DeMoScan.py

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#! /usr/bin/env python
# Copyright (C) 2002-2022 CERN for the benefit of the ATLAS collaboration
# Author : Benjamin Trocme (CNRS/IN2P3 - LPSC Grenoble) - 2017 - 2023
# Python 3 migration by Miaoran Lu (University of Iowa)- 2022
#
# Displays the run affected per defect type
# Perform run by run differences for difference tags
#
# Documentation: https://twiki.cern.ch/twiki/bin/viewauth/Atlas/DataQualityDemo
 
 
import os,sys  
from math import fabs
from re import match
from time import strftime,localtime
 
from ROOT import TFile
from ROOT import TH1F
from ROOT import TCanvas
from ROOT import kTeal
from ROOT import gStyle,gROOT,gPad
gROOT.SetBatch(False)
 
sys.path.append("/afs/cern.ch/user/l/larmon/public/prod/Misc")
from LArMonCoolLib import GetReadyFlag
from DeMoLib import strLumi,initializeMonitoredDefects,retrieveYearTagProperties,MakeTH1,SetXLabel,MakeLegend,returnPeriod
 
global debug
debug = False
#debug = True
 
 
import os,sys  
 
from argparse import RawTextHelpFormatter,ArgumentParser
 
from DQDefects import DefectsDB
 
parser = ArgumentParser(description='',formatter_class=RawTextHelpFormatter)
parser.add_argument('-y','--year',dest='parser_year',default = ["2022"],nargs='*',help='Year [Default: 2022]',action='store')
parser.add_argument('-t','--tag',dest='parser_tag',default = ["AtlasReady"],nargs='*',help='Defect tag [Default: "AtlasReady"]',action='store')
parser.add_argument('-s','--system',dest='parser_system',default="LAr",help='System: LAr, CaloCP [Default: "LAr"]',action='store')
parser.add_argument('-d','--directory',dest='parser_directory',default=".",help='Directory to display',action='store')
parser.add_argument('-b','--batch',dest='parser_batchMode',help='Batch mode',action='store_true')
parser.add_argument('--run',type=int,dest='parser_run',help='Run or run range (relevant only for lossPerRun)',nargs='*',action='store')
parser.add_argument('--defect',type=str,dest='parser_defect',default="",help='Defect to consider (if not specified: all)',action='store')
parser.add_argument('--veto',type=str,dest='parser_veto',default="",help='Veto to consider (if not specified: all)',action='store')
parser.add_argument('--noRecovPlot',dest='parser_noRecovPlot',help='Do not plot the recoverable histograms',action='store_false')
parser.add_argument('--lossPerRun',dest='parser_plotLPR',help='Plot the loss run and per type',action='store_true')
parser.add_argument('--diffTwoTags',dest='parser_diff2tags',help='Compare run by run the data losses for two tags (same year necessary)',action='store_true')
parser.add_argument('--restrictTagRuns',dest='parser_restrictTagRuns',help='In diffTwotags, restrict comparison to runs considered in this tag',action='store')
parser.add_argument('--minLumi',type=float,dest='parser_minLumiLPR',default = 0.,help='Minimal lumi loss (in pb-1) to consider a run in year stats per defect',action='store')
parser.add_argument('--retrieveComments',dest='parser_retrieveComments',help='Retrieve comments from the defect DB',action='store_true')
parser.add_argument('--recapDefects',dest='parser_recapDefects',help='',action='store_true')
parser.add_argument('--prepareReproc',dest='parser_reproc',help='Prepare a txt file to be updated for reprocessing signoff with recoverable defect',action='store_true')
 
args = parser.parse_args()
 
parser.print_help()
 
if args.parser_batchMode:
  gROOT.SetBatch(True)
 
yearTagProperties = {}
partitions = {}
grlDef = {}
defectVeto = {}
veto = {}
signOff = {}
initializeMonitoredDefects(args.parser_system,partitions,grlDef,defectVeto,veto,signOff,args.parser_year[0],args.parser_tag[0])
 
yearTagList = []
yearTagDir = {}
yearTagTag = {}
 
for iYear in args.parser_year:
  for iTag in args.parser_tag:
    directory = "%s/YearStats-%s/%s/%s"%(args.parser_directory,args.parser_system,iYear,iTag)
    if os.path.exists(directory):
      yearTagProperties[iTag] = retrieveYearTagProperties(iYear,iTag)
      yearTag = "%s%s"%(iYear,yearTagProperties[iTag]["Description"])
      yearTagList.append(yearTag)
      yearTagDir[yearTag] = directory
      yearTagTag[yearTag] = iTag # Used only to retrieve comments
 
if len(args.parser_year) == 1:
  singleYear = True
else:
  singleYear = False
  if (options['plotDiff2tags']):
    print("To compare two tags, you must choose only one year. Exiting...")
    sys.exit()
 
if (len(args.parser_year) != 1 and len(args.parser_tag) != 1 and options['recapDefects']):
  print("To recap defects, you must choose only one year and tag. Exiting...")
  sys.exit()
 
yearTagList.sort()
 
if len(yearTagList) == 0:
  print("No year / tag matching - Please check YearStats directory")
  sys.exit()
 
options = {}
options['defect'] = [args.parser_defect]
options['veto'] = [args.parser_veto]
if options['defect'] == [""] and options['veto'] == [""]:
  options['defect'] = grlDef["intol"]+grlDef["tol"]
  options['veto'] = veto["all"]
else:
  if options['defect'][0] not in (grlDef["intol"]+grlDef["tol"]) and options['veto'][0] not in veto["all"]:
    print("Defect/veto not found. Please check...")
    print("Defect: ",grlDef["intol"]) 
    print("Veto: ",veto["all"])
    sys.exit()
  if options['defect'] == [""]:
    options['defect'] = []
  if options['veto'] == [""]:
    options['veto'] = []
 
defVetoType = {}
for iDefVeto in options['defect']+options['veto']:      
  if iDefVeto in options['defect']:
    if (iDefVeto in grlDef["intol"]):
      defVetoType[iDefVeto] = "Intolerable defect"
    else:
      defVetoType[iDefVeto] = "Tolerable defect"
  else:
    defVetoType[iDefVeto] = "Veto"
 
 
options['recovPlot'] = args.parser_noRecovPlot
options['plotLossPerRun'] = args.parser_plotLPR
options['plotDiff2tags'] = args.parser_diff2tags
options['restrictTagRuns'] = args.parser_restrictTagRuns
options['recapDefects'] = args.parser_recapDefects 
options['prepareReproc'] = args.parser_reproc  
runsFilter = []
# If runs filter is requested, look for the runs of the chosen year/tag
if (options['plotDiff2tags'] and options['restrictTagRuns'] in list(yearTagProperties.keys()) and "%s%s"%(args.parser_year[0],yearTagProperties[options['restrictTagRuns']]["Description"]) in yearTagList): #if requested, restrict the runs to be considered to the one of the tag option
  fRuns = open("%s/runs-ALL.dat"%yearTagDir["%s%s"%(args.parser_year[0],yearTagProperties[options['restrictTagRuns']]["Description"])])
  for iline in fRuns.readlines():
    runWithoutPeriod = int(iline.split(" (")[0])
    runsFilter.append(runWithoutPeriod)
  fRuns.close()
  print("I am considering only the %d runs of %s"%(len(runsFilter),options['restrictTagRuns']))
  print(runsFilter)
 
options['minLumiYearStatsDefect'] = args.parser_minLumiLPR
options['retrieveComments'] = args.parser_retrieveComments
 
if options['recapDefects']:
  options['plotLossPerRun'] = True
  options['retrieveComments'] = True
 
if options['prepareReproc']:
  options['plotLossPerRun'] = True
  options['retrieveComments'] = True
 
if options['retrieveComments']:
  defRecap = {}
  defRecapHtml = {}
  for iDef in options['defect']:
    defRecap[iDef] = "\n\n===== Recap for %s================================================================================================================================\n"%(iDef.ljust(15))
    defRecap[iDef] += "Description: %s - %s\n"%(defectVeto["description"][iDef],defVetoType[iDef])
    if (defVetoType[iDef] == "Intolerable defect"):
      defRecap[iDef] +="     Run| Period| Tot lumi|Lost lumi|Recov. L.|  LB range |     Author | "
    else:
      defRecap[iDef] +="     Run| Period| Tot lumi|Aff. lumi|Recov. L.|  LB range |     Author | "
 
    if (defVetoType[iDef] == "Intolerable defect"):
      defRecapHtml[iDef] ='<tr class="out0intolerable" id="%s-%s-%s"> <th colspan="8"> %s - LUMILOSTTOBEREPLACED affected </th></tr>'%(iDef,args.parser_year[0],args.parser_tag[0],iDef)
      defRecapHtml[iDef] +='<tr class="out0intolerable"> <th colspan="8"> Description: %s - %s</th></tr>'%(defectVeto["description"][iDef],defVetoType[iDef])
      defRecapHtml[iDef] +='<tr class="out0"> <th> Run </th><th> Period </th><th> Tot lumi </th><th> Lost lumi </th><th> Recov. L. </th><th>  LB range </th><th>     Author </th><th>     Comment </th></tr> '
    else:
      defRecapHtml[iDef] ='<tr class="out0tolerable" id="%s-%s-%s"> <th colspan="8"> %s - LUMILOSTTOBEREPLACED affected </th></tr>'%(iDef,args.parser_year[0],args.parser_tag[0],iDef)
      defRecapHtml[iDef] +='<tr class="out0tolerable"> <th colspan="8"> Description: %s - %s</th></tr>'%(defectVeto["description"][iDef],defVetoType[iDef])
      defRecapHtml[iDef] +='<tr class="out0"> <th> Run </th><th> Period </th><th> Tot lumi </th><th> Aff. lumi </th><th> Recov. L. </th><th>  LB range </th><th>     Author </th><th>     Comment </th></tr> '
 
if options['prepareReproc']:
  defReproc = {}
  for iDef in options['defect']:
    defReproc[iDef] = ""
 
if args.parser_run:
  options['runMinLossPerRun'] = min(args.parser_run)
  options['runMaxLossPerRun'] = max(args.parser_run)
else:
  options['runMinLossPerRun'] = 0
  options['runMaxLossPerRun'] = 1e9  
 
gStyle.SetOptStat(0)
 
canvasResults = {}
legendResults = {}
stackResults = {}
file = {}
 
h1Period_IntLuminosity = {}
subperiodNb = {}
runsLPR = {}
lossLPR = {}
loss_rLPR = {}
h1_lossLPR = {}
h1_loss_rLPR = {}
 
atlasReady = {}
 
for iYT in yearTagList:
  print("I am treating the following year/tag:%s"%iYT)
 
  canvasResults[iYT] = {}
  legendResults[iYT] = {}
  stackResults[iYT] = {}
 
  # Open the Archive filename to compare the luminosity of each period
  if options['plotDiff2tags']:
    yearStatsArchiveFilename = '%s/TProfiles.root'%(yearTagDir[iYT])
    if not (os.path.exists(yearStatsArchiveFilename)):
      print("No %s found - > Skipping"%yearStatsArchiveFilename)
      continue
    
    file[iYT] = TFile(yearStatsArchiveFilename)
    h1Period_IntLuminosity[iYT] = file[iYT].Get("h1Period_IntLuminosity_archive")
    subperiodNb[iYT] = h1Period_IntLuminosity[iYT].GetNbinsX()
    
  if options['plotLossPerRun'] or options['plotDiff2tags']:
    runsLPR[iYT] = {}
    lossLPR[iYT] = {}
    loss_rLPR[iYT] = {}
    h1_lossLPR[iYT] = {}
    h1_loss_rLPR[iYT] = {}
    # Loop on defect+veto (all or single ones)
    for iDefVeto in options['defect']+options['veto']:      
        
      # Define the file name containing the loss per run for this defect
      if "defect" in defVetoType[iDefVeto]:
        lossFileName = "%s/loss-%s.dat"%(yearTagDir[iYT],iDefVeto)
        xAxisTitle = "#splitline{Luminosity loss due to}{%s [pb^{-1}]}"%(defectVeto["description"][iDefVeto])
        if defVetoType[iDefVeto] == "Intolerable defect":
          color = defectVeto["color"][iDefVeto]
        else:
          color = kTeal
      else:
        lossFileName = "%s/loss-%sVETO.dat"%(yearTagDir[iYT],iDefVeto)
        xAxisTitle = "Luminosity loss due to %s[Veto] [pb^{-1}]"%(defectVeto["description"][iDefVeto])
        color = defectVeto["color"][iDefVeto]
        
      # Check if a dat loss file is associated to this veto/defect
      if os.path.exists(lossFileName):
        print("I am reading the %s file"%lossFileName)
        runsLPR[iYT][iDefVeto] = []
        lossLPR[iYT][iDefVeto] = []
        loss_rLPR[iYT][iDefVeto] = []
        f2 = open(lossFileName,'r')
        tmpLines = f2.readlines()
        tmpLines.sort()
        for iline in tmpLines: # Loop on all lines of the loss-[defect/veto].dat files
          if defVetoType[iDefVeto] == "Intolerable defect":
            read = match("(\d+) \‍((\d+) ub-1.*\‍) -> (\d+.\d+) pb-1 \D+(\d+.\d+)\D+",iline)
          else:# Veto loss is never recoverable (not tolerable defects)
            read = match("(\d+) \‍((\d+) ub-1.*\‍) -> (\d+.\d+) pb-1",iline)
          # retrieve the run number
          runnumber = int(read.group(1))
          # If the runs filter is activated (i.e. runsFilter != 0), check if the runs must be filtered
          if (len(runsFilter) != 0 and runnumber not in runsFilter):
            continue
          # retrieve the total luminosity and the lost luminosity
          luminosity = int(read.group(2))
          lostLumi = float(read.group(3))
          # If defect, look for potential recoverable luminosity
          if defVetoType[iDefVeto] == "Intolerable defect":
            recovLumi = float(read.group(4))
          else: # Veto loss is never recoverable
            recovLumi = 0.
          if runnumber not in list(atlasReady.keys()):
            atlasready_tmp=GetReadyFlag(runnumber)
            atlasReady[runnumber] = []
            for lb in list(atlasready_tmp.keys()):
              if atlasready_tmp[lb]>0: atlasReady[runnumber] += [lb]
              
          # if the loss is above the required minimum (0 by default), store it
          if (runnumber>options['runMinLossPerRun'] and runnumber<=options['runMaxLossPerRun'] and lostLumi > options['minLumiYearStatsDefect']):  #uncomment this for real runs!!
            runsLPR[iYT][iDefVeto].append(runnumber)
            lossLPR[iYT][iDefVeto].append(lostLumi)
            loss_rLPR[iYT][iDefVeto].append(recovLumi)
            if options['retrieveComments'] and "defect" in defVetoType[iDefVeto]: # retrieve comments for defects
              print("@%d"%(runnumber))
              db = DefectsDB(tag=yearTagProperties[yearTagTag[iYT]]["Defect tag"])
              system_defects = []
              for iPrefix in grlDef["prefix"]:
                system_defects += [d for d in (db.defect_names | db.virtual_defect_names) if (d.startswith(iPrefix) and iDefVeto in d)]
              defects = db.retrieve((runnumber, 1), (runnumber+1, 0), system_defects)   
              defectCompact = {}
              for defect in defects:
                if ("SEVNOISEBURST" in defect.channel and ("HEC" in defect.channel or "FCAL" in defect.channel)): # LAr only : Skip the HEC/FCAL SEVNOISEBURST defect as they also appear in EMEC
                  continue
                for iDef in options['defect']:
                  if (defect.channel.endswith(iDef) or # NB : some problem may arise from this incomplete test (if similar name for 2 defects) but there is a protection later when recaping
                      "EGAMMA_%s"%iDef in defect.channel): # So far, EGamma is the only system with a defect name ending with the partition (and not the generic DeMo defect name)
                    defectSinceLumiAtlasReady = -1
                    defectUntilLumiAtlasReady = -1
                    for iLumiBlock in range(defect.since.lumi,min(defect.until.lumi,max(atlasReady[runnumber])+1)):
                      if iLumiBlock in atlasReady[runnumber]:
                        defectUntilLumiAtlasReady = iLumiBlock+1
                        if defectSinceLumiAtlasReady == -1:
                          defectSinceLumiAtlasReady = iLumiBlock
                    if defectSinceLumiAtlasReady == -1: # Whole defect was outside ATLAS ready - Skip it
                      continue
                    
                    if defectSinceLumiAtlasReady == defectUntilLumiAtlasReady-1:
                      lbRange = "%10d"%(defectSinceLumiAtlasReady)
                      lbRangeReproc = defectSinceLumiAtlasReady
                    else:
                      lbRange = "%4d->%4d"%(defectSinceLumiAtlasReady,defectUntilLumiAtlasReady-1)
                      lbRangeReproc = "%d-%d"%(defectSinceLumiAtlasReady,defectUntilLumiAtlasReady-1)
                    cleanedDefect = ((defect.comment).replace('\xd7','')).replace('\xb5','').replace('\xe9','').replace('\u2013','').replace('\u03b7','').replace('\u03c6','').replace('\u2014','')
                    if ("\n %d |"%runnumber not in defRecap[iDef]):
                      # This "replace" is a dirty hack due to bad unicode in defect comment in run 355995/LAr
                      # You may need to add some others if you observe a crash...
 
                      runperiod = returnPeriod(runnumber,args.parser_system,args.parser_year[0],args.parser_tag[0])
                      defRecap[iDef] += "\n %d |%s|%s|%s|%s|%s |%s| %s"%(runnumber,runperiod.rjust(7),strLumi(luminosity,"ub",False).rjust(9),(strLumi(lostLumi,"pb",False)).rjust(9),(strLumi(recovLumi,"pb",False)).rjust(9),lbRange,defect.user.rjust(12),cleanedDefect)
                      defRecapHtml[iDef] += '<tr class="out1"><th> %d </th> <th> %s </th> <th> %s </th><th> %s </th><th> %s </th><th> %s </th><th> %s </th><th> %s </th><tr>'%(runnumber,runperiod,strLumi(luminosity,"ub",False).rjust(9),(strLumi(lostLumi,"pb",False)).rjust(9),(strLumi(recovLumi,"pb",False)).rjust(9),lbRange,defect.user.rjust(12),cleanedDefect)
                      if (options['prepareReproc'] and recovLumi>0.):
                        defReproc[iDef] += "\n@%d"%runnumber
                    else:
                      defRecap[iDef] += "\n ---------------------------------------------|%s |%s| %s"%(lbRange,defect.user.rjust(12),cleanedDefect)
                      defRecapHtml[iDef] += '<tr class="out1"><th colspan="5"><th> %s </th><th> %s </th><th> %s </th><tr>'%(lbRange,defect.user.rjust(12),cleanedDefect)
                    for iPart in ["EMBA","EMBC","EMECA","EMECC","HECA","HECC","FCALA","FCALC"]:
                      if iPart in defect.channel and "SEVNOISEBURST" not in defect.channel: # Add the affected partition (except for SEVNOISEBURST, where the comment should contain it)
                        defRecap[iDef] += " - %s"%iPart
 
                    if (options['prepareReproc'] and defect.recoverable):
                      defReproc[iDef] += "\n%s %s G/R # [Originally set by %s:%s] Now fixed/irrecoverable"%(defect.channel,lbRangeReproc,defect.user,cleanedDefect)
                      if ("SEVNOISEBURST" in defect.channel and "EMEC" in defect.channel):
                        defReproc[iDef] += "\n%s %s G/R # [Originally set by %s:%s] Now fixed/irrecoverable"%(defect.channel.replace("EMEC","HEC"),lbRangeReproc,defect.user,cleanedDefect)
                        defReproc[iDef] += "\n%s %s G/R # [Originally set by %s:%s] Now fixed/irrecoverable"%(defect.channel.replace("EMEC","FCAL"),lbRangeReproc,defect.user,cleanedDefect)
                        
        f2.close()
        
        # if no loss found or if only diff2tags, stop the loop
        if (len(runsLPR[iYT][iDefVeto]) == 0 or not options['plotLossPerRun']): continue
        
        # If loss found, create histogram to display them for the restricted run with a loss
        h1_lossLPR[iYT][iDefVeto] = MakeTH1("h1_lossLPR_%s_%s"%(iYT,iDefVeto),"Run Number",xAxisTitle,-0.5,-0.5+len(runsLPR[iYT][iDefVeto]),len(runsLPR[iYT][iDefVeto]),color)
        for iX in range(1,h1_lossLPR[iYT][iDefVeto].GetNbinsX()+1):
          h1_lossLPR[iYT][iDefVeto].GetXaxis().SetBinLabel(iX,"%d"%runsLPR[iYT][iDefVeto][iX-1])                            
            
        if defVetoType[iDefVeto] == "Intolerable defect": # recoverable loss for defect
          h1_loss_rLPR[iYT][iDefVeto] = MakeTH1("h1_loss_rLPR_%s_%s"%(iYT,iDefVeto),"Run Number",xAxisTitle,-0.5,-0.5+len(runsLPR[iYT][iDefVeto]),len(runsLPR[iYT][iDefVeto]),kTeal-7)
          
        # Fill the new histogram(s)
        for irun in range(len(runsLPR[iYT][iDefVeto])):
          h1_lossLPR[iYT][iDefVeto].Fill(irun,lossLPR[iYT][iDefVeto][irun])
          if defVetoType[iDefVeto] == "Intolerable defect":
            h1_loss_rLPR[iYT][iDefVeto].Fill(irun,loss_rLPR[iYT][iDefVeto][irun])
            
        # Display the new histograms
        index = "LPR_%s"%iDefVeto
        canvasResults[iYT][index] = TCanvas("cLPR_%s_%s"%(iYT,iDefVeto),"%s (only run losses >%.1f pb-1)"%(xAxisTitle,options['minLumiYearStatsDefect']), 200, 10, 1200, 500)
        canvasResults[iYT][index].SetGridy(1)
        h1_lossLPR[iYT][iDefVeto].SetTitle("")
        h1_lossLPR[iYT][iDefVeto].SetMinimum(0.)
        h1_lossLPR[iYT][iDefVeto].Draw("HIST")
        if (options['recovPlot'] and defVetoType[iDefVeto] == "Intolerable defect"):
          h1_lossLPR[iYT][iDefVeto].Draw("HIST SAME")
        legendResults[iYT][index] = MakeLegend(0.855,0.75,0.95,0.95)
        legendResults[iYT][index].SetHeader("%s"%iYT)
        legendResults[iYT][index].AddEntry(h1_lossLPR[iYT][iDefVeto],"Total:%s"%(strLumi(h1_lossLPR[iYT][iDefVeto].Integral(),"pb^{-1}")),"f")
        if (options['recovPlot'] and defVetoType[iDefVeto] == "Intolerable defect"):
          legendResults[iYT][index].AddEntry(h1_lossLPR[iYT][iDefVeto],"Recov:%s"%(strLumi(h1_loss_rLPR[iYT][iDefVeto].Integral(),"pb^{-1}")),"f")
        legendResults[iYT][index].Draw()
 
# Enf of comment recap
if options['plotLossPerRun'] and options['retrieveComments']:
  f = open("%s/YearStats-%s/%s/%s/recapDefects.txt"%(args.parser_directory,args.parser_system,args.parser_year[0],args.parser_tag[0]),'w')
  fHtml = open("%s/YearStats-%s/%s/%s/recapDefects.html"%(args.parser_directory,args.parser_system,args.parser_year[0],args.parser_tag[0]),'w')
  fHtml.write('<table class="report">')
  fHtml.write('<tr class="out0"> <th width="60pix"></th><th width="60pix"></th><th width="80pix"></th></th><th width="80pix"></th><th width="80pix"></th><th width="80pix"></th><th width="100pix"></th><th></th></tr>')
  fHtml.write('<tr class="out0"> <th colspan="8"> Recap generated on %s </th></tr>'%(strftime("%a, %d %b %Y %H:%M", localtime())))
  if options['prepareReproc']:
    fReproc = open("YearStats-%s/%s/%s/defectsForReproc.txt"%(args.parser_system,args.parser_year[0],args.parser_tag[0]),'w')
 
  defTocHtml = '<div style="text-align:left" class="rectangle">'
  for iDef in options['defect']:
    if (iDef in list(h1_lossLPR[iYT].keys())): # This protection is needed as defRecap may have duplication in some rare cases. See Muon system with "MDT_ROD_PROBLEM_1" and "RPC_PROBLEM_1"
      if ("b-1" in defRecap[iDef]):# At least one data loss in the whole YearStats for this defect 
        defTocHtml += "Direct link to <a href='#%s-%s-%s' target='_self'> %s </a> (%s - %s affected) <br>"%(iDef,args.parser_year[0],args.parser_tag[0],iDef,defVetoType[iDef],strLumi(h1_lossLPR[iYT][iDef].Integral(),"pb^{-1}"))
  defTocHtml += '</div>'
 
  fHtml.write(defTocHtml)
  for iDef in options['defect']:
    if (iDef in list(h1_lossLPR[iYT].keys())): # This protection is needed as defRecap may have duplication in some rare cases. See Muon system with "MDT_ROD_PROBLEM_1" and "RPC_PROBLEM_1"
      if ("b-1" in defRecap[iDef]):# At least one data loss in the whole YearStats for this defect 
        print(defRecap[iDef])
        f.write(defRecap[iDef])
        fHtml.write("%s</tr>"%defRecapHtml[iDef].replace("LUMILOSTTOBEREPLACED",strLumi(h1_lossLPR[iYT][iDef].Integral(),"pb^{-1}")))
        if options['prepareReproc']:
          fReproc.write(defReproc[iDef])
 
  f.close()
  fHtml.write('</table>')
  fHtml.close()
  if options['prepareReproc']:
    fReproc.close()
 
# Compare defects/veto run by run (if the year is the same for both) 
if (len(yearTagList) == 2 and options['plotDiff2tags'] and singleYear):
  print("I am now comparing run by run the defects and their affected luminosity")
  
  # First basic check about the datasets used in both tags
  YT0 = yearTagList[0]
  YT1 = yearTagList[1]
  if (subperiodNb[YT0] != subperiodNb[YT1]):
    print("Warning : different number of subperiods...")
  else:
    for iBin in range(subperiodNb[YT0]):
      if (h1Period_IntLuminosity[YT0].GetBinContent(iBin) != h1Period_IntLuminosity[YT1].GetBinContent(iBin)):
        print("Warning : different luminosities in bin %s/%s: %f vs %f"%(h1Period_IntLuminosity[YT0].GetXaxis().GetBinLabel(iBin),h1Period_IntLuminosity[YT1].GetXaxis().GetBinLabel(iBin),h1Period_IntLuminosity[YT0].GetBinContent(iBin),h1Period_IntLuminosity[YT1].GetBinContent(iBin)))
  
  runs_diff2tags = {}
  lumi_diff2tags = {}
  suffixList = ["miss_%s"%yearTagList[0],"miss_%s"%yearTagList[1],"diff"]
  suffixTitle = {"miss_%s"%yearTagList[0]:"No loss in %s"%yearTagList[0],"miss_%s"%yearTagList[1]:"No loss in %s"%yearTagList[1],"diff":"Different losses in both year/tag"}
 
  for iDefOrVeto in ["defect","veto"]:
    for iSuffix in suffixList:
      runs_diff2tags["%s_%s"%(iDefOrVeto,iSuffix)] = []
  
  for iDefVeto in options['defect']+options['veto']:
    for iSuffix in suffixList:
      lumi_diff2tags["%s_%s"%(iDefVeto,iSuffix)] = {}
    
    if "defect" in defVetoType[iDefVeto]:
      defOrVeto = "defect"
    else:
      defOrVeto = "veto"
      
    firstYT = True # Bool used to avoid displaying twice the same disagreement
    for iYT in yearTagList:
      if iYT==yearTagList[0]: 
        iYT2=yearTagList[1]
        sign = +1
      else: 
        iYT2=yearTagList[0]
        sign = -1      
      if (iDefVeto in runsLPR[iYT] and iDefVeto not in runsLPR[iYT2]):
        for irun in range(len(runsLPR[iYT][iDefVeto])):
          print("%s contains %s %s (%.6f pb-1) for run %d but %s does not!"%(iYT,defOrVeto,iDefVeto,lossLPR[iYT][iDefVeto][irun],runsLPR[iYT][iDefVeto][irun],iYT2))
          defVeto_type = "%s_miss_%s"%(iDefVeto,iYT2)
          defOrVeto_type = "%s_miss_%s"%(defOrVeto,iYT2)
 
          lumi_diff2tags[defVeto_type][runsLPR[iYT][iDefVeto][irun]] = sign * lossLPR[iYT][iDefVeto][irun]
          if runsLPR[iYT][iDefVeto][irun] not in runs_diff2tags[defOrVeto_type]:
            runs_diff2tags[defOrVeto_type].append(runsLPR[iYT][iDefVeto][irun])
            
      if (iDefVeto in runsLPR[iYT] and iDefVeto in runsLPR[iYT2]):
        for irun in range(len(runsLPR[iYT][iDefVeto])):
          if runsLPR[iYT][iDefVeto][irun] not in runsLPR[iYT2][iDefVeto]:
            print("%s contains %s %s (%.6f pb-1) for run %d but %s does not!"%(iYT,defOrVeto,iDefVeto,lossLPR[iYT][iDefVeto][irun],runsLPR[iYT][iDefVeto][irun],iYT2))
            defVeto_type = "%s_miss_%s"%(iDefVeto,iYT2)
            defOrVeto_type = "%s_miss_%s"%(defOrVeto,iYT2)
 
            lumi_diff2tags[defVeto_type][runsLPR[iYT][iDefVeto][irun]] = sign * lossLPR[iYT][iDefVeto][irun]
            if runsLPR[iYT][iDefVeto][irun] not in runs_diff2tags[defOrVeto_type]:
              runs_diff2tags[defOrVeto_type].append(runsLPR[iYT][iDefVeto][irun])
          else:
            irun2 = runsLPR[iYT2][iDefVeto].index(runsLPR[iYT][iDefVeto][irun])
            if (lossLPR[iYT][iDefVeto][irun] != lossLPR[iYT2][iDefVeto][irun2] and firstYT):
              print("%s contains %s %s (%.6f pb-1) for run %d; %s also but with a different luminosity %.6f pb-1!"%(iYT,defOrVeto,iDefVeto,lossLPR[iYT][iDefVeto][irun],runsLPR[iYT][iDefVeto][irun],iYT2,lossLPR[iYT2][iDefVeto][irun2]))
              defVeto_type = "%s_diff"%(iDefVeto)
              defOrVeto_type = "%s_diff"%(defOrVeto)
 
              lumi_diff2tags[defVeto_type][runsLPR[iYT][iDefVeto][irun]] = sign * (lossLPR[iYT][iDefVeto][irun]-lossLPR[iYT2][iDefVeto][irun2])
              if runsLPR[iYT][iDefVeto][irun] not in runs_diff2tags[defOrVeto_type]:
                runs_diff2tags[defOrVeto_type].append(runsLPR[iYT][iDefVeto][irun])
                
      firstYT = False
                
  h1Run_diffTwoYT = {}
  h1_diffTwoYT = {}
  maxAbsLumiDiff = {}
  for iDefOrVeto in ["defect","veto"]:
    for iSuffix in suffixList:
      runs_diff2tags["%s_%s"%(iDefOrVeto,iSuffix)].sort()
      maxAbsLumiDiff["%s_%s"%(iDefOrVeto,iSuffix)] = 0.
  
  for iDefVeto in options['defect']+options['veto']:    
    if "defect" in defVetoType[iDefVeto]:
      defOrVeto = "defect"
      color = defectVeto["color"][iDefVeto]
    else:
      defOrVeto = "veto"
      color = defectVeto["color"][iDefVeto]
 
    for iSuffix in suffixList:
      defVeto_type = "%s_%s"%(iDefVeto,iSuffix)
      defOrVeto_type = "%s_%s"%(defOrVeto,iSuffix)
      if len(runs_diff2tags[defOrVeto_type]) != 0:
        h1Run_diffTwoYT[defVeto_type] = MakeTH1("h1Run_diffTwoYT_%s"%(defVeto_type),"Run","Defect luminosity loss difference (pb^{-1})", -0.5,-0.5+len(runs_diff2tags[defOrVeto_type]),len(runs_diff2tags[defOrVeto_type]),color)
        h1Run_diffTwoYT[defVeto_type].SetTitle("")
        SetXLabel(h1Run_diffTwoYT[defVeto_type],runs_diff2tags[defOrVeto_type])
        h1_diffTwoYT[defVeto_type] = MakeTH1("h1_diffTwoYT_%s"%(defVeto_type),"Defect luminosity loss difference %s - %s (pb^{-1})"%(YT0,YT1),"Nb of runs",-10.,10.,500,color)
        h1_diffTwoYT[defVeto_type].SetTitle("")
        h1_diffTwoYT[defVeto_type].SetMaximum(len(runs_diff2tags[defOrVeto_type]))
      
      for iRun in range(len(runs_diff2tags[defOrVeto_type])):
        if runs_diff2tags[defOrVeto_type][iRun] in list(lumi_diff2tags[defVeto_type].keys()):
          h1Run_diffTwoYT[defVeto_type].Fill(iRun,lumi_diff2tags[defVeto_type][runs_diff2tags[defOrVeto_type][iRun]])
          h1_diffTwoYT[defVeto_type].Fill(lumi_diff2tags[defVeto_type][runs_diff2tags[defOrVeto_type][iRun]])
          if fabs(lumi_diff2tags[defVeto_type][runs_diff2tags[defOrVeto_type][iRun]]) > maxAbsLumiDiff[defOrVeto_type]:
            maxAbsLumiDiff[defOrVeto_type] = fabs(lumi_diff2tags[defVeto_type][runs_diff2tags[defOrVeto_type][iRun]])
          if fabs(lumi_diff2tags[defVeto_type][runs_diff2tags[defOrVeto_type][iRun]]) > maxAbsLumiDiff[defOrVeto_type]:
            maxAbsLumiDiff[defOrVeto_type] = fabs(lumi_diff2tags[defVeto_type][runs_diff2tags[defOrVeto_type][iRun]])
 
  c_diffTwoYT = {}
  leg_diffTwoYT = {}
  for iDefOrVeto in ["defect","veto"]:
    if iDefOrVeto == "defect":
      listOfDefVeto = options['defect']
    else:
      listOfDefVeto = options['veto']
 
    for iSuffix in suffixList:
      defOrVeto_type = "%s_%s"%(iDefOrVeto,iSuffix)          
      if (len(runs_diff2tags[defOrVeto_type]) != 0):
        c_diffTwoYT[defOrVeto_type] = TCanvas( "c_%s"%defOrVeto_type,"Differences between %s and %s"%(iYT2,iYT), 200, 10, 1400, 800) 
        c_diffTwoYT[defOrVeto_type].Divide(1,2)
        c_diffTwoYT[defOrVeto_type].cd(2)
        leg_diffTwoYT[defOrVeto_type] = MakeLegend(0.855,0.25,0.95,0.95)
        first = True
 
        for iDefVeto in listOfDefVeto:
          c_diffTwoYT[defOrVeto_type].cd(1)
          defVeto_type = "%s_%s"%(iDefVeto,iSuffix)
 
          if (defVeto_type in list(h1Run_diffTwoYT.keys()) and h1Run_diffTwoYT[defVeto_type].GetEntries() != 0):
            leg_diffTwoYT[defOrVeto_type].AddEntry(h1_diffTwoYT[defVeto_type],"#splitline{%s: %d runs}{Underflow: %d Overflow: %d}"%(defectVeto["description"][iDefVeto],h1_diffTwoYT[defVeto_type].GetEntries(),h1_diffTwoYT[defVeto_type].GetBinContent(0),h1_diffTwoYT[defVeto_type].GetBinContent(h1_diffTwoYT[defVeto_type].GetNbinsX()+1)),"P")
            if (first):
              gPad.SetGridy(1)
              h1Run_diffTwoYT[defVeto_type].SetMinimum(-1.2*maxAbsLumiDiff[defOrVeto_type])
              h1Run_diffTwoYT[defVeto_type].SetMaximum(1.2*maxAbsLumiDiff[defOrVeto_type])
              h1Run_diffTwoYT[defVeto_type].Draw("L")
              c_diffTwoYT[defOrVeto_type].cd(2)
              gPad.SetGrid(1)
              h1_diffTwoYT[defVeto_type].Draw("L")
              first = False
            else:
              h1Run_diffTwoYT[defVeto_type].Draw("L SAME")
              c_diffTwoYT[defOrVeto_type].cd(2)
              h1_diffTwoYT[defVeto_type].Draw("L SAME")
 
        c_diffTwoYT[defOrVeto_type].cd(2)
        leg_diffTwoYT[defOrVeto_type].SetHeader(suffixTitle[iSuffix])
        leg_diffTwoYT[defOrVeto_type].Draw()