ATLAS Offline Software
Classes | Functions
CorrelationMatrixHelpers Namespace Reference

Classes

class  CorrMat4D
 

Functions

def DrawLabels (hist, jetDefString, scenarioString, drawATLASLabel, labelName)
 
def DrawLabelsGuessScenario (histo)
 
def saveHists4D (canvas, plotFileName, hist, oneSidedAxis, fixedX, fixedY, fixedStr, scenarioLabel="", drawATLASLabel=True, additionalString="")
 
def getFixedValuesFromName (histName)
 
def getFixedValuesFromFile (inFile, jetDef)
 
def getFixedValuesFromFiles (inFiles, jetDef)
 
def relativeMetric (numerator, denominator)
 
def buildAndFillHists4DFromFiles (inFiles, jetDef, varString, fixedString, fixedX, fixedY, filterStartString="", granularityFactor=1, relativeMetric=False)
 
def buildAndFillHists4DFromFile (inFile, jetDef, varString, fixedString, fixedX, fixedY, excludeStartString="", granularityFactor=1, relativeMetric=False)
 
def buildAndFillHists4DFromDifferenceHists (hists, relativeMetric=False)
 
def buildAndFillHist4DFromMinOfSet (hists, relativeMetric=False)
 
def buildAndFillHist4DFromMaxOfSet (hists, relativeMetric=False)
 
def buildAndFillHists4DFromEnvelopeOfSet (hists, relativeMetric=False)
 
def buildAndFillHist4DFromCoverageOfSet (minDiffFromNominal, maxDiffBetweenScenarios, plotStyle, nominalHist=None, relativeMetric=False)
 

Function Documentation

◆ buildAndFillHist4DFromCoverageOfSet()

def CorrelationMatrixHelpers.buildAndFillHist4DFromCoverageOfSet (   minDiffFromNominal,
  maxDiffBetweenScenarios,
  plotStyle,
  nominalHist = None,
  relativeMetric = False 
)

Definition at line 781 of file CorrelationMatrixHelpers.py.

781 def buildAndFillHist4DFromCoverageOfSet(minDiffFromNominal,maxDiffBetweenScenarios,plotStyle,nominalHist=None,relativeMetric=False):
782  coverageHist = CorrMat4D(relativeMetric)
783  coverageHist.setInfoCopy(minDiffFromNominal,"coverage_type%d"%(plotStyle))
784 
785  if not coverageHist.fillHist4DFromCoverageOfSet(minDiffFromNominal,maxDiffBetweenScenarios,plotStyle,nominalHist):
786  return None
787  return coverageHist
788 
789 

◆ buildAndFillHist4DFromMaxOfSet()

def CorrelationMatrixHelpers.buildAndFillHist4DFromMaxOfSet (   hists,
  relativeMetric = False 
)

Definition at line 757 of file CorrelationMatrixHelpers.py.

757 def buildAndFillHist4DFromMaxOfSet(hists,relativeMetric=False):
758  # Ensure the histogram(s) exist
759  if not hists or len(hists) == 0:
760  print "Argument is None or empty list: ",hists
761  return None
762 
763  maxHist = CorrMat4D(relativeMetric)
764  maxHist.setInfoCopy(hists[0],"maxDiff_%dinputs"%(len(hists)))
765  if not maxHist.fillHist4DFromMaxOfSet(hists):
766  return None
767  return maxHist
768 

◆ buildAndFillHist4DFromMinOfSet()

def CorrelationMatrixHelpers.buildAndFillHist4DFromMinOfSet (   hists,
  relativeMetric = False 
)

Definition at line 745 of file CorrelationMatrixHelpers.py.

745 def buildAndFillHist4DFromMinOfSet(hists,relativeMetric=False):
746  # Ensure the histogram(s) exist
747  if not hists or len(hists) == 0:
748  print "Argument is None or empty list: ",hists
749  return None
750 
751  minHist = CorrMat4D(relativeMetric)
752  minHist.setInfoCopy(hists[0],"minDiff_%dinputs"%(len(hists)))
753  if not minHist.fillHist4DFromMinOfSet(hists):
754  return None
755  return minHist
756 

◆ buildAndFillHists4DFromDifferenceHists()

def CorrelationMatrixHelpers.buildAndFillHists4DFromDifferenceHists (   hists,
  relativeMetric = False 
)

Definition at line 732 of file CorrelationMatrixHelpers.py.

732 def buildAndFillHists4DFromDifferenceHists(hists,relativeMetric=False) :
733 
734  # Must do all possible comparisons
735  diffHists = []
736  for iHist1 in range(0,len(hists)):
737  for iHist2 in range(iHist1+1,len(hists)):
738  hist4D = CorrMat4D(relativeMetric)
739  hist4D.setInfoCopy(hists[iHist1],"diff_%s_%s"%(hists[iHist1].plotType,hists[iHist2].plotType))
740  if not hist4D.fillHist4DFromDifference(hists[iHist1],hists[iHist2]):
741  return None
742  diffHists.append(hist4D)
743  return diffHists
744 

◆ buildAndFillHists4DFromEnvelopeOfSet()

def CorrelationMatrixHelpers.buildAndFillHists4DFromEnvelopeOfSet (   hists,
  relativeMetric = False 
)

Definition at line 769 of file CorrelationMatrixHelpers.py.

769 def buildAndFillHists4DFromEnvelopeOfSet(hists,relativeMetric=False):
770  # Ensure the histogram(s) exist
771  if not hists or len(hists) < 2:
772  print "Argument is None or contains less than two histograms: ",hists
773  return None
774 
775  envelopeHist = CorrMat4D(relativeMetric)
776  envelopeHist.setInfoCopy(hists[0],"envelope_%dinputs"%(len(hists)))
777  if not envelopeHist.fillHist4DFromEnvelopeOfSet(hists):
778  return None
779  return envelopeHist
780 

◆ buildAndFillHists4DFromFile()

def CorrelationMatrixHelpers.buildAndFillHists4DFromFile (   inFile,
  jetDef,
  varString,
  fixedString,
  fixedX,
  fixedY,
  excludeStartString = "",
  granularityFactor = 1,
  relativeMetric = False 
)

Definition at line 696 of file CorrelationMatrixHelpers.py.

696 def buildAndFillHists4DFromFile(inFile,jetDef,varString,fixedString,fixedX,fixedY,excludeStartString="",granularityFactor=1,relativeMetric=False):
697  try:
698  iterator = iter(inFile)
699  except TypeError:
700  # Not iterable
701  # Probably a single item
702  # Nothing to do in this case
703  pass
704  else:
705  # Iterable
706  # Probably a list of files, but watch for a single string
707  if isinstance(inFile,str):
708  inFile = TFile.Open(inFile,"READ")
709  else:
710  print "Expected a string, but did not receive one: ",inFile
711  print "This method is for building a set of histograms from a single file"
712  return None
713 
714  # Get the list of starts (the string before _var*)
715  startStrings = set()
716  for histName in inFile.GetKeyNames():
717  if excludeStartString != "" and histName.startswith(excludeStartString):
718  continue
719  # Find the _var and get what's in front of it
720  startStrings.add(histName[:histName.find("_var")])
721 
722  # Now run over the scenarios
723  hists4D = [CorrMat4D(relativeMetric) for aString in startStrings]
724  for aString,aHist in zip(startStrings,hists4D):
725  aHist.setInfo(jetDef,varString,"raw_"+aString)
726  if not aHist.fillHist4DFromFile(inFile,fixedString,fixedX,fixedY,aString,granularityFactor):
727  return None
728 
729  return hists4D
730 
731 

◆ buildAndFillHists4DFromFiles()

def CorrelationMatrixHelpers.buildAndFillHists4DFromFiles (   inFiles,
  jetDef,
  varString,
  fixedString,
  fixedX,
  fixedY,
  filterStartString = "",
  granularityFactor = 1,
  relativeMetric = False 
)
                                           #

Build-and-fill functions # #

Definition at line 670 of file CorrelationMatrixHelpers.py.

670 def buildAndFillHists4DFromFiles(inFiles,jetDef,varString,fixedString,fixedX,fixedY,filterStartString="",granularityFactor=1,relativeMetric=False):
671  try:
672  iterator = iter(inFiles)
673  except TypeError:
674  # Not iterable
675  # Probably a single item
676  inFiles = [inFiles]
677  else:
678  # Iterable
679  # Probably a list of files, but watch for strings
680  if isinstance(inFiles,str):
681  inFiles = [TFile.Open(inFiles,"READ")]
682  else:
683  for iFile in range(0,len(inFiles)):
684  if isinstance(inFiles[iFile],str):
685  inFiles[iFile] = TFile.Open(inFiles[iFile],"READ")
686 
687  hists4D = [CorrMat4D(relativeMetric) for aFile in inFiles]
688  for aFile,aHist in zip(inFiles,hists4D):
689  aHist.setInfo(jetDef,varString,"raw" if filterStartString == "" else "raw_"+ re.sub("_","",filterStartString))
690  if not aHist.fillHist4DFromFile(aFile,fixedString,fixedX,fixedY,filterStartString,granularityFactor):
691  return None
692 
693  return hists4D
694 
695 

◆ DrawLabels()

def CorrelationMatrixHelpers.DrawLabels (   hist,
  jetDefString,
  scenarioString,
  drawATLASLabel,
  labelName 
)

Definition at line 411 of file CorrelationMatrixHelpers.py.

411 def DrawLabels(hist,jetDefString,scenarioString,drawATLASLabel,labelName):
412  if scenarioString != "":
413  if drawATLASLabel:
414  AtlasStyleMacro.ATLASLabel(0.10,0.845,labelName)
415  jetDefLabel = ""
416 
417  if jetDefString.startswith("AntiKt4"):
418  jetDefLabel += "anti-k_{t} #it{R} = 0.4, "
419  elif jetDefString.startswith("AntiKt6"):
420  jetDefLabel += "anti-k_{t} #it{R} = 0.6, "
421 
422  if jetDefString.endswith("LCTopo") or jetDefString.endswith("TopoLC"):
423  jetDefLabel += "LCW+JES"
424  elif jetDefString.endswith("EMTopo") or jetDefString.endswith("TopoEM"):
425  jetDefLabel += "EM+JES"
426 
427  scenarioString = "{0}".format(scenarioString)
428  doDrawText(0.10,0.900,jetDefLabel+" 2016")
429  doDrawText(0.10,0.955,scenarioString)
430  else:
431  if drawATLASLabel:
432  AtlasStyleMacro.ATLASLabel(0.09,0.955,labelName)
433  jetDefLabel = ""
434 
435  if jetDefString.startswith("AntiKt4"):
436  jetDefLabel += "anti-#it{k}_{t} #it{R} = 0.4, "
437  elif jetDefString.startswith("AntiKt6"):
438  jetDefLabel += "anti-#it{k}_{t} #it{R} = 0.6, "
439 
440  if jetDefString.endswith("LCTopo") or jetDefString.endswith("TopoLC"):
441  jetDefLabel += "LCW+JES + #it{in situ}"
442  elif jetDefString.endswith("EMTopo") or jetDefString.endswith("TopoEM"):
443  jetDefLabel += "EM+JES + #it{in situ}"
444 
445  scenarioString = "{0}".format(scenarioString)
446  doDrawText(0.50,0.955,jetDefLabel)
447  doDrawText(0.09,0.900,"Data 2015, #sqrt{s} = 13 TeV")
448 

◆ DrawLabelsGuessScenario()

def CorrelationMatrixHelpers.DrawLabelsGuessScenario (   histo)

Definition at line 449 of file CorrelationMatrixHelpers.py.

449 def DrawLabelsGuessScenario(histo):
450  jetDefString = histo.jetDef
451  scenarioLabel = histo.hist4D.GetName().replace("4D_varpt_%s_"%(jetDefString),"").replace("4D_vareta_%s_"%(jetDefString),"").replace(".root","")
452  plotType = histo.plotType
453  if "_" in scenarioLabel:
454  if scenarioLabel.startswith("diff_"):
455  scenarioLabel = re.sub("diff_","",scenarioLabel)
456  scenarioLabel = re.sub("_"," - ",scenarioLabel)
457  scenarioLabel = "Correlation differences, "+scenarioLabel
458  elif scenarioLabel.startswith("minDiff_"):
459  scenarioLabel = re.sub("minDiff_","",scenarioLabel)
460  scenarioLabel = re.sub("_",", ",scenarioLabel)
461  #scenarioLabel = "Correlation differences, min[" + scenarioLabel + "]"
462  scenarioLabel = "Metric 1 (minimum correlation differences)" if not histo.relativeMetric else "Metric 1' (minimum correlation differences)"
463  elif scenarioLabel.startswith("maxDiff_"):
464  scenarioLabel = re.sub("maxDiff_","",scenarioLabel)
465  scenarioLabel = re.sub("_",", ",scenarioLabel)
466  scenarioLabel = "Correlation differences, max[" + scenarioLabel + "]"
467  elif scenarioLabel.startswith("coverageRaw_"):
468  scenarioLabel = re.sub("coverageRaw_","",scenarioLabel)
469  scenarioLabel = re.sub("_",", ",scenarioLabel)
470  #scenarioLabel = "Correlation loss coverage, [" + scenarioLabel + "]"
471  scenarioLabel = "Metric 2 (raw)"
472  elif scenarioLabel.startswith("coverageRes_") or plotType == "Metric2" or plotType == "Metric 2":
473  scenarioLabel = re.sub("coverageRes_","",scenarioLabel)
474  scenarioLabel = re.sub("_",", ",scenarioLabel)
475  #scenarioLabel = "Correlation loss remaining, [" + scenarioLabel + "]"
476  scenarioLabel = "Metric 2 (uncovered correlation differences)" if not histo.relativeMetric else "Metric 2' (uncovered correlation differences)"
477  elif scenarioLabel.startswith("uncertaintyRaw_coverageRaw"):
478  #scenarioLabel = "Remaining loss not covered by correlation uncertainties"
479  scenarioLabel = "Metric 3 (raw)"
480  elif scenarioLabel.startswith("uncertaintyRes_coverageRes") or plotType == "Metric3" or plotType == "Metric 3":
481  #scenarioLabel = "Remaining loss beyond correlation uncertainties"
482  scenarioLabel = "Metric 3 (uncovered corr. diff. including uncertainties)" if not histo.relativeMetric else "Metric 3' (uncovered corr. diff. including uncertainties)"
483  elif scenarioLabel=="uncenvelope":
484  scenarioLabel = "Correlation uncertainties"
485  else:
486  scenarioNum = re.sub("JER","",re.sub("4NP","",re.sub("3NP","",scenarioLabel)))
487  if len(scenarioNum) == 1:
488  scenarioLabel = "Correlation difference, Rep_{full}^{JES} - Rep_{str.red}^{%s,JES}"%(scenarioNum if not (scenarioNum == "3" and "JER" in scenarioLabel) else "evdm")
489  else:
490  scenarioNum = "Correlation difference, full - %s"%(scenarioLabel)
491 
492  DrawLabels(histo.hist4D,jetDefString,"",histo.DrawATLASLabel,histo.ATLASLabelName)
493  #DrawLabels(histo.hist4D,jetDefString,scenarioLabel,histo.DrawATLASLabel,histo.ATLASLabelName)
494 
495  sanitizedLabel= "Uncovered correlation loss" if "Metric 2" in scenarioLabel else (scenarioLabel if "Metric" not in scenarioLabel else re.sub("\‍)","",re.sub(".*\‍(","",scenarioLabel)))
496  histo.hist4D.GetZaxis().SetTitle(sanitizedLabel)
497  histo.hist4D.GetZaxis().SetTitleOffset(1.8)
498 

◆ getFixedValuesFromFile()

def CorrelationMatrixHelpers.getFixedValuesFromFile (   inFile,
  jetDef 
)

Definition at line 573 of file CorrelationMatrixHelpers.py.

573 def getFixedValuesFromFile(inFile,jetDef):
574  newfixedPt = []
575  newfixedEta = []
576  for histName in inFile.GetKeyNames():
577  # Ensure this histogram is for the collection we want
578  if not jetDef in histName:
579  continue
580  # Ensure this is a difference histogram
581  if not histName.startswith("diff_"):
582  continue
583 
584  fixed1,fixed2 = getFixedValuesFromName(histName)
585 
586  if fixed1 != "" and fixed2 != "":
587  if fixed1.startswith("pt") and fixed2.startswith("pt"):
588  newfixedPt.append([float(fixed1.replace("pt","",1)),float(fixed2.replace("pt","",1))])
589  elif fixed1.startswith("eta") and fixed2.startswith("eta"):
590  newfixedEta.append([float(fixed1.replace("eta","",1)),float(fixed2.replace("eta","",1))])
591  else:
592  print "ERROR: Unexpected mixture of fixed variables for histogram:",histName
593  sys.exit(-1)
594  else:
595  print "ERROR: Failed to parse histogram name for fixed values:",histName
596  sys.exit(-2)
597 
598 
599  return newfixedPt,newfixedEta
600 
601 

◆ getFixedValuesFromFiles()

def CorrelationMatrixHelpers.getFixedValuesFromFiles (   inFiles,
  jetDef 
)

Definition at line 602 of file CorrelationMatrixHelpers.py.

602 def getFixedValuesFromFiles(inFiles,jetDef):
603  # Get fixed pt and/or eta values from the first file
604  newfixedPt,newfixedEta = getFixedValuesFromFile(inFiles[0],jetDef)
605  newfixedPt.sort()
606  newfixedEta.sort()
607 
608  # Ensure that subsequent file(s) match the fixed pt/eta values
609  for aFile in inFiles[1:]:
610  localFixedPt,localFixedEta = getFixedValuesFromFile(aFile,jetDef)
611  localFixedPt.sort()
612  localFixedEta.sort()
613 
614  # Check for equality
615  # Note that these are floating point equalities, so be careful
616  if len(localFixedPt) != len(newfixedPt):
617  print "ERROR: File %s has %d fixed pt values, while %s has %d values"%(aFile.GetNameNoDir(),len(localFixedPt),inFiles[0],len(newfixedPt))
618  sys.exit(3)
619  elif len(localFixedEta) != len(newfixedEta):
620  print "ERROR: File %s has %d fixed eta values, while %s has %d values"%(aFile.GetNameNoDir(),len(localFixedEta),inFiles[0],len(newfixedEta))
621  sys.exit(4)
622  for localVal,globalVal in zip(localFixedPt,newfixedPt):
623  if fabs(localVal[0]-globalVal[0]) > 1.e-4 or fabs(localVal[1]-globalVal[1]) > 1.e-4:
624  print "ERROR: File %s and %s have different fixed pt values, was comparing %f and %f"%(aFile.GetNameNoDir(),inFiles[0],localVal,globalVal)
625  sys.exit(5)
626  for localVal,globalVal in zip(localFixedEta,newfixedEta):
627  if fabs(localVal[0]-globalVal[0]) > 1.e-4 or fabs(localVal[1]-globalVal[1]) > 1.e-4:
628  print "ERROR: File %s and %s have different fixed eta values, was comparing %f and %f"%(aFile.GetNameNoDir(),inFiles[0],localVal,globalVal)
629  sys.exit(6)
630 
631  # Files have now been confirmed to match in fixed values, assuming multiple files were specified
632  # Determine the actual pT and eta values available now (not just pairs)
633  newfixedPtX = set([])
634  newfixedPtY = set([])
635  for newfixedPtSet in newfixedPt:
636  newfixedPtX.add(newfixedPtSet[0])
637  newfixedPtY.add(newfixedPtSet[1])
638  newfixedPtX = sorted(newfixedPtX)
639  newfixedPtY = sorted(newfixedPtY)
640 
641  newfixedEtaX = set([])
642  newfixedEtaY = set([])
643  for newfixedEtaSet in newfixedEta:
644  newfixedEtaX.add(newfixedEtaSet[0])
645  newfixedEtaY.add(newfixedEtaSet[1])
646  newfixedEtaX = sorted(newfixedEtaX)
647  newfixedEtaY = sorted(newfixedEtaY)
648 
649  # Done, return the sorted lists of fixed values
650  return newfixedPtX,newfixedPtY,newfixedEtaX,newfixedEtaY
651 
652 

◆ getFixedValuesFromName()

def CorrelationMatrixHelpers.getFixedValuesFromName (   histName)
                                           #

Fixed value manipulation (pT and eta values) # #

Definition at line 550 of file CorrelationMatrixHelpers.py.

550 def getFixedValuesFromName(histName):
551  # Parse the histogram name
552  tokens = histName.split("_")
553  fixed1 = ""
554  fixed2 = ""
555  for aToken in tokens:
556  keep = False
557  if aToken.startswith("pt"):
558  keep = True
559  elif aToken.startswith("eta"):
560  keep = True
561 
562  if keep:
563  if fixed1 == "":
564  fixed1 = aToken
565  elif fixed2 == "":
566  fixed2 = aToken
567  else:
568  print "ERROR: More than two fixed values appear in name:",histName
569  sys.exit(-1)
570  return fixed1,fixed2
571 
572 

◆ relativeMetric()

def CorrelationMatrixHelpers.relativeMetric (   numerator,
  denominator 
)

Definition at line 653 of file CorrelationMatrixHelpers.py.

653 def relativeMetric(numerator,denominator):
654  if fabs(denominator) < 1.e-3:
655  if fabs(numerator) < 1.e-3:
656  return 1
657  else:
658  return globalOOB
659  if numerator/denominator < 0:
660  print "NUM/DEN = %f/%f"%(numerator,denominator)
661  return sqrt(numerator/denominator)
662 

◆ saveHists4D()

def CorrelationMatrixHelpers.saveHists4D (   canvas,
  plotFileName,
  hist,
  oneSidedAxis,
  fixedX,
  fixedY,
  fixedStr,
  scenarioLabel = "",
  drawATLASLabel = True,
  additionalString = "" 
)

Definition at line 499 of file CorrelationMatrixHelpers.py.

499 def saveHists4D(canvas,plotFileName,hist,oneSidedAxis,fixedX,fixedY,fixedStr,scenarioLabel="",drawATLASLabel=True,additionalString = ""):
500 
501  # Check for empty inputs
502  if not hist:
503  pass
504  elif isinstance(hist,list):
505  # A list, iterate on the entries
506  for aHist in hist:
507  saveHists4D(canvas,plotFileName,aHist,oneSidedAxis,fixedX,fixedY,fixedStr,drawATLASLabel=drawATLASLabel,additionalString = "{0}.{1}".format(additionalString,hist.index(aHist)))
508  else:
509  # Not a list, save the output
510  hist.DrawATLASLabel = drawATLASLabel
511  SetAxisRange(hist.hist4D,oneSidedAxis,hist.OOBT,1e10)
512  SetAxisLabels(hist.hist4D,fixedX,fixedY,fixedStr)
513 
514  if canvas.GetLogx():
515  hist.hist4D.GetXaxis().SetMoreLogLabels()
516  if canvas.GetLogy():
517  hist.hist4D.GetYaxis().SetMoreLogLabels()
518  if canvas.GetLogz():
519  hist.hist4D.GetZaxis().SetMoreLogLabels()
520  hist.hist4D.GetZaxis().SetLabelOffset(0.0010)
521 
522  if hist.relativeMetric:
523  for binX in range(1,hist.hist4D.GetNbinsX()+1):
524  for binY in range(1,hist.hist4D.GetNbinsY()+1):
525  if hist.hist4D.GetBinContent(binX,binY) < hist.OOBT:
526  hist.hist4D.SetBinContent(binX,binY,1.e-10)
527  hist.hist4D.Draw("colz")
528  DrawGrid(hist.hist4D,fixedX,fixedY)
529  thisMaxAll,thisMaxAvg = DetermineStatValues(hist.hist4D,fixedX,fixedY,hist.OOBT if not hist.relativeMetric else 1.e-9,1e10,not hist.relativeMetric)
530  if scenarioLabel != "": DrawLabels(hist.hist4D,hist.jetDef,scenarioLabel,hist.DrawATLASLabel,hist.ATLASLabelName)
531  else: DrawLabelsGuessScenario(hist)
532 
533  if not (plotFileName.endswith(".eps") or plotFileName.endswith(".png")):
534  canvas.Print(plotFileName)
535  else:
536  mynewname = plotFileName.replace(".png","-{0}-maxAll{1}-maxAvg{2}.png".format(additionalString,int(fabs(thisMaxAll*100)),int(fabs(thisMaxAvg*100))))
537  mynewname = mynewname.replace(".eps","-{0}-maxAll{1}-maxAvg{2}.eps".format(additionalString, int(fabs(thisMaxAll*100)),int(fabs(thisMaxAvg*100))))
538  canvas.Print(mynewname)
539  hist.iEPS += 1
540  #canvas.Print(getPlotFileName(plotFileName))
541 
542 
CorrelationMatrixHelpers.buildAndFillHists4DFromDifferenceHists
def buildAndFillHists4DFromDifferenceHists(hists, relativeMetric=False)
Definition: CorrelationMatrixHelpers.py:732
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std::string replace(std::string s, const std::string &s2, const std::string &s3)
Definition: hcg.cxx:307
PlotHelpers.SetAxisRange
def SetAxisRange(histo, oneSided=True, lowBound=-1e10, highBound=1e10)
Definition: PlotHelpers.py:101
CorrelationMatrixHelpers.DrawLabels
def DrawLabels(hist, jetDefString, scenarioString, drawATLASLabel, labelName)
Definition: CorrelationMatrixHelpers.py:411
CorrelationMatrixHelpers.buildAndFillHist4DFromMinOfSet
def buildAndFillHist4DFromMinOfSet(hists, relativeMetric=False)
Definition: CorrelationMatrixHelpers.py:745
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format
Definition: vtune_athena.py:14
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Definition: CaloCellPos2Ntuple.py:24
CorrelationMatrixHelpers.saveHists4D
def saveHists4D(canvas, plotFileName, hist, oneSidedAxis, fixedX, fixedY, fixedStr, scenarioLabel="", drawATLASLabel=True, additionalString="")
Definition: CorrelationMatrixHelpers.py:499
PlotHelpers.SetAxisLabels
def SetAxisLabels(histo, xValues, yValues, labelString)
Definition: PlotHelpers.py:203
CorrelationMatrixHelpers.buildAndFillHist4DFromMaxOfSet
def buildAndFillHist4DFromMaxOfSet(hists, relativeMetric=False)
Definition: CorrelationMatrixHelpers.py:757
CorrelationMatrixHelpers.getFixedValuesFromFiles
def getFixedValuesFromFiles(inFiles, jetDef)
Definition: CorrelationMatrixHelpers.py:602
CorrelationMatrixHelpers.getFixedValuesFromFile
def getFixedValuesFromFile(inFile, jetDef)
Definition: CorrelationMatrixHelpers.py:573
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def DetermineStatValues(histo, xValues, yValues, lowBound=-1e10, highBound=1e10, percent=True)
Definition: PlotHelpers.py:256
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range
Definition: plotBeamSpotVxVal.py:195
CorrelationMatrixHelpers.buildAndFillHists4DFromEnvelopeOfSet
def buildAndFillHists4DFromEnvelopeOfSet(hists, relativeMetric=False)
Definition: CorrelationMatrixHelpers.py:769
CorrelationMatrixHelpers.DrawLabelsGuessScenario
def DrawLabelsGuessScenario(histo)
Definition: CorrelationMatrixHelpers.py:449
AtlasStyleMacro.ATLASLabel
def ATLASLabel(x, y, text="", color=kBlack)
Definition: AtlasStyleMacro.py:108
DerivationFramework::TriggerMatchingUtils::sorted
std::vector< typename T::value_type > sorted(T begin, T end)
Helper function to create a sorted vector from an unsorted one.
CxxUtils::set
constexpr std::enable_if_t< is_bitmask_v< E >, E & > set(E &lhs, E rhs)
Convenience function to set bits in a class enum bitmask.
Definition: bitmask.h:232
CorrelationMatrixHelpers.buildAndFillHist4DFromCoverageOfSet
def buildAndFillHist4DFromCoverageOfSet(minDiffFromNominal, maxDiffBetweenScenarios, plotStyle, nominalHist=None, relativeMetric=False)
Definition: CorrelationMatrixHelpers.py:781
CorrelationMatrixHelpers.buildAndFillHists4DFromFiles
def buildAndFillHists4DFromFiles(inFiles, jetDef, varString, fixedString, fixedX, fixedY, filterStartString="", granularityFactor=1, relativeMetric=False)
Definition: CorrelationMatrixHelpers.py:670
CorrelationMatrixHelpers.buildAndFillHists4DFromFile
def buildAndFillHists4DFromFile(inFile, jetDef, varString, fixedString, fixedX, fixedY, excludeStartString="", granularityFactor=1, relativeMetric=False)
Definition: CorrelationMatrixHelpers.py:696
relativeMetric
double relativeMetric(const double numerator, const double denominator)
Definition: MakeCorrelationMatrixPlots.cxx:31
CorrelationMatrixHelpers.getFixedValuesFromName
def getFixedValuesFromName(histName)
Definition: CorrelationMatrixHelpers.py:550
readCCLHist.float
float
Definition: readCCLHist.py:83
PlotHelpers.doDrawText
def doDrawText(xPos, yPos, text)
Definition: PlotHelpers.py:89
PlotHelpers.DrawGrid
def DrawGrid(histo, xValues, yValues)
Definition: PlotHelpers.py:219