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pAnalyzeAny.py
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pAnalyzeAny.py
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#!/usr/bin/env python
import sys
import ROOT
from ROOT import TTree
import numpy
import yaml
from pMETandMJD import *
import datetime
sys.path.append("/disk/gamma/cta/store/takhsm/FermiMVA/AllSky")
sys.path.append("/home/takhsm/FermiMVA/python")
ROOT.gROOT.SetBatch()
from array import array
import math
from math import cos, sin, tan, acos, asin, atan, radians, degrees
ROOT.gStyle.SetPadGridX(True)
ROOT.gStyle.SetPadGridY(True)
ROOT.gStyle.SetPadTickX(True)
ROOT.gStyle.SetPadTickY(True)
#from pCutBDT import cutBDT
from pAnalysisConfig import *
# ----- Event class setup -----
par = sys.argv
cfg = ClassConfig('Both', [10, 3, 1], 1)
aCutEGB = cfg.aCutEGB
aaStrSelect = cfg.aaStrSelect
nStartBin = cfg.nStartBin
nameGrb = par[1]
if par[3]=="":
nameFileRoc = "/disk/gamma/cta/store/takhsm/FermiMVA/MVA/S16/S16V200909_020RAWE20ZDIR010ZCS000wwoTRKwoMCZDIR00woRWcatTwoZDIR050_15/S16V200909_020RAWE20ZCS000wwoTRKwoMCZDIR00woRW_15_S11D_catTwoZDIR050Log_roc.root"
#/home/takhsm/FermiMVA/S11/S11V200909_020RAWE20ZCS000wwoTRKwBKwoMCZDIR00woRWdivCALE_15/v20r09p09_G1haB1_S11V200909_020RAWE30ZCS000wwoTRKwBKwoMCZDIR00woRWdivCALE_15_S11ZCS000CTR70WOrwdivCALE_BDTG1000D06Log_roc.root"
else:
nameFileRoc = par[3]
if par[2]=="":
nameVarBDT = "S16V200909_020RAWE20ZDIR010ZCS000wwoTRKwoMCZDIR00woRWcatTwoZDIR050_15_BDTG1000D06"
else:
nameVarBDT = par[2]
nameFileSuffix = par[4]
cutMVA = CutBDT("/home/takhsm/FermiMVA/S11/S11V200909_020RAWE20ZCS000wwoTRKwBKwoMCZDIR00woRWdivCALE_15/v20r09p09_G1haB1_S11V200909_020RAWE30ZCS000wwoTRKwBKwoMCZDIR00woRWdivCALE_15_S11ZCS000CTR70WOrwdivCALE_BDTG1000D06Log_roc.root", aCutEGB)
cutMVA = CutBDT(nameFileRoc, aCutEGB)
aaValCutBDT = cutMVA.aaValCutBDT[0:] #cutBDT(nameFileRoc, aCutEGB)
print aaValCutBDT
print "===================="
print "Target:", nameGrb
# Making all sky map
#listFileIn = ["/disk/gamma/cta/store/takhsm/FermiMVA/AllSky/LPA_P301_15Feb_2009_1.root"]
listFileIn = par[5:]
chainData = ROOT.TChain("MeritTuple")
for nameFileIn in listFileIn:
chainData.Add(nameFileIn)
chainFriend = ROOT.TChain("MeritTuple")
for nameFileIn in listFileIn:
nameFileFriend = nameFileIn.replace(".root", "_" + nameVarBDT + ".root")
print nameFileFriend
chainFriend.Add(nameFileFriend)
chainData.AddFriend(chainFriend, "friendTemp=MeritTuple")
print "Friend: ", chainData.GetListOfFriends().FindObject("friendTemp=MeritTuple").Print()
print "---------------------"
aliasSelections = yaml.load(open('/home/takhsm/FermiMVA/python/pass8_event_selections.yaml','r'))
for k,v in aliasSelections.iteritems():
chainData.SetAlias(k,v)
#fileRoc = ROOT.TFile(nameFileRoc, 'READ')
#h2Sig = fileRoc.Get('sig_acc')
nEnergyBin = cutMVA.aaValCutBDT[0]['numBin'] - nStartBin #h2Sig.ProjectionX().GetNbinsX()-nStartBin
vEnergyBinWidth = cutMVA.aaValCutBDT[0]['widthBin'] #h2Sig.GetXaxis().GetBinWidth(1)
vEnergyLow = cutMVA.aaValCutBDT[0]['edgeLow'] + nStartBin*vEnergyBinWidth #h2Sig.GetXaxis().GetBinLowEdge(1+nStartBin)
vEnergyUp = vEnergyLow + nEnergyBin*vEnergyBinWidth #h2Sig.GetXaxis().GetXmax()
nameFileOut = "trGRB_S10V200909_020rawe30zdir020nbep006WWOtrkWbkWOmczWOrw_15_A_BDTG1000D06__080916C.root"
nameFileOut = "trGRB" + nameGrb + "_" + nameVarBDT + "_" + nameFileSuffix + ".root"
fileOut = ROOT.TFile(nameFileOut, 'UPDATE')
#aaaGrMap = []
aaNumEventClass=[]
#------ Source data -----
pathList = "/disk/gamma/cta/store/takhsm/FermiMVA/GRB/GBM_fluenceLT3micro.root"
fileList = ROOT.TFile(pathList, 'read')
trList = fileList.Get("grb")
for iGrb in range(trList.GetEntries()):
trList.GetEntry(iGrb)
if trList.name==int(nameGrb):
raSrc = trList.ra
decSrc = trList.dec
lSrc = trList.lii
bSrc = trList.bii
trigger_time = ConvertMjdToMet(trList.trigger_time)
err_rad = trList.error_radius
print "GRB", nameGrb
print "(", lSrc, ",", bSrc, "), Error radius:", err_rad, "Trigger MET:", trigger_time
# 080916C
#raSrc = 119.8471
#decSrc = -56.6383
# 090510A
#raSrc = 333.553
#decSrc = -26.584111
#MET = 263607781
#------ TTree setting -----
trm = ROOT.TTree("trGammas", "Gamma-like events")
c = numpy.zeros(1, dtype=int)
s = numpy.zeros(1, dtype=int)
e = numpy.zeros(1, dtype=float)
t = numpy.zeros(1, dtype=float)
ra = numpy.zeros(1, dtype=float)
dec = numpy.zeros(1, dtype=float)
l = numpy.zeros(1, dtype=float)
b = numpy.zeros(1, dtype=float)
z = numpy.zeros(1, dtype=float)
bep = numpy.zeros(1, dtype=float)
cth = numpy.zeros(1, dtype=float)
th = numpy.zeros(1, dtype=float)
trm.Branch('Category',c,'c/I') # 1:CalTkr or 2:CalOnly
trm.Branch('Class',s,'s/I') # 1: TRANSIENT, CalOnly_10xEGB, 2: CalOnly_2xEGB, 3: SOURCE, CalOnly_1xEGB
trm.Branch('Energy',e,'e/D')
trm.Branch('Time',t,'t/D')
trm.Branch('RightAscension',ra,'ra/D')
trm.Branch('Declination',dec,'dec/D')
trm.Branch('Longitude',l,'l/D')
trm.Branch('Latitude',b,'b/D')
trm.Branch('ZenithAngle',z,'z/D')
trm.Branch('BestEnergyProb',bep,'bep/D')
trm.Branch('CosInclinationAngle',cth,'cth/D')
trm.Branch('Theta',th,'th/D')
# trm = ROOT.TTree("trGammas", "Gamma-like events")
# c = numpy.zeros(1, dtype=int)
# s = numpy.zeros(1, dtype=int)
# e = numpy.zeros(1, dtype=float)
# l = numpy.zeros(1, dtype=float)
# b = numpy.zeros(1, dtype=float)
# ra = numpy.zeros(1, dtype=float)
# dec = numpy.zeros(1, dtype=float)
# z = numpy.zeros(1, dtype=float)
# t = numpy.zeros(1, dtype=float)
# th = numpy.zeros(1, dtype=float)
# trm.Branch('Time',t,'t/D')
# trm.Branch('Theta',th,'th/D')
# trm.Branch('Category',c,'c/I') # 1:CalTkr or 2:CalOnly
# trm.Branch('Class',s,'s/I') # 1: TRANSIENT, CalOnly_10xEGB, 2: CalOnly_2xEGB, 3: SOURCE, CalOnly_1xEGB
# trm.Branch('Energy',e,'e/D')
# trm.Branch('Longitude',l,'l/D')
# trm.Branch('Latitude',b,'b/D')
# trm.Branch('DEC',dec,'dec/D')
# trm.Branch('RA',ra,'ra/D')
# trm.Branch('ZenithAngle',z,'z/D')
for hS in range(len(aaStrSelect)):
aaNumEventClass.append([])
for iS in range(len(aaStrSelect[hS])):
aaNumEventClass[hS].append(0)
nEvent = chainData.GetEntries()
print "Total number of events:", nEvent
timeStart = datetime.datetime.now()
print timeStart
vecTgt = numpy.array([cos(radians(decSrc))*cos(radians(raSrc)), cos(radians(decSrc))*sin(radians(raSrc)), sin(radians(decSrc))])
for iEvent in range(nEvent):
chainData.GetEntry(iEvent)
e[0] = chainData.EvtJointLogEnergy
t[0] = chainData.EvtElapsedTime
c[0] = 0
s[0] = 0
t[0] = chainData.EvtElapsedTime
bep[0] = (chainData.WP8CalOnlyBEPCaseE_myBDT+1)/2.0
binEnergy = max(min(nEnergyBin-1, int((e[0]-vEnergyLow)/vEnergyBinWidth * (int(e[0]<vEnergyLow)*(-2)+1)) ), 0)
if (chainData.TkrNumTracks>0) and (math.log10(max(chainData.CalTrackAngle,1E-4)) <= (0.529795)*(e[0] < 3.000000) + ((1.0)*((0.529795)*(1.0)+(-1.379791)*(pow((e[0]-3.000000)/0.916667,1))+(0.583401)*(pow((e[0]-3.000000)/0.916667,2))+(-0.075555)*(pow((e[0]-3.000000)/0.916667,3))))*(e[0] >= 3.000000 and e[0] <= 5.750000) + (-0.398962)*(e[0] > 5.750000)) and chainData.EvtCalCsIRLn>4 and chainData.WP8CTPSFTail>0.05 and chainData.WP8CTBestEnergyProb>0.1 and chainData.FswGamState == 0:
c[0] = 1
z[0] = chainData.FT1ZenithTheta
l[0] = chainData.FT1L
b[0] = chainData.FT1B
ra[0] = chainData.FT1Ra
dec[0] = chainData.FT1Dec
l[0] = chainData.FT1L
b[0] = chainData.FT1B
cth[0] = -chainData.Tkr1ZDir
# cth[0] = chainData.Cal1MomZDir
if ( -math.log10(1.0-chainData.WP8CTAllProb) >= (0.010000)*(e[0] < 1.250000) + ((e[0] <= 1.750000)*((0.010000)*(1.0)+(0.000000)*(math.pow((e[0]-1.250000)/0.500000,1))+(0.018669)*(math.pow((e[0]-1.250000)/0.500000,2)))+((e[0] > 1.750000)*(e[0] <= 2.250000))*((0.028669)*(1.0)+(0.037338)*(math.pow((e[0]-1.750000)/0.500000,1))+(-0.017111)*(math.pow((e[0]-1.750000)/0.500000,2)))+((e[0] > 2.250000)*(e[0] <= 2.750000))*((0.048897)*(1.0)+(0.003117)*(math.pow((e[0]-2.250000)/0.500000,1))+(0.001967)*(math.pow((e[0]-2.250000)/0.500000,2)))+((e[0] > 2.750000)*(e[0] <= 3.250000))*((0.053980)*(1.0)+(0.007050)*(math.pow((e[0]-2.750000)/0.500000,1))+(-0.003525)*(math.pow((e[0]-2.750000)/0.500000,2)))+((e[0] > 3.250000)*(e[0] <= 3.750000))*((0.057505)*(1.0)+(0.000000)*(math.pow((e[0]-3.250000)/0.500000,1))+(0.121963)*(math.pow((e[0]-3.250000)/0.500000,2)))+((e[0] > 3.750000)*(e[0] <= 4.250000))*((0.179468)*(1.0)+(0.243925)*(math.pow((e[0]-3.750000)/0.500000,1))+(0.493075)*(math.pow((e[0]-3.750000)/0.500000,2)))+((e[0] > 4.250000)*(e[0] <= 4.750000))*((0.916468)*(1.0)+(1.230076)*(math.pow((e[0]-4.250000)/0.500000,1))+(-0.501532)*(math.pow((e[0]-4.250000)/0.500000,2)))+(e[0] > 4.750000)*((1.645012)*(1.0)+(0.227011)*(math.pow((e[0]-4.750000)/0.500000,1))+(0.029483)*(math.pow((e[0]-4.750000)/0.500000,2))))*(e[0] >= 1.250000 and e[0] <= 5.750000) + (2.216967)*(e[0] > 5.750000) ) and z[0]<100: #P8R1_TRANSIENT_R100
#aaaGrMap[0][0][binEnergy].SetPoint(aaaGrMap[0][0][binEnergy].GetN(), chainData.FT1L, chainData.FT1B)
if ( -math.log10(1.0-chainData.WP8CTAllProb) >= (0.080914)*(e[0] < 1.250000) + ((e[0] <= 1.750000)*((0.080914)*(1.0)+(0.108897)*(pow((e[0]-1.250000)/0.500000,1))+(0.377870)*(pow((e[0]-1.250000)/0.500000,2)))+((e[0] > 1.750000)*(e[0] <= 2.250000))*((0.567682)*(1.0)+(0.864637)*(pow((e[0]-1.750000)/0.500000,1))+(-0.182318)*(pow((e[0]-1.750000)/0.500000,2)))+((e[0] > 2.250000)*(e[0] <= 2.750000))*((1.250000)*(1.0)+(0.500000)*(pow((e[0]-2.250000)/0.500000,1))+(-0.085000)*(pow((e[0]-2.250000)/0.500000,2)))+((e[0] > 2.750000)*(e[0] <= 3.250000))*((1.665000)*(1.0)+(0.330000)*(pow((e[0]-2.750000)/0.500000,1))+(-0.165000)*(pow((e[0]-2.750000)/0.500000,2)))+((e[0] > 3.250000)*(e[0] <= 3.750000))*((1.830000)*(1.0)+(0.000000)*(pow((e[0]-3.250000)/0.500000,1))+(0.285000)*(pow((e[0]-3.250000)/0.500000,2)))+((e[0] > 3.750000)*(e[0] <= 4.250000))*((2.115000)*(1.0)+(0.570000)*(pow((e[0]-3.750000)/0.500000,1))+(-0.185000)*(pow((e[0]-3.750000)/0.500000,2)))+((e[0] > 4.250000)*(e[0] <= 4.750000))*((2.500000)*(1.0)+(0.200000)*(pow((e[0]-4.250000)/0.500000,1))+(0.100000)*(pow((e[0]-4.250000)/0.500000,2)))+(e[0] > 4.750000)*((2.800000)*(1.0)+(0.400000)*(pow((e[0]-4.750000)/0.500000,1))+(-0.112171)*(pow((e[0]-4.750000)/0.500000,2))))*(e[0] >= 1.250000 and e[0] <= 5.750000) + (3.151318)*(e[0] > 5.750000) ) and ( chainData.WP8CTAllBkProb >= (0.366167)*(e[0] < 1.250000) + ((e[0] <= 1.541667)*((0.366167)*(1.0)+(0.028500)*(pow((e[0]-1.250000)/0.291667,1))+(-0.056500)*(pow((e[0]-1.250000)/0.291667,2))+(0.106667)*(pow((e[0]-1.250000)/0.291667,3)))+((e[0] > 1.541667)*(e[0] <= 1.833333))*((0.444833)*(1.0)+(0.235500)*(pow((e[0]-1.541667)/0.291667,1))+(0.263500)*(pow((e[0]-1.541667)/0.291667,2))+(-0.162667)*(pow((e[0]-1.541667)/0.291667,3)))+((e[0] > 1.833333)*(e[0] <= 2.125000))*((0.781167)*(1.0)+(0.274500)*(pow((e[0]-1.833333)/0.291667,1))+(-0.224500)*(pow((e[0]-1.833333)/0.291667,2))+(0.072667)*(pow((e[0]-1.833333)/0.291667,3)))+(e[0] > 2.125000)*((0.903833)*(1.0)+(0.043500)*(pow((e[0]-2.125000)/0.291667,1))+(-0.006500)*(pow((e[0]-2.125000)/0.291667,2))+(-0.000333)*(pow((e[0]-2.125000)/0.291667,3))))*(e[0] >= 1.250000 and e[0] <= 3.000000) + (0.966833)*(e[0] > 3.000000) ): #P8R1_SOURCE_AllProbFilter&&P8R1_SOURCE_AllBkProbFilter
#aaaGrMap[0][1][binEnergy].SetPoint(aaaGrMap[0][0][binEnergy].GetN(), chainData.FT1L, chainData.FT1B)
s[0] = 3
aaNumEventClass[0][1] = aaNumEventClass[0][1]+1
else:
s[0] = 1
aaNumEventClass[0][0] = aaNumEventClass[0][0]+1
#vecEve = numpy.array([cos(radians(dec[0]))*cos(radians(ra[0])), cos(radians(dec[0]))*sin(radians(ra[0])), sin(radians(dec[0]))])
#radTheta = acos(numpy.dot(vecTgt, vecEve))
#th[0] = degrees(radTheta)
vecEvt = numpy.array([cos(radians(dec[0]))*cos(radians(ra[0])), cos(radians(dec[0]))*sin(radians(ra[0])), sin(radians(dec[0]))])
radTheta = acos(numpy.dot(vecTgt, vecEvt))
th[0] = degrees(radTheta)
if th[0]<0.5+err_rad:
print ""
print "========================="
print "== Photon candidate!!! =="
print "========================="
print "Event category:", c[0]
print "Event class:", s[0]
print "Time from the trigger:", t[0]-trigger_time, "s"
print "Theta angle:", th[0], "deg"
print "Energy:", pow(10,e[0]-3), "GeV"
print "Cos( inclination angle ):", cth[0]
print "Zenith angle:", z[0], "deg"
trm.Fill()
elif chainData.Cal1RawEnergySum>30000 and chainData.Cal1MomZDir>0.2 and (chainData.WP8CalOnlyBEPCaseE_myBDT+1.0)/2.0>0.06 and (chainData.TkrNumTracks==0 or (math.log10(max(chainData.CalTrackAngle,1E-4)) > (0.529795)*(e[0] < 3.000000) + ((1.0)*((0.529795)*(1.0)+(-1.379791)*(pow((e[0]-3.000000)/0.916667,1))+(0.583401)*(pow((e[0]-3.000000)/0.916667,2))+(-0.075555)*(pow((e[0]-3.000000)/0.916667,3))))*(e[0] >= 3.000000 and e[0] <= 5.750000) + (-0.398962)*(e[0] > 5.750000))) and chainData.Acd2Cal1VetoSigmaHit>0 and chainData.Cal1TransRms>10 and chainData.Cal1TransRms<70 and chainData.Cal1MomNumIterations>0 and chainData.FswGamState == 0:
c[0] = 2
z[0] = chainData.FT1CalZenithTheta
l[0] = chainData.FT1CalL
b[0] = chainData.FT1CalB
ra[0] = chainData.FT1CalRa
dec[0] = chainData.FT1CalDec
l[0] = chainData.FT1CalL
b[0] = chainData.FT1CalB
cth[0] = chainData.Cal1MomZDir
if -math.log10(1.0-(1.0+chainData.S16V200909_020RAWE20ZDIR010ZCS000wwoTRKwoMCZDIR00woRWcatTwoZDIR050_15_BDTG1000D06)/2.0)>aaValCutBDT[binEnergy+nStartBin][0] and z[0]<100:
#aaaNumEventClass[1][0][binEnergy] = aaaNumEventClass[1][0][binEnergy]+1
#aaaGrMap[1][0][binEnergy].SetPoint(aaaGrMap[1][0][binEnergy].GetN(), chainData.FT1CalL, chainData.FT1CalB)
if -math.log10(1.0-(1.0+chainData.S16V200909_020RAWE20ZDIR010ZCS000wwoTRKwoMCZDIR00woRWcatTwoZDIR050_15_BDTG1000D06)/2.0)>aaValCutBDT[binEnergy+nStartBin][1]:
#aaaNumEventClass[1][1][binEnergy] = aaaNumEventClass[1][1][binEnergy]+1
#aaaGrMap[1][1][binEnergy].SetPoint(aaaGrMap[1][1][binEnergy].GetN(), chainData.FT1CalL, chainData.FT1CalB)
if -math.log10(1.0-(1.0+chainData.S16V200909_020RAWE20ZDIR010ZCS000wwoTRKwoMCZDIR00woRWcatTwoZDIR050_15_BDTG1000D06)/2.0)>aaValCutBDT[binEnergy+nStartBin][2]:
#aaaNumEventClass[1][2][binEnergy] = aaaNumEventClass[1][2][binEnergy]+1
s[0]=3
aaNumEventClass[1][2] = aaNumEventClass[1][2]+1
else:
s[0] = 2
aaNumEventClass[1][1] = aaNumEventClass[1][1]+1
else:
s[0] = 1
aaNumEventClass[1][0] = aaNumEventClass[1][0]+1
#vecEve = numpy.array([cos(radians(dec[0]))*cos(radians(ra[0])), cos(radians(dec[0]))*sin(radians(ra[0])), sin(radians(dec[0]))])
#radTheta = acos(numpy.dot(vecTgt, vecEve))
vecEvt = numpy.array([cos(radians(dec[0]))*cos(radians(ra[0])), cos(radians(dec[0]))*sin(radians(ra[0])), sin(radians(dec[0]))])
radTheta = acos(numpy.dot(vecTgt, vecEvt))
th[0] = degrees(radTheta)
if th[0]<6.0+err_rad:
print "========================="
print "== Photon candidate!!! =="
print "========================="
print "Event category:", c[0]
print "Event class:", s[0]
print "Time from the trigger:", t[0]-trigger_time, "s"
print "Theta angle:", th[0], "deg"
print "Energy:", pow(10,e[0]-3), "GeV"
print "Cos( inclination angle ):", cth[0]
print "Zenith angle:", z[0], "deg"
trm.Fill()
if iEvent%(nEvent/200)==0:
rate = int((iEvent*100.)/nEvent+0.5)
if rate>0:
nt = (datetime.datetime.now() - timeStart).seconds * (100.-rate)/rate
meter = "\r[{0}{1}] {2} Wait {3} hr {4} min".format("=" * rate, ' ' * (100-rate), aaNumEventClass, int(nt/3600), (int(nt)%3600)/60+1)
else:
meter = "\r[{0}{1}]".format("=" * rate, ' ' * (100-rate))
sys.stdout.write(meter)
sys.stdout.flush()
print ""
print "Finished!"
fileOut.cd()
trm.Write()