def calcMetrics(repRto,
sampRate=1,
offset=0,
thi=.25,
tho=.25,
thw=.25,
tap=50,
thp=(.025, .975),
finalDay=-1):
(minS, maxS, _, _) = monet.calcMinMax(repRto)
mtrRep = {
'TTI': monet.calcTTI(repRto, thi, sampRate=sampRate, offset=offset),
'TTO': monet.calcTTO(repRto, tho, sampRate=sampRate, offset=offset),
'WOP': monet.calcWOP(repRto, thw, sampRate=sampRate),
'MIN': minS,
'MAX': maxS,
'RAP': monet.getRatioAtTime(repRto, tap, sampRate=sampRate),
'POE': monet.calcPOE(repRto, finalDay=finalDay, thresholds=thp),
'CPT': monet.calcCPT(repRto)
}
return mtrRep
for (i, fPath) in enumerate(fPaths):
repRto = np.load(fPath)
(reps, days) = repRto.shape
print(
fmtStr.format(monet.CBBL, str(i+1).zfill(digs), fNum, monet.CEND)
, end='\r'
)
#######################################################################
# Calculate Metrics
#######################################################################
(ttiS, ttoS, wopS) = (
monet.calcTTI(repRto, aux.THI),
monet.calcTTO(repRto, aux.THO),
monet.calcWOP(repRto, aux.THW)
)
(minS, maxS, _, _) = monet.calcMinMax(repRto)
rapS = monet.getRatioAtTime(repRto, aux.TAP)
poe = monet.calcPOE(repRto)
cpt = monet.calcCPT(repRto)
der = monet.calcDER(repRto, smoothing=10, magnitude=0.1)
#######################################################################
# Calculate Quantiles
#######################################################################
ttiSQ = [np.nanquantile(tti, qnt) for tti in ttiS]
ttoSQ = [np.nanquantile(tto, 1-qnt) for tto in ttoS]
wopSQ = [np.nanquantile(wop, 1-qnt) for wop in wopS]
rapSQ = [np.nanquantile(rap, qnt) for rap in rapS]
mniSQ = (np.nanquantile(minS[0], qnt), np.nanquantile(minS[1], qnt))
mnxSQ = (np.nanquantile(maxS[0], qnt), np.nanquantile(maxS[1], 1-qnt))
cptSQ = (np.nanquantile(cpt, qnt))
derSQ = (np.nanquantile(der, qnt))
digs = len(str(fNum))
for (i, fPath) in enumerate(fPaths):
fmtStr = '{}+ File: {}/{}'
print(fmtStr.format(monet.CBBL,
str(i + 1).zfill(digs), fNum, monet.CEND),
end='\r')
repRto = np.load(fPath)
(reps, days) = repRto.shape
#######################################################################
# Calculate Metrics
#######################################################################
# Thresholds ----------------------------------------------------------
(ttiS, ttoS, wopS) = (monet.calcTTI(repRto,
thiS), monet.calcTTO(repRto, thoS),
monet.calcWOP(repRto, thwS))
(_, _, minS, maxS) = monet.calcMinMax(repRto)
rapS = monet.getRatioAtTime(repRto, tapS)
#######################################################################
# Calculate Quantiles
#######################################################################
qnt = int(QNT) / 100
ttiSQ = [np.nanquantile(tti, qnt) for tti in ttiS]
ttoSQ = [np.nanquantile(tto, 1 - qnt) for tto in ttoS]
wopSQ = [np.nanquantile(wop, 1 - qnt) for wop in wopS]
rapSQ = [np.nanquantile(rap, qnt) for rap in rapS]
mniSQ = (np.nanquantile(minS[0],
1 - qnt), np.nanquantile(minS[1], qnt))
mnxSQ = (np.nanquantile(maxS[0],
1 - qnt), np.nanquantile(maxS[1], 1 - qnt))
#######################################################################
# Update in Dataframes
