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Skg4 #9

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7d75c1f
Modifications from Koun for SKG4 (and fiTQun)
pdeperio Mar 27, 2023
291b1f8
Revert input changes for easier comparison
pdeperio Mar 27, 2023
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37 changes: 29 additions & 8 deletions SK_preprocess/preprocess_skroot_wit.py
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Original file line number Diff line number Diff line change
Expand Up @@ -7,39 +7,60 @@
import uproot3
import numpy as np
import h5py
print(h5py.__version__)

fsig = uproot3.open('/Users/Alejandro/Desktop/skdetsim.b8.detsim_rdir.r062361.r077336.prepreprocess.root')
fbg = uproot3.open('/Users/Alejandro/Documents/mcwit/data/redwit.074129.077889.lowfitwitE.root')
fout = h5py.File('SKROOT_B8_redwit_4MeV.h5','w')
findex = 'SKROOT_B8_redwit_4MeV_idxs.npz'

treesig=fsig['data']
treebg=fbg['wit']
#treebg=fbg['wit']
treebg=fbg['data']

nhitsig = treesig.array("nhits")
nhitbg = treebg.array("nhit")
#nhitbg = treebg.array("nhit")
nhitbg = treebg.array("nhits")

nsig=len(nhitsig)
nbg=len(nhitbg)

nevsk_sig = np.arange(0,nsig,1)
nevsk_bg = np.arange(0,nbg,1)

hits_index_sig = np.append(0,np.cumsum(nhitsig)[:-1])
hits_index_bg = np.append(0,np.cumsum(nhitbg)[:-1])+hits_index_sig[-1]+nhitsig[-1]

fout.create_dataset("labels",data=np.append(np.ones(nsig,dtype="i4"),np.zeros(nbg,dtype="i4")))
fout.create_dataset("event_hits_index", data=np.append(hits_index_sig, hits_index_bg))
fout.create_dataset("nhit",data=np.append(nhitsig, nhitbg))
fout.create_dataset("hit_pmt",data=np.append(np.bitwise_and(treesig.array("cables").flatten(),int(0xffff)),treebg.array("cable").flatten()),dtype='i4')
fout.create_dataset("hit_charge",data=np.append(treesig.array("Q").flatten(),treebg.array("q").flatten()))
#fout.create_dataset("hit_pmt",data=np.append(np.bitwise_and(treesig.array("cables").flatten(),int(0xffff)),treebg.array("cable").flatten()),dtype='i4')
fout.create_dataset("hit_pmt",data=np.append(np.bitwise_and(treesig.array("cables").flatten(),int(0xffff)),np.bitwise_and(treebg.array("cables").flatten(),int(0xffff))))
#fout.create_dataset("hit_charge",data=np.append(treesig.array("Q").flatten(),treebg.array("q").flatten()))
fout.create_dataset("hit_charge",data=np.append(treesig.array("Q").flatten(),treebg.array("Q").flatten()))
# Calculate relative hit times below instead of the absolute times within the triggering window.
#fout.create_dataset("hit_time",data=np.append(treesig.array("T").flatten(),treebg.array("t").flatten()))

fout.create_dataset("bsenergy",data=np.append(treesig.array("bsenergy").flatten(),treebg.array("bsenergy").flatten())) #koun
fout.create_dataset("nring",data=np.append(treesig.array("nring").flatten(),treebg.array("nring").flatten())) #koun
fout.create_dataset("angle",data=np.append(treesig.array("angle").flatten(),treebg.array("angle").flatten())) #koun
fout.create_dataset("evis",data=np.append(treesig.array("evis").flatten(),treebg.array("evis").flatten())) #koun
fout.create_dataset("ip",data=np.append(treesig.array("ip").flatten(),treebg.array("ip").flatten())) #koun
#fout.create_dataset("event_ids",data=np.append(treesig.array("nevsk").flatten(),treebg.array("nevsk").flatten())) #koun
fout.create_dataset("event_ids",data=np.append(nevsk_sig, nevsk_bg)) #koun
#fout.create_dataset("root_files",data=np.append(treesig.array("nrunsk").flatten(),treebg.array("nrunsk").flatten())) #koun


times_sig = treesig.array("T").tolist()
times_bg = treebg.array("t").tolist()
#times_bg = treebg.array("t").tolist()
times_bg = treebg.array("T").tolist()
for iEvt in range(nsig):
times_sig[iEvt] = np.array(times_sig[iEvt]) - (times_sig[iEvt][0] + times_sig[iEvt][-1])/2
if len(times_sig[iEvt])!=0:
# print(iEvt, nsig)
times_sig[iEvt] = np.array(times_sig[iEvt]) - (times_sig[iEvt][0] + times_sig[iEvt][-1])/2
for iEvt in range(nbg):
times_bg[iEvt] = np.array(times_bg[iEvt]) - (times_bg[iEvt][0] + times_bg[iEvt][-1])/2
if len(times_bg[iEvt])!=0:
times_bg[iEvt] = np.array(times_bg[iEvt]) - (times_bg[iEvt][0] + times_bg[iEvt][-1])/2

times_sig = np.array([t for evt in times_sig for t in evt])
times_bg = np.array([t for evt in times_bg for t in evt])
Expand All @@ -64,4 +85,4 @@


fsig.close()
fbg.close()
fbg.close()