Created
July 2, 2011 10:38
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from ROOT import * | |
import numpy as np | |
from scipy import stats | |
from scipy import signal | |
def fill(h,v): | |
h.SetBins(len(v), 0 , len(v)) | |
for i in range(len(v)): | |
h.SetBinContent(i+1, v[i]) | |
f = KDataReader('/sps/edelweis/kdata/data/run15/raw/lf16b009_008.root') | |
e = f.GetEvent() | |
h = TH1D() | |
hh = TH1D() | |
hhh = TH1D() | |
bas = KBaselineRemoval() | |
pat = KPatternRemoval() | |
ana = KPulseAnalysisChain() | |
ana.AddProcessor(bas) | |
ana.AddProcessor(pat) | |
b = e.GetBolo(0) | |
p = b.GetPulseRecord(4) #this is an ion channel pulse. | |
if p.GetIsHeatPulse(): | |
pat.SetPatternLength(0) | |
else: | |
pat.SetPatternLength( int(p.GetHeatPulseStampWidth()) ) | |
ana.SetInputPulse( p.GetTrace() ) | |
ana.RunProcess() | |
fill(h, bas.GetOutputPulse()) | |
filterHz = 50.0 | |
fNy = p.GetNyquistFrequency() #scipy filter design requires specifying the filter frequency relative to fsample/2 | |
(b,a) = signal.butter(3, filterHz/fNy, 'low') | |
zi = signal.lfilter_zi(b, a) | |
v = np.array(ana.GetOutputPulse()) #this is the baseline / pattern removed pulse stored in a fancy numpy array | |
(vv,zo) = signal.lfilter(b,a,v, zi=zi*v[0]) | |
fill(hh,vv) | |
filterHz = 50.0 | |
(b,a) = signal.butter(3, filterHz/fNy, 'high') | |
zi = signal.lfilter_zi(b, a) | |
(vvv,zzo) = signal.lfilter(b,a,v, zi=zi*v[0]) | |
fill(hhh,vvv) | |
h.Draw() | |
hh.SetLineColor(kRed) | |
hhh.SetLineColor(kBlue) | |
hh.Draw('same') | |
hhh.Draw('same') |
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