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Angular analysis of B+->K*+(K+pi0)mumu
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EWP-BplusToKstMuMu-AngAna/Code/Selection/ComparisonTool/compareUltimateSelection.py

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First commit, not including the most of the Codes/ folder
3 years ago
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  2. from compareUltimateSource import *
  5. '''
  6. Tool for comparing two variables from two datasets.
  7. Yes, writting it in Python3 would be smarter,
  8. but default is Python2 on all servers so far
  9. '''
  10. def compareUltimateAllPolarities(variable1, variable2,
  11. year1, year2, cut1, cut2 ,
  12. MC1, TM1, ReferenceChannel1, PHSP1, Preselected1, BDTed1,
  13. MC2, TM2, ReferenceChannel2, PHSP2, Preselected2, BDTed2,
  14. sWeighted1, bWeighted1, b2Dweighted1,
  15. sWeighted2, bWeighted2, b2Dweighted2,
  16. bPrint, KshortDecaysInVelo1, KshortDecaysInVelo2, verbose):
  17. for magnet in polarityList():
  18. compareUltimate(variable1 = variable1, variable2 = variable2,
  19. year1 = year1, year2 = year2, cut1 = cut1, cut2 = cut2,
  20. magnet1 = magnet, MC1 = MC1, TM1 = TM1, ReferenceChannel1 = ReferenceChannel1, PHSP1 = PHSP1, Preselected1 = Preselected1, BDTed1 = BDTed1,
  21. magnet2 = magnet, MC2 = MC2, TM2 = TM2, ReferenceChannel2 = ReferenceChannel2, PHSP2 = PHSP2, Preselected2 = Preselected2, BDTed2 = BDTed2,
  22. sWeighted1 = sWeighted1, bWeighted1 = bWeighted1, b2Dweighted1 = b2Dweighted1, weightBranch1 = firstMCweight(),
  23. sWeighted2 = sWeighted2, bWeighted2 = bWeighted2, b2Dweighted2 = b2Dweighted2, weightBranch2 = firstMCweight(),
  24. bPrint = bPrint, KshortDecaysInVelo1 = KshortDecaysInVelo1, KshortDecaysInVelo2 = KshortDecaysInVelo2, verbose = verbose)
  26. def compareUltimateAllPolAndYears( variable1, variable2,
  27. cut1, cut2 ,
  28. MC1, TM1, ReferenceChannel1, PHSP1, Preselected1, BDTed1,
  29. MC2, TM2, ReferenceChannel2, PHSP2, Preselected2, BDTed2,
  30. sWeighted1, bWeighted1, b2Dweighted1,
  31. sWeighted2, bWeighted2, b2Dweighted2,
  32. bPrint, KshortDecaysInVelo1, KshortDecaysInVelo2, verbose):
  33. for year in polarityList():
  34. compareUltimateAllPolarities(variable1 = variable1, variable2 = variable2,
  35. year1 = year, year2 = year, cut1 = cut1, cut2 = cut2,
  36. magnet1 = magnet, MC1 = MC1, TM1 = TM1, ReferenceChannel1 = ReferenceChannel1, PHSP1 = PHSP1, Preselected1 = Preselected1, BDTed1 = BDTed1,
  37. magnet2 = magnet, MC2 = MC2, TM2 = TM2, ReferenceChannel2 = ReferenceChannel2, PHSP2 = PHSP2, Preselected2 = Preselected2, BDTed2 = BDTed2,
  38. sWeighted1 = sWeighted1, bWeighted1 = bWeighted1, b2Dweighted1 = b2Dweighted1, weightBranch1 = firstMCweight(),
  39. sWeighted2 = sWeighted2, bWeighted2 = bWeighted2, b2Dweighted2 = b2Dweighted2, weightBranch2 = firstMCweight(),
  40. bPrint = bPrint, KshortDecaysInVelo1 = KshortDecaysInVelo1, KshortDecaysInVelo2 = KshortDecaysInVelo2, verbose = verbose)
  42. #Two samples, same variable
  43. def compareUltimateDataMC(variable, year, cut, magnet,
  44. TM = True, ReferenceChannel = False, PHSP = False,
  45. sWeighted = True, bWeighted = False, b2Dweighted = True, KshortDecaysInVelo = False, verbose = False):
  46. return compareUltimate(variable1 = variable, variable2 = variable,
  47. year1 = year, year2 = year, cut1 = cut, cut2 = cut,
  48. magnet1 = magnet, MC1 = False, TM1 = False, ReferenceChannel1 = False, PHSP1 = False, Preselected1 = True, BDTed1 = False,
  49. magnet2 = magnet, MC2 = True, TM2 = TM, ReferenceChannel2 = ReferenceChannel, PHSP2 = PHSP, Preselected2 = True, BDTed2 = False,
  50. sWeighted1 = sWeighted, bWeighted1 = False , b2Dweighted1 = False, weightBranch1 = firstMCweight(),
  51. sWeighted2 = False, bWeighted2 = bWeighted, b2Dweighted2 = b2Dweighted, weightBranch2 = firstMCweight(),
  52. bPrint = False, KshortDecaysInVelo1 = KshortDecaysInVelo, KshortDecaysInVelo2 = KshortDecaysInVelo, verbose = verbose)
  54. #Two MC versions, same variable
  55. def compareUltimateMCMC(variable, year1, year2, cut1, cut2, magnet1, magnet2,
  56. TM = True, ReferenceChannel = False, PHSP = False,
  57. bWeighted1 = False, b2Dweighted1 = False, bWeighted2 = False, b2Dweighted2 = False, KshortDecaysInVelo = False, verbose = False):
  58. return compareUltimate(variable1 = variable, variable2 = variable,
  59. year1 = year1, year2 = year2, cut1 = cut1, cut2 = cut2,
  60. magnet1 = magnet1, MC1 = True, TM1 = TM, ReferenceChannel1 = ReferenceChannel, PHSP1 = PHSP, Preselected1 = True, BDTed1 = False,
  61. magnet2 = magnet2, MC2 = True, TM2 = TM, ReferenceChannel2 = ReferenceChannel, PHSP2 = PHSP, Preselected2 = True, BDTed2 = False,
  62. sWeighted1 = False, bWeighted1 = bWeighted1, b2Dweighted1 = b2Dweighted1, weightBranch1 = firstMCweight(),
  63. sWeighted2 = False, bWeighted2 = bWeighted2, b2Dweighted2 = b2Dweighted2, weightBranch2 = firstMCweight(),
  64. bPrint = False, KshortDecaysInVelo1 = KshortDecaysInVelo, KshortDecaysInVelo2 = KshortDecaysInVelo, verbose = verbose)
  66. #Two data versions, same variable
  67. def compareUltimateDataData(variable, year1, year2, cut1, cut2, magnet1, magnet2, sWeighted1, sWeighted2, KshortDecaysInVelo1, KshortDecaysInVelo2, verbose):
  69. return compareUltimate(variable1 = variable, variable2 = variable,
  70. year1 = year1, year2 = year2, cut1 = cut1, cut2 = cut2,
  71. magnet1 = magnet1, MC1 = False, TM1 = False, ReferenceChannel1 = False, PHSP1 = False, Preselected1 = True, BDTed1 = False,
  72. magnet2 = magnet2, MC2 = True, TM2 = False, ReferenceChannel2 = False, PHSP2 = False, Preselected2 = True, BDTed2 = False,
  73. sWeighted1 = sWeighted1, bWeighted1 = False, b2Dweighted1 = False, weightBranch1 = firstMCweight(),
  74. sWeighted2 = sWeighted2, bWeighted2 = False, b2Dweighted2 = False, weightBranch2 = firstMCweight(),
  75. bPrint = False, KshortDecaysInVelo1 = KshortDecaysInVelo, KshortDecaysInVelo2 = KshortDecaysInVelo, verbose = verbose)
  77. #Two variables, same data sample, different cuts
  78. def compareUltimateTwoVars(variable1, variable2, year, cut1, cut2, magnet, MC, TM, ReferenceChannel, PHSP, Preselected, BDTed, sWeighted, bWeighted, b2Dweighted, KshortDecaysInVelo, verbose = False):
  79. return compareUltimate(variable1 = variable1, variable2 = variable2,
  80. year1 = year, year2 = year, cut1 = cut1, cut2 = cut2,
  81. magnet1 = magnet, MC1 = MC, TM1 = TM, ReferenceChannel1 = ReferenceChannel, PHSP1 = PHSP, Preselected1 = Preselected, BDTed1 = BDTed,
  82. magnet2 = magnet, MC2 = MC, TM2 = TM, ReferenceChannel2 = ReferenceChannel, PHSP2 = PHSP, Preselected2 = Preselected, BDTed2 = BDTed,
  83. sWeighted1 = sWeighted, bWeighted1 = bWeighted, b2Dweighted1 = b2Dweighted, weightBranch1 = firstMCweight(),
  84. sWeighted2 = sWeighted, bWeighted2 = bWeighted, b2Dweighted2 = b2Dweighted, weightBranch2 = firstMCweight(),
  85. bPrint = False, KshortDecaysInVelo1 = KshortDecaysInVelo, KshortDecaysInVelo2 = KshortDecaysInVelo, verbose = verbose)
  86. #Two variables, data sample, different cuts
  87. def compareUltimateTwoVarsData(variable1, variable2, year, cut1, cut2, magnet, Preselected, BDTed, sWeighted, KshortDecaysInVelo, verbose):
  88. return compareUltimateTwoVars(variable1=variable1, variable2=variable2, year=year, cut1=cut1,cut2=cut2, magnet=magnet, MC=False, TM=False, ReferenceChannel=False, PHSP=False, Preselected=Preselected, BDTed = BDTed, sWeighted=sWeighted, bWeighted=False, b2Dweighted=False, KshortDecaysInVelo=KshortDecaysInVelo, verbose = verbose)
  90. #Two variables, MC sample, different cuts
  91. def compareUltimateTwoVarsMC(variable1, variable2, year, cut1, cut2, magnet, TM, ReferenceChannel, PHSP, Preselected, BDTed, bWeighted, b2Dweighted, KshortDecaysInVelo, verbose):
  92. return compareUltimateTwoVars(variable1=variable1, variable2=variable2, year=year, cut1=cut1,cut2=cut2, magnet=magnet, MC=True, TM=TM, ReferenceChannel=ReferenceChannel, PHSP=PHSP, Preselected=Preselected, BDTed= BDTed, sWeighted=False, bWeighted=bWeighted, b2Dweighted=b2Dweighted, KshortDecaysInVelo=KshortDecaysInVelo, verbose = verbose)
  94. #One variable, same data sample, different cuts
  95. def compareUltimateTwoCuts(variable, year, magnet, cut1, cut2, MC, TM, ReferenceChannel, PHSP, Preselected, BDTed, sWeighted, bWeighted, b2Dweighted, KshortDecaysInVelo, verbose):
  96. return compareUltimate(variable1 = variable, variable2 = variable,
  97. year1 = year, year2 = year, cut1 = cut1, cut2 = cut2,
  98. magnet1 = magnet, MC1 = MC, TM1 = TM, ReferenceChannel1 = ReferenceChannel, PHSP1 = PHSP, Preselected1 = Preselected, BDTed1 = BDTed,
  99. magnet2 = magnet, MC2 = MC, TM2 = TM, ReferenceChannel2 = ReferenceChannel, PHSP2 = PHSP, Preselected2 = Preselected, BDTed2 = BDTed,
  100. sWeighted1 = sWeighted, bWeighted1 = bWeighted, b2Dweighted1 = b2Dweighted, weightBranch1 = firstMCweight(),
  101. sWeighted2 = sWeighted, bWeighted2 = bWeighted, b2Dweighted2 = b2Dweighted, weightBranch2 = firstMCweight(),
  102. bPrint = False, KshortDecaysInVelo1 = KshortDecaysInVelo, KshortDecaysInVelo2 = KshortDecaysInVelo, verbose = verbose)
  104. #One variable, data sample, different cuts
  105. def compareUltimateTwoCutsData(variable, year, magnet, cut1, cut2, Preselected, BDTed, sWeighted, KshortDecaysInVelo, verbose):
  106. return compareUltimateTwoCuts(variable=variable, year= year, magnet= magnet, cut1 = cut1, cut2 = cut2,MC=False, TM=False, ReferenceChannel = False, PHSP = False, Preselected= Preselected, BDTed = BDTed, sWeighted = sWeighted, bWeighted = False, b2Dweighted = False, KshortDecaysInVelo = KshortDecaysInVelo, verbose = verbose)
  108. #One variable, MC sample, different cuts
  109. def compareUltimateTwoCutsMC(variable, year, magnet, cut1, cut2, TM, ReferenceChannel, PHSP, Preselected, BDTed, bWeighted, b2Dweighted, KshortDecaysInVelo, verbose):
  110. return compareUltimateTwoCuts(variable=variable, year= year, magnet= magnet, cut1 = cut1, cut2 = cut2,MC=True, TM=TM, ReferenceChannel = ReferenceChannel, PHSP = False, Preselected= Preselected, BDTed = BDTed, sWeighted = False, bWeighted = bWeighted, b2Dweighted = b2Dweighted, KshortDecaysInVelo = KshortDecaysInVelo, verbose = verbose)
  113. def compareUltimateBchargeAllSamples(variable, year, magnet, MC, ReferenceChannel, PHSP, Preselected, BDTed, sWeighted, bWeighted, b2Dweighted, KshortDecaysInVelo, verbose):
  114. if (not MC):
  115. compareUltimateTwoCutsData(variable=variable, year= year, magnet= magnet, cut1 = "B_plus_ID = 521", cut2 = "B_plus_ID = -521", Preselected= Preselected, BDTed = BDTed, sWeighted = sWeighted, KshortDecaysInVelo = KshortDecaysInVelo, verbose = verbose)
  116. else:
  117. compareUltimateTwoCutsMC(variable=variable, year= year, magnet= magnet, cut1 = "B_plus_ID = 521", cut2 = "B_plus_ID = -521", TM=False, ReferenceChannel = ReferenceChannel, PHSP = PHSP, Preselected= Preselected, BDTed = BDTed, sWeighted = False, bWeighted = bWeighted, b2Dweighted = b2Dweighted, KshortDecaysInVelo = KshortDecaysInVelo, verbose = verbose)
  118. compareUltimateTwoCutsMC(variable=variable, year= year, magnet= magnet, cut1 = "B_plus_ID = 521", cut2 = "B_plus_ID = 521", TM=False, ReferenceChannel = ReferenceChannel, PHSP = PHSP, Preselected= Preselected, BDTed = BDTed, sWeighted = False, bWeighted = bWeighted, b2Dweighted = b2Dweighted, KshortDecaysInVelo = KshortDecaysInVelo, verbose = verbose)
  119. compareUltimateTwoCutsMC(variable=variable, year= year, magnet= magnet, cut1 = "B_plus_ID = -521", cut2 = "B_plus_ID = -521", TM=False, ReferenceChannel = ReferenceChannel, PHSP = PHSP, Preselected= Preselected, BDTed = BDTed, sWeighted = False, bWeighted = bWeighted, b2Dweighted = b2Dweighted, KshortDecaysInVelo = KshortDecaysInVelo, verbose = verbose)
  121. compareUltimateTwoCutsMC(variable=variable, year= year, magnet= magnet, cut1 = "B_plus_TRUEID = 521", cut2 = "B_plus_TRUEID = -521", TM=True, ReferenceChannel = ReferenceChannel, PHSP = PHSP, Preselected= Preselected, BDTed = BDTed, sWeighted = False, bWeighted = bWeighted, b2Dweighted = b2Dweighted, KshortDecaysInVelo = KshortDecaysInVelo, verbose = verbose)
  123. compareUltimateTwoCutsMC(variable=variable, year= year, magnet= magnet, cut1 = "B_plus_TRUEID = 521", cut2 = "B_plus_TRUEID = -521", TM=True, ReferenceChannel = ReferenceChannel, PHSP = PHSP, Preselected= Preselected, BDTed = BDTed, sWeighted = False, bWeighted = bWeighted, b2Dweighted = b2Dweighted, KshortDecaysInVelo = KshortDecaysInVelo, verbose = verbose)
  126. def compareUltimateBchargeAllSamplesTwoVars(variable1, variable2, year, magnet, MC, ReferenceChannel, PHSP, Preselected, BDTed, sWeighted, bWeighted, b2Dweighted, KshortDecaysInVelo, verbose):
  127. if (not MC):
  128. compareUltimateTwoVarsData(variable1=variable1, variable2=variable2, year= year, magnet= magnet, cut1 = "B_plus_ID = 521", cut2 = "B_plus_ID = -521", Preselected= Preselected, BDTed = BDTed, sWeighted = sWeighted, KshortDecaysInVelo = KshortDecaysInVelo, verbose = verbose)
  129. else:
  130. compareUltimateTwoVarsMC(variable1=variable1, variable2=variable2,year= year, magnet= magnet, cut1 = "B_plus_ID = 521", cut2 = "B_plus_ID = -521", TM=False, ReferenceChannel = ReferenceChannel, PHSP = PHSP, Preselected= Preselected, BDTed = BDTed, bWeighted = bWeighted, b2Dweighted = b2Dweighted, KshortDecaysInVelo = KshortDecaysInVelo, verbose = verbose)
  131. compareUltimateTwoVarsMC(variable1=variable1, variable2=variable2,year= year, magnet= magnet, cut1 = "B_plus_ID = -521", cut2 = "B_plus_ID = 521", TM=False, ReferenceChannel = ReferenceChannel, PHSP = PHSP, Preselected= Preselected, BDTed = BDTed, bWeighted = bWeighted, b2Dweighted = b2Dweighted, KshortDecaysInVelo = KshortDecaysInVelo, verbose = verbose)
  132. compareUltimateTwoVarsMC(variable1=variable1, variable2=variable2,year= year, magnet= magnet, cut1 = "B_plus_ID = 521", cut2 = "B_plus_ID = 521", TM=False, ReferenceChannel = ReferenceChannel, PHSP = PHSP, Preselected= Preselected, BDTed = BDTed, bWeighted = bWeighted, b2Dweighted = b2Dweighted, KshortDecaysInVelo = KshortDecaysInVelo, verbose = verbose)
  133. compareUltimateTwoVarsMC(variable1=variable1, variable2=variable2,year= year, magnet= magnet, cut1 = "B_plus_ID = -521", cut2 = "B_plus_ID = -521", TM=False, ReferenceChannel = ReferenceChannel, PHSP = PHSP, Preselected= Preselected, BDTed = BDTed, bWeighted = bWeighted, b2Dweighted = b2Dweighted, KshortDecaysInVelo = KshortDecaysInVelo, verbose = verbose)
  135. compareUltimateTwoVarsMC(variable1=variable1, variable2=variable2,year= year, magnet= magnet, cut1 = "B_plus_TRUEID = 521", cut2 = "B_plus_TRUEID = -521", TM=True, ReferenceChannel = ReferenceChannel, PHSP = PHSP, Preselected= Preselected, BDTed = BDTed, bWeighted = bWeighted, b2Dweighted = b2Dweighted, KshortDecaysInVelo = KshortDecaysInVelo, verbose = verbose)
  137. compareUltimateTwoVarsMC(variable1=variable1, variable2=variable2,year= year, magnet= magnet, cut1 = "B_plus_TRUEID = 521", cut2 = "B_plus_TRUEID = -521", TM=True, ReferenceChannel = ReferenceChannel, PHSP = PHSP, Preselected= Preselected, BDTed = BDTed, bWeighted = bWeighted, b2Dweighted = b2Dweighted, KshortDecaysInVelo = KshortDecaysInVelo, verbose = verbose)
  141. def compareUltimateBchargeAllPolarities(variable, year,MC, ReferenceChannel, PHSP, Preselected, BDTed, sWeighted, bWeighted, b2Dweighted, KshortDecaysInVelo, verbose):
  142. for pol in polarityList():
  143. compareUltimateBchargeAllSamples(variable=variable, year=year, magnet = pol,MC = MC, ReferenceChannel= ReferenceChannel, PHSP=PHSP, Preselected = Preselected, BDTed= BDTed, sWeighted=sWeighted, bWeighted=bWeighted, b2Dweighted=b2Dweighted, KshortDecaysInVelo=KshortDecaysInVelo, verbose=verbose)
  146. def compareUltimateBchargeAllYears(variable,MC, ReferenceChannel, PHSP, Preselected, BDTed, sWeighted, bWeighted, b2Dweighted, KshortDecaysInVelo, verbose):
  147. for year in yearList():
  148. compareUltimateBchargeAllPolarities(variable = variable, year = year, MC = MC,ReferenceChannel = ReferenceChannel, PHSP = PHSP, Preselected= Preselected, BDTed = BDTed, sWeighted = sWeighted, bWeighted= bWeighted, b2Dweighted = b2Dweighted,KshortDecaysInVelo =KshortDecaysInVelo, verbose= verbose)
  150. def compareUltimateMuonIPCHI2All(verbose): #TODO possibly change parameters such as preselected
  151. compareUltimateBchargeAllYears(variable = "log(mu_plus_IPCHI2_OWNPV)", MC = False, ReferenceChannel = False, PHSP = False, Preselected= True, BDTed = False, sWeighted = False, bWeighted= False, b2Dweighted = False,KshortDecaysInVelo =False, verbose= verbose)
  152. compareUltimateBchargeAllYears(variable = "log(mu_minus_IPCHI2_OWNPV)", MC = True, ReferenceChannel = False, PHSP = False, Preselected= True, BDTed = False, sWeighted = False, bWeighted= False, b2Dweighted = False,KshortDecaysInVelo =False, verbose= verbose)
  153. compareUltimateBchargeAllYears(variable = "log(mu_minus_IPCHI2_OWNPV)", MC = True, ReferenceChannel = True, PHSP = False, Preselected= True, BDTed = False, sWeighted = False, bWeighted= False, b2Dweighted = False,KshortDecaysInVelo =False, verbose= verbose)
  154. compareUltimateBchargeAllYears(variable = "log(mu_minus_IPCHI2_OWNPV)", MC = True, ReferenceChannel = False, PHSP = True, Preselected= True, BDTed = False, sWeighted = False, bWeighted= False, b2Dweighted = False,KshortDecaysInVelo =False, verbose= verbose)
  159. def compareUltimateBDTcut(variable, year, magnet, sWeighted, KshortDecaysInVelo, verbose):
  160. return compareUltimateTwoCuts(variable = variable, year =year, magnet =magnet, cut1 ="MLPresponse < 0.1", cut2 = "MLPresponse > 0.9", MC=False, TM=False, ReferenceChannel=False, PHSP=False, Preselected=True, BDTed=True, sWeighted = sWeighted, bWeighted=False, b2Dweighted=False, KshortDecaysInVelo=KshortDecaysInVelo, verbose=verbose)
  163. def compareUltimateAllKplusDataMC(year = 2011, magnet = "both", cut = "", ReferenceChannel = False, PHSP = False, bWeighted = False, b2Dweighted = True, whichParticle = 1, verbose = False):
  164. for var in ListOfKplusVars(whichParticle=whichParticle):
  165. compareUltimateDataMC(var, year, cut, magnet,
  166. TM = True, ReferenceChannel = ReferenceChannel, PHSP = PHSP,
  167. sWeighted = True, bWeighted = bWeighted, b2Dweighted = b2Dweighted, KshortDecaysInVelo = False, verbose = verbose)
  169. return 0 #TODO
  171. def compareUltimateAllKplusBDTcut(year = 2011, magnet = "both", whichParticle = 1, verbose = False):
  172. for var in ListOfKplusVars(whichParticle=whichParticle):
  173. compareUltimateBDTcut(var, year, year, magnet, magnet, KshortDecaysInVelo =False)
  174. return 0 #TODO