def havesamebins(hist1, hist2, **kwargs):
"""Compare bins of x axes between two TH1 or TGraph objects."""
verbosity = LOG.getverbosity(kwargs)
errorX = kwargs.get('errorX', gStyle.GetErrorX())
if isinstance(hist1, TH1) and isinstance(hist2, TH1):
if hist1.GetXaxis().IsVariableBinSize() or hist2.GetXaxis(
).IsVariableBinSize():
xbins1 = hist1.GetXaxis().GetXbins()
xbins2 = hist2.GetXaxis().GetXbins()
if xbins1.GetSize() != xbins2.GetSize():
return False
for i in xrange(xbins1.GetSize()):
#print xbins1[i]
if xbins1[i] != xbins2[i]:
return False
return True
else:
return hist1.GetXaxis().GetXmin()==hist2.GetXaxis().GetXmin() and\
hist1.GetXaxis().GetXmax()==hist2.GetXaxis().GetXmax() and\
hist1.GetXaxis().GetNbins()==hist2.GetXaxis().GetNbins()
else: # one is TGraph ?
bins1 = getbinedges(hist1)
bins2 = getbinedges(hist2)
if bins1 != bins2 and errorX <= 0: # only look at bin center
bins1 = [(a + b) / 2 for a, b in bins1]
bins2 = [(a + b) / 2 for a, b in bins2]
if bins1 != bins2:
print "bins1 =", bins1
print "bins2 =", bins2
return bins1 == bins2
def getgraphratio(graphnum,histden,**kwargs):
"""Make the ratio of a TGraph with a TH1 object on a bin-by-bin basis."""
verbosity = LOG.getverbosity(kwargs)
hname = "ratio_%s-%s"%(graphnum.GetName() or 'graph',histden.GetName())
hname = kwargs.get('name', hname )
tag = kwargs.get('tag', "" )
eval = kwargs.get('eval', False ) # use interpolation
yinf = kwargs.get('yinf', 1e12 ) # if denominator is 0
zero = kwargs.get('zero', True ) # ratio=1 if both num and den bins are zero
errorX = kwargs.get('errorX', gStyle.GetErrorX() ) # horizontal error bars
#color = kwargs.get('color', None )
nbins = histden.GetXaxis().GetNbins()
if tag:
hname += tag
rgraph = graphnum.__class__()
rgraph.SetName(hname)
copystyle(rgraph,graphnum)
xpoints = list(graphnum.GetX())
ypoints = list(graphnum.GetY())
ir = 0 # index ratio graph
LOG.verb("getgraphratio: Making ratio of %s w.r.t. %s"%(graphnum,histden),verbosity,2)
TAB = LOG.table("%4s %9s %9s %4s %9s %9s %4s %8s %-14s",
"%4d %9.5g %9.2f %4d %9.5g %9.2f %4d %8.2f +%5.2f -%5.2f",verb=verbosity,level=3)
TAB.printheader("ig","xval","yval","ibin","xval","yden","ig","ratio","error")
if isinstance(histden,TH1):
for ibin in range(0,nbins+2):
xval = histden.GetXaxis().GetBinCenter(ibin)
xerr = histden.GetXaxis().GetBinWidth(ibin)/2 if errorX else 0
yden = histden.GetBinContent(ibin)
ig = -1
if eval:
ynum = graphnum.Eval(xval)
elif xval in xpoints: # assume points coincide with histogram bin centers
ig = xpoints.index(xval)
ynum = ypoints[ig]
else:
continue
yerrupp = graphnum.GetErrorYhigh(ig) # -1 if graphnum is not TGraph(Asymm)Errors
yerrlow = graphnum.GetErrorYlow(ig) # -1 if graphnum is not TGraph(Asymm)Errors
ratio = 0.0
rerrupp = 0.0
rerrlow = 0.0
if yden!=0:
ratio = ynum/yden
rerrupp = yerrupp/yden
rerrlow = yerrlow/yden
elif zero:
ratio = 1.0 if ynum==0 else yinf if ynum>0 else -yinf
rgraph.SetPoint(ir,xval,ratio)
if isinstance(rgraph,TGraphErrors):
rgraph.SetPointError(ir,xerr,max(rerrupp,rerrlow))
elif isinstance(rgraph,TGraphAsymmErrors):
rgraph.SetPointError(ir,xerr,xerr,rerrlow,rerrupp)
TAB.printrow(ig,xval,ynum,ibin,xval,yden,ir,ratio,rerrupp,rerrlow)
ir += 1
else:
LOG.throw(IOError,"getgraphratio: Ratio between %s and %s not implemented..."%(graphnum,histden))
return rgraph
def gethistratio(histnum,histden,**kwargs):
"""Make the ratio of two TH1 histograms."""
verbosity = LOG.getverbosity(kwargs)
hname = "ratio_%s-%s"%(histnum.GetName(),histden.GetName())
hname = kwargs.get('name', hname )
tag = kwargs.get('tag', "" )
yinf = kwargs.get('yinf', 1e12 ) # if denominator is 0
zero = kwargs.get('zero', True ) # ratio=1 if both num and den bins are zero
errorX = kwargs.get('errorX', gStyle.GetErrorX() ) # horizontal error bars
if tag:
hname += tag
if isinstance(histden,THStack):
histden = histden.GetStack().Last() # should already have correct bin content and error
if isinstance(histnum,THStack):
histnum = histnum.GetStack().Last()
rhist = histnum.Clone(hname)
nbins = rhist.GetNcells() # GetNcells = GetNbinsX for TH1
LOG.verb("gethistratio: Making ratio of %s w.r.t. %s"%(histnum,histden),verbosity,2)
if havesamebins(histden,histnum,errorX=errorX): # sanity check binning is the same; works for TH1 and TH2
#rhist.Divide(histden)
TAB = LOG.table("%5d %9.3f %9.3f %9.3f %9.3f +- %7.3f",verb=verbosity,level=3)
TAB.printheader("ibin","xval","yden","ynum","ratio","error")
for ibin in xrange(0,nbins+2):
yden = histden.GetBinContent(ibin)
ynum = histnum.GetBinContent(ibin)
enum = histnum.GetBinError(ibin) #max(histnum.GetBinErrorLow(ibin),histnum.GetBinErrorUp(ibin))
ratio = 0.0
erat = 0.0
if yden!=0:
ratio = ynum/yden
erat = enum/yden
elif zero:
ratio = 1. if ynum==0 else yinf if ynum>0 else -yinf
TAB.printrow(ibin,rhist.GetXaxis().GetBinCenter(ibin),yden,ynum,ratio,erat)
rhist.SetBinContent(ibin,ratio)
rhist.SetBinError(ibin,erat)
else: # works only for TH1
LOG.warning("gethistratio: %r and %r do not have the same bins..."%(histnum,histden))
TAB = LOG.table("%5d %9.3f %9.3f %5d %9.3f %9.3f %5d %8.3f +- %7.3f",verb=verbosity,level=3)
TAB.printheader("iden","xval","yden","inum","xval","ynum","ratio","error")
for iden in range(0,nbins+2):
xval = histden.GetXaxis().GetBinCenter(iden)
yden = histden.GetBinContent(iden)
inum = histnum.GetXaxis().FindBin(xval)
ynum = histnum.GetBinContent(inum)
enum = histnum.GetBinError(inum) #max(histnum.GetBinErrorLow(inum),histnum.GetBinErrorUp(inum))
ratio = 0.0
erat = 0.0
if yden!=0:
ratio = ynum/yden
erat = enum/yden
elif zero:
ratio = 1.0 if ynum==0 else yinf if ynum>0 else -yinf
TAB.printheader(iden,xval,yden,inum,histnum.GetXaxis().GetBinCenter(inum),ynum,ratio,erat)
rhist.SetBinContent(iden,ratio)
rhist.SetBinError(iden,erat)
return rhist
def dividebybinsize(hist, **kwargs):
"""Divide each bin by its bin width. If a histogram has assymmetric errors (e.g. data with Poisson),
return a TGraphAsymmErrors instead."""
verbosity = LOG.getverbosity(kwargs)
LOG.verbose('dividebybinsize: "%s"' % (hist.GetName()), verbosity, 2)
zero = kwargs.get('zero', True) # include bins that are zero in TGraph
zeroerrs = kwargs.get('zeroerrs', True) # include errors for zero bins
errorX = kwargs.get('errorX', gStyle.GetErrorX()) # horizontal error bars
nbins = hist.GetXaxis().GetNbins()
TAB = LOG.table("%5s %8.6g %8.6g %10.3f %9.4f %8.4f %8.4f %10.4f",
verb=verbosity,
level=3)
TAB.printheader("ibin", "xval", "width", "yval", "yerr", "yupp", "ylow",
"yerr/width")
if hist.GetBinErrorOption(
) == TH1.kPoisson: # make asymmetric Poisson errors (like for data)
graph = TGraphAsymmErrors()
graph.SetName(hist.GetName() + "_graph")
graph.SetTitle(hist.GetTitle())
copystyle(graph, hist)
ip = 0 # skip zero bins if not zero
for ibin in xrange(1, nbins + 1):
xval = hist.GetXaxis().GetBinCenter(ibin)
width = hist.GetXaxis().GetBinWidth(ibin)
xerr = width / 2 if errorX else 0
yval = hist.GetBinContent(ibin)
yerr = hist.GetBinError(ibin)
yupp = hist.GetBinErrorUp(ibin)
ylow = hist.GetBinErrorLow(ibin)
TAB.printrow(ibin, xval, width, yval, yerr, yupp, ylow,
yval / width)
hist.SetBinContent(ibin, yval / width)
hist.SetBinError(ibin, yerr / width)
if yval != 0 or zero:
graph.SetPoint(ip, xval, yval / width)
if yval != 0 or zeroerrs:
graph.SetPointError(ip, xerr, xerr, ylow / width,
yupp / width)
else:
graph.SetPointError(ip, xerr, xerr, 0, 0)
ip += 1
return graph
else:
for ibin in xrange(0, nbins + 2):
xval = hist.GetXaxis().GetBinCenter(ibin)
width = hist.GetXaxis().GetBinWidth(ibin)
yval = hist.GetBinContent(ibin)
yerr = hist.GetBinError(ibin)
hist.SetBinContent(ibin, yval / width)
hist.SetBinError(ibin, yerr / width)
TAB.printrow(ibin, xval, width, yval,
yerr, hist.GetBinErrorUp(ibin),
hist.GetBinErrorLow(ibin), yval / width)
return hist
def drawlegend(self, position=None, **kwargs):
"""Create and draw legend.
Legend position can be controlled in several ways
drawlegend(position)
drawlegend(position=position)
where position is a string which can contain the horizontal position, e.g.
'left', 'center', 'right', 'L', 'C', 'R', 'x=0.3', ...
where 'x' is the position (between 0 an 1) of the left side in the frame.
The position string can also contain the vertical position as e.g.
'top', 'middle', 'bottom', 'T', 'M', 'B', 'y=0.3', ...
where 'y' is the position (between 0 an 1) of the top side in the frame.
Instead of the strings, the exact legend coordinates can be controlled with
the keywords x1, x2, y1 and y2, or, x1, y1, width and height:
drawlegend(x1=0.2,width=0.4)
drawlegend(x1=0.2,width=0.4,y1=0.9,height=0.4)
drawlegend(x1=0.2,x2=0.6,y1=0.9,y2=0.4)
These floats are normalized to the axis frame, ignoring the canvas margins:
x=0 is the left, x=1 is the right, y=0 is the bottom and y=1 is the top side.
Values less than 0, or larger than 1, will put the legend outside the frame.
"""
#if not ratio:
# tsize *= 0.80
# signaltsize *= 0.80
verbosity = LOG.getverbosity(self, kwargs)
hists = self.hists
errstyle = 'lep' if gStyle.GetErrorX() else 'ep'
entries = kwargs.get('entries', [])
bands = kwargs.get('band', [self.errband]) # error bands
bands = ensurelist(bands, nonzero=True)
bandentries = kwargs.get('bandentries', [])
title = kwargs.get('header', None)
title = kwargs.get('title', title) # legend header/title
latex = kwargs.get('latex',
True) # automatically format strings as LaTeX
style = kwargs.get('style', None)
style0 = kwargs.get('style0', None) # style of first histogram
errstyle = kwargs.get('errstyle', errstyle) # style for an error point
styles = kwargs.get('styles', [])
position = kwargs.get('pos', position) # legend position
position = kwargs.get('position', position) or self.position
option = kwargs.get('option', '')
border = kwargs.get('border', False)
transparent = kwargs.get('transparent', True)
x1_user = kwargs.get('x1', None) # legend left side
x2_user = kwargs.get('x2', None) # legend right side
y1_user = kwargs.get('y1', None) # legend top side
y2_user = kwargs.get('y2', None) # legend bottom side
width = kwargs.get('width', -1) # legend width
height = kwargs.get('height', -1) # legend height
tsize = kwargs.get('tsize', _lsize) # text size
twidth = kwargs.get('twidth',
None) or 1 # scalefactor for legend width
theight = kwargs.get('theight',
None) or 1 # scalefactor for legend height
texts = kwargs.get('text', []) # extra text below legend
ncols = kwargs.get('ncols',
self.ncols) or 1 # number of legend columns
colsep = kwargs.get('colsep',
0.06) # seperation between legend columns
bold = kwargs.get('bold', True) # bold legend header
panel = kwargs.get('panel', 1) # panel (top=1, bottom=2)
texts = ensurelist(texts, nonzero=True)
entries = ensurelist(entries, nonzero=False)
bandentries = ensurelist(bandentries, nonzero=True)
headerfont = 62 if bold else 42
# CHECK
LOG.insist(self.canvas, "Canvas does not exist!")
self.canvas.cd(panel)
scale = 485. / min(gPad.GetWh() * gPad.GetHNDC(),
gPad.GetWw() * gPad.GetWNDC())
tsize *= scale # text size
# ENTRIES
#if len(bandentries)==len(bands) and len(entries)>len(hists):
# for band, bandtitle in zip(band,bandentries):
# entries.insert(hists.index(band),bandtitle)
while len(entries) < len(hists):
entries.append(hists[len(entries)].GetTitle())
while len(bandentries) < len(bands):
bandentries.append(bands[len(bandentries)].GetTitle())
hists = hists + bands
entries = entries + bandentries
if latex:
title = maketitle(title)
entries = [maketitle(e) for e in entries]
texts = [maketitle(t) for t in texts]
maxlen = estimatelen([title] + entries + texts)
# STYLES
if style0:
styles[0] = style0
while len(styles) < len(hists):
hist = hists[len(styles)]
if hist in bands:
styles.append('f')
elif style != None:
styles.append(style)
elif hasattr(hist, 'GetFillStyle') and hist.GetFillStyle() > 0:
styles.append('f')
elif 'E0' in hist.GetOption() or 'E1' in hist.GetOption():
styles.append(errstyle)
else:
styles.append('lp')
# NUMBER of LINES
nlines = sum([1 + e.count('\n') for e in entries])
#else: nlines += 0.80
if texts: nlines += sum([1 + t.count('\n') for t in texts])
if ncols > 1: nlines /= float(ncols)
if title: nlines += 1 + title.count('\n')
# DIMENSIONS
if width < 0:
width = twidth * max(0.22, min(0.60, 0.036 + 0.016 * maxlen))
if height < 0: height = theight * 1.34 * tsize * nlines
if ncols > 1: width *= ncols / (1 - colsep)
x2 = 0.90
x1 = x2 - width
y1 = 0.92
y2 = y1 - height
# POSITION
if position == None:
position = ""
position = position.replace('left', 'L').replace(
'center', 'C').replace('right', 'R').replace( #.lower()
'top', 'T').replace('middle', 'M').replace('bottom', 'B')
if not any(c in position for c in 'TMBy'): # set default vertical
position += 'T'
if not any(c in position for c in 'LCRx'): # set default horizontal
position += 'RR' if ncols > 1 else 'R' # if title else 'L'
if 'C' in position:
if 'R' in position: center = 0.57
elif 'L' in position: center = 0.43
else: center = 0.50
x1 = center - width / 2
x2 = center + width / 2
elif 'LL' in position:
x1 = 0.03
x2 = x1 + width
elif 'L' in position:
x1 = 0.08
x2 = x1 + width
elif 'RR' in position:
x2 = 0.97
x1 = x2 - width
elif 'R' in position:
x2 = 0.92
x1 = x2 - width
elif 'x=' in position:
x1 = float(re.findall(r"x=(\d\.\d+)", position)[0])
x2 = x1 + width
if 'M' in position:
if 'T' in position: middle = 0.57
elif 'B' in position: middle = 0.43
else: middle = 0.50
y1 = middle - height / 2
y2 = middle + height / 2
elif 'TT' in position:
y2 = 0.97
y1 = y2 - height
elif 'T' in position:
y2 = 0.92
y1 = y2 - height
elif 'BB' in position:
y1 = 0.03
y2 = y1 + height
elif 'B' in position:
y1 = 0.08
y2 = y1 + height
elif 'y=' in position:
y2 = float(re.findall(r"y=(\d\.\d+)", position)[0])
y1 = y2 - height
if x1_user != None:
x1 = x1_user
x2 = x1 + width if x2_user == None else x2_user
if y1_user != None:
y1 = y1_user
y2 = y1 - height if y2_user == None else y2_user
L, R = gPad.GetLeftMargin(), gPad.GetRightMargin()
T, B = gPad.GetTopMargin(), gPad.GetBottomMargin()
X1, X2 = L + (1 - L - R) * x1, L + (
1 - L - R) * x2 # convert frame to canvas coordinates
Y1, Y2 = B + (1 - T - B) * y1, B + (
1 - T - B) * y2 # convert frame to canvas coordinates
legend = TLegend(X1, Y1, X2, Y2)
LOG.verb(
"Plot.drawlegend: position=%r, height=%.3f, width=%.3f, (x1,y1,x2,y2)=(%.2f,%.2f,%.2f,%.2f), (X1,Y1,X2,Y2)=(%.2f,%.2f,%.2f,%.2f)"
% (position, height, width, x1, y1, x2, y2, X1, Y1, X2, Y2),
verbosity, 1)
# MARGIN
if ncols >= 2:
margin = 0.090 / width
else:
margin = 0.044 / width
legend.SetMargin(margin)
# STYLE
if transparent: legend.SetFillStyle(0) # 0 = transparent
else: legend.SetFillColor(0)
legend.SetBorderSize(border)
legend.SetTextSize(tsize)
legend.SetTextFont(headerfont) # bold for title
if ncols > 1:
legend.SetNColumns(ncols)
legend.SetColumnSeparation(colsep)
# HEADER
if title:
legend.SetHeader(title)
legend.SetTextFont(42) # no bold for entries
# ENTRIES
if hists:
for hist1, entry1, style1 in columnize(zip(hists, entries, styles),
ncols):
for entry in entry1.split('\n'):
legend.AddEntry(hist1, entry, style1)
hist1, style1 = 0, ''
for line in texts:
legend.AddEntry(0, line, '')
if verbosity >= 2:
print ">>> Plot.drawlegend: title=%r, texts=%s, latex=%s" % (
title, texts, latex)
print ">>> Plot.drawlegend: hists=%s" % (hists)
print ">>> Plot.drawlegend: entries=%s" % (entries)
print ">>> Plot.drawlegend: styles=%s" % (styles)
print ">>> Plot.drawlegend: nlines=%s, len(hists)=%s, len(texts)=%s, ncols=%s, margin=%s" % (
nlines, len(hists), len(texts), ncols, margin)
legend.Draw(option)
self.legends.append(legend)
return legend
def __init__(self, histden, *histnums, **kwargs):
"""Make a ratio of two histograms bin by bin. Second hist may be a stack, to do data / MC stack."""
verbosity = LOG.getverbosity(kwargs)
self.ratios = []
self.errband = None
self.title = kwargs.get('title', "ratio")
self.line = kwargs.get('line', True)
self.drawzero = kwargs.get('drawzero',
True) # draw ratio of two zero bins as 1
self.garbage = []
errband = kwargs.get('errband',
None) # error band (e.g. stat. and/or sys. unc.)
option = kwargs.get('option', "")
denom = kwargs.get('denom',
None) # histogram as denominator (count from 1)
errorX = kwargs.get('errorX',
gStyle.GetErrorX()) # horizontal error bars
histnums = unwraplistargs(histnums)
# SETUP NUMERATOR/DENOMINATOR
if len(histnums) == 0:
LOG.warning("Ratio.init: No histogram to compare with!")
elif denom not in [0, 1, None]: # change denominator histogram
histnums.insert(0, histden)
if denom > 1:
denom = min(max(0, denom - 1), len(histnums) - 1)
elif abs(denom) > len(histnums):
denom = 0
histden = histnums[denom]
histnums.remove(histden)
if isinstance(histden, THStack):
histden = histden.GetStack().Last(
) # should have correct bin content and error
#elif isinstance(histden,TGraph):
# LOG.error("Ratio.init: TGraph not implemented")
#elif isinstance(histden,TProfile):
# histtemp = histden.ProjectionX(histden.GetName()+"_px",'E')
# copystyle(histtemp,histden)
# histden = histtemp
# self.garbage.append(histtemp)
LOG.verb(
"Ratio.init: denom=%s, histden=%s, histnums=%s, errband=%s" %
(denom, histden, histnums, errband), verbosity, 2)
# MAKE RATIOS
for i, histnum in enumerate(histnums):
tag = str(i)
if isinstance(histnum, TH1) or isinstance(histnum, THStack):
ratio = gethistratio(histnum,
histden,
tag=tag,
drawzero=self.drawzero,
errorX=errorX)
elif isinstance(histnum, TGraph):
LOG.warning(
"Ratio.init: TGraph ratio not validated! Please check verbose output..."
)
ratio = getgraphratio(histnum,
histden,
tag=tag,
drawzero=self.drawzero,
errorX=errorX)
#elif isinstance(hist,TProfile):
# histtemp = hist.ProjectionX(hist.GetName()+"_projx",'E')
# copystyle(histtemp,hist)
# hist = histtemp
# self.garbage.append(histtemp)
#if isinstance(hist,TH1) and 'h' in option.lower():
# ratio = hist.Clone("ratio_%s-%s_%d"%(histden.GetName(),hist.GetName(),i))
# ratio.Reset()
#else:
# ratio = TGraphAsymmErrors()
# copystyle(ratio,hist)
# ratio.SetName("ratio_%s-%s_%d"%(histden.GetName(),hist.GetName(),i))
# ratio.SetTitle(self.title)
copystyle(ratio, histnum)
ratio.SetFillStyle(0)
self.ratios.append(ratio)
# MAKE ERROR BAND RATIO
if isinstance(errband, TGraphAsymmErrors):
self.errband = getgraphratio(errband, histden, errorX=True)
copystyle(self.errband, errband)
#seterrorbandstyle(self.errband,style='hatched',color=errband.GetFillColor())
self.histden = histden
self.frame = self.histden.Clone("frame_ratio_%s" %
(self.histden.GetName()))
self.frame.Reset() # make empty
self.frame.SetLineColor(0)
self.frame.SetLineWidth(0)
self.frame.SetMarkerSize(0)
def draw2DdeltaRHist(hist, c):
c.Clear()
c.cd()
gStyle.SetOptTitle(0)
txtSize = 0.028
margin = 0.08
histpad_sizeX = 0.6
histpad_sizeY = 0.7
hist_pad = ROOT.TPad(c.GetName() + "_hist", "subpad", margin, margin,
histpad_sizeX + margin, histpad_sizeY + margin,
c.GetFillColor())
hist_pad.SetMargin(0., 0., 0., 0.)
hist_pad.Draw()
xprojection_pad = ROOT.TPad(c.GetName() + "_xprojection", "subpad", margin,
histpad_sizeY + margin, histpad_sizeX + margin,
1 - margin, c.GetFillColor())
xprojection_pad.SetMargin(0., 0., 0., 0.)
xprojection_pad.Draw()
yprojection_pad = ROOT.TPad(c.GetName() + "_yprojection", "subpad",
histpad_sizeX + margin, margin,
1 - 2.5 * margin, histpad_sizeY + margin,
c.GetFillColor())
yprojection_pad.SetMargin(0., 0., 0., 0.)
yprojection_pad.Draw()
hist.Sumw2()
hist.Scale(1. / hist.Integral())
xprojection_hist = hist.ProjectionX(hist.GetName(), 1, hist.GetNbinsY(),
"e")
xprojection = ROOT.TGraphErrors(xprojection_hist)
xprojection.SetLineColor(ROOT.kBlack)
xprojection.SetMarkerColor(ROOT.kBlack)
yprojection_hist = hist.ProjectionY(hist.GetName(), 1, hist.GetNbinsX(),
"e")
yprojection = ROOT.TGraphErrors(yprojection_hist.GetXaxis().GetNbins())
yprojection.SetName(yprojection_hist.GetName() + "_graph")
yproj_xaxis = yprojection_hist.GetXaxis()
for i in range(0, yprojection_hist.GetXaxis().GetNbins()):
bin = yproj_xaxis.GetBinCenter(i + 1)
width = yprojection_hist.GetBinWidth(i + 1) * gStyle.GetErrorX()
count = yprojection_hist.GetBinContent(i + 1)
err = yprojection_hist.GetBinError(i + 1)
yprojection.SetPoint(i, count, bin)
yprojection.SetPointError(i, err, width)
# Draw 2D hist
hist_pad.cd()
hist.Draw("col")
gPad.SetLogz()
hist.GetXaxis().SetTitle("d#eta(reco-gen)")
hist.GetYaxis().SetTitle("d#phi(reco-gen)")
hist.GetYaxis().SetTitleOffset(1.4)
# Fit hist
shape = ROOT.TF2(
"2dshape",
"[0]*TMath::Exp(-[2]*(x[0]-[1])**2-[4]*(x[1]-[3])**2-2*[5]*(x[0]-[1])*(x[1]-[3]))",
-0.05, 0.05, -0.05, 0.05)
shape.SetParameters(0.003, 0., 3.769e4, 0., 4.215e4, -1.763e4)
hist.Fit(shape, "n")
max_ = shape.GetParameter(0)
contours = array('d', [])
contours.append(max_ * ROOT.TMath.Exp(-4.5))
contours.append(max_ * ROOT.TMath.Exp(-2))
contours.append(max_ * ROOT.TMath.Exp(-0.5))
shape.SetContour(3, contours)
shape.SetNpx(100)
shape.SetNpy(100)
shape.SetLineWidth(2)
shape.SetLineColor(ROOT.kBlack)
shape.Draw("cont3 same")
# One crystal box
crystalBox = ROOT.TBox(-0.0173 / 2, -0.0173 / 2, 0.0173 / 2, 0.0173 / 2)
crystalBox.SetLineStyle(3)
crystalBox.SetLineColor(13)
crystalBox.SetLineWidth(2)
crystalBox.SetFillStyle(0)
crystalBox.Draw()
# Draw x projection
xprojection_pad.cd()
xprojection.Draw("apez")
xprojection.GetYaxis().SetNdivisions(0)
xprojection.GetXaxis().SetRangeUser(
hist.GetXaxis().GetBinLowEdge(1),
hist.GetXaxis().GetBinUpEdge(hist.GetXaxis().GetNbins()))
xprojection.GetXaxis().SetLabelSize(0.)
xprojection.GetYaxis().SetRangeUser(0., 0.22)
shapeprojX = ROOT.TF1(
"shapeprojX",
"[0]*TMath::Sqrt(([2]*[4]-[5]**2)/(TMath::Pi()*[2]))*exp(([5]**2-[2]*[4])*(x-[3])**2/[2])",
-0.05, 0.05)
shapeprojX.SetParameters(shape.GetParameters())
shapeprojX.SetParameter(0, shape.GetParameter(0) / 20)
shapeprojX.SetLineWidth(2)
shapeprojX.SetNpx(100)
shapeprojX.SetLineColor(ROOT.kRed)
shapeprojX.Draw("same")
# Draw y projection
yprojection_pad.cd()
yprojection.Draw("apez")
yprojection.GetXaxis().SetNdivisions(0)
yprojection.GetXaxis().SetRangeUser(0., 0.2)
yprojection.GetYaxis().SetRangeUser(
hist.GetYaxis().GetBinLowEdge(1),
hist.GetYaxis().GetBinUpEdge(hist.GetYaxis().GetNbins()))
yprojection.GetYaxis().SetLabelSize(0.)
shapeprojY = ROOT.TF1(
"shapeprojY",
"[0]*TMath::Sqrt(([2]*[4]-[5]**2)/(TMath::Pi()*[4]))*exp(([5]**2-[2]*[4])*(x-[1])**2/[4])",
-0.05, 0.05)
shapeprojY.SetParameters(shape.GetParameters())
shapeprojY.SetParameter(0, shape.GetParameter(0) / 20)
shapeprojYpos = array('d', [])
shapeprojYval = array('d', [])
for i in range(0, 101):
shapeprojYpos.append(1e-3 * i - 0.05)
shapeprojYval.append(shapeprojY.Eval(shapeprojYpos[i]))
shapeprojYLine = ROOT.TGraph(101, shapeprojYval, shapeprojYpos)
shapeprojYLine.SetLineColor(ROOT.kRed)
shapeprojYLine.SetLineWidth(2)
shapeprojYLine.Draw("l")
# Draw Title
c.cd()
if c.GetTitle() != '':
title = ROOT.TLatex(margin, 1 - margin + 0.01,
"Crystal-level EG Trigger #DeltaR Distribution")
title.SetTextSize(0.04)
title.SetTextFont(42)
title.SetNDC()
title.Draw()
# CMS info string
cmsString = ROOT.TLatex(histpad_sizeX + margin - 0.005, 1 - margin - 0.005,
"CMS Simulation, <PU>=200 bx=25, Single Electron")
#"CMS Simulation, <PU>=200 bx=25, Single Photon")
cmsString.SetTextFont(42)
cmsString.SetTextSize(0.02)
cmsString.SetNDC(1)
cmsString.SetTextAlign(33)
cmsString.Draw()
# Stats
stats = []
stats.append(
ROOT.TLatex(histpad_sizeX + margin + 0.01,
histpad_sizeY + margin + 0.13,
"#mu_#eta = " + format(shape.GetParameter(1), '.2g')))
stats.append(
ROOT.TLatex(histpad_sizeX + margin + 0.01,
histpad_sizeY + margin + 0.1,
"#mu_#phi = " + format(shape.GetParameter(3), '.2g')))
stats.append(
ROOT.TLatex(
histpad_sizeX + margin + 0.01, histpad_sizeY + margin + 0.07,
"#sigma_#eta#eta = " +
format(ROOT.TMath.Sqrt(0.5 / shape.GetParameter(2)), '.2g')))
stats.append(
ROOT.TLatex(
histpad_sizeX + margin + 0.01, histpad_sizeY + margin + 0.04,
"#sigma_#phi#phi = " +
format(ROOT.TMath.Sqrt(0.5 / shape.GetParameter(4)), '.2g')))
stats.append(
ROOT.TLatex(
histpad_sizeX + margin + 0.01, histpad_sizeY + margin + 0.01,
"#sigma_#eta#phi = " +
format(ROOT.TMath.Sqrt(-0.5 / shape.GetParameter(5)), '.2g')))
for i in range(0, 5):
stats[i].SetTextSize(txtSize - 0.002)
stats[i].SetTextFont(42)
stats[i].SetNDC()
stats[i].Draw()
# Draw palette
# (not working)
gPad.Update()
palette = ROOT.TPaletteAxis(1 - 2.5 * margin + 0.01, margin,
1 - 1.5 * margin, histpad_sizeY + margin, hist)
hist.GetXaxis().SetTitleOffset(.8)
hist.GetXaxis().SetLabelSize(txtSize * 1.35)
hist.GetXaxis().SetTitleSize(txtSize * 2)
hist.GetYaxis().SetTitleOffset(1.1)
hist.GetYaxis().SetLabelSize(txtSize * 1.35)
hist.GetYaxis().SetTitleSize(txtSize * 2)
hist.GetZaxis().SetTitleOffset(1.4)
hist.GetZaxis().SetLabelSize(txtSize)
hist.GetZaxis().SetTitleSize(txtSize)
palette.Draw()
#gPad.SetLogz()
gPad.Modified()
gPad.Update()
c.Print(universalSaveDir + c.GetName() + ".png")
#c.Print(universalSaveDir+c.GetName()+".pdf")
gStyle.SetOptTitle(1)