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; ***********************************************
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; combine 19.metric_plot.ncl and 24.lines.ncl
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; ***********************************************
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load "$NCARG_ROOT/lib/ncarg/nclscripts/csm/gsn_code.ncl"
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load "$NCARG_ROOT/lib/ncarg/nclscripts/csm/gsn_csm.ncl"
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load "$NCARG_ROOT/lib/ncarg/nclscripts/csm/contributed.ncl"
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load "/fis/cgd/cseg/people/jeff/clamp/co2/metrics_table.ncl"
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;************************************************
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begin
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;************************************************
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; read in data: observed
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;************************************************
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diri = "/fis/cgd/cseg/people/jeff/clamp_data/co2/"
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fili = "co2_globalView_98.nc"
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g = addfile (diri+fili,"r")
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val = g->CO2_SEAS
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lon = g->LON
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lat = g->LAT
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sta = chartostring(g->STATION)
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delete (g)
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;print (sta(0))
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ncase = dimsizes(lat)
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;print (ncase)
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;**************************************************************
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; get only the lowest level at each station
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;**************************************************************
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lat_tmp = lat
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lat_tmp@_FillValue = 1.e+36
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do n = 0,ncase-1
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if (.not. ismissing(lat_tmp(n))) then
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indexes = ind(lat(n) .eq. lat .and. lon(n) .eq. lon)
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if (dimsizes(indexes) .gt. 1) then
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lat_tmp(indexes(1:)) = lat_tmp@_FillValue
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end if
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delete (indexes)
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end if
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end do
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indexes = ind(.not. ismissing(lat_tmp))
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;print (dimsizes(indexes))
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;print (indexes)
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lat_ob = lat(indexes)
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lon_ob = lon(indexes)
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val_ob = val(indexes,:)
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;printVarSummary (val_ob)
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;print (lat_ob +"/"+lon_ob)
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;************************************************
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; read in model data
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;************************************************
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diri2 = "/fis/cgd/cseg/people/jeff/clamp_data/model/"
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; fili2 = "b30.061m_401_425_MONS_climo_atm.nc"
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fili2 = "b30.061n_1995-2004_MONS_climo_atm.nc"
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g = addfile(diri2+fili2,"r")
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x = g->CO2
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xi = g->lon
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yi = g->lat
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xdim = dimsizes(x)
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nlev = xdim(1)
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y = x(:,0,:,:)
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; printVarSummary (y)
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; get the co2 at the lowest level
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y = x(:,nlev-1,:,:)
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71 |
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; change to unit of observed (u mol/mol)
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; Model_units [=] kgCO2 / kgDryAir
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; 28.966 = molecular weight of dry air
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; 44. = molecular weight of CO2
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; u mol = 1e-6 mol
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factor = (28.966/44.) * 1e6
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y = y * factor
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y@_FillValue = 1.e36
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y@units = "u mol/mol"
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; y = where(y0 .lt. 287.,y@_FillValue,y)
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; printVarSummary (y)
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; print (min(y)+"/"+max(y))
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86 |
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; interpolate into observed station
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; note: model is 0-360E, 90S-90N
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; to be able to handle observation at (-89.98,-24.80)
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print (yi(0))
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yi(0) = -90.
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i = ind(lon_ob .lt. 0.)
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lon_ob(i) = lon_ob(i) + 360.
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yo = linint2_points_Wrap(xi,yi,y,True,lon_ob,lat_ob,0)
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val_model = yo(pts|:,time|:)
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val_model_0 = val_model
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; printVarSummary (val_model)
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; print (min(val_model)+"/"+max(val_model))
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; remove annual mean
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val_model = val_model - conform(val_model,dim_avg(val_model),0)
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; print (min(val_model)+"/"+max(val_model))
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nzone = 4
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;--------------------------------------------------------------
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; for metric table plots
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; column
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case_zone = (/"Stations","Amplitude Ratio", \
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"Correlation Coef","M score","Combined Score"/)
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nCase_zone = dimsizes(case_zone )
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; row
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var_zone = (/"60N-90N","30N-60N","EQ-30N","90S-EQ","Total"/)
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nVar_zone = dimsizes(var_zone)
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; arrays to be passed to diagram.
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case_value_zone = new ((/nCase_zone, nVar_zone/),float )
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;--------------------------------------------------------------
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; for station line plot
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; for x-axis in xyplot
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mon = ispan(1,12,1)
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mon@long_name = "month"
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plot_type = "ps"
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plot_type_new = "png"
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res = True ; plot mods desired
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res@xyLineThicknesses = (/2.0,2.0,2.0/) ; make 2nd lines thicker
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res@xyLineColors = (/"red","black"/) ; change line color
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; Add a boxed legend using the more simple method
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res@pmLegendDisplayMode = "Always"
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; res@pmLegendWidthF = 0.1
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res@pmLegendWidthF = 0.08
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res@pmLegendHeightF = 0.06
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; res@pmLegendOrthogonalPosF = -1.17
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; res@pmLegendOrthogonalPosF = -1.00 ;(downward)
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res@pmLegendOrthogonalPosF = -0.30 ;(downward)
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; res@pmLegendParallelPosF = 0.18
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res@pmLegendParallelPosF = 0.23 ;(rightward)
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; res@lgPerimOn = False
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|
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res@lgLabelFontHeightF = 0.015
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res@xyExplicitLegendLabels = (/"b30.061n","observed"/)
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;-------------------------------------------------------------------
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do z = 0,nzone-1
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if (z .eq. 0) then
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; maximum score for the zone, 60N-90N
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zone = "60N-90N"
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score_max = 5.0
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; index of stations in this zone
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ind_z = ind(lat_ob .ge. 60.)
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; print (ind_z)
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; print (lat_ob(ind_z)+"/"+lon_ob(ind_z))
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; print (val_ob(ind_z,:))
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; print (val_model(ind_z,:))
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end if
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if (z .eq. 1) then
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; maximum score for the zone, 30N-60N
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zone = "30N-60N"
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score_max = 5.0
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; index of stations in this zone
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ind_z = ind(lat_ob .ge. 30. .and. lat_ob .lt. 60.)
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; print (ind_z)
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; print (lat_ob(ind_z)+"/"+lon_ob(ind_z))
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; print (val_ob(ind_z,:))
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; print (val_model(ind_z,:))
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178 |
end if
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180 |
if (z .eq. 2) then
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; maximum score for the zone, EQ-30N
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182 |
zone = "EQ-30N"
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score_max = 5.0
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; index of stations in this zone
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ind_z = ind(lat_ob .ge. 0. .and. lat_ob .lt. 30.)
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; print (ind_z)
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; print (lat_ob(ind_z)+"/"+lon_ob(ind_z))
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188 |
; print (val_ob(ind_z,:))
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; print (val_model(ind_z,:))
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|
190 |
end if
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|
191 |
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|
192 |
if (z .eq. 3) then
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|
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; maximum score for the zone, 90S-EQ
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zone = "90S-EQ"
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|
195 |
score_max = 5.0
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; index of stations in this zone
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ind_z = ind(lat_ob .lt. 0. )
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; print (ind_z)
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199 |
; print (lat_ob(ind_z)+"/"+lon_ob(ind_z))
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|
200 |
; print (val_ob(ind_z,:))
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201 |
; print (val_model(ind_z,:))
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|
202 |
end if
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204 |
npts = dimsizes(ind_z)
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print (npts)
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;-------------------------------------------------------------------------
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; for metric table plot
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208 |
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209 |
amp_ob = new((/npts/),float)
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210 |
amp_model = new((/npts/),float)
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|
211 |
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|
212 |
amp_ratio_sta = new((/npts/),float)
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213 |
ccr_sta = new((/npts/),float)
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214 |
M_sta = new((/npts/),float)
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215 |
score_sta = new((/npts/),float)
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|
216 |
;-------------------------------------------------------------------------
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217 |
; for station line plot
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|
218 |
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219 |
npts_str = ""
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|
220 |
npts_str = npts
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|
221 |
; print (npts_str)
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|
222 |
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|
223 |
plot_data = new((/2,12,npts/),float)
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224 |
plot_data_0 = new((/12,npts/),float)
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|
225 |
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226 |
plot_data!0 = "case"
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|
227 |
plot_data!1 = "month"
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|
228 |
plot_data!2 = "pts"
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|
229 |
plot_data@long_name = "CO2 Seasonal"
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|
230 |
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|
231 |
plot_data_0!0 = "month"
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|
232 |
plot_data_0!1 = "pts"
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233 |
plot_data_0@long_name = "CO2"
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234 |
;--------------------------------------------------------------------------
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235 |
do n=0,npts-1
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|
236 |
amp_ob(n) = max(val_ob(ind_z(n),:)) - min(val_ob(ind_z(n),:))
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|
237 |
amp_model(n) = max(val_model(ind_z(n),:)) - min(val_model(ind_z(n),:))
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|
238 |
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|
239 |
amp_ratio_sta(n) = amp_model(n)/amp_ob(n)
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|
240 |
ccr_sta(n) = esccr(val_ob(ind_z(n),:),val_model(ind_z(n),:),0)
|
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|
241 |
M_sta(n) = 1.-abs(amp_ratio_sta(n)-1.)
|
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|
242 |
score_sta(n) = (ccr_sta(n)*ccr_sta(n) + M_sta(n))*0.5 * score_max
|
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|
243 |
|
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|
244 |
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))
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|
245 |
;----------------------------------------------------------------------
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|
246 |
; for station line plot
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|
247 |
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|
248 |
plot_data(0,:,n) = (/val_model(ind_z(n),:)/)
|
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249 |
plot_data(1,:,n) = (/val_ob(ind_z(n),:)/)
|
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|
250 |
|
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|
251 |
plot_data_0(:,n) = (/val_model_0(ind_z(n),:)/)
|
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|
252 |
|
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|
253 |
plot_name = sta(ind_z(n))
|
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|
254 |
title = plot_name+"("+lat(ind_z(n))+","+lon(ind_z(n))+")"
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|
255 |
; print (title)
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|
256 |
; print (plot_name)
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|
257 |
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|
258 |
wks = gsn_open_wks (plot_type,plot_name) ; open workstation
|
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|
259 |
;------------------------------------------
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|
260 |
; for panel plot
|
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|
261 |
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|
262 |
plot=new(2,graphic) ; create graphic array
|
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|
263 |
res@gsnFrame = False ; Do not draw plot
|
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|
264 |
res@gsnDraw = False ; Do not advance frame
|
forrest@0
|
265 |
|
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|
266 |
pres = True ; panel plot mods desired
|
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|
267 |
pres@gsnPanelYWhiteSpacePercent = 5 ; increase white space around
|
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|
268 |
; indiv. plots in panel
|
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|
269 |
pres@gsnMaximize = True ; fill the page
|
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|
270 |
;------------------------------------------
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|
271 |
res@tiMainString = title ; add title
|
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|
272 |
|
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|
273 |
plot(0)=gsn_csm_xy(wks,mon,plot_data(:,:,n),res) ; create plot 1
|
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|
274 |
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|
275 |
plot(1)=gsn_csm_xy(wks,mon,plot_data_0(:,n),res) ; create plot 2
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|
276 |
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|
277 |
gsn_panel(wks,plot,(/2,1/),pres) ; create panel plot
|
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|
278 |
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|
279 |
system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new)
|
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|
280 |
system("rm "+plot_name+"."+plot_type)
|
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|
281 |
clear (wks)
|
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|
282 |
;---------------------------------------------------------------------------
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|
283 |
end do
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|
284 |
;-------------------------------------------------------------------------
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forrest@0
|
285 |
; fo line plot in a zone
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|
286 |
|
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|
287 |
plot_name = "All_"+npts_str
|
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|
288 |
title = plot_name + " in "+ zone
|
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|
289 |
; print (title)
|
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|
290 |
; print (plot_name)
|
forrest@0
|
291 |
|
forrest@0
|
292 |
wks = gsn_open_wks (plot_type,plot_name) ; open workstation
|
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|
293 |
;-----------------------------------------
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forrest@0
|
294 |
; for panel plot
|
forrest@0
|
295 |
|
forrest@0
|
296 |
plot=new(2,graphic) ; create graphic array
|
forrest@0
|
297 |
res@gsnFrame = False ; Do not draw plot
|
forrest@0
|
298 |
res@gsnDraw = False ; Do not advance frame
|
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|
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300 |
pres = True ; panel plot mods desired
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301 |
pres@gsnPanelYWhiteSpacePercent = 5 ; increase white space around
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; indiv. plots in panel
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pres@gsnMaximize = True ; fill the page
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;-----------------------------------------
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res@tiMainString = title ; add title
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plot(0) = gsn_csm_xy (wks,mon,dim_avg_Wrap(plot_data),res) ; create plot 1
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plot(1) = gsn_csm_xy (wks,mon,dim_avg_Wrap(plot_data_0),res) ; create plot 2
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311 |
gsn_panel(wks,plot,(/2,1/),pres) ; create panel plot
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313 |
system("convert "+plot_name+"."+plot_type+" "+plot_name+"."+plot_type_new)
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system("rm "+plot_name+"."+plot_type)
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315 |
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316 |
clear (wks)
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317 |
; delete (ind_z)
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318 |
delete (plot_data)
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delete (plot_data_0)
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320 |
;---------------------------------------------------------------------------
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321 |
;---------------------------------------------------------------------------
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322 |
; metric table in a zone
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|
323 |
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324 |
amp_ratio_zone = avg(amp_ratio_sta)
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325 |
ccr_zone = avg(ccr_sta)
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326 |
M_zone = 1.- (sum(abs(amp_model-amp_ob)/(amp_model+amp_ob))/npts)
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|
327 |
score_zone = (ccr_zone*ccr_zone + M_zone)*0.5 * score_max
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|
328 |
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329 |
print (npts+"/"+amp_ratio_zone+"/"+ccr_zone+"/"+M_zone+"/"+score_zone)
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case_value_zone(0,z) = npts
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332 |
case_value_zone(1,z) = (/amp_ratio_zone/)
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333 |
case_value_zone(2,z) = (/ccr_zone/)
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case_value_zone(3,z) = (/M_zone/)
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|
335 |
case_value_zone(4,z) = (/score_zone/)
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|
336 |
|
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|
337 |
; column for station table
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|
338 |
case_sta = (/"Latitude","Longitude","Amplitude Ratio", \
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|
339 |
"Correlation Coef","M score","Combined Score"/)
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|
340 |
nCase_sta = dimsizes(case_sta )
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|
341 |
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|
342 |
; row for station table
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|
343 |
var_sta = sta(ind_z)
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|
344 |
nVar_sta = dimsizes(var_sta)
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|
345 |
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|
346 |
; arrays to be passed to diagram.
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|
347 |
case_value_sta = new ((/nCase_sta, nVar_sta/),float )
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|
348 |
|
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|
349 |
case_value_sta(0,:) = (/lat(ind_z)/)
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|
350 |
case_value_sta(1,:) = (/lon(ind_z)/)
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|
351 |
case_value_sta(2,:) = (/amp_ratio_sta/)
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|
352 |
case_value_sta(3,:) = (/ccr_sta/)
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|
353 |
case_value_sta(4,:) = (/M_sta/)
|
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|
354 |
case_value_sta(5,:) = (/score_sta/)
|
forrest@0
|
355 |
|
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|
356 |
;**************************************************
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|
357 |
; plot station table
|
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|
358 |
;**************************************************
|
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|
359 |
tt_opt = True
|
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|
360 |
tt_opt@pltType= "png" ; "eps" [default], "pdf", "ps"
|
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|
361 |
; "png", "gif" [if you have ImageMajik 'convert']
|
forrest@0
|
362 |
|
forrest@0
|
363 |
tt_opt@tableTitle = "Zone "+ zone
|
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|
364 |
plot_name = "table_sta." + zone
|
forrest@0
|
365 |
|
forrest@0
|
366 |
metrics_table(plot_name, var_sta, case_sta , case_value_sta, tt_opt)
|
forrest@0
|
367 |
|
forrest@0
|
368 |
delete (ind_z)
|
forrest@0
|
369 |
delete (amp_model)
|
forrest@0
|
370 |
delete (amp_ob)
|
forrest@0
|
371 |
delete (amp_ratio_sta)
|
forrest@0
|
372 |
delete (ccr_sta)
|
forrest@0
|
373 |
delete (M_sta)
|
forrest@0
|
374 |
delete (score_sta)
|
forrest@0
|
375 |
delete (var_sta)
|
forrest@0
|
376 |
delete (case_value_sta)
|
forrest@0
|
377 |
end do
|
forrest@0
|
378 |
;**************************************************
|
forrest@0
|
379 |
; plot zone table
|
forrest@0
|
380 |
;**************************************************
|
forrest@0
|
381 |
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)
|
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|
382 |
case_value_zone(1,4) = 0.
|
forrest@0
|
383 |
case_value_zone(2,4) = 0.
|
forrest@0
|
384 |
case_value_zone(3,4) = 0.
|
forrest@0
|
385 |
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
|
386 |
|
forrest@0
|
387 |
tt_opt = True
|
forrest@0
|
388 |
tt_opt@pltType= "png" ; "eps" [default], "pdf", "ps"
|
forrest@0
|
389 |
; "png", "gif" [if you have ImageMajik 'convert']
|
forrest@0
|
390 |
|
forrest@0
|
391 |
tt_opt@tableTitle = "Zone"
|
forrest@0
|
392 |
plot_name = "table_zone"
|
forrest@0
|
393 |
|
forrest@0
|
394 |
metrics_table(plot_name, var_zone, case_zone , case_value_zone, tt_opt)
|
forrest@0
|
395 |
|
forrest@0
|
396 |
end
|