def test_vector(self):
self.assertEqual([2,3,4,5], Common.parseNumbers("2:5"))
self.assertEqual([], Common.parseNumbers("2:1"))
with self.assertRaises(SystemExit):
self.assertEqual([2], Common.parseNumbers("2:test"))
def test_date(self):
self.assertEqual([20141230,20141231,20150101,20150102,20150103], Common.parseNumbers("20141230:20150103", True))
self.assertEqual([20141230,20150101,20150103], Common.parseNumbers("20141230:2:20150104", True))
def test_simple(self):
self.assertEqual([2], Common.parseNumbers("2"))
with self.assertRaises(SystemExit):
Common.parseNumbers("test")
def test_mix(self):
self.assertEqual([3,4,3,2,3,4,5], Common.parseNumbers("3:4,3,2:5"))
with self.assertRaises(SystemExit):
Common.parseNumbers("2,5:8,3,test")
Common.parseNumbers("2,5:8,test,5")
Common.parseNumbers("2,5:test,3,5")
Common.parseNumbers("2,5:test,3,5")
Common.parseNumbers("2,test:8,3,5")
Common.parseNumbers("test,5:8,3,5")
def test_comma(self):
self.assertEqual([2,5], Common.parseNumbers("2,5"))
self.assertEqual([3,3], Common.parseNumbers("3,3"))
with self.assertRaises(SystemExit):
Common.parseNumbers("test")
def test_vectorInc(self):
self.assertEqual([2,5,8], Common.parseNumbers("2:3:8"))
self.assertEqual([2,5], Common.parseNumbers("2:3:7"))
self.assertEqual([], Common.parseNumbers("2:-1:7"))
self.assertEqual([2,1,0], Common.parseNumbers("2:-1:0"))
self.assertEqual([8,5,2], Common.parseNumbers("8:-3:0"))
with self.assertRaises(SystemExit):
Common.parseNumbers("2:3:test")
Common.parseNumbers("test:3:5")
Common.parseNumbers("2:test:5")
def run(argv):
############
# Defaults #
############
ifiles = list()
ofile = None
metric = None
locations = None
latlonRange = None
training = 0
thresholds = None
dates = None
climFile = None
climType = "subtract"
leg = None
ylabel = None
xlabel = None
title = None
offsets = None
xdim = None
sdim = None
figSize = None
dpi = 100
showText = False
showMap = False
noMargin = False
binType = None
markerSize = None
lineWidth = None
tickFontSize = None
labFontSize = None
legFontSize = None
type = "plot"
XRotation = None
MajorLength = None
MinorLength = None
MajorWidth = None
Bottom = None
Top = None
Right = None
Left = None
Pad = None
showPerfect = None
cType = "mean"
doHist = False
doSort = False
doAcc = False
xlim = None
ylim = None
clim = None
version = None
# Read command line arguments
i = 1
while (i < len(argv)):
arg = argv[i]
if (arg[0] == '-'):
# Process option
if (arg == "-nomargin"):
noMargin = True
elif (arg == "--version"):
version = True
elif (arg == "-sp"):
showPerfect = True
elif (arg == "-hist"):
doHist = True
elif (arg == "-acc"):
doAcc = True
elif (arg == "-sort"):
doSort = True
else:
if (arg == "-f"):
ofile = argv[i + 1]
elif (arg == "-l"):
locations = Common.parseNumbers(argv[i + 1])
elif (arg == "-llrange"):
latlonRange = Common.parseNumbers(argv[i + 1])
elif (arg == "-t"):
training = int(argv[i + 1])
elif (arg == "-x"):
xdim = argv[i + 1]
elif (arg == "-o"):
offsets = Common.parseNumbers(argv[i + 1])
elif (arg == "-leg"):
leg = unicode(argv[i + 1], 'utf8')
elif (arg == "-ylabel"):
ylabel = unicode(argv[i + 1], 'utf8')
elif (arg == "-xlabel"):
xlabel = unicode(argv[i + 1], 'utf8')
elif (arg == "-title"):
title = unicode(argv[i + 1], 'utf8')
elif (arg == "-b"):
binType = argv[i + 1]
elif (arg == "-type"):
type = argv[i + 1]
elif (arg == "-fs"):
figSize = argv[i + 1]
elif (arg == "-dpi"):
dpi = int(argv[i + 1])
elif (arg == "-d"):
# Either format is ok:
# -d 20150101 20150103
# -d 20150101:20150103
if (i + 2 < len(argv) and argv[i + 2].isdigit()):
dates = Common.parseNumbers(
"%s:%s" % (argv[i + 1], argv[i + 2]), True)
i = i + 1
else:
dates = Common.parseNumbers(argv[i + 1], True)
elif (arg == "-c"):
climFile = argv[i + 1]
climType = "subtract"
elif (arg == "-C"):
climFile = argv[i + 1]
climType = "divide"
elif (arg == "-xlim"):
xlim = Common.parseNumbers(argv[i + 1])
elif (arg == "-ylim"):
ylim = Common.parseNumbers(argv[i + 1])
elif (arg == "-clim"):
clim = Common.parseNumbers(argv[i + 1])
elif (arg == "-s"):
sdim = argv[i + 1]
elif (arg == "-ct"):
cType = argv[i + 1]
elif (arg == "-r"):
thresholds = Common.parseNumbers(argv[i + 1])
elif (arg == "-ms"):
markerSize = float(argv[i + 1])
elif (arg == "-lw"):
lineWidth = float(argv[i + 1])
elif (arg == "-tickfs"):
tickFontSize = float(argv[i + 1])
elif (arg == "-labfs"):
labFontSize = float(argv[i + 1])
elif (arg == "-legfs"):
legFontSize = float(argv[i + 1])
elif (arg == "-xrot"):
XRotation = float(argv[i + 1])
elif (arg == "-majlth"):
MajorLength = float(argv[i + 1])
elif (arg == "-minlth"):
MinorLength = float(argv[i + 1])
elif (arg == "-majwid"):
MajorWidth = float(argv[i + 1])
elif (arg == "-bot"):
Bottom = float(argv[i + 1])
elif (arg == "-top"):
Top = float(argv[i + 1])
elif (arg == "-right"):
Right = float(argv[i + 1])
elif (arg == "-left"):
Left = float(argv[i + 1])
elif (arg == "-pad"):
Pad = argv[i + 1]
elif (arg == "-m"):
metric = argv[i + 1]
else:
Common.error("Flag '" + argv[i] + "' not recognized")
i = i + 1
else:
ifiles.append(argv[i])
i = i + 1
if (version):
print "Version: " + Version.__version__
return
# Deal with legend entries
if (leg != None):
leg = leg.split(',')
for i in range(0, len(leg)):
leg[i] = leg[i].replace('_', ' ')
if (latlonRange != None and len(latlonRange) != 4):
Common.error("-llRange <values> must have exactly 4 values")
if (len(ifiles) > 0):
data = Data.Data(ifiles,
clim=climFile,
climType=climType,
dates=dates,
offsets=offsets,
locations=locations,
latlonRange=latlonRange,
training=training)
else:
data = None
if (len(argv) == 1 or len(ifiles) == 0 or metric == None):
showDescription(data)
return
if (figSize != None):
figSize = figSize.split(',')
if (len(figSize) != 2):
print "-fs figSize must be in the form: width,height"
sys.exit(1)
m = None
# Handle special plots
if (doHist):
pl = Output.Hist(metric)
elif (doSort):
pl = Output.Sort(metric)
elif (metric == "pithist"):
m = Metric.Pit("pit")
pl = Output.PitHist(m)
elif (metric == "obsfcst"):
pl = Output.ObsFcst()
elif (metric == "timeseries"):
pl = Output.TimeSeries()
elif (metric == "qq"):
pl = Output.QQ()
elif (metric == "cond"):
pl = Output.Cond()
elif (metric == "against"):
pl = Output.Against()
elif (metric == "count"):
pl = Output.Count()
elif (metric == "scatter"):
pl = Output.Scatter()
elif (metric == "change"):
pl = Output.Change()
elif (metric == "spreadskill"):
pl = Output.SpreadSkill()
elif (metric == "taylor"):
pl = Output.Taylor()
elif (metric == "error"):
pl = Output.Error()
elif (metric == "freq"):
pl = Output.Freq()
elif (metric == "droc"):
pl = Output.DRoc()
elif (metric == "droc0"):
pl = Output.DRoc0()
elif (metric == "drocnorm"):
pl = Output.DRocNorm()
elif (metric == "reliability"):
pl = Output.Reliability()
elif (metric == "invreliability"):
pl = Output.InvReliability()
elif (metric == "igncontrib"):
pl = Output.IgnContrib()
elif (metric == "marginal"):
pl = Output.Marginal()
else:
# Standard plots
'''
# Attempt at automating
metrics = Metric.getAllMetrics()
m = None
for mm in metrics:
if(metric == mm[0].lower() and mm[1].isStandard()):
m = mm[1]()
break
if(m == None):
m = Metric.Default(metric)
'''
# Determine metric
if (metric == "rmse"):
m = Metric.Rmse()
elif (metric == "obs"):
m = Metric.Obs()
elif (metric == "fcst"):
m = Metric.Fcst()
elif (metric == "rmsf"):
m = Metric.Rmsf()
elif (metric == "crmse"):
m = Metric.Crmse()
elif (metric == "cmae"):
m = Metric.Cmae()
elif (metric == "dmb"):
m = Metric.Dmb()
elif (metric == "num"):
m = Metric.Num()
elif (metric == "corr"):
m = Metric.Corr()
elif (metric == "rankcorr"):
m = Metric.RankCorr()
elif (metric == "kendallcorr"):
m = Metric.KendallCorr()
elif (metric == "bias"):
m = Metric.Bias()
elif (metric == "ef"):
m = Metric.Ef()
elif (metric == "stderror"):
m = Metric.StdError()
elif (metric == "mae"):
m = Metric.Mae()
# Contingency metrics
elif (metric == "ets"):
m = Metric.Ets()
elif (metric == "threat"):
m = Metric.Threat()
elif (metric == "pc"):
m = Metric.Pc()
elif (metric == "diff"):
m = Metric.Diff()
elif (metric == "edi"):
m = Metric.Edi()
elif (metric == "sedi"):
m = Metric.Sedi()
elif (metric == "eds"):
m = Metric.Eds()
elif (metric == "seds"):
m = Metric.Seds()
elif (metric == "biasfreq"):
m = Metric.BiasFreq()
elif (metric == "hss"):
m = Metric.Hss()
elif (metric == "baserate"):
m = Metric.BaseRate()
elif (metric == "yulesq"):
m = Metric.YulesQ()
elif (metric == "or"):
m = Metric.Or()
elif (metric == "lor"):
m = Metric.Lor()
elif (metric == "yulesq"):
m = Metric.YulesQ()
elif (metric == "kss"):
m = Metric.Kss()
elif (metric == "hit"):
m = Metric.Hit()
elif (metric == "miss"):
m = Metric.Miss()
elif (metric == "fa"):
m = Metric.Fa()
elif (metric == "far"):
m = Metric.Far()
# Other threshold
elif (metric == "bs"):
m = Metric.Bs()
elif (metric == "bss"):
m = Metric.Bss()
elif (metric == "bsrel"):
m = Metric.BsRel()
elif (metric == "bsunc"):
m = Metric.BsUnc()
elif (metric == "bsres"):
m = Metric.BsRes()
elif (metric == "ign0"):
m = Metric.Ign0()
elif (metric == "spherical"):
m = Metric.Spherical()
elif (metric == "within"):
m = Metric.Within()
# Probabilistic
elif (metric == "pit"):
m = Metric.Mean(Metric.Pit())
elif (metric == "pitdev"):
m = Metric.PitDev()
elif (metric == "marginalratio"):
m = Metric.MarginalRatio()
# Default
else:
m = Metric.Mean(Metric.Default(metric))
m.setAggregator(cType)
# Output type
if (type == "plot" or type == "text" or type == "map"
or type == "maprank"):
pl = Output.Default(m)
pl.setShowAcc(doAcc)
else:
Common.error("Type not understood")
# Rest dimension of '-x' is not allowed
if (xdim != None and not pl.supportsX()):
Common.warning(metric + " does not support -x. Ignoring it.")
xdim = None
# Reset dimension if 'threshold' is not allowed
if (xdim == "threshold"
and ((not pl.supportsThreshold()) or (not m.supportsThreshold()))):
Common.warning(metric +
" does not support '-x threshold'. Ignoring it.")
thresholds = None
xdim = None
# Create thresholds if needed
if ((thresholds == None) and (pl.requiresThresholds() or
(m != None and m.requiresThresholds()))):
data.setAxis("none")
obs = data.getScores("obs")[0]
fcst = data.getScores("fcst")[0]
smin = min(min(obs), min(fcst))
smax = max(max(obs), max(fcst))
thresholds = np.linspace(smin, smax, 10)
Common.warning(
"Missing '-r <thresholds>'. Automatically setting thresholds.")
# Set plot parameters
if (markerSize != None):
pl.setMarkerSize(markerSize)
if (lineWidth != None):
pl.setLineWidth(lineWidth)
if (labFontSize != None):
pl.setLabFontSize(labFontSize)
if (legFontSize != None):
pl.setLegFontSize(legFontSize)
if (tickFontSize != None):
pl.setTickFontSize(tickFontSize)
if (XRotation != None):
pl.setXRotation(XRotation)
if (MajorLength != None):
pl.setMajorLength(MajorLength)
if (MinorLength != None):
pl.setMinorLength(MinorLength)
if (MajorWidth != None):
pl.setMajorWidth(MajorWidth)
if (Bottom != None):
pl.setBottom(Bottom)
if (Top != None):
pl.setTop(Top)
if (Right != None):
pl.setRight(Right)
if (Left != None):
pl.setLeft(Left)
if (Pad != None):
pl.setPad(None)
if (binType != None):
pl.setBinType(binType)
if (showPerfect != None):
pl.setShowPerfect(showPerfect)
if (xlim != None):
pl.setXLim(xlim)
if (ylim != None):
pl.setYLim(ylim)
if (clim != None):
pl.setCLim(clim)
pl.setFilename(ofile)
pl.setThresholds(thresholds)
pl.setLegend(leg)
pl.setFigsize(figSize)
pl.setDpi(dpi)
pl.setAxis(xdim)
pl.setShowMargin(not noMargin)
pl.setYlabel(ylabel)
pl.setXlabel(xlabel)
pl.setTitle(title)
if (type == "text"):
pl.text(data)
elif (type == "map"):
pl.map(data)
elif (type == "maprank"):
pl.setShowRank(True)
pl.map(data)
else:
pl.plot(data)
def run(argv):
############
# Defaults #
############
ifiles = list()
ofile = None
metric = None
locations = None
latlonRange = None
training = 0
thresholds = None
dates = None
climFile = None
climType = "subtract"
leg = None
ylabel = None
xlabel = None
title = None
offsets = None
xdim = None
sdim = None
figSize = None
dpi = 100
showText = False
showMap = False
noMargin = False
binType = None
markerSize = None
lineWidth = None
tickFontSize = None
labFontSize = None
legFontSize = None
type = "plot"
XRotation = None
MajorLength = None
MinorLength = None
MajorWidth = None
Bottom = None
Top = None
Right = None
Left = None
Pad = None
showPerfect = None
cType = "mean"
doHist = False
doSort = False
doAcc = False
xlim = None
ylim = None
clim = None
version = None
# Read command line arguments
i = 1
while(i < len(argv)):
arg = argv[i]
if(arg[0] == '-'):
# Process option
if(arg == "-nomargin"):
noMargin = True
elif(arg == "--version"):
version = True
elif(arg == "-sp"):
showPerfect = True
elif(arg == "-hist"):
doHist = True
elif(arg == "-acc"):
doAcc = True
elif(arg == "-sort"):
doSort = True
else:
if(arg == "-f"):
ofile = argv[i+1]
elif(arg == "-l"):
locations = Common.parseNumbers(argv[i+1])
elif(arg == "-llrange"):
latlonRange = Common.parseNumbers(argv[i+1])
elif(arg == "-t"):
training = int(argv[i+1])
elif(arg == "-x"):
xdim = argv[i+1]
elif(arg == "-o"):
offsets = Common.parseNumbers(argv[i+1])
elif(arg == "-leg"):
leg = unicode(argv[i+1], 'utf8')
elif(arg == "-ylabel"):
ylabel = unicode(argv[i+1], 'utf8')
elif(arg == "-xlabel"):
xlabel = unicode(argv[i+1], 'utf8')
elif(arg == "-title"):
title = unicode(argv[i+1], 'utf8')
elif(arg == "-b"):
binType = argv[i+1]
elif(arg == "-type"):
type = argv[i+1]
elif(arg == "-fs"):
figSize = argv[i+1]
elif(arg == "-dpi"):
dpi = int(argv[i+1])
elif(arg == "-d"):
# Either format is ok:
# -d 20150101 20150103
# -d 20150101:20150103
if(i+2 < len(argv) and argv[i+2].isdigit()):
dates = Common.parseNumbers("%s:%s" %(argv[i+1],argv[i+2]), True)
i = i + 1
else:
dates = Common.parseNumbers(argv[i+1], True)
elif(arg == "-c"):
climFile = argv[i+1]
climType = "subtract"
elif(arg == "-C"):
climFile = argv[i+1]
climType = "divide"
elif(arg == "-xlim"):
xlim = Common.parseNumbers(argv[i+1])
elif(arg == "-ylim"):
ylim = Common.parseNumbers(argv[i+1])
elif(arg == "-clim"):
clim = Common.parseNumbers(argv[i+1])
elif(arg == "-s"):
sdim = argv[i+1]
elif(arg == "-ct"):
cType = argv[i+1]
elif(arg == "-r"):
thresholds = Common.parseNumbers(argv[i+1])
elif(arg == "-ms"):
markerSize = float(argv[i+1])
elif(arg == "-lw"):
lineWidth = float(argv[i+1])
elif(arg == "-tickfs"):
tickFontSize = float(argv[i+1])
elif(arg == "-labfs"):
labFontSize = float(argv[i+1])
elif(arg == "-legfs"):
legFontSize = float(argv[i+1])
elif(arg == "-xrot"):
XRotation = float(argv[i+1])
elif(arg == "-majlth"):
MajorLength = float(argv[i+1])
elif(arg == "-minlth"):
MinorLength = float(argv[i+1])
elif(arg == "-majwid"):
MajorWidth = float(argv[i+1])
elif(arg == "-bot"):
Bottom = float(argv[i+1])
elif(arg == "-top"):
Top = float(argv[i+1])
elif(arg == "-right"):
Right = float(argv[i+1])
elif(arg == "-left"):
Left = float(argv[i+1])
elif(arg == "-pad"):
Pad = argv[i+1]
elif(arg == "-m"):
metric = argv[i+1]
else:
Common.error("Flag '" + argv[i] + "' not recognized")
i = i + 1
else:
ifiles.append(argv[i])
i = i + 1
if(version):
print "Version: " + Version.__version__
return
# Deal with legend entries
if(leg is not None):
leg = leg.split(',')
for i in range(0,len(leg)):
leg[i] = leg[i].replace('_', ' ')
if(latlonRange is not None and len(latlonRange) != 4):
Common.error("-llRange <values> must have exactly 4 values")
if(len(ifiles) > 0):
data = Data.Data(ifiles, clim=climFile, climType=climType, dates=dates, offsets=offsets,
locations=locations, latlonRange=latlonRange, training=training)
else:
data = None
if(len(argv) == 1 or len(ifiles) == 0 or metric is None):
showDescription(data)
return
if(figSize is not None):
figSize = figSize.split(',')
if(len(figSize) != 2):
print "-fs figSize must be in the form: width,height"
sys.exit(1)
m = None
# Handle special plots
if(doHist):
pl = Output.Hist(metric)
elif(doSort):
pl = Output.Sort(metric)
elif(metric == "pithist"):
m = Metric.Pit("pit")
pl = Output.PitHist(m)
elif(metric == "obsfcst"):
pl = Output.ObsFcst()
elif(metric == "timeseries"):
pl = Output.TimeSeries()
elif(metric == "qq"):
pl = Output.QQ()
elif(metric == "cond"):
pl = Output.Cond()
elif(metric == "against"):
pl = Output.Against()
elif(metric == "count"):
pl = Output.Count()
elif(metric == "scatter"):
pl = Output.Scatter()
elif(metric == "change"):
pl = Output.Change()
elif(metric == "spreadskill"):
pl = Output.SpreadSkill()
elif(metric == "taylor"):
pl = Output.Taylor()
elif(metric == "error"):
pl = Output.Error()
elif(metric == "freq"):
pl = Output.Freq()
elif(metric == "droc"):
pl = Output.DRoc()
elif(metric == "droc0"):
pl = Output.DRoc0()
elif(metric == "drocnorm"):
pl = Output.DRocNorm()
elif(metric == "reliability"):
pl = Output.Reliability()
elif(metric == "invreliability"):
pl = Output.InvReliability()
elif(metric == "igncontrib"):
pl = Output.IgnContrib()
elif(metric == "marginal"):
pl = Output.Marginal()
else:
# Standard plots
'''
# Attempt at automating
metrics = Metric.getAllMetrics()
m = None
for mm in metrics:
if(metric == mm[0].lower() and mm[1].isStandard()):
m = mm[1]()
break
if(m is None):
m = Metric.Default(metric)
'''
# Determine metric
if(metric == "rmse"):
m = Metric.Rmse()
elif(metric == "obs"):
m = Metric.Obs()
elif(metric == "fcst"):
m = Metric.Fcst()
elif(metric == "rmsf"):
m = Metric.Rmsf()
elif(metric == "crmse"):
m = Metric.Crmse()
elif(metric == "cmae"):
m = Metric.Cmae()
elif(metric == "dmb"):
m = Metric.Dmb()
elif(metric == "num"):
m = Metric.Num()
elif(metric == "corr"):
m = Metric.Corr()
elif(metric == "rankcorr"):
m = Metric.RankCorr()
elif(metric == "kendallcorr"):
m = Metric.KendallCorr()
elif(metric == "bias"):
m = Metric.Bias()
elif(metric == "ef"):
m = Metric.Ef()
elif(metric == "stderror"):
m = Metric.StdError()
elif(metric == "mae"):
m = Metric.Mae()
# Contingency metrics
elif(metric == "ets"):
m = Metric.Ets()
elif(metric == "threat"):
m = Metric.Threat()
elif(metric == "pc"):
m = Metric.Pc()
elif(metric == "diff"):
m = Metric.Diff()
elif(metric == "edi"):
m = Metric.Edi()
elif(metric == "sedi"):
m = Metric.Sedi()
elif(metric == "eds"):
m = Metric.Eds()
elif(metric == "seds"):
m = Metric.Seds()
elif(metric == "biasfreq"):
m = Metric.BiasFreq()
elif(metric == "hss"):
m = Metric.Hss()
elif(metric == "baserate"):
m = Metric.BaseRate()
elif(metric == "yulesq"):
m = Metric.YulesQ()
elif(metric == "or"):
m = Metric.Or()
elif(metric == "lor"):
m = Metric.Lor()
elif(metric == "yulesq"):
m = Metric.YulesQ()
elif(metric == "kss"):
m = Metric.Kss()
elif(metric == "hit"):
m = Metric.Hit()
elif(metric == "miss"):
m = Metric.Miss()
elif(metric == "fa"):
m = Metric.Fa()
elif(metric == "far"):
m = Metric.Far()
# Other threshold
elif(metric == "bs"):
m = Metric.Bs()
elif(metric == "bss"):
m = Metric.Bss()
elif(metric == "bsrel"):
m = Metric.BsRel()
elif(metric == "bsunc"):
m = Metric.BsUnc()
elif(metric == "bsres"):
m = Metric.BsRes()
elif(metric == "ign0"):
m = Metric.Ign0()
elif(metric == "spherical"):
m = Metric.Spherical()
elif(metric == "within"):
m = Metric.Within()
# Probabilistic
elif(metric == "pit"):
m = Metric.Mean(Metric.Pit())
elif(metric == "pitdev"):
m = Metric.PitDev()
elif(metric == "marginalratio"):
m = Metric.MarginalRatio()
# Default
else:
m = Metric.Mean(Metric.Default(metric))
m.setAggregator(cType)
# Output type
if(type == "plot" or type == "text" or type == "map" or type == "maprank"):
pl = Output.Default(m)
pl.setShowAcc(doAcc)
else:
Common.error("Type not understood")
# Rest dimension of '-x' is not allowed
if(xdim is not None and not pl.supportsX()):
Common.warning(metric + " does not support -x. Ignoring it.")
xdim = None
# Reset dimension if 'threshold' is not allowed
if(xdim == "threshold" and ((not pl.supportsThreshold()) or (not m.supportsThreshold()))):
Common.warning(metric + " does not support '-x threshold'. Ignoring it.")
thresholds = None
xdim = None
# Create thresholds if needed
if((thresholds is None) and (pl.requiresThresholds() or (m is not None and m.requiresThresholds()))):
data.setAxis("none")
obs = data.getScores("obs")[0]
fcst = data.getScores("fcst")[0]
smin = min(min(obs), min(fcst))
smax = max(max(obs), max(fcst))
thresholds = np.linspace(smin,smax,10)
Common.warning("Missing '-r <thresholds>'. Automatically setting thresholds.")
# Set plot parameters
if(markerSize is not None):
pl.setMarkerSize(markerSize)
if(lineWidth is not None):
pl.setLineWidth(lineWidth)
if(labFontSize is not None):
pl.setLabFontSize(labFontSize)
if(legFontSize is not None):
pl.setLegFontSize(legFontSize)
if(tickFontSize is not None):
pl.setTickFontSize(tickFontSize)
if(XRotation is not None):
pl.setXRotation(XRotation)
if(MajorLength is not None):
pl.setMajorLength(MajorLength)
if(MinorLength is not None):
pl.setMinorLength(MinorLength)
if(MajorWidth is not None):
pl.setMajorWidth(MajorWidth)
if(Bottom is not None):
pl.setBottom(Bottom)
if(Top is not None):
pl.setTop(Top)
if(Right is not None):
pl.setRight(Right)
if(Left is not None):
pl.setLeft(Left)
if(Pad is not None):
pl.setPad(None)
if(binType is not None):
pl.setBinType(binType)
if(showPerfect is not None):
pl.setShowPerfect(showPerfect)
if(xlim is not None):
pl.setXLim(xlim)
if(ylim is not None):
pl.setYLim(ylim)
if(clim is not None):
pl.setCLim(clim)
pl.setFilename(ofile)
pl.setThresholds(thresholds)
pl.setLegend(leg)
pl.setFigsize(figSize)
pl.setDpi(dpi)
pl.setAxis(xdim)
pl.setShowMargin(not noMargin)
pl.setYlabel(ylabel)
pl.setXlabel(xlabel)
pl.setTitle(title)
if(type == "text"):
pl.text(data)
elif(type == "map"):
pl.map(data)
elif(type == "maprank"):
pl.setShowRank(True)
pl.map(data)
else:
pl.plot(data)
