tmp)) forrest@0: ;print (dimsizes(indexes)) forrest@0: ;print (indexes) forrest@0: forrest@0: lat_ob = lat(indexes) forrest@0: lon_ob = lon(indexes) forrest@0: val_ob = val(indexes,:) forrest@0: ;printVarSummary (val_ob) forrest@0: ;print (lat_ob +"/"+lon_ob) forrest@0: forrest@0: ;************************************************ forrest@0: ; read in model data forrest@0: ;************************************************ forrest@0: diri2 = "/fis/cgd/cseg/people/jeff/clamp_data/model/" forrest@0: ; fili2 = "b30.061m_401_425_MONS_climo_atm.nc" forrest@0: fili2 = "b30.061n_1995-2004_MONS_climo_atm.nc" forrest@0: forrest@0: g = addfile(diri2+fili2,"r") forrest@0: x = g->CO2 forrest@0: xi = g->lon forrest@0: yi = g->lat forrest@0: xdim = dimsizes(x) forrest@0: nlev = xdim(1) forrest@0: y = x(:,0,:,:) forrest@0: ; printVarSummary (y) forrest@0: forrest@0: ; get the co2 at the lowest level forrest@0: y = x(:,nlev-1,:,:) forrest@0: forrest@0: ; change to unit of observed (u mol/mol) forrest@0: ; Model_units [=] kgCO2 / kgDryAir forrest@0: ; 28.966 = molecular weight of dry air forrest@0: ; 44. = molecular weight of CO2 forrest@0: ; u mol = 1e-6 mol forrest@0: forrest@0: factor = (28.966/44.) * 1e6 forrest@0: y = y * factor forrest@0: forrest@0: y@_FillValue = 1.e36 forrest@0: y@units = "u mol/mol" forrest@0: ; y = where(y0 .lt. 287.,y@_FillValue,y) forrest@0: ; printVarSummary (y) forrest@0: ; print (min(y)+"/"+max(y)) forrest@0: forrest@0: ; interpolate into observed station forrest@0: ; note: model is 0-360E, 90S-90N forrest@0: forrest@0: ; to be able to handle observation at (-89.98,-24.80) forrest@0: print (yi(0)) forrest@0: yi(0) = -90. forrest@0: forrest@0: i = ind(lon_ob .lt. 0.) forrest@0: lon_ob(i) = lon_ob(i) + 360. forrest@0: forrest@0: yo = linint2_points_Wrap(xi,yi,y,True,lon_ob,lat_ob,0) forrest@0: forrest@0: val_model = yo(pts|:,time|:) forrest@0: val_model_0 = val_model forrest@0: ; printVarSummary (val_model) forrest@0: ; print (min(val_model)+"/"+max(val_model)) forrest@0: forrest@0: ; remove annual mean forrest@0: val_model = val_model - conform(val_model,dim_avg(val_model),0) forrest@0: ; print (min(val_model)+"/"+max(val_model)) forrest@0: forrest@0: nzone = 4 forrest@0: ;-------------------------------------------------------------- forrest@0: ; for metric table plots forrest@0: ; column forrest@0: case_zone = (/"Stations","Amplitude Ratio", \ forrest@0: "Correlation Coef","M score","Combined Score"/) forrest@0: nCase_zone = dimsizes(case_zone ) forrest@0: forrest@0: ; row forrest@0: var_zone = (/"60N-90N","30N-60N","EQ-30N","90S-EQ","Total"/) forrest@0: nVar_zone = dimsizes(var_zone) forrest@0: forrest@0: ; arrays to be passed to diagram. forrest@0: case_value_zone = new ((/nCase_zone, nVar_zone/),float ) forrest@0: ;-------------------------------------------------------------- forrest@0: ; for station line plot forrest@0: forrest@0: ; for x-axis in xyplot forrest@0: mon = ispan(1,12,1) forrest@0: mon@long_name = "month" forrest@0: forrest@0: plot_type = "ps" forrest@0: plot_type_new = "png" forrest@0: forrest@0: res = True ; plot mods desired forrest@0: res@xyLineThicknesses = (/2.0,2.0,2.0/) ; make 2nd lines thicker forrest@0: res@xyLineColors = (/"red","black"/) ; change line color forrest@0: forrest@0: ; Add a boxed legend using the more simple method forrest@0: forrest@0: res@pmLegendDisplayMode = "Always" forrest@0: ; res@pmLegendWidthF = 0.1 forrest@0: res@pmLegendWidthF = 0.08 forrest@0: res@pmLegendHeightF = 0.06 forrest@0: ; res@pmLegendOrthogonalPosF = -1.17 forrest@0: ; res@pmLegendOrthogonalPosF = -1.00 ;(downward) forrest@0: res@pmLegendOrthogonalPosF = -0.30 ;(downward) forrest@0: forrest@0: ; res@pmLegendParallelPosF = 0.18 forrest@0: res@pmLegendParallelPosF = 0.23 ;(rightward) forrest@0: forrest@0: ; res@lgPerimOn = False forrest@0: res@lgLabelFontHeightF = 0.015 forrest@0: res@xyExplicitLegendLabels = (/"b30.061n","observed"/) forrest@0: ;------------------------------------------------------------------- forrest@0: forrest@0: do z = 0,nzone-1 forrest@0: forrest@0: if (z .eq. 0) then forrest@0: ; maximum score for the zone, 60N-90N forrest@0: zone = "60N-90N" forrest@0: score_max = 5.0 forrest@0: ; index of stations in this zone forrest@0: ind_z = ind(lat_ob .ge. 60.) forrest@0: ; print (ind_z) forrest@0: ; print (lat_ob(ind_z)+"/"+lon_ob(ind_z)) forrest@0: ; print (val_ob(ind_z,:)) forrest@0: ; print (val_model(ind_z,:)) forrest@0: end if forrest@0: forrest@0: if (z .eq. 1) then forrest@0: ; maximum score for the zone, 30N-60N forrest@0: zone = "30N-60N" forrest@0: score_max = 5.0 forrest@0: ; index of stations in this zone forrest@0: ind_z = ind(lat_ob .ge. 30. .and. lat_ob .lt. 60.) forrest@0: ; print (ind_z) forrest@0: ; print (lat_ob(ind_z)+"/"+lon_ob(ind_z)) forrest@0: ; print (val_ob(ind_z,:)) forrest@0: ; print (val_model(ind_z,:)) forrest@0: end if forrest@0: forrest@0: if (z .eq. 2) then forrest@0: ; maximum score for the zone, EQ-30N forrest@0: zone = "EQ-30N" forrest@0: score_max = 5.0 forrest@0: ; index of stations in this zone forrest@0: ind_z = ind(lat_ob .ge. 0. .and. lat_ob .lt. 30.) forrest@0: ; print (ind_z) forrest@0: ; print (lat_ob(ind_z)+"/"+lon_ob(ind_z)) forrest@0: ; print (val_ob(ind_z,:)) forrest@0: ; print (val_model(ind_z,:)) forrest@0: end if forrest@0: forrest@0: if (z .eq. 3) then forrest@0: ; maximum score for the zone, 90S-EQ forrest@0: zone = "90S-EQ" forrest@0: score_max = 5.0 forrest@0: ; index of stations in this zone forrest@0: ind_z = ind(lat_ob .lt. 0. ) forrest@0: ; print (ind_z) forrest@0: ; print (lat_ob(ind_z)+"/"+lon_ob(ind_z)) forrest@0: ; print (val_ob(ind_z,:)) forrest@0: ; print (val_model(ind_z,:)) forrest@0: end if forrest@0: forrest@0: npts = dimsizes(ind_z) forrest@0: print (npts) forrest@0: ;------------------------------------------------------------------------- forrest@0: ; for metric table plot forrest@0: forrest@0: amp_ob = new((/npts/),float) forrest@0: amp_model = new((/npts/),float) forrest@0: forrest@0: amp_ratio_sta = new((/npts/),float) forrest@0: ccr_sta = new((/npts/),float) forrest@0: M_sta = new((/npts/),float) forrest@0: score_sta = new((/npts/),float) forrest@0: ;------------------------------------------------------------------------- forrest@0: ; for station line plot forrest@0: forrest@0: npts_str = "" forrest@0: npts_str = npts forrest@0: ; print (npts_str) forrest@0: forrest@0: plot_data = new((/2,12,npts/),float) forrest@0: plot_data_0 = new((/12,npts/),float) forrest@0: forrest@0: plot_data!0 = "case" forrest@0: plot_data!1 = "month" forrest@0: plot_data!2 = "pts" forrest@0: plot_data@long_name = "CO2 Seasonal" forrest@0: forrest@0: plot_data_0!0 = "month" forrest@0: plot_data_0!1 = "pts" forrest@0: plot_data_0@long_name = "CO2" forrest@0: ;-------------------------------------------------------------------------- forrest@0: do n=0,npts-1 forrest@0: amp_ob(n) = max(val_ob(ind_z(n),:)) - min(val_ob(ind_z(n),:)) forrest@0: amp_model(n) = max(val_model(ind_z(n),:)) - min(val_model(ind_z(n),:)) forrest@0: forrest@0: amp_ratio_sta(n) = amp_model(n)/amp_ob(n) forrest@0: ccr_sta(n) = esccr(val_ob(ind_z(n),:),val_model(ind_z(n),:),0) forrest@0: M_sta(n) = 1.-abs(amp_ratio_sta(n)-1.) forrest@0: score_sta(n) = (ccr_sta(n)*ccr_sta(n) + M_sta(n))*0.5 * score_max forrest@0: forrest@0: print (sta(ind_z(n))+"/"+lat(ind_z(n))+"/"+lon(ind_z(n))+"/"+amp_ratio_sta(n)+"/"+ccr_sta(n)+"/"+M_sta(n)+"/"+score_sta(n)) forrest@0: ;---------------------------------------------------------------------- forrest@0: ; for station line plot forrest@0: forrest@0: plot_data(0,:,n) = (/val_model(ind_z(n),:)/) forrest@0: plot_data(1,:,n) = (/val_ob(ind_z(n),:)/) forrest@0: forrest@0: plot_data_0(:,n) = (/val_model_0(ind_z(n),:)/) forrest@0: forrest@0: plot_name = sta(ind_z(n)) forrest@0: title = plot_name+"("+lat(ind_z(n))+","+lon(ind_z(n))+")" forrest@0: ; print (title) forrest@0: ; print (plot_name) forrest@0: forrest@0: wks = gsn_open_wks (plot_type,plot_name) ; open workstation forrest@0: ;------------------------------------------ forrest@0: ; for panel plot forrest@0: forrest@0: plot=new(2,graphic) ; create graphic array forrest@0: res@gsnFrame = False ; Do not draw plot forrest@0: res@gsnDraw = False ; Do not advance frame forrest@0: forrest@0: pres = True ; panel plot mods desired forrest@0: pres@gsnPanelYWhiteSpacePercent = 5 ; increase white space around forrest@0: ; indiv. plots in panel forrest@0: pres@gsnMaximize = True ; fill the page forrest@0: ;------------------------------------------ forrest@0: res@tiMainString = title ; add title forrest@0: forrest@0: plot(0)=gsn_csm_xy(wks,mon,plot_data(:,:,n),res) ; create plot 1 forrest@0: forrest@0: plot(1)=gsn_csm_xy(wks,mon,plot_data_0(:,n),res) ; create plot 2 forrest@0: forrest@0: gsn_panel(wks,plot,(/2,1/),pres) ; create panel plot forrest@0: forrest@0: system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new) forrest@0: system("rm "+plot_name+"."+plot_type) forrest@0: clear (wks) forrest@0: ;--------------------------------------------------------------------------- forrest@0: end do forrest@0: ;------------------------------------------------------------------------- forrest@0: ; fo line plot in a zone forrest@0: forrest@0: plot_name = "All_"+npts_str forrest@0: title = plot_name + " in "+ zone forrest@0: ; print (title) forrest@0: ; print (plot_name) forrest@0: forrest@0: wks = gsn_open_wks (plot_type,plot_name) ; open workstation forrest@0: ;----------------------------------------- forrest@0: ; for panel plot forrest@0: forrest@0: plot=new(2,graphic) ; create graphic array forrest@0: res@gsnFrame = False ; Do not draw plot forrest@0: res@gsnDraw = False ; Do not advance frame forrest@0: forrest@0: pres = True ; panel plot mods desired forrest@0: pres@gsnPanelYWhiteSpacePercent = 5 ; increase white space around forrest@0: ; indiv. plots in panel forrest@0: pres@gsnMaximize = True ; fill the page forrest@0: ;----------------------------------------- forrest@0: res@tiMainString = title ; add title forrest@0: forrest@0: plot(0) = gsn_csm_xy (wks,mon,dim_avg_Wrap(plot_data),res) ; create plot 1 forrest@0: forrest@0: plot(1) = gsn_csm_xy (wks,mon,dim_avg_Wrap(plot_data_0),res) ; create plot 2 forrest@0: forrest@0: gsn_panel(wks,plot,(/2,1/),pres) ; create panel plot forrest@0: forrest@0: system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new) forrest@0: system("rm "+plot_name+"."+plot_type) forrest@0: forrest@0: clear (wks) forrest@0: ; delete (ind_z) forrest@0: delete (plot_data) forrest@0: delete (plot_data_0) forrest@0: ;--------------------------------------------------------------------------- forrest@0: ;--------------------------------------------------------------------------- forrest@0: ; metric table in a zone forrest@0: forrest@0: amp_ratio_zone = avg(amp_ratio_sta) forrest@0: ccr_zone = avg(ccr_sta) forrest@0: M_zone = 1.- (sum(abs(amp_model-amp_ob)/(amp_model+amp_ob))/npts) forrest@0: score_zone = (ccr_zone*ccr_zone + M_zone)*0.5 * score_max forrest@0: forrest@0: print (npts+"/"+amp_ratio_zone+"/"+ccr_zone+"/"+M_zone+"/"+score_zone) forrest@0: forrest@0: case_value_zone(0,z) = npts forrest@0: case_value_zone(1,z) = (/amp_ratio_zone/) forrest@0: case_value_zone(2,z) = (/ccr_zone/) forrest@0: case_value_zone(3,z) = (/M_zone/) forrest@0: case_value_zone(4,z) = (/score_zone/) forrest@0: forrest@0: ; column for station table forrest@0: case_sta = (/"Latitude","Longitude","Amplitude Ratio", \ forrest@0: "Correlation Coef","M score","Combined Score"/) forrest@0: nCase_sta = dimsizes(case_sta ) forrest@0: forrest@0: ; row for station table forrest@0: var_sta = sta(ind_z) forrest@0: nVar_sta = dimsizes(var_sta) forrest@0: forrest@0: ; arrays to be passed to diagram. forrest@0: case_value_sta = new ((/nCase_sta, nVar_sta/),float ) forrest@0: forrest@0: case_value_sta(0,:) = (/lat(ind_z)/) forrest@0: case_value_sta(1,:) = (/lon(ind_z)/) forrest@0: case_value_sta(2,:) = (/amp_ratio_sta/) forrest@0: case_value_sta(3,:) = (/ccr_sta/) forrest@0: case_value_sta(4,:) = (/M_sta/) forrest@0: case_value_sta(5,:) = (/score_sta/) forrest@0: forrest@0: ;************************************************** forrest@0: ; plot station table forrest@0: ;************************************************** forrest@0: tt_opt = True forrest@0: tt_opt@pltType= "png" ; "eps" [default], "pdf", "ps" forrest@0: ; "png", "gif" [if you have ImageMajik 'convert'] forrest@0: forrest@0: tt_opt@tableTitle = "Zone "+ zone forrest@0: plot_name = "table_sta." + zone forrest@0: forrest@0: metrics_table(plot_name, var_sta, case_sta , case_value_sta, tt_opt) forrest@0: forrest@0: delete (ind_z) forrest@0: delete (amp_model) forrest@0: delete (amp_ob) forrest@0: delete (amp_ratio_sta) forrest@0: delete (ccr_sta) forrest@0: delete (M_sta) forrest@0: delete (score_sta) forrest@0: delete (var_sta) forrest@0: delete (case_value_sta) forrest@0: end do forrest@0: ;************************************************** forrest@0: ; plot zone table forrest@0: ;************************************************** forrest@0: case_value_zone(0,4) = case_value_zone(0,0)+case_value_zone(0,1)+case_value_zone(0,2)+case_value_zone(0,3) forrest@0: case_value_zone(1,4) = 0. forrest@0: case_value_zone(2,4) = 0. forrest@0: case_value_zone(3,4) = 0. forrest@0: case_value_zone(4,4) = case_value_zone(4,0)+case_value_zone(4,1)+case_value_zone(4,2)+case_value_zone(4,3) forrest@0: forrest@0: tt_opt = True forrest@0: tt_opt@pltType= "png" ; "eps" [default], "pdf", "ps" forrest@0: ; "png", "gif" [if you have ImageMajik 'convert'] forrest@0: forrest@0: tt_opt@tableTitle = "Zone" forrest@0: plot_name = "table_zone" forrest@0: forrest@0: metrics_table(plot_name, var_zone, case_zone , case_value_zone, tt_opt) forrest@0: forrest@0: end