def plot(obsid, mp_dir=None):
sc = get_starcheck_catalog(obsid, mp_dir)
quat = Quaternion.Quat((sc['obs']['point_ra'],
sc['obs']['point_dec'],
sc['obs']['point_roll']))
field = agasc.get_agasc_cone(sc['obs']['point_ra'], sc['obs']['point_dec'],
radius=1.5,
date=DateTime(sc['obs']['mp_starcat_time']).date)
fig = plot_stars(catalog=sc['cat'], attitude=quat, stars=field,
title="RA %.2f Dec %.2f" % (sc['obs']['point_ra'],
sc['obs']['point_dec']))
return fig, sc['cat'], sc['obs']
def plot(obsid, mp_dir=None):
sc = get_starcheck_catalog(obsid, mp_dir)
quat = Quaternion.Quat((sc['obs']['point_ra'], sc['obs']['point_dec'],
sc['obs']['point_roll']))
field = agasc.get_agasc_cone(sc['obs']['point_ra'],
sc['obs']['point_dec'],
radius=1.5,
date=DateTime(
sc['obs']['mp_starcat_time']).date)
fig = plot_stars(catalog=sc['cat'],
attitude=quat,
stars=field,
title="RA %.2f Dec %.2f" %
(sc['obs']['point_ra'], sc['obs']['point_dec']))
return fig, sc['cat'], sc['obs']
def get_catalog(obsid, obstime):
idx = np.searchsorted(load_segments['datestart'], obstime) - 1
# if the start of the dwell isn't captured in this load segment, skip the dwell
if not ((load_segments[idx]['datestart'] < obstime)
& (load_segments[idx]['datestop'] > obstime)):
print "Skipping {} {}".format(obstime, obsid)
if load_segments[idx]['load_segment'] == 'CL344:1903_1':
load_segments[idx]['load_segment'] = 'CL344:1903'
if load_segments[idx]['load_segment'] == 'CL208:1800_1':
load_segments[idx]['load_segment'] = 'CL208:1800'
if load_segments[idx]['load_segment'] == 'CL344:2303_2':
load_segments[idx]['load_segment'] = 'CL344:2303'
load_match = (
(loads['year'] == load_segments[idx]['year'])
& (loads['load_segment'] == load_segments[idx]['load_segment']))
load = loads[load_match][0]
summary = summaries[summaries['file'] == load['file']][0]
mp_dir = summary['mp_dir']
if summary['bcf_cmd_count'] != 0:
if (summary['processing_tstart'] > obstime):
re_match = re.match("C(\d{3}):(\d{4})", summary['replan_cmds'])
if re_match:
sum_match = summaries[
summaries['shortfile'] == "C{}_{}.sum".format(
re_match.group(1), re_match.group(2))]
if len(sum_match):
mp_dir = sum_match[0]['mp_dir']
else:
raise ValueEarror
cat = get_starcheck_catalog(obsid, mp_dir="/{}/".format(mp_dir))
if not len(cat['cat']):
raise ValueError
targdelta = DateTime(obstime).secs - DateTime(
cat['manvr'][-1]['mp_targquat_time']).secs
return cat
def calc_stats(obsid):
obspar = mica.archive.obspar.get_obspar(obsid, version='last')
if not obspar:
raise ValueError("No obspar for {}".format(obsid))
manvr = None
dwell = None
try:
manvrs = events.manvrs.filter(obsid=obsid, n_dwell__gt=0)
if len(manvrs) == 0:
raise ValueError
dwells = events.dwells.filter(obsid=obsid)
# Use the last manvr and the first dwell
manvr = manvrs[manvrs.count() - 1]
dwell = dwells[0]
except ValueError:
multi_manvr = events.manvrs.filter(start=obspar['tstart'] - 10000,
stop=obspar['tstart'] + 10000)
multi = multi_manvr.select_overlapping(events.obsids(obsid=obsid))
deltas = [np.abs(m.tstart - obspar['tstart']) for m in multi]
manvr = multi[np.argmin(deltas)]
dwell = manvr.dwell_set.first()
if not manvr or not dwell:
raise ValueError("No manvr or dwell for {}".format(obsid))
logger.info("Found obsid manvr at {}".format(manvr.start))
logger.info("Found dwell at {}".format(dwell.start))
acq_start = manvr.acq_start
guide_start = manvr.guide_start
try:
starcheck = get_starcheck_catalog_at_date(manvr.acq_start)
except:
# bad timelines for these observations, skip the tstart
# input for get_starcheck_catalog
if obsid in [1966]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2002/JAN1202/oflsa')
elif obsid in [3105, 2741, 61334, 61333, 61332, 61331, 3358, 3357]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2002/JAN2802/oflsd/')
elif obsid in [61261]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2002/MAR1902/oflsa/')
elif obsid in [
3471, 3086, 61250, 61249, 3094, 3066, 3115, 2833, 3464, 3175
]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2002/MAR2502/oflsb/')
elif obsid in [3663, 61185, 61184, 3392, 61183]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2002/MAY2402/oflsa/')
elif obsid in [60983]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2002/OCT2102/oflsc/')
elif obsid in [60640, 60639, 60638, 60637, 60636, 60635, 60634, 60633]:
raise ValueError("Starcheck not available for PCHECK_JUL2003")
elif obsid in [60616, 60615]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2003/JUL2103/oflsc/')
elif obsid in [3911]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2003/JUL2803/oflsc/')
elif obsid in [4162]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2003/SEP2903/oflsa/')
elif obsid in [60401]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2004/JAN1904/oflsb/')
elif obsid in [59921, 5035]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2004/DEC1404/oflsc/')
elif obsid in [58548, 58547, 58546, 7753]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2007/JAN2907/oflsb/')
elif obsid in [7936, 7463]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2007/MAY2807/oflsb/')
else:
raise ValueError(
"Problem looking up starcheck for {}".format(obsid))
if starcheck is None or 'cat' not in starcheck or not len(
starcheck['cat']):
raise ValueError('No starcheck catalog found for {}'.format(
manvr.get_obsid()))
starcat_time = DateTime(starcheck['cat']['mp_starcat_time'][0]).secs
starcat_dtime = starcat_time - DateTime(manvr.start).secs
# If it looks like the wrong starcheck by time, give up
if abs(starcat_dtime) > 300:
raise ValueError(
"Starcheck cat time delta is {}".format(starcat_dtime))
if abs(starcat_dtime) > 30:
logger.warning("Starcheck cat time delta of {} is > 30 sec".format(
abs(starcat_dtime)))
vals, times, one_shot, star_info = get_modern_data(manvr, dwell, starcheck)
acq_stats = calc_acq_stats(manvr, vals, times)
obsid_info = {
'obsid': obsid,
'obi': obspar['obi_num'],
'acq_start': acq_start,
'guide_start': guide_start,
'guide_tstart': DateTime(guide_start).secs,
'one_shot_length': one_shot,
'revision': '1.0'
}
catalog = Table(starcheck['cat'])
catalog.sort('idx')
# Filter the catalog to be just acquisition stars
catalog = catalog[(catalog['type'] == 'ACQ') | (catalog['type'] == 'BOT')]
time = DateTime(guide_start).secs
ccd_temp = np.mean(fetch_sci.MSID('AACCCDPT', time - 250, time + 250).vals)
warm_threshold = 100.0
warm_frac = dark_model.get_warm_fracs(warm_threshold, time, ccd_temp)
temps = {'ccd_temp': ccd_temp, 'n100_warm_frac': warm_frac}
return obsid_info, acq_stats, star_info, catalog, temps
kadi_one_shot = []
aoatter1 = []
aoatter2 = []
aoatter3 = []
for d in dwells:
obsid = d.get_obsid()
if obsid is None:
continue
if DateTime(d.stop).secs > mstable['TIME'][-1]:
continue
# Get one shot and maneuver to for *next* obsid
n = d.get_next()
if not n:
continue
starcheck = get_starcheck_catalog(n.get_obsid())
if not starcheck or not len(starcheck['manvr']):
continue
manvr_angle.append(starcheck['manvr'][-1]['angle_deg'])
manvr_slew_err.append(starcheck['manvr'][-1]['slew_err_arcsec'])
next_obsids.append(n.get_obsid())
date.append(d.manvr.kalman_start)
datestop.append(d.stop)
time.append(DateTime(d.manvr.kalman_start).secs)
timestop.append(DateTime(d.stop).secs)
kadi_one_shot.append(n.manvr.one_shot)
obsids.append(obsid)
# for data earlier than the chunk of pcad data I have
def calc_stats(obsid):
obspar = mica.archive.obspar.get_obspar(obsid)
if not obspar:
raise ValueError("No obspar for {}".format(obsid))
manvr = None
dwell = None
try:
manvrs = events.manvrs.filter(obsid=obsid, n_dwell__gt=0)
dwells = events.dwells.filter(obsid=obsid)
if manvrs.count() and dwells.count() == 1:
manvr = manvrs[0]
dwell = dwells[0]
except ValueError:
multi_manvr = events.manvrs.filter(start=obspar['tstart'] - 10000,
stop=obspar['tstart'] + 10000)
multi = multi_manvr.select_overlapping(events.obsids(obsid=obsid))
deltas = [np.abs(m.tstart - obspar['tstart']) for m in multi]
manvr = multi[np.argmin(deltas)]
dwell = manvr.dwell_set.first()
if not manvr or not dwell:
raise ValueError("No manvr or dwell for {}".format(obsid))
logger.info("Found obsid manvr at {}".format(manvr.start))
logger.info("Found dwell at {}".format(dwell.start))
acq_start = manvr.acq_start
guide_start = manvr.guide_start
try:
starcheck = get_starcheck_catalog(obsid,
tstart=manvr.start)
except:
# bad timelines for these observations, skip the tstart
# input for get_starcheck_catalog
if obsid in [1966]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2002/JAN1202/oflsa')
elif obsid in [3105, 2741, 61334, 61333, 61332, 61331, 3358, 3357]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2002/JAN2802/oflsd/')
elif obsid in [61261]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2002/MAR1902/oflsa/')
elif obsid in [3471, 3086, 61250, 61249, 3094, 3066, 3115, 2833, 3464, 3175]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2002/MAR2502/oflsb/')
elif obsid in [3663, 61185, 61184, 3392, 61183]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2002/MAY2402/oflsa/')
elif obsid in [60983]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2002/OCT2102/oflsc/')
elif obsid in [60640, 60639, 60638, 60637, 60636, 60635, 60634, 60633]:
raise ValueError("Starcheck not available for PCHECK_JUL2003")
elif obsid in [60616, 60615]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2003/JUL2103/oflsc/')
elif obsid in [3911]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2003/JUL2803/oflsc/')
elif obsid in [4162]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2003/SEP2903/oflsa/')
elif obsid in [60401]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2004/JAN1904/oflsb/')
elif obsid in [59921, 5035]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2004/DEC1404/oflsc/')
elif obsid in [58548, 58547, 58546, 7753]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2007/JAN2907/oflsb/')
elif obsid in [7936, 7463]:
starcheck = get_starcheck_catalog(obsid,
mp_dir='/2007/MAY2807/oflsb/')
else:
raise ValueError("Problem looking up starcheck for {}".format(obsid))
if 'cat' not in starcheck or not len(starcheck['cat']):
raise ValueError('No starcheck catalog found for {}'.format(
manvr.get_obsid()))
starcat_time = DateTime(starcheck['cat']['mp_starcat_time'][0]).secs
starcat_dtime = starcat_time - DateTime(manvr.start).secs
# If it looks like the wrong starcheck by time, give up
if abs(starcat_dtime) > 300:
raise ValueError("Starcheck cat time delta is {}".format(starcat_dtime))
if abs(starcat_dtime) > 30:
logger.warn("Starcheck cat time delta of {} is > 30 sec".format(abs(starcat_dtime)))
vals, times, one_shot, star_info = get_modern_data(manvr, dwell, starcheck)
acq_stats = calc_acq_stats(manvr, vals, times)
obsid_info = {'obsid': obsid,
'obi': obspar['obi_num'],
'acq_start': acq_start,
'guide_start': guide_start,
'guide_tstart': DateTime(guide_start).secs,
'one_shot_length': one_shot,
'revision': '1.0'}
catalog = Table(starcheck['cat'])
catalog.sort('idx')
# Filter the catalog to be just acquisition stars
catalog = catalog[(catalog['type'] == 'ACQ') | (catalog['type'] == 'BOT')]
time = DateTime(guide_start).secs
ccd_temp = np.mean(fetch_sci.MSID('AACCCDPT',
time-250,
time+250).vals)
warm_threshold = 100.0
warm_frac = mica.archive.aca_dark.dark_model.get_warm_fracs(
warm_threshold, time, ccd_temp)
temps = {'ccd_temp': ccd_temp, 'n100_warm_frac': warm_frac}
return obsid_info, acq_stats, star_info, catalog, temps