Add functions for splitting and preparing wfstream

This commit is contained in:
Darius Arnold 2018-05-25 17:55:00 +02:00
parent 02b7fae3df
commit 9b787ac4e8

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@ -192,16 +192,61 @@ def autopickstation(wfstream, pickparam, verbose=False,
Ao = None # Wood-Anderson peak-to-peak amplitude Ao = None # Wood-Anderson peak-to-peak amplitude
picker = 'auto' # type of picks picker = 'auto' # type of picks
def get_components_from_waveformstream(waveformstream):
"""
Splits waveformstream into multiple components zdat, ndat, edat. For traditional orientation (ZNE) these contain
the vertical, north-south or east-west component. Otherwise they contain components numbered 123 with
orientation diverging from the traditional orientation.
:param waveformstream: Stream containing all three components for one station either by ZNE or 123 channel code
(mixture of both options is handled as well)
:type waveformstream: obspy.core.stream.Stream
:return: Tuple containing (z waveform, n waveform, e waveform) selected by the given channels
:rtype: (obspy.core.stream.Stream, obspy.core.stream.Stream, obspy.core.stream.Stream)
"""
#TODO: get this order from the pylot preferences
channelorder_default = {'Z': 3, 'N': 1, 'E': 2}
waveform_data = {}
for key in channelorder_default:
waveform_data[key] = waveformstream.select(component=key) # try ZNE first
if len(waveform_data[key]) == 0:
waveform_data[key] = waveformstream.select(component=str(channelorder_default[key])) # use 123 as second option
return waveform_data['Z'], waveform_data['N'], waveform_data['E']
def prepare_wfstream_component(wfstream, detrend_type='demean', filter_type='bandpass', freqmin=None, freqmax=None, zerophase=False, taper_max_percentage=0.05, taper_type='hann'):
"""
Prepare a waveformstream for picking by applying detrending, filtering and tapering. Creates a copy of the
waveform the leave the original unchanged.
:param wfstream:
:type wfstream:
:param detrend_type:
:type detrend_type:
:param filter_type:
:type filter_type:
:param freqmin:
:type freqmin:
:param freqmax:
:type freqmax:
:param zerophase:
:type zerophase:
:param taper_max_percentage:
:type taper_max_percentage:
:param taper_type:
:type taper_type:
:return: Tuple containing the changed waveform stream and the first trace of the stream
:rtype: (obspy.core.stream.Stream, obspy.core.trace.Trace)
"""
wfstream_copy = wfstream.copy()
trace_copy = wfstream[0].copy()
trace_copy.detrend(type=detrend_type)
trace_copy.filter(filter_type, freqmin=freqmin, freqmax=freqmax, zerophase=zerophase)
trace_copy.taper(max_percentage=taper_max_percentage, type=taper_type)
wfstream_copy[0].data = trace_copy.data
return wfstream_copy, trace_copy
# split components # split components
zdat = wfstream.select(component="Z") zdat, ndat, edat = get_components_from_waveformstream(wfstream)
if len(zdat) == 0: # check for other components
zdat = wfstream.select(component="3")
edat = wfstream.select(component="E")
if len(edat) == 0: # check for other components
edat = wfstream.select(component="2")
ndat = wfstream.select(component="N")
if len(ndat) == 0: # check for other components
ndat = wfstream.select(component="1")
if not zdat: if not zdat:
print('No z-component found for station {}. STOP'.format(wfstream[0].stats.station)) print('No z-component found for station {}. STOP'.format(wfstream[0].stats.station))
@ -212,15 +257,7 @@ def autopickstation(wfstream, pickparam, verbose=False,
' Working on P onset of station {station}\nFiltering vertical ' \ ' Working on P onset of station {station}\nFiltering vertical ' \
'trace ...\n{data}'.format(station=wfstream[0].stats.station, data=str(zdat)) 'trace ...\n{data}'.format(station=wfstream[0].stats.station, data=str(zdat))
if verbose: print(msg) if verbose: print(msg)
z_copy = zdat.copy() z_copy, tr_filt = prepare_wfstream_component(zdat, freqmin=p_params['bpz1'][0], freqmax=p_params['bpz1'][1])
tr_filt = zdat[0].copy()
# remove constant offset from data to avoid unwanted filter response
tr_filt.detrend(type='demean')
# filter and taper data
tr_filt.filter('bandpass', freqmin=p_params['bpz1'][0], freqmax=p_params['bpz1'][1],
zerophase=False)
tr_filt.taper(max_percentage=0.05, type='hann')
z_copy[0].data = tr_filt.data
############################################################## ##############################################################
# check length of waveform and compare with cut times # check length of waveform and compare with cut times