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database_tools.py
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# queries.py
from sqlalchemy import create_engine, func
from sqlalchemy.orm import sessionmaker
from sqlalchemy.pool import NullPool
import numpy as np
import datetime
import itertools
import cPickle
from obspy.core import Stream, Trace, read
from obspy.sac import SacIO
import os
import logging
from msnoise_table_def import *
def connect():
tech, hostname, database, username, password = read_database_inifile()
if tech == 1:
engine = create_engine('sqlite:///%s'%hostname, echo=False)
else:
engine = create_engine('mysql://%s:%s@%s/%s'%(username, password,
hostname, database),
echo=False, poolclass=NullPool)
Session = sessionmaker(bind=engine)
return Session()
def create_database_inifile(tech, hostname ,database, username, password):
f = open('db.ini','w')
cPickle.dump([tech, hostname, database, username, password],f)
f.close()
def read_database_inifile():
f = open('db.ini','r')
tech, hostname, database, username, password = cPickle.load(f)
f.close()
return [tech, hostname, database, username, password]
############ CONFIG ############
def get_config(session, name=None):
if name:
config = session.query(Config).filter(Config.name == name).first()
if config is not None:
config = config.value
else:
config = ''
else:
config = {}
configs = session.query(Config).all()
for c in configs:
config[c.name] = c.value
return config
def update_config(session, name, value):
config = session.query(Config).filter(Config.name == name).first()
config.value = value
session.commit()
############ FILTERS ############
def get_filters(session, all=False):
if all:
filters = session.query(Filter).all()
else:
filters = session.query(Filter).filter(Filter.used == True).all()
return filters
def update_filter(session, ref, low, high, mwcs_low, mwcs_high,
rms_threshold, mwcs_wlen, mwcs_step, used):
filter = session.query(Filter).filter(Filter.ref == ref).first()
if filter is None:
filter = Filter(low, mwcs_low, high, mwcs_high, rms_threshold,
mwcs_wlen, mwcs_step, used)
session.add(filter)
else:
filter.low = low
filter.high = high
filter.mwcs_low = mwcs_low
filter.mwcs_high = mwcs_high
filter.rms_threshold = rms_threshold
filter.mwcs_wlen = mwcs_wlen
filter.mwcs_step = mwcs_step
filter.used = used
session.commit()
############ NETWORK AND STATION ############
def get_networks(session, all=False):
if all:
networks = session.query(Station).group_by(Station.net).all()
else:
networks = session.query(Station).filter(Station.used == True).group_by(Station.net)
return [net.net for net in networks]
def get_stations(session, all=False, net=None):
if all:
if net is not None:
stations = session.query(Station).filter(Station.net == net)
else:
stations = session.query(Station).all()
else:
stations = session.query(Station).filter(Station.used == True)
if net is not None:
stations = stations.filter(Station.net == net)
return stations
def get_station(session, net, sta):
station = session.query(Station).filter(Station.net == net).filter(Station.sta == sta).first()
return station
def update_station(session, net, sta, X, Y, altitude, coordinates='UTM', instrument='N/A', used=1):
station = session.query(Station).filter(Station.net == net).filter(Station.sta == sta).first()
if station is None:
station = Station(net, sta, X, Y, altitude, coordinates, instrument, used)
session.add(station)
else:
station.X = X
station.Y = Y
station.altitude = altitude
station.instrument = instrument
station.used = used
session.commit()
def get_station_pairs(session, used=None, net=None):
stations = get_stations(session, all=False, net=net)
if get_config(session, name="autocorr") in ['Y', 'y', '1', 1]:
return itertools.combinations_with_replacement(stations, 2)
else:
return itertools.combinations(stations, 2)
############ DATA AVAILABILITY ############
def update_data_availability(session, net, sta, comp, path, file, starttime, endtime, data_duration, gaps_duration, samplerate):
data = session.query(DataAvailability).filter(DataAvailability.file == file).first()
if data is None:
flag = "N"
data = DataAvailability(net, sta, comp, path, file, starttime, endtime, data_duration, gaps_duration, samplerate, flag)
session.add(data)
toreturn = True
else:
modified = False
for item in ['net', 'sta', 'comp', 'path', 'starttime', 'data_duration', 'gaps_duration', 'samplerate']:
if eval("data.%s != %s" % (item, item)):
modified = True
break
if modified:
data.net = net
data.sta = sta
data.comp = comp
data.path = path
data.starttime = starttime
data.data_duration = data_duration
data.gaps_duration = gaps_duration
data.samplerate = samplerate
data.flag = "M"
toreturn = False
session.commit()
return toreturn
def get_new_files(session):
files = session.query(DataAvailability).filter(DataAvailability.flag != 'A').order_by(DataAvailability.starttime).all()
return files
def get_data_availability(session, net=None, sta=None, comp=None, starttime=None, endtime=None):
if not starttime:
data = session.query(DataAvailability).filter(DataAvailability.net == net).filter(DataAvailability.sta == sta).filter(DataAvailability.comp == comp).all()
if not net:
data = session.query(DataAvailability).filter(func.DATE(DataAvailability.starttime) <= endtime).filter(func.DATE(DataAvailability.endtime) >= starttime).all()
else:
data = session.query(DataAvailability).filter(DataAvailability.net == net).filter(DataAvailability.sta == sta).filter(func.DATE(DataAvailability.starttime) <= starttime.date()).filter(func.DATE(DataAvailability.endtime) >= endtime.date()).all()
return data
def mark_data_availability(session,net,sta,flag):
data = session.query(DataAvailability).filter(DataAvailability.net == net).filter(DataAvailability.sta == sta).all()
for d in data:
d.flag = flag
session.commit()
############ JOBS ############
def update_job(session, day, pair, type, flag, commit=True, returnjob=True):
job = session.query(Job).filter(Job.day == day).filter(Job.pair == pair).filter(Job.type == type).first()
if job is None:
job = Job(day, pair, type, 'T')
if commit:
session.add(job)
else:
job.flag = flag
job.lastmod = datetime.datetime.utcnow()
if commit:
session.commit()
if returnjob:
return job
def is_next_job(session, flag='T', type='CC'):
job = session.query(Job).filter(Job.type == type).filter(Job.flag == flag).first()
if job is None:
return False
else:
return True
def get_next_job(session, flag='T', type='CC'):
day = session.query(Job).filter(Job.type == type).filter(Job.flag == flag).order_by(Job.day).first().day
# print day
jobs = session.query(Job).filter(Job.type == type).filter(Job.flag == flag).filter(Job.day == day).all()
return jobs
def is_dtt_next_job(session, flag='T', type='DTT', ref=False):
if ref:
job = session.query(Job).filter(Job.flag == flag).filter(Job.type == type).filter(Job.pair == ref).filter(Job.day == 'REF').first()
else:
job = session.query(Job).filter(Job.flag == flag).filter(Job.type == type).filter(Job.day != 'REF').first()
if job is None:
return False
else:
return True
def get_dtt_next_job(session, flag='T', type='DTT'):
pair = session.query(Job).filter(Job.flag == flag).filter(Job.type == type).filter(Job.day != 'REF').first().pair
jobs = session.query(Job).filter(Job.flag == flag).filter(Job.type == type).filter(Job.day != 'REF').filter(Job.pair == pair).all()
refs = [job.ref for job in jobs]
days = [job.day for job in jobs]
for job in jobs:
job.flag = 'I'
session.commit()
return pair, days, refs
def reset_dtt_jobs(session, pair):
jobs = session.query(Job).filter(Job.pair == pair).filter(Job.type == "DTT").all()
for job in jobs:
job.flag = "T"
session.commit()
############ CORRELATIONS ############
def add_corr(db,station1, station2, filterid, date, time, duration, components, CF, sampling_rate, day=False, ncorr=0):
output_folder = get_config(db, 'output_folder')
export_format = get_config(db, 'export_format')
if export_format == "BOTH":
mseed = True
sac = True
elif export_format == "SAC":
mseed = False
sac = True
elif export_format == "MSEED":
mseed = True
sac = False
if day:
path = os.path.join("STACKS", "%02i" % filterid, "001_DAYS", components, "%s_%s" % (station1, station2), str(date))
pair = "%s:%s" % (station1, station2)
if mseed:
export_mseed(db, path, pair, components, filterid, CF/ncorr, ncorr)
if sac:
export_sac(db, path, pair, components, filterid, CF/ncorr, ncorr)
else:
file = '%s.cc' % time
path = os.path.join(output_folder, "%02i" % filterid, station1, station2, components, date)
if not os.path.isdir(path):
os.makedirs(path)
t = Trace()
t.data = CF
t.stats.sampling_rate = sampling_rate
t.stats.starttime = -float(get_config(db, 'maxlag'))
t.stats.components = components
# if ncorr != 0:
# t.stats.location = "%02i"%ncorr
st = Stream(traces=[t, ])
st.write(os.path.join(path, file), format='mseed')
del t, st
def export_sac(db, filename, pair, components, filterid, corr, ncorr=0, sac_format=None, maxlag=None, cc_sampling_rate=None):
if sac_format is None:
sac_format = get_config(db, "sac_format")
if maxlag is None:
maxlag = float(get_config(db, "maxlag"))
if cc_sampling_rate is None:
cc_sampling_rate = float(get_config(db, "cc_sampling_rate"))
try:
os.makedirs(os.path.split(filename)[0])
except:
pass
filename += ".SAC"
mytrace = Trace(data=corr)
mytrace.stats['station'] = pair
mytrace.stats['sampling_rate'] = cc_sampling_rate
st = Stream(traces=[mytrace, ])
st.write(filename, format='SAC')
tr = SacIO(filename)
if sac_format == "doublets":
tr.SetHvalue('A', 120)
else:
tr.SetHvalue('B', -maxlag)
tr.SetHvalue('DEPMIN', np.min(corr))
tr.SetHvalue('DEPMAX', np.max(corr))
tr.SetHvalue('DEPMEN', np.mean(corr))
tr.SetHvalue('SCALE', 1)
tr.SetHvalue('NPTS', len(corr))
tr.WriteSacBinary(filename)
del st, tr
return
def export_mseed(db, filename, pair, components, filterid, corr, ncorr=0, maxlag=None, cc_sampling_rate=None):
try:
os.makedirs(os.path.split(filename)[0])
except:
pass
filename += ".MSEED"
if maxlag is None:
maxlag = float(get_config(db, "maxlag"))
if cc_sampling_rate is None:
cc_sampling_rate = float(get_config(db, "cc_sampling_rate"))
mytrace = Trace(data=corr)
mytrace.stats['station'] = pair[:11]
mytrace.stats['sampling_rate'] = cc_sampling_rate
mytrace.stats['start_time'] = -maxlag
mytrace.stats['location'] = "%02i" % ncorr
st = Stream(traces=[mytrace, ])
st.write(filename, format='MSEED')
del st
return
def get_results(session, station1, station2, filterid, components, dates, format="stack"):
export_format = get_config(session, 'export_format')
if format == "stack":
stack = np.zeros(get_maxlag_samples(session))
i = 0
for date in dates:
daystack = os.path.join("STACKS", "%02i" % filterid, "001_DAYS", components, "%s_%s"%(station1, station2), str(date))
# logging.debug('reading: %s' % daystack)
if export_format == "BOTH":
daystack += ".MSEED"
elif export_format == "SAC":
daystack += ".SAC"
elif export_format == "MSEED":
daystack += ".MSEED"
if os.path.isfile(daystack):
st = read(daystack)
if not np.any(np.isnan(st[0].data)) and not np.any(np.isinf(st[0].data)):
stack += st[0].data
i += 1
else:
# print "NaN ! or Inf"
pass
if i > 0:
return i, stack / i
else:
return 0, None
elif format=="matrix":
stack = np.zeros((len(dates), get_maxlag_samples(session)))
i = 0
for j, date in enumerate(dates):
daystack = os.path.join("STACKS", "%02i"%filterid, "001_DAYS", components, "%s_%s"%(station1, station2), str(date))
# logging.debug('reading: %s' % daystack)
if export_format == "BOTH":
daystack += ".MSEED"
elif export_format == "SAC":
daystack += ".SAC"
elif export_format == "MSEED":
daystack += ".MSEED"
if os.path.isfile(daystack):
st = read(daystack)
stack[j] = st[0].data
i += 1
else:
stack[j] *= np.nan
return i, stack
############ session MISC ############
def get_maxlag_samples(session):
maxlag = float(get_config(session, 'maxlag'))
return int(2*maxlag*float(get_config(session, 'cc_sampling_rate'))+1)
def get_components_to_compute(session):
components_to_compute = []
for comp in ['ZZ', 'RR', 'TT', 'TR', 'RT', 'ZR', 'RZ', 'TZ', 'ZT']:
if get_config(session, comp) in ['Y', 'y', '1', 1]:
components_to_compute.append(comp)
return components_to_compute
def build_ref_datelist(session):
begin = get_config(session, "ref_begin")
end = get_config(session, "ref_end")
if begin[0] == '-':
start = datetime.date.today() + datetime.timedelta(days=int(begin))
end = datetime.date.today() + datetime.timedelta(days=int(end))
else:
start = datetime.datetime.strptime(begin, '%Y-%m-%d').date()
end = datetime.datetime.strptime(end, '%Y-%m-%d').date()
r = (end+datetime.timedelta(days=1)-start).days
return start, end, [start+datetime.timedelta(days=i) for i in range(r)]
def build_movstack_datelist(session):
begin = get_config(session, "startdate")
end = get_config(session, "enddate")
if begin[0] == '-':
start = datetime.date.today() + datetime.timedelta(days=int(begin))
end = datetime.date.today() + datetime.timedelta(days=int(end))
else:
start = datetime.datetime.strptime(begin, '%Y-%m-%d').date()
end = datetime.datetime.strptime(end, '%Y-%m-%d').date()
r = (end+datetime.timedelta(days=1)-start).days
return start, end, [start+datetime.timedelta(days=i) for i in range(r)]
def build_daystack_datelist(session):
refstart, refend, refdates = build_ref_datelist(session)
movstart, movend, movdates = build_movstack_datelist(session)
start = min(refstart, movstart)
end = max(refend, movend)
r = (end+datetime.timedelta(days=1)-start).days
return start, end, [start+datetime.timedelta(days=i) for i in range(r)]
def updated_days_for_dates(session, date1, date2, pair, type='CC', interval=datetime.timedelta(days=1), returndays=False):
lastmod = datetime.datetime.now() - interval
if pair == '%':
days = session.query(Job).filter(Job.day >= date1).filter(Job.day <= date2).filter(Job.type == type).filter(Job.lastmod >= lastmod).group_by(Job.day).order_by(Job.day).all()
else:
days = session.query(Job).filter(Job.pair == pair).filter(Job.day >= date1).filter(Job.day <= date2).filter(Job.type == type).filter(Job.lastmod >= lastmod).group_by(Job.day).order_by(Job.day).all()
logging.debug('Found %03i updated days' % len(days))
if returndays and len(days) != 0:
return [datetime.datetime.strptime(day.day,'%Y-%m-%d').date() for day in days] ## RETURN DATE LIST !!!
elif returndays and len(days) == 0:
return []
else:
return True
############ MISCS ############
def azimuth(coordinates, x0, y0, x1, y1):
if coordinates == "DEG":
dist, azim, bazim = gps2DistAzimuth(y0, x0, y1, x1)
# print dist, azim, bazi
return azim
elif coordinates == 'UTM':
azim = 90. - np.arctan2((y1 - y0), (x1 - x0)) * 180. / np.pi
# print azim
return azim
else:
print "woooooow, please consider having a single coordinate system for all stations"
return 0
def nextpow2(x):
return np.ceil(np.log2(np.abs(x)))
################## TEST
if __name__ == "__main__":
s = connect()
for filter in get_filters(s, False):
print filter.ref, filter.low, filter.high
print get_networks(s)
for station in get_stations(s, False, net='BE'):
print station.net, station.sta
print get_config(s)
print get_config(s, 'data_folder')