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pAnalyzeGRB_csv_OFF.py
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pAnalyzeGRB_csv_OFF.py
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#!/usr/bin/env python
import sys
import ROOT
ROOT.gROOT.SetBatch()
from ROOT import TTree, TChain
import numpy as np
import yaml
import datetime
from array import array
import math
from math import cos, sin, tan, acos, asin, atan, radians, degrees
import pandas
from pMETandMJD import *
from pColor import *
ROOT.gStyle.SetPadGridX(True)
ROOT.gStyle.SetPadGridY(True)
ROOT.gStyle.SetPadTickX(True)
ROOT.gStyle.SetPadTickY(True)
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
nameFileRoc = "/nfs/farm/g/glast/u/mtakahas/v20r09p09_G1haB1/S16/S16V200909_020RAWE20ZDIR010ZCS000wwoTRKwoMCZDIR00woRWcatTwoZDIR050_15/S16V200909_020RAWE20ZCS000wwoTRKwoMCZDIR00woRW_15_S11D_catTwoZDIR050Log_roc.root" #par[2]
nameVarBDT = "S16V200909_020RAWE20ZDIR010ZCS000wwoTRKwoMCZDIR00woRWcatTwoZDIR050_15_BDTG1000D06"
nameFileSuffix = par[1]
cutMVA = CutBDT(nameFileRoc, aCutEGB)
aaValCutBDT = cutMVA.aaValCutBDT[0:]
print aaValCutBDT
nEnergyBin = cutMVA.aaValCutBDT[0]['numBin'] - nStartBin
vEnergyBinWidth = cutMVA.aaValCutBDT[0]['widthBin']
vEnergyLow = cutMVA.aaValCutBDT[0]['edgeLow'] + nStartBin*vEnergyBinWidth
vEnergyUp = vEnergyLow + nEnergyBin*vEnergyBinWidth
aaNumEventClass=[]
for hS in range(len(aaStrSelect)):
aaNumEventClass.append([])
for iS in range(len(aaStrSelect[hS])):
aaNumEventClass[hS].append(0)
#IRF
listPathFilePerf = [['/nfs/farm/g/glast/u/mtakahas/v20r09p09_G1haB1/S16/S16V200909_020RAWE20ZDIR010ZCS000wwoTRKwoMCZDIR00woRWcatTwoZDIR050_15/S16V200909_020RAWE20ZDIR010ZCS000wwoTRKwoMCZDIR00woRWcatTwoZDIR050_15_P8R2_TRANSIENT100_P8R2_TRANSIENT100_perf.root', '/nfs/farm/g/glast/u/mtakahas/v20r09p09_G1haB1/S16/S16V200909_020RAWE20ZDIR010ZCS000wwoTRKwoMCZDIR00woRWcatTwoZDIR050_15/S16V200909_020RAWE20ZDIR010ZCS000wwoTRKwoMCZDIR00woRWcatTwoZDIR050_15_P8R2_SOURCE_P8R2_SOURCE_perf.root'],
['/nfs/farm/g/glast/u/mtakahas/v20r09p09_G1haB1/S16/S16V200909_020RAWE20ZDIR010ZCS000wwoTRKwoMCZDIR00woRWcatTwoZDIR050_15/S16V200909_020RAWE20ZDIR010ZCS000wwoTRKwoMCZDIR00woRWcatTwoZDIR050_15_CalOnly_R100_perf.root', '/nfs/farm/g/glast/u/mtakahas/v20r09p09_G1haB1/S16/S16V200909_020RAWE20ZDIR010ZCS000wwoTRKwoMCZDIR00woRWcatTwoZDIR050_15/S16V200909_020RAWE20ZDIR010ZCS000wwoTRKwoMCZDIR00woRWcatTwoZDIR050_15_CalOnly_R30_perf.root', '/nfs/farm/g/glast/u/mtakahas/v20r09p09_G1haB1/S16/S16V200909_020RAWE20ZDIR010ZCS000wwoTRKwoMCZDIR00woRWcatTwoZDIR050_15/S16V200909_020RAWE20ZDIR010ZCS000wwoTRKwoMCZDIR00woRWcatTwoZDIR050_15_CalOnly_R10_perf.root']]
htgPerf = CutPerformanceHtg(listPathFilePerf)
aSepCut = [68, 95]
zenithCut = 90
# Data
pathList = "/nfs/farm/g/glast/u/mtakahas/data/lists/GBMcatalogue_FluenceLt1Micro_20160514.csv"
csv = pandas.read_csv(pathList)
num_lines = sum(1 for line in open(pathList))
# OFF regions
nOff = 0 #4;
degOffOffset = 14.0
print "===================="
# Making all sky map
listFileIn = par[2]
trGammas = ROOT.TChain("trGammas", "Gamma-like events")
trGammas.Add(listFileIn)
nEvent = trGammas.GetEntries()
if not nEvent>0:
print "No events."
exit
print "Total number of events:", nEvent
tFirst = trGammas.GetMinimum("t")
tLast = trGammas.GetMaximum("t")
tTotalTime = tLast - tFirst
listGrb = ['100325275', '160509374', '081009140']
listPhCosTh = [0.956564320626, 0.985249156718, 0.567050376683]
listPhEnergy = [5.106870174, 5.063819408, 4.526272297]
for iGrb in range(len(listGrb)):
nameGrb = listGrb[iGrb]
costhPh = listPhCosTh[iGrb]
enePh = listPhEnergy[iGrb]
cEvent = [ ROOT.TCanvas("cEvent68", "Gamma-like events within 68% from the GRB{0}".format(nameGrb)), ROOT.TCanvas("cEvent95", "Gamma-like events within 95% from the GRB{0}".format(nameGrb))]
cZenith = [ ROOT.TCanvas("cZenith68", "Zenith angle of ON/OFF events within 68% from the GRB{0}".format(nameGrb)), ROOT.TCanvas("cZenith95", "Zenith angle of ON/OFF events within 95% from the GRB{0}".format(nameGrb))]
print ""
nameFileOut = "GRB" + nameGrb + "_" + nameFileSuffix + ".root"
fileOut = ROOT.TFile(nameFileOut, 'UPDATE')
#------ Source data -----
for jGrb in range(num_lines-1):
if int(nameGrb) == int(csv.ix[jGrb,'name']): #grb.findtext("./GRBNAME")==nameGrb:
raSrc = float(csv.ix[jGrb,'ra'])
decSrc = float(csv.ix[jGrb,'dec'])
trigger_time = ConvertMjdToMet(float(csv.ix[jGrb,'trigger_time']))
err_rad = float(csv.ix[jGrb,'error_radius'])
print ""
print "==============="
print "GRB", nameGrb
print "==============="
print "(", raSrc, ",", decSrc, "), Error radius:", err_rad, "Trigger MET:", trigger_time
# Plot
hEvent = []
hZenith = []
hZenithTime = []
mgr = []
greOn = []
greOff=[]
mgrZenith = []
grZenith = []
for vSepCut in aSepCut:
mgr.append(ROOT.TMultiGraph("mgrPSF{0}".format(vSepCut), "Gamma-like events within PSF{0}% from the GRB{1}".format(vSepCut, nameGrb)))
greOn.append([])
greOff.append([])
hEvent.append([])
hZenith.append([])
hZenithTime.append([])
for pC in range(len(aaStrSelect)):
greOn[-1].append([])
greOff[-1].append([])
hEvent[-1].append([])
hZenith[-1].append([])
hZenithTime[-1].append([])
for qC in range(len(aaStrSelect[pC])):
hEvent[-1][-1].append(ROOT.TH2D("hEvent{0}_{1}_{2}".format(vSepCut, pC, qC), "{0} ON PSF{1}%".format(aaStrSelect[pC][qC], vSepCut), (int)(tTotalTime/1000), tFirst, tLast, 7, 4.35, 5.75))
hZenith[-1][-1].append(ROOT.TH2D("hZenith{0}_{1}_{2}".format(vSepCut, pC, qC), "{0} ON PSF{1}%".format(aaStrSelect[pC][qC], vSepCut), 7, 4.35, 5.75, 140, 0, 140))
hZenithTime[-1][-1].append(ROOT.TH2D("hZenithTime{0}_{1}_{2}".format(vSepCut, pC, qC), "{0} ON PSF{1}%".format(aaStrSelect[pC][qC], vSepCut), (int)(tTotalTime/1000), tFirst, tLast, 140, 0, 140))
greOn[-1][-1].append(ROOT.TGraphErrors())
greOn[-1][-1][-1].SetName("greOn_{0}_{1}".format(pC, qC))
greOn[-1][-1][-1].SetTitle("{0} ON".format(aaStrSelect[pC][qC]))
greOn[-1][-1][-1].SetMarkerStyle(20)
if pC==0:
greOn[-1][-1][-1].SetMarkerColor(13-12*qC)
elif pC==1:
greOn[-1][-1][-1].SetMarkerColor(kRed+3*(qC-2))
if pC==1:
mgr[-1].Add(greOn[-1][-1][-1])
greOff[-1][-1].append([])
for hRegio in range(nOff):
greOff[-1][-1][-1].append(ROOT.TGraphErrors())
greOff[-1][-1][-1][-1].SetName("greOff_{0}_{1}_{2}".format(pC, qC, hRegio+1))
greOff[-1][-1][-1][-1].SetTitle("{0} Off{1} events".format(aaStrSelect[pC][qC], hRegio+1))
if pC==0:
greOff[-1][-1][-1][-1].SetMarkerColor(13-12*qC)
elif pC==1:
greOff[-1][-1][-1][-1].SetMarkerColor(kRed+3*(qC-2))
greOff[-1][-1][-1][-1].SetMarkerStyle(25+hRegio)
if pC==1:
mgr[-1].Add(greOff[-1][-1][-1][-1])
mgrZenith.append(ROOT.TMultiGraph("mgrZenith{0}".format(vSepCut), "Zenith angle within ON/OFF regions of PSF {0}%".format(vSepCut)))
grZenith.append([])
for gRegio in range(nOff+1):
grZenith[-1].append(ROOT.TGraph())
grZenith[-1][-1].SetName("grZenith{0}_{1}".format(vSepCut, gRegio))
if gRegio==0:
grZenith[-1][0].SetTitle("ON")
else:
grZenith[-1][gRegio].SetTitle("OFF{0}".format(gRegio))
grZenith[-1][gRegio].SetMarkerStyle(7)
grZenith[-1][gRegio].SetMarkerColor(akColor(gRegio))
mgrZenith[-1].Add(grZenith[-1][-1])
vecTgt = []
vecTgt.append(np.array([cos(radians(decSrc))*cos(radians(raSrc)), cos(radians(decSrc))*sin(radians(raSrc)), sin(radians(decSrc))]))
vecTgt.append(np.array([cos(radians(decSrc-degOffOffset))*cos(radians(raSrc)), cos(radians(decSrc-degOffOffset))*sin(radians(raSrc)), sin(radians(decSrc-degOffOffset))]))
vecTgt.append(np.array([cos(radians(decSrc))*cos(radians(raSrc-degOffOffset/cos(radians(decSrc)))), cos(radians(decSrc))*sin(radians(raSrc-degOffOffset/cos(radians(decSrc)))), sin(radians(decSrc))]))
vecTgt.append(np.array([cos(radians(decSrc+degOffOffset))*cos(radians(raSrc)), cos(radians(decSrc+degOffOffset))*sin(radians(raSrc)), sin(radians(decSrc+degOffOffset))]))
vecTgt.append(np.array([cos(radians(decSrc))*cos(radians(raSrc+degOffOffset/cos(radians(decSrc)))), cos(radians(decSrc))*sin(radians(raSrc+degOffOffset/cos(radians(decSrc)))), sin(radians(decSrc))]))
for iEvent in range(nEvent):
trGammas.GetEntry(iEvent)
vecEvt = np.array([cos(radians(trGammas.dec))*cos(radians(trGammas.ra)), cos(radians(trGammas.dec))*sin(radians(trGammas.ra)), sin(radians(trGammas.dec))])
aDist = []
distSepCut = []
distSepCut.append(htgPerf.getPSF68_cth(trGammas.c-1, 0, trGammas.e, costhPh) + err_rad)
distSepCut.append(htgPerf.getPSF95_cth(trGammas.c-1, 0, trGammas.e, costhPh) + err_rad)
for iRegio in range(1+nOff):
radTheta = acos(np.dot(vecTgt[iRegio], vecEvt))
aDist.append(degrees(radTheta))
for kCut in range(len(aSepCut)):
if aDist[iRegio] < distSepCut[kCut]:
grZenith[kCut][iRegio].SetPoint(grZenith[kCut][iRegio].GetN(), trGammas.t, trGammas.z)
if iRegio==0:
if trGammas.c == 1:
if trGammas.s == 4:
hZenith[kCut][0][0].Fill(trGammas.e, trGammas.z)
hZenithTime[kCut][0][0].Fill(trGammas.t, trGammas.z)
if trGammas.z<zenithCut:
hEvent[kCut][0][0].Fill(trGammas.t, trGammas.e)
greOn[kCut][0][0].SetPoint(greOn[kCut][0][0].GetN(), trGammas.t, pow(10, trGammas.e-3))
elif trGammas.s == 128:
hZenith[kCut][0][0].Fill(trGammas.e, trGammas.z)
hZenithTime[kCut][0][0].Fill(trGammas.t, trGammas.z)
hZenith[kCut][0][1].Fill(trGammas.e, trGammas.z)
hZenithTime[kCut][0][1].Fill(trGammas.t, trGammas.z)
if trGammas.z<zenithCut:
hEvent[kCut][0][0].Fill(trGammas.t, trGammas.e)
hEvent[kCut][0][1].Fill(trGammas.t, trGammas.e)
greOn[kCut][0][1].SetPoint(greOn[kCut][0][1].GetN(), trGammas.t, pow(10, trGammas.e-3))
elif trGammas.c == 2:
if trGammas.s == 4096:
hZenith[kCut][1][0].Fill(trGammas.e, trGammas.z)
hZenithTime[kCut][1][0].Fill(trGammas.t, trGammas.z)
if trGammas.z<zenithCut:
hEvent[kCut][1][0].Fill(trGammas.t, trGammas.e)
greOn[kCut][1][0].SetPoint(greOn[kCut][1][0].GetN(), trGammas.t, pow(10, trGammas.e-3))
elif trGammas.s == 8192:
hZenith[kCut][1][0].Fill(trGammas.e, trGammas.z)
hZenithTime[kCut][1][0].Fill(trGammas.t, trGammas.z)
hZenith[kCut][1][1].Fill(trGammas.e, trGammas.z)
hZenithTime[kCut][1][1].Fill(trGammas.t, trGammas.z)
if trGammas.z<zenithCut:
hEvent[kCut][1][0].Fill(trGammas.t, trGammas.e)
hEvent[kCut][1][1].Fill(trGammas.t, trGammas.e)
greOn[kCut][1][1].SetPoint(greOn[kCut][1][1].GetN(), trGammas.t, pow(10, trGammas.e-3))
elif trGammas.s == 16384:
hZenith[kCut][1][0].Fill(trGammas.e, trGammas.z)
hZenithTime[kCut][1][0].Fill(trGammas.t, trGammas.z)
hZenith[kCut][1][1].Fill(trGammas.e, trGammas.z)
hZenithTime[kCut][1][1].Fill(trGammas.t, trGammas.z)
hZenith[kCut][1][2].Fill(trGammas.e, trGammas.z)
hZenithTime[kCut][1][2].Fill(trGammas.t, trGammas.z)
if trGammas.z<zenithCut:
hEvent[kCut][1][0].Fill(trGammas.t, trGammas.e)
hEvent[kCut][1][1].Fill(trGammas.t, trGammas.e)
hEvent[kCut][1][2].Fill(trGammas.t, trGammas.e)
greOn[kCut][1][2].SetPoint(greOn[kCut][1][2].GetN(), trGammas.t, pow(10, trGammas.e-3))
elif iRegio>0 and trGammas.z<zenithCut:
if trGammas.s>0:
if trGammas.c == 1:
if trGammas.s == 4:
greOff[kCut][0][0][iRegio-1].SetPoint(greOff[kCut][0][0][iRegio-1].GetN(), trGammas.t, pow(10, trGammas.e-3))
elif trGammas.s == 128:
greOff[kCut][0][1][iRegio-1].SetPoint(greOff[kCut][0][1][iRegio-1].GetN(), trGammas.t, pow(10, trGammas.e-3))
elif trGammas.c == 2:
if trGammas.s == 4096:
greOff[kCut][1][0][iRegio-1].SetPoint(greOff[kCut][1][0][iRegio-1].GetN(), trGammas.t, pow(10, trGammas.e-3))
elif trGammas.s == 8192:
greOff[kCut][1][1][iRegio-1].SetPoint(greOff[kCut][1][1][iRegio-1].GetN(), trGammas.t, pow(10, trGammas.e-3))
elif trGammas.s == 16384:
greOff[kCut][1][2][iRegio-1].SetPoint(greOff[kCut][1][2][iRegio-1].GetN(), trGammas.t, pow(10, trGammas.e-3))
fileOut.cd()
leg = []
legZenith = []
for jSepCut in range(len(aSepCut)):
cEvent[jSepCut].cd()
mgr[jSepCut].Draw("AP")
mgr[jSepCut].GetXaxis().SetTitle("Time [s]")
mgr[jSepCut].GetYaxis().SetTitle("Energy [GeV]")
mgr[jSepCut].GetYaxis().SetRangeUser(10, 10000)
cEvent[jSepCut].SetLogy()
leg.append(ROOT.TLegend(0.67, 0.5, 0.88, 0.88))
for pD in range(len(aaStrSelect)):
for qD in range(len(aaStrSelect[pD])):
hEvent[jSepCut][pD][qD].Write()
hZenith[jSepCut][pD][qD].Write()
hZenithTime[jSepCut][pD][qD].Write()
if pD==1:
leg[jSepCut].AddEntry(greOn[jSepCut][pD][qD], greOn[jSepCut][pD][qD].GetTitle(), "p")
for rr in range(nOff):
leg[jSepCut].AddEntry(greOff[jSepCut][1][0][rr], "OFF{0}".format(rr+1), "p")
leg[jSepCut].Draw("same")
cZenith[jSepCut].cd()
mgrZenith[jSepCut].Draw("AP")
legZenith.append(ROOT.TLegend(0.67, 0.5, 0.88, 0.88))
for rz in range(nOff+1):
legZenith[jSepCut].AddEntry(grZenith[jSepCut][rz], grZenith[jSepCut][rz].GetTitle(), "p")
legZenith[jSepCut].Draw("same")
print ""
fileOut.cd()
cEvent[jSepCut].Write()
cZenith[jSepCut].Write()
print "Analysis for GRB", nameGrb, "finished!"