def printFractionsPerIEta(self, graph):
self.output("Fractions of HO time in [-12.5,12.5] ns")
counterDict = [{
'total':
0,
'inside':
0,
'hist':
TH1D('hist' + str(i - 10), '', 201, -100.5, 100.5)
} for i in range(0, 21)]
x = Double(0)
y = Double(0)
nTotal = graph.GetN()
###
# Fill histograms for later calculation of mean
###
for i in range(0, nTotal):
graph.GetPoint(i, x, y)
indexHelper = int(x + 10)
counterDict[indexHelper]['total'] += 1
counterDict[indexHelper]['hist'].Fill(y)
###
# Once all histograms are filled, calculate median
###
for index, item in enumerate(counterDict):
item['median'] = getMedian(item['hist'])
###
# Fill the number of objects in interval depending on the
# Histogram median
###
nDone = 0
if self.DEBUG:
self.debug('Filling interval counters')
for i in range(0, nTotal):
graph.GetPoint(i, x, y)
indexHelper = int(x + 10)
median = counterDict[indexHelper]['median']
if (fabs(median - y) < 12.5):
counterDict[indexHelper]['inside'] += 1
nDone += 1
self.printProgress(nDone, nTotal)
#Graph for results
graph = TEfficiency(graph.GetName(), "", 21, -10.5, 10.5)
###
# Plot the results of calculations on CLI
###
for index, item in enumerate(counterDict):
if (index - 10 == 0):
continue
total = item['total']
inside = item['inside']
self.output(
"iEta: %3d\tTotal: %5d\tInside:%5d\tFraction:%6.2f +/- %6.2f" %
(index - 10, total, inside, calcPercent(
inside, total), calcSigma(inside, total) * 100))
graph.SetTotalEvents(graph.FindFixBin(index - 10), total)
graph.SetPassedEvents(graph.FindFixBin(index - 10), inside)
return graph, counterDict
def makeCombinedEtaPlot(self, tight=False):
hist = self.makeL1TimeVsEtaPlot(('tight_' if tight else '') +
'dtOnly_bxidVsEta')[2]
countsInL1 = []
for x in np.arange(-.95, 1.05, 0.1):
totalCounter = 0
zeroCount = 0
for y in range(-2, 3):
totalCounter += hist.GetBinContent(hist.FindBin(x, y))
if y == 0:
zeroCount = hist.GetBinContent(hist.FindBin(x, y))
countsInL1.append({
'total': totalCounter,
'zero': zeroCount,
'eta': x
})
#Graph for results
graph1 = TEfficiency(hist.GetName(), "", 8, -9.195, -.5)
graph2 = TEfficiency(hist.GetName(), "", 8, .5, 9.195)
for item in countsInL1:
if item['total'] == 0:
continue
print item['total'], item['zero'], item['eta']
if item['eta'] < 0:
graph1.SetTotalEvents(
graph1.FindFixBin(-0.5 + item['eta'] / 0.087),
int(item['total']))
graph1.SetPassedEvents(
graph1.FindFixBin(-0.5 + item['eta'] / 0.087),
int(item['zero']))
else:
graph2.SetTotalEvents(
graph2.FindFixBin(0.5 + item['eta'] / 0.087),
int(item['total']))
graph2.SetPassedEvents(
graph2.FindFixBin(0.5 + item['eta'] / 0.087),
int(item['zero']))
histHo = None
if tight:
histHo = self.plotTightHoTimeVsEta()[3][1]
else:
histHo = self.plotHoTimeVsEta()[3][1]
histHo.SetTitle(('Tight ' if tight else '') + 'Unmatched DT + HO')
canvas = TCanvas(
'combinedPlot' + ('Tight ' if tight else '') + hist.GetName(),
'combinedPlot')
canvas.cd().SetTopMargin(.15)
histHo.Draw('ap')
canvas.Update()
canvas.cd().SetTicks(0, 0)
histHo.SetMarkerStyle(2)
histHo.SetLineColor(colorRwthDarkBlue)
histHo.SetMarkerColor(colorRwthDarkBlue)
histHo.GetPaintedGraph().GetXaxis().SetRangeUser(-12, 12)
histHo.GetPaintedGraph().GetXaxis().SetLabelColor(colorRwthDarkBlue)
histHo.GetPaintedGraph().GetXaxis().SetTitleColor(colorRwthDarkBlue)
histHo.GetPaintedGraph().GetXaxis().SetAxisColor(colorRwthDarkBlue)
yMax = gPad.GetFrame().GetY2()
yMin = gPad.GetFrame().GetY1()
#Print average Fraction excluding iEta +/-2
x = Double(0)
y = Double(0)
mean = 0
var = 0
for i in range(0, histHo.GetPaintedGraph().GetN()):
histHo.GetPaintedGraph().GetPoint(i, x, y)
if abs(x) == 2:
continue
mean += y
var += histHo.GetPaintedGraph().GetErrorY(
i) * histHo.GetPaintedGraph().GetErrorY(i)
mean /= histHo.GetPaintedGraph().GetN() - 2
sigma = sqrt(var / (histHo.GetPaintedGraph().GetN() - 2))
self.debug(
"Average fraction excluding iEta +/- 2 %s: %5.2f%% +/- %5.2f%%" %
('[Tight]' if tight else '', mean * 100, sigma * 100))
nTotal = 0
nPassed = 0
for item in countsInL1:
if fabs(item['eta']) == 2 or fabs(item['eta'] == 0):
continue
nTotal += item['total']
nPassed += item['zero']
#Print again with ClopperPearson uncertainty, the counts are for L1!!!
mean = nPassed / nTotal * 100
sigmaPlus = TEfficiency.ClopperPearson(int(nTotal), int(nPassed), .68,
1) * 100 - mean
sigmaMinus = mean - TEfficiency.ClopperPearson(
int(nTotal), int(nPassed), .68, 0) * 100
#self.debug("Average fraction excluding iEta +/- 2 %s with Clop.Pear.: %5.2f%% +%5.2f%% -%5.2f%%"
# % ('[Tight]' if tight else '',mean,sigmaPlus,sigmaMinus))
#Left axis part
f1 = TF1("f1", "x", -0.87, 0)
A1 = TGaxis(-10, yMax, -0.5, yMax, "f1", 010, "-")
A1.SetLineColor(colorRwthRot)
A1.SetLabelColor(colorRwthRot)
A1.Draw()
#Right axis part
f2 = TF1("f2", "x", 0, 0.87)
A2 = TGaxis(0.5, yMax, 10, yMax, "f2", 010, "-")
A2.SetLineColor(colorRwthRot)
A2.SetLabelColor(colorRwthRot)
A2.Draw()
#Box for shading out 0
box = TBox(-.5, yMin, 0.5, yMax)
box.SetLineColor(colorRwthDarkGray)
box.SetFillColor(colorRwthDarkGray)
box.SetFillStyle(3013)
box.Draw('same')
#Left L1 eta
graph1.SetMarkerColor(colorRwthRot)
graph1.SetLineColor(colorRwthRot)
graph1.SetMarkerStyle(20)
graph1.Draw('same,p')
#Right L1Eta
graph2.SetMarkerColor(colorRwthRot)
graph2.SetLineColor(colorRwthRot)
graph2.SetMarkerStyle(20)
graph2.Draw('same,p')
#Label for extra axis
axisLabel = TPaveText(0.83, 0.85, 0.89, 0.9, "NDC")
axisLabel.AddText('#eta_{L1}')
axisLabel.SetBorderSize(0)
axisLabel.SetFillStyle(0)
axisLabel.SetTextColor(colorRwthRot)
axisLabel.SetTextSize(0.05)
axisLabel.Draw()
#Legend
legend = getLegend(x1=0.1, y1=0.1, x2=0.4, y2=.35)
legend.AddEntry(histHo, 'HO #in #pm12.5 ns', 'pe')
legend.AddEntry(graph1, ('Tight ' if tight else '') + 'L1 BXID = 0',
'pe')
legend.Draw()
canvas.Update()
self.storeCanvas(canvas,
"combinedFractionL1AndHo" +
('Tight' if tight else ''),
drawMark=False)
return histHo, graph1, canvas, A1, f1, A2, f2, box, graph2, axisLabel, legend