HST astroquery use case: Searching for white dwarfs in the Globular Cluster M4¶
This use case is based on the MAST use case here.
The science case is searching for white dwarfs (i.e. in the Globular Cluster M4; Richer et al. 1997, ApJ 484, 741).
Workflow:
- Query the Hubble Source Catalog (HSC) for sources in the Globular Cluster M4 that have both WFC3 F275W and F814W magnitudes, filter to find only stars and reject poor measurements.
- Search for observations of M4 in the HST archive.
- Download and visualise an image.
- Plot the HSC sources on the image.
- Create a colour-magnitude diagram to help identify white dwarfs.
- Select the white dwarf candidates and plot these on the image.
In [1]:
# Import ESAHubble from astroquery.esa.hubble
from astroquery.esa.hubble import ESAHubble
esahubble = ESAHubble()
Created TAP+ (v20200428.1) - Connection: Host: hst.esac.esa.int Use HTTPS: False Port: 80 SSL Port: 443 Created TAP+ (v20200428.1) - Connection: Host: hst.esac.esa.int Use HTTPS: False Port: 80 SSL Port: 443
Step 1. Query the HSC¶
The following performs an Astronomical Data Query Language (ADQL) query to the Hubble Source Catalog (HSC) for sources in the Globular Cluster M4 in radius 500 arcseconds, that have both WFC3 F275W and F814W magnitudes, filter to find only stars (low CI number) and low magnitude errors.
The WHERE clause defines the search parameters:
- concentration index (CI) is less than 1.25 (to find only stars)
- number of images in a match (>2)
- W3_F275W and W3_F814W must be greater than 0 (to ignore objects with only one color)
- W3_F275W_Sigma and W3_F814W_Sigma must be less than 1.0 (to ignore objects with poor measurements)
See here for more information and examples of ADQL queries.
In [2]:
hsc = esahubble.query_hst_tap("SELECT match_ra, match_dec, match_id, num_images, w3_f275w, w3_f814w, w3_f275w - w3_f814w \
FROM hsc_v2.hubble_sc2 \
WHERE 1=CONTAINS( \
POINT('ICRS', match_ra, match_dec), \
CIRCLE('ICRS', 245.89675, -26.52575, 0.138889)) \
AND ci < 1.25 \
AND num_images > 2 \
AND (w3_f275w > 0 and w3_f814w > 0) \
AND w3_f275w_sigma < 1.0 \
AND w3_f814w_sigma < 1.0 \
ORDER BY match_id ASC", "M4.vot")
print(hsc)
# Brings back a table of ~381 rows.
INFO: Query finished. [astroquery.utils.tap.core]
match_ra match_dec ... w3_f814w expr1
------------------ ------------------- ... ------------------ ------------------
245.89302954800334 -26.511680560089676 ... 15.553799629211426 5.887249946594238
245.8972766368185 -26.51379074271159 ... 15.504600048065186 7.847449779510498
245.8990812664547 -26.513830608407527 ... 22.485200881958008 1.3590984344482422
245.90316023702925 -26.509754587044668 ... 17.698999404907227 4.973400115966797
245.90739563406606 -26.507770827794975 ... 19.34249973297119 4.4902496337890625
245.91624557213004 -26.488874377989244 ... 17.845300674438477 5.1260986328125
245.9086893765596 -26.513608251443415 ... 18.405250549316406 4.773499488830566
245.9132813103605 -26.491321239947954 ... 16.106199264526367 4.327800750732422
245.91129428025005 -26.506855010540566 ... 17.576400756835938 5.688999176025391
245.9178763468632 -26.490524485760822 ... 16.99920082092285 4.408998489379883
... ... ... ... ...
245.93485640895233 -26.527037423031572 ... 17.817150115966797 5.165849685668945
245.94106431605294 -26.500390791834747 ... 23.753950119018555 0.5380496978759766
245.93935271583013 -26.515060100137692 ... 16.492050170898438 4.159699440002441
245.93804918692678 -26.521573179609373 ... 16.27025032043457 4.21150016784668
245.93685466637424 -26.5337257481512 ... 15.800700187683105 4.6697998046875
245.94568010547408 -26.501755642442966 ... 18.259899139404297 6.042200088500977
245.94579177181646 -26.502780969128764 ... 16.393699645996094 4.257150650024414
245.9410323225357 -26.525025349377014 ... 16.16639995574951 4.206049919128418
245.9424384496998 -26.52931331830154 ... 17.47410011291504 4.661799430847168
245.94838660435903 -26.51543546552124 ... 18.048999786376953 5.601099967956543
245.95110280822024 -26.511496805229502 ... 17.858850479125977 5.1715497970581055
Length = 381 rows
Step 2. Search for observations of M4 in the HST archive.¶
The following will perform a cone search on M4 (coordinates = 245.89675 -26.52575) with a radius of 3 arcminutes. The result of the query will be stored in the votable file 'cone_search_m4_3.vot':
In [3]:
from astropy import coordinates
c = coordinates.SkyCoord(245.89675, -26.52575, unit="deg", frame='icrs')
cone = esahubble.cone_search(c, 3, "cone_search_m4_3.vot")
cone
Out[3]:
Table length=516
| OBSERVATION_ID | START_TIME | END_TIME | START_TIME_MJD | END_TIME_MJD | EXPOSURE_DURATION | RELEASE_DATE | RUN_ID | PROGRAM_ID | SET_ID | COLLECTION | INTENT | MEMBERS_NO | INSTRUMENT_CONFIGURATION | TYPE | MOVING_TARGET | TARGET_NAME | TARGET_DESCRIPTION | PROPOSAL_ID | PI_NAME | PROPOSAL_TITLE | INSTRUMENT_NAME | METADATA_PROVENANCE | DATA_PRODUCT_TYPE | SOFTWARE_VERSION | RA | DEC | GAL_LAT | GAL_LON | ECL_LAT | ECL_LON | FOV_SIZE | WAVE_CENTRAL | WAVE_BANDWIDTH | WAVE_MAX | WAVE_MIN | FILTER |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| iso-8601 | iso-8601 | iso-8601 | ||||||||||||||||||||||||||||||||||
| object | object | object | float64 | float64 | float64 | object | object | object | object | object | object | int32 | object | object | bool | object | object | object | object | object | object | object | object | object | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | object |
| j8fe01010 | 2002-07-14 04:42:23.74 | 2002-07-14 06:28:33.78 | 52469.11277476852 | 52469.186502083336 | 1440.0 | 2002-07-14 15:10:36.0 | 01 | 8fe | 01 | HST | science | 4 | APERTURE=WFC|DETECTOR=WFC|EXPEND=52469.186502083336|EXPSTART=52469.11277476852|EXPTIME=1440.0|FILTER=F775W;CLEAR2L|OBSMODE=ACCUM|OBSTYPE=IMAGING | HST Composite | False | NGC6121-CALIB | BROAD_CATEGORY=CALIBRATION;STELLAR CLUSTER|TARGET_DESCRIP=CALIBRATION;POINT SPREAD FUNCTION;;STELLAR CLUSTER;GLOBULAR CLUSTER | 9578 | Rhodes, Jason D. | Cosmic Shear With ACS Pure Parallels. Targeted Portion. | ACS/WFC | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|CSYS_VER=hstdp-2019.5 | image | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|CSYS_VER=hstdp-2019.5 | 245.91509927039274 | -26.511944807804138 | -- | -- | -- | -- | 0.09686500395130701 | 650.0 | 900.0000000000001 | 1100.0 | 200.0 | F775W;CLEAR2L |
| j8fe01rjq | 2002-07-14 06:31:46.747 | 2002-07-14 06:37:47.797 | 52469.188735497686 | 52469.19291431713 | 360.0 | 2002-07-14 15:14:42.0 | rj | 8fe | 01 | HST | science | 0 | APERTURE=JWFC|ASNID=NONE|DETECTOR=WFC|EXPEND=52469.19291431713|EXPSTART=52469.188735497686|EXPTIME=360.0|FILTER=F775W;CLEAR2L|OBSMODE=ACCUM|OBSTYPE=IMAGING | HST Singleton | False | NGC6121-CALIB | BROAD_CATEGORY=CALIBRATION;STELLAR CLUSTER|TARGET_DESCRIP=CALIBRATION;POINT SPREAD FUNCTION;;STELLAR CLUSTER;GLOBULAR CLUSTER | 9578 | Rhodes, Jason D. | Cosmic Shear With ACS Pure Parallels. Targeted Portion. | ACS/WFC | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|CSYS_VER=hstdp-2019.5 | image | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|CSYS_VER=hstdp-2019.5 | 245.91509423130802 | -26.51193575420048 | -- | -- | -- | -- | 0.08297739536729412 | 650.0 | 900.0000000000001 | 1100.0 | 200.0 | F775W;CLEAR2L |
| j8fe02010 | 2003-01-19 20:20:31.987 | 2003-01-19 20:52:09.033 | 52658.805925775465 | 52658.82788232639 | 1440.0 | 2003-01-20 16:49:40.0 | 01 | 8fe | 02 | HST | science | 4 | APERTURE=WFC|DETECTOR=WFC|EXPEND=52658.82788232639|EXPSTART=52658.805925775465|EXPTIME=1440.0|FILTER=F775W;CLEAR2L|OBSMODE=ACCUM|OBSTYPE=IMAGING | HST Composite | False | NGC6121-CALIB | BROAD_CATEGORY=CALIBRATION;STELLAR CLUSTER|TARGET_DESCRIP=CALIBRATION;POINT SPREAD FUNCTION;;STELLAR CLUSTER;GLOBULAR CLUSTER | 9578 | Rhodes, Jason D. | Cosmic Shear With ACS Pure Parallels. Targeted Portion. | ACS/WFC | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|CSYS_VER=hstdp-2019.5 | image | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|CSYS_VER=hstdp-2019.5 | 245.9226371812945 | -26.513059323931415 | -- | -- | -- | -- | 0.09686412637242661 | 650.0 | 900.0000000000001 | 1100.0 | 200.0 | F775W;CLEAR2L |
| j8fe02b8q | 2003-01-19 20:55:02.003 | 2003-01-19 21:01:03.05 | 52658.829884293984 | 52658.834063078706 | 360.0 | 2003-01-20 17:01:18.0 | b8 | 8fe | 02 | HST | science | 0 | APERTURE=JWFC|ASNID=NONE|DETECTOR=WFC|EXPEND=52658.834063078706|EXPSTART=52658.829884293984|EXPTIME=360.0|FILTER=F775W;CLEAR2L|OBSMODE=ACCUM|OBSTYPE=IMAGING | HST Singleton | False | NGC6121-CALIB | BROAD_CATEGORY=CALIBRATION;STELLAR CLUSTER|TARGET_DESCRIP=CALIBRATION;POINT SPREAD FUNCTION;;STELLAR CLUSTER;GLOBULAR CLUSTER | 9578 | Rhodes, Jason D. | Cosmic Shear With ACS Pure Parallels. Targeted Portion. | ACS/WFC | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|CSYS_VER=hstdp-2019.5 | image | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|CSYS_VER=hstdp-2019.5 | 245.9226281610362 | -26.513353764583936 | -- | -- | -- | -- | 0.0829875886918155 | 650.0 | 900.0000000000001 | 1100.0 | 200.0 | F775W;CLEAR2L |
| j8fe03010 | 2003-06-19 05:57:00.33 | 2003-06-19 07:43:53.347 | 52809.16458715278 | 52809.23881188657 | 1440.0 | 2003-06-19 13:25:30.0 | 01 | 8fe | 03 | HST | science | 4 | APERTURE=WFC|DETECTOR=WFC|EXPEND=52809.23881188657|EXPSTART=52809.16458715278|EXPTIME=1440.0|FILTER=F775W;CLEAR2L|OBSMODE=ACCUM|OBSTYPE=IMAGING | HST Composite | False | NGC6121-CALIB | BROAD_CATEGORY=CALIBRATION;STELLAR CLUSTER|TARGET_DESCRIP=CALIBRATION;POINT SPREAD FUNCTION;;STELLAR CLUSTER;GLOBULAR CLUSTER | 9578 | Rhodes, Jason D. | Cosmic Shear With ACS Pure Parallels. Targeted Portion. | ACS/WFC | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|CSYS_VER=hstdp-2019.5 | image | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|CSYS_VER=hstdp-2019.5 | 245.9149289960707 | -26.51277138218235 | -- | -- | -- | -- | 0.09687413859035743 | 650.0 | 900.0000000000001 | 1100.0 | 200.0 | F775W;CLEAR2L |
| j8fe03wwq | 2003-06-19 07:46:46.313 | 2003-06-19 07:52:47.363 | 52809.24081380787 | 52809.24499262732 | 360.0 | 2003-06-19 13:37:50.0 | ww | 8fe | 03 | HST | science | 0 | APERTURE=JWFC|ASNID=NONE|DETECTOR=WFC|EXPEND=52809.24499262732|EXPSTART=52809.24081380787|EXPTIME=360.0|FILTER=F775W;CLEAR2L|OBSMODE=ACCUM|OBSTYPE=IMAGING | HST Singleton | False | NGC6121-CALIB | BROAD_CATEGORY=CALIBRATION;STELLAR CLUSTER|TARGET_DESCRIP=CALIBRATION;POINT SPREAD FUNCTION;;STELLAR CLUSTER;GLOBULAR CLUSTER | 9578 | Rhodes, Jason D. | Cosmic Shear With ACS Pure Parallels. Targeted Portion. | ACS/WFC | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|CSYS_VER=hstdp-2019.5 | image | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|CSYS_VER=hstdp-2019.5 | 245.91492327211063 | -26.512771754495258 | -- | -- | -- | -- | 0.08297698343433946 | 650.0 | 900.0000000000001 | 1100.0 | 200.0 | F775W;CLEAR2L |
| j8f561qeq | 2002-07-14 04:06:39.74 | 2002-07-14 04:23:21.043 | 52469.0879599537 | 52469.099549108796 | 1000.0 | 2002-07-14 07:41:42.0 | qe | 8f5 | 61 | HST | calibration | 0 | APERTURE=JHRC|ASNID=NONE|DETECTOR=HRC|EXPEND=52469.099549108796|EXPSTART=52469.0879599537|EXPTIME=1000.0|FILTER=F850LP;CLEAR2S|OBSMODE=ACCUM|OBSTYPE=INTERNAL | HST Singleton | False | DARK | 9558 | Clampin, Mark | ACS weekly Test | ACS/HRC | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|OPUS_VER=HSTDP 2019_5 | image | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|OPUS_VER=HSTDP 2019_5 | 245.85133975373262 | -26.517215092640527 | -- | -- | -- | -- | 0.011584692612252213 | 650.0 | 900.0000000000001 | 1100.0 | 200.0 | F850LP;CLEAR2S | |
| o69d8ya1q | 2001-02-05 01:30:10.045441 | 2001-02-05 01:48:30.04704 | 51945.0209496 | 51945.0336811 | 1100.0 | 2001-02-05 14:39:48.0 | a1 | 69d | 8y | HST | calibration | 0 | APERTURE=F28X50LP|ASNID=NONE|DETECTOR=CCD|EXPEND=51945.0336811|EXPSTART=51945.0209496|EXPTIME=1100.0|FILTER=MIRVIS|OBSMODE=ACCUM|OBSTYPE=IMAGING | HST Singleton | False | DARK | 8837 | Dressel, Linda L. | CCD Dark Monitor-Part 1 | STIS/CCD | CAL_VER=3.4.2 (19-Jan-2018)|CRDS_VER=7.1.5, 7.1.5, 3548bc1|CSYS_VER=hstdp-2018.1|OPUS_VER=HSTDP 2018_2a | spectrum | CAL_VER=3.4.2 (19-Jan-2018)|CRDS_VER=7.1.5, 7.1.5, 3548bc1|CSYS_VER=hstdp-2018.1|OPUS_VER=HSTDP 2018_2a | 245.91681393131603 | -26.473052306968977 | -- | -- | -- | -- | 0.02040343278804648 | -- | -- | -- | -- | MIRVIS | |
| u68v4y01r | 2001-01-31 01:50:13.177 | 2001-01-31 02:06:53.177 | 51940.0348747338 | 51940.04644880787 | 1000.0 | 2001-01-31 14:53:29.0 | 01 | 68v | 4y | HST | calibration | 0 | ASNID=NONE|DETECTOR=1|EXPEND=51940.04644880787|EXPSTART=51940.0348747338|EXPTIME=1000.0|FILTER=F1042M;F437N | HST Singleton | False | DARK | 8827 | Casertano, Stefano | WFPC2 CYCLE 9 SUPPLEMENTAL DARKS pt2/3 | WFPC2 | CAL_VER=2.5.3 (Sep 4, 2008)|OPUS_VER=OPUS 2009_1 | image | CAL_VER=2.5.3 (Sep 4, 2008)|OPUS_VER=OPUS 2009_1 | 245.98476809877795 | -26.54116517331438 | -- | -- | -- | -- | 0.06255657952904141 | 1022.0449850000001 | 44.890009999999954 | 1044.48999 | 999.5999800000001 | F1042M | |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| j92102efq | 2004-07-26 21:14:54.849999 | 2004-07-26 21:15:35.897 | 53212.80202372685 | 53212.80249880787 | 40.0 | 2005-07-27 10:11:36.0 | ef | 921 | 02 | HST | science | 0 | APERTURE=JWFCENTER|ASNID=NONE|DETECTOR=WFC|EXPEND=53212.80249880787|EXPSTART=53212.80202372685|EXPTIME=40.0|FILTER=CLEAR1L;F435W|OBSMODE=ACCUM|OBSTYPE=IMAGING | HST Singleton | False | NGC6121 | BROAD_CATEGORY=STELLAR CLUSTER|TARGET_DESCRIP=STELLAR CLUSTER;GLOBULAR CLUSTER | 10120 | Anderson, Scott F. | The Formation Histories and Dynamical Roles of X-ray Binaries in Globular Clusters | ACS/WFC | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|CSYS_VER=hstdp-2019.5 | image | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|CSYS_VER=hstdp-2019.5 | 245.88838708395343 | -26.517576226966 | -- | -- | -- | -- | 0.08297714280398215 | 650.0 | 900.0000000000001 | 1100.0 | 200.0 | CLEAR1L;F435W |
| j8tlftmkq | 2004-07-25 10:26:44.867 | 2004-07-25 10:42:39.13 | 53211.35190818287 | 53211.36295289352 | 953.0 | 2004-07-25 19:50:09.0 | mk | 8tl | ft | HST | calibration | 0 | APERTURE=JHRC|ASNID=NONE|DETECTOR=HRC|EXPEND=53211.36295289352|EXPSTART=53211.35190818287|EXPTIME=953.0|FILTER=F775W;F330W|OBSMODE=ACCUM|OBSTYPE=INTERNAL | HST Singleton | False | DARK | 10061 | Riess, Adam | CCD Daily Monitor | ACS/HRC | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|OPUS_VER=HSTDP 2019_5 | image | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|OPUS_VER=HSTDP 2019_5 | 245.85345726621475 | -26.52897559180418 | -- | -- | -- | -- | 0.011585273122185023 | 580.0 | 560.0 | 860.0 | 300.0 | F775W;F330W | |
| j8tlftmjq | 2004-07-25 10:26:41.857 | 2004-07-25 10:43:22.907 | 53211.35187334491 | 53211.36345957176 | 1000.0 | 2004-07-25 19:50:32.0 | mj | 8tl | ft | HST | calibration | 0 | APERTURE=JWFC|ASNID=NONE|DETECTOR=WFC|EXPEND=53211.36345957176|EXPSTART=53211.35187334491|EXPTIME=1000.0|FILTER=F502N;F660N|OBSMODE=ACCUM|OBSTYPE=INTERNAL | HST Singleton | False | DARK | 10061 | Riess, Adam | CCD Daily Monitor | ACS/WFC | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|OPUS_VER=HSTDP 2019_5 | image | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|OPUS_VER=HSTDP 2019_5 | 245.90439366129075 | -26.50978870413543 | -- | -- | -- | -- | 0.06598437839768923 | 580.1999950000001 | 161.60001 | 661.0 | 499.39999 | F502N;F660N | |
| j8tlfye9q | 2004-07-26 19:59:09.856999 | 2004-07-26 20:15:50.907001 | 53212.7494196412 | 53212.76100586806 | 1000.0 | 2004-07-27 05:24:18.0 | e9 | 8tl | fy | HST | calibration | 0 | APERTURE=JWFC|ASNID=NONE|DETECTOR=WFC|EXPEND=53212.76100586806|EXPSTART=53212.7494196412|EXPTIME=1000.0|FILTER=F502N;F660N|OBSMODE=ACCUM|OBSTYPE=INTERNAL | HST Singleton | False | DARK | 10061 | Riess, Adam | CCD Daily Monitor | ACS/WFC | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|OPUS_VER=HSTDP 2019_5 | image | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|OPUS_VER=HSTDP 2019_5 | 245.87276393133976 | -26.5168819992417 | -- | -- | -- | -- | 0.06598421843457067 | 580.1999950000001 | 161.60001 | 661.0 | 499.39999 | F502N;F660N | |
| j8tlfzenq | 2004-07-26 23:06:03.842999 | 2004-07-26 23:22:44.922999 | 53212.87921114583 | 53212.890797719905 | 1000.0 | 2004-07-27 10:02:30.0 | en | 8tl | fz | HST | calibration | 0 | APERTURE=JWFC|ASNID=NONE|DETECTOR=WFC|EXPEND=53212.890797719905|EXPSTART=53212.87921114583|EXPTIME=1000.0|FILTER=F502N;F660N|OBSMODE=ACCUM|OBSTYPE=INTERNAL | HST Singleton | False | DARK | 10061 | Riess, Adam | CCD Daily Monitor | ACS/WFC | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|OPUS_VER=HSTDP 2019_5 | image | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|OPUS_VER=HSTDP 2019_5 | 245.87182943142184 | -26.51689899928091 | -- | -- | -- | -- | 0.06598471095922018 | 580.1999950000001 | 161.60001 | 661.0 | 499.39999 | F502N;F660N | |
| j8tlidxfq | 2004-08-05 16:46:00.867 | 2004-08-05 16:46:00.867 | 53222.6152878125 | 53222.6152878125 | 0.0 | 2004-08-06 14:53:38.0 | xf | 8tl | id | HST | calibration | 0 | APERTURE=JWFC|ASNID=NONE|DETECTOR=WFC|EXPEND=53222.61518475694|EXPSTART=53222.6152878125|EXPTIME=0.0|FILTER=F502N;F660N|OBSMODE=ACCUM|OBSTYPE=INTERNAL | HST Singleton | False | BIAS | 10061 | Riess, Adam | CCD Daily Monitor | ACS/WFC | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|OPUS_VER=HSTDP 2019_5 | image | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|OPUS_VER=HSTDP 2019_5 | 245.90496601034272 | -26.508017657950305 | -- | -- | -- | -- | 0.06598380039653215 | 580.1999950000001 | 161.60001 | 661.0 | 499.39999 | F502N;F660N | |
| j8tlivfhq | 2004-08-08 10:43:42.85 | 2004-08-08 10:43:42.85 | 53225.36369039352 | 53225.36369039352 | 0.0 | 2004-08-08 20:44:30.0 | fh | 8tl | iv | HST | calibration | 0 | APERTURE=JWFC|ASNID=NONE|DETECTOR=WFC|EXPEND=53225.36358769676|EXPSTART=53225.36369039352|EXPTIME=0.0|FILTER=F502N;F660N|OBSMODE=ACCUM|OBSTYPE=INTERNAL | HST Singleton | False | BIAS | 10061 | Riess, Adam | CCD Daily Monitor | ACS/WFC | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|OPUS_VER=HSTDP 2019_5 | image | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|OPUS_VER=HSTDP 2019_5 | 245.90496127013012 | -26.507972510019187 | -- | -- | -- | -- | 0.06598336731038754 | 580.1999950000001 | 161.60001 | 661.0 | 499.39999 | F502N;F660N | |
| j8tlivfiq | 2004-08-08 10:49:56.867 | 2004-08-08 10:49:56.867 | 53225.36801929398 | 53225.36801929398 | 0.0 | 2004-08-08 20:44:57.0 | fi | 8tl | iv | HST | calibration | 0 | APERTURE=JHRC|ASNID=NONE|DETECTOR=HRC|EXPEND=53225.36800883102|EXPSTART=53225.36801929398|EXPTIME=0.0|FILTER=F775W;F330W|OBSMODE=ACCUM|OBSTYPE=INTERNAL | HST Singleton | False | BIAS | 10061 | Riess, Adam | CCD Daily Monitor | ACS/HRC | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|OPUS_VER=HSTDP 2019_5 | image | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|OPUS_VER=HSTDP 2019_5 | 245.8514871786071 | -26.520454326973862 | -- | -- | -- | -- | 0.011584503825593288 | 580.0 | 560.0 | 860.0 | 300.0 | F775W;F330W | |
| j8tljbclq | 2004-08-09 10:42:59.843 | 2004-08-09 10:42:59.843 | 53226.363192627316 | 53226.363192627316 | 0.0 | 2004-08-09 18:39:34.0 | cl | 8tl | jb | HST | calibration | 0 | APERTURE=JWFC|ASNID=NONE|DETECTOR=WFC|EXPEND=53226.36308993056|EXPSTART=53226.363192627316|EXPTIME=0.0|FILTER=F502N;F660N|OBSMODE=ACCUM|OBSTYPE=INTERNAL | HST Singleton | False | BIAS | 10061 | Riess, Adam | CCD Daily Monitor | ACS/WFC | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|OPUS_VER=HSTDP 2019_5 | image | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|OPUS_VER=HSTDP 2019_5 | 245.90496496409034 | -26.507968898122314 | -- | -- | -- | -- | 0.06598467831096654 | 580.1999950000001 | 161.60001 | 661.0 | 499.39999 | F502N;F660N | |
| j8tljbcmq | 2004-08-09 10:49:13.857 | 2004-08-09 10:49:13.857 | 53226.367521493055 | 53226.367521493055 | 0.0 | 2004-08-09 18:40:04.0 | cm | 8tl | jb | HST | calibration | 0 | APERTURE=JHRC|ASNID=NONE|DETECTOR=HRC|EXPEND=53226.36751103009|EXPSTART=53226.367521493055|EXPTIME=0.0|FILTER=F775W;F330W|OBSMODE=ACCUM|OBSTYPE=INTERNAL | HST Singleton | False | BIAS | 10061 | Riess, Adam | CCD Daily Monitor | ACS/HRC | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|OPUS_VER=HSTDP 2019_5 | image | CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|OPUS_VER=HSTDP 2019_5 | 245.85149125648627 | -26.5204510927491 | -- | -- | -- | -- | 0.011585200218395373 | 580.0 | 560.0 | 860.0 | 300.0 | F775W;F330W |
The following performs a query to find all HST WFC3 images in filter F814W and with intent = SCIENCE:
In [4]:
criteria = esahubble.query_criteria(calibration_level = 3, \
data_product_type = 'image', \
intent='SCIENCE', \
obs_collection=['HST'], \
instrument_name = ['WFC3'], \
filters = ['F814W'], \
async_job = True, \
output_file = 'output1.vot.gz', \
output_format="votable", \
verbose = True, \
get_query = False)
criteria
Saving results to: output1.vot.gz INFO: select o.*, p.calibration_level, p.data_product_type from ehst.observation AS o LEFT JOIN ehst.plane as p on o.observation_uuid=p.observation_uuid where(p.calibration_level LIKE '%PRODUCT%' AND p.data_product_type LIKE '%image%' AND o.intent LIKE '%SCIENCE%' AND (o.collection LIKE '%HST%') AND (o.instrument_name LIKE '%WFC3%') AND (o.instrument_configuration LIKE '%F814W%')) [astroquery.esa.hubble.core]
Out[4]:
Table length=10667
| algorithm_name | collection | end_time | end_time_mjd | exposure_duration | instrument_configuration | instrument_name | intent | members | members_number | observation_id | observation_uuid | obs_type | obs_type_hibernate | pi_name | program_id | proposal_id | release_date | run_id | set_id | start_time | start_time_mjd | target_description | target_moving | target_name | calibration_level | data_product_type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| object | object | str1 | float64 | float64 | object | object | object | object | int64 | object | object | object | str1 | object | object | object | str1 | object | object | str1 | float64 | object | bool | object | object | object |
| exposure | HST | 2 | 57233.44772280093 | 165.0 | APERTURE=IUVIS|ASNID=NONE|DETECTOR=UVIS|EXPEND=57233.44772280093|EXPSTART=57233.44581304398|EXPTIME=165.0|FILTER=F814W|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | 0 | icp011teq | 00000000-0000-0000-b821-31e4781266e6 | HST Singleton | S | Koch, Andreas | cp0 | 13758 | 2 | te | 11 | 2 | 57233.44581304398 | BROAD_CATEGORY=STAR|TARGET_DESCRIP=STAR;BULGE | False | BULGE-SWEEPS | PRODUCT | image | |
| multidrizzle | HST | 2 | 57289.15156678 | 5700.0 | APERTURE=UVIS-CENTER|DETECTOR=UVIS|EXPEND=57289.15156678|EXPSTART=57289.05385847|EXPTIME=5700.0|FILTER=F814W|IMAGETYP=EXT|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | caom:HST/hst_13701_08_wfc3_uvis_f814w_ick808qh caom:HST/hst_13701_08_wfc3_uvis_f814w_ick808qj caom:HST/hst_13701_08_wfc3_uvis_f814w_ick808qm caom:HST/hst_13701_08_wfc3_uvis_f814w_ick808qq | 4 | hst_13701_08_wfc3_uvis_f814w_ick808 | 00000000-0000-0000-b9be-3f46afb18208 | HAP Composite | C | Mihos, Chris | st_ | 13701 | 2 | 70 | 13 | 2 | 57289.05385847 | False | M101-NE-PLUME | PRODUCT | image | |
| multidrizzle | HST | 2 | 57119.79268522 | 1316.0 | APERTURE=UVIS|DETECTOR=UVIS|EXPEND=57119.79268522|EXPSTART=57119.77594914|EXPTIME=1316.0|FILTER=F814W|IMAGETYP=EXT|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | caom:HST/hst_13682_06_wfc3_uvis_f814w_icjr06kh caom:HST/hst_13682_06_wfc3_uvis_f814w_icjr06kk | 2 | hst_13682_06_wfc3_uvis_f814w_icjr06 | 00000000-0000-0000-80ad-a66080a9016a | HAP Composite | C | van Dokkum, Pieter | st_ | 13682 | 2 | 68 | 13 | 2 | 57119.77594914 | False | ANY | PRODUCT | image | |
| multidrizzle | HST | 2 | 57036.69247503 | 300.0 | APERTURE=UVIS1|DETECTOR=UVIS|EXPEND=57036.69247503|EXPSTART=57036.68900264|EXPTIME=300.0|FILTER=F814W|IMAGETYP=EXT|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | caom:HST/hst_13643_04_wfc3_uvis_f814w_icjg04p7 | 1 | hst_13643_04_wfc3_uvis_f814w_icjg04 | 00000000-0000-0000-9324-7c501bbbcd8a | HAP Composite | C | Duchene, Gaspard | st_ | 13643 | 2 | 64 | 13 | 2 | 57036.68900264 | False | SSTGBSJ111110.7-764157 | PRODUCT | image | |
| multidrizzle | HST | 2 | 57165.85842741 | 1100.0 | APERTURE=UVIS|DETECTOR=UVIS|EXPEND=57165.85842741|EXPSTART=57165.84569614|EXPTIME=1100.0|FILTER=F814W|IMAGETYP=EXT|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | caom:HST/hst_13787_02_wfc3_uvis_f814w_ickj02gf | 1 | hst_13787_02_wfc3_uvis_f814w_ickj02 | 00000000-0000-0000-aee8-accc392f2be6 | HAP Composite | C | Smith, Nathan | st_ | 13787 | 2 | 78 | 13 | 2 | 57165.84569614 | False | SN2009IP | PRODUCT | image | |
| multidrizzle | HST | 2 | 57124.54518522 | 954.0 | APERTURE=UVIS|DETECTOR=UVIS|EXPEND=57124.54518522|EXPSTART=57124.5326621|EXPTIME=954.0|FILTER=F814W|IMAGETYP=EXT|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | caom:HST/hst_13646_20_wfc3_uvis_f814w_ick420i7 caom:HST/hst_13646_20_wfc3_uvis_f814w_ick420i9 | 2 | hst_13646_20_wfc3_uvis_f814w_ick420 | 00000000-0000-0000-8663-165164371ada | HAP Composite | C | Foley, Ryan | st_ | 13646 | 2 | 64 | 13 | 2 | 57124.5326621 | False | ANY | PRODUCT | image | |
| multidrizzle | HST | 2 | 57488.03109727 | 976.0 | APERTURE=UVIS-CENTER|DETECTOR=UVIS|EXPEND=57488.03109727|EXPSTART=57487.99009044|EXPTIME=976.0|FILTER=F814W|IMAGETYP=EXT|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | caom:HST/hst_13646_43_wfc3_uvis_f814w_ick443tm caom:HST/hst_13646_43_wfc3_uvis_f814w_ick443tv | 2 | hst_13646_43_wfc3_uvis_f814w_ick443 | 00000000-0000-0000-bb9b-fd014e837a11 | HAP Composite | C | Foley, Ryan | st_ | 13646 | 2 | 64 | 13 | 2 | 57487.99009044 | False | NGC2442 | PRODUCT | image | |
| multidrizzle | HST | 2 | 57290.66723826 | 5700.0 | APERTURE=UVIS-CENTER|DETECTOR=UVIS|EXPEND=57290.66723826|EXPSTART=57290.46165958|EXPTIME=5700.0|FILTER=F814W|IMAGETYP=EXT|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | caom:HST/hst_13701_10_wfc3_uvis_f814w_ick810y3 caom:HST/hst_13701_10_wfc3_uvis_f814w_ick810y5 caom:HST/hst_13701_10_wfc3_uvis_f814w_ick810y8 caom:HST/hst_13701_10_wfc3_uvis_f814w_ick810yc | 4 | hst_13701_10_wfc3_uvis_f814w_ick810 | 00000000-0000-0000-9015-176a84217e1c | HAP Composite | C | Mihos, Chris | st_ | 13701 | 2 | 70 | 13 | 2 | 57290.46165958 | False | M101-NE-PLUME | PRODUCT | image | |
| multidrizzle | HST | 2 | 57290.85588382 | 5700.0 | APERTURE=UVIS-CENTER|DETECTOR=UVIS|EXPEND=57290.85588382|EXPSTART=57290.72634699|EXPTIME=5700.0|FILTER=F814W|IMAGETYP=EXT|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | caom:HST/hst_13701_11_wfc3_uvis_f814w_ick811yk caom:HST/hst_13701_11_wfc3_uvis_f814w_ick811ym caom:HST/hst_13701_11_wfc3_uvis_f814w_ick811yp caom:HST/hst_13701_11_wfc3_uvis_f814w_ick811yt | 4 | hst_13701_11_wfc3_uvis_f814w_ick811 | 00000000-0000-0000-bf78-a14f7b947185 | HAP Composite | C | Mihos, Chris | st_ | 13701 | 2 | 70 | 13 | 2 | 57290.72634699 | False | M101-NE-PLUME | PRODUCT | image | |
| drizzle | HST | 2 | 57232.61838244213 | 330.0 | APERTURE=UVIS|DETECTOR=UVIS|EXPEND=57232.61838244213|EXPSTART=57232.58481782408|EXPTIME=330.0|FILTER=F814W|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | caom:HST/icp009orq caom:HST/icp009p0q | 2 | icp009010 | 00000000-0000-0000-bc5a-9ce59b91a217 | HST Composite | S | Koch, Andreas | cp0 | 13758 | 2 | 01 | 09 | 2 | 57232.58481782408 | BROAD_CATEGORY=STAR|TARGET_DESCRIP=STAR;BULGE | False | BULGE-SWEEPS | PRODUCT | image |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| multidrizzle | HST | 2 | 57435.91707951 | 976.0 | APERTURE=UVIS-CENTER|DETECTOR=UVIS|EXPEND=57435.91707951|EXPSTART=57435.90430194|EXPTIME=976.0|FILTER=F814W|IMAGETYP=EXT|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | caom:HST/hst_13646_35_wfc3_uvis_f814w_ick435os caom:HST/hst_13646_35_wfc3_uvis_f814w_ick435ou | 2 | hst_13646_35_wfc3_uvis_f814w_ick435 | 00000000-0000-0000-896d-94bba87d24e4 | HAP Composite | C | Foley, Ryan | st_ | 13646 | 2 | 64 | 13 | 2 | 57435.90430194 | False | NGC2442 | PRODUCT | image | |
| multidrizzle | HST | 2 | 57116.06662041 | 1316.0 | APERTURE=UVIS|DETECTOR=UVIS|EXPEND=57116.06662041|EXPSTART=57116.00747691|EXPTIME=1316.0|FILTER=F814W|IMAGETYP=EXT|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | caom:HST/hst_13682_01_wfc3_uvis_f814w_icjr01du caom:HST/hst_13682_01_wfc3_uvis_f814w_icjr01e2 | 2 | hst_13682_01_wfc3_uvis_f814w_icjr01 | 00000000-0000-0000-b5c0-7d04bdc3c205 | HAP Composite | C | van Dokkum, Pieter | st_ | 13682 | 2 | 68 | 13 | 2 | 57116.00747691 | False | ANY | PRODUCT | image | |
| multidrizzle | HST | 2 | 57114.15660893 | 1316.0 | APERTURE=UVIS|DETECTOR=UVIS|EXPEND=57114.15660893|EXPSTART=57114.13987284|EXPTIME=1316.0|FILTER=F814W|IMAGETYP=EXT|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | caom:HST/hst_13682_07_wfc3_uvis_f814w_icjr07tq caom:HST/hst_13682_07_wfc3_uvis_f814w_icjr07tt | 2 | hst_13682_07_wfc3_uvis_f814w_icjr07 | 00000000-0000-0000-bc61-04ae86d6013d | HAP Composite | C | van Dokkum, Pieter | st_ | 13682 | 2 | 68 | 13 | 2 | 57114.13987284 | False | ANY | PRODUCT | image | |
| multidrizzle | HST | 2 | 57009.44585361 | 300.0 | APERTURE=UVIS1|DETECTOR=UVIS|EXPEND=57009.44585361|EXPSTART=57009.44238159|EXPTIME=300.0|FILTER=F814W|IMAGETYP=EXT|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | caom:HST/hst_13643_01_wfc3_uvis_f814w_icjg01uw | 1 | hst_13643_01_wfc3_uvis_f814w_icjg01 | 00000000-0000-0000-a508-08b5026d8cb3 | HAP Composite | C | Duchene, Gaspard | st_ | 13643 | 2 | 64 | 13 | 2 | 57009.44238159 | False | NAME-HK-TAU-B | PRODUCT | image | |
| multidrizzle | HST | 2 | 56933.18600227 | 300.0 | APERTURE=UVIS1|DETECTOR=UVIS|EXPEND=56933.18600227|EXPSTART=56933.18252989|EXPTIME=300.0|FILTER=F814W|IMAGETYP=EXT|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | caom:HST/hst_13643_03_wfc3_uvis_f814w_icjg03zk | 1 | hst_13643_03_wfc3_uvis_f814w_icjg03 | 00000000-0000-0000-86f9-90c07d161a43 | HAP Composite | C | Duchene, Gaspard | st_ | 13643 | 2 | 64 | 13 | 2 | 56933.18252989 | False | SSTC2DJ163131.2-242627 | PRODUCT | image | |
| multidrizzle | HST | 2 | 57292.00040937 | 5700.0 | APERTURE=UVIS-CENTER|DETECTOR=UVIS|EXPEND=57292.00040937|EXPSTART=57291.90168254|EXPTIME=5700.0|FILTER=F814W|IMAGETYP=EXT|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | caom:HST/hst_13701_13_wfc3_uvis_f814w_ick813gs caom:HST/hst_13701_13_wfc3_uvis_f814w_ick813gu caom:HST/hst_13701_13_wfc3_uvis_f814w_ick813gx caom:HST/hst_13701_13_wfc3_uvis_f814w_ick813h1 | 4 | hst_13701_13_wfc3_uvis_f814w_ick813 | 00000000-0000-0000-bc56-c57c06913bea | HAP Composite | C | Mihos, Chris | st_ | 13701 | 2 | 70 | 13 | 2 | 57291.90168254 | False | M101-NE-PLUME | PRODUCT | image | |
| multidrizzle | HST | 2 | 57377.93163852 | 1100.0 | APERTURE=UVIS-CENTER|DETECTOR=UVIS|EXPEND=57377.93163852|EXPSTART=57377.9174254|EXPTIME=1100.0|FILTER=F814W|IMAGETYP=EXT|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | caom:HST/hst_13765_03_wfc3_uvis_f814w_icjs03fs caom:HST/hst_13765_03_wfc3_uvis_f814w_icjs03fu | 2 | hst_13765_03_wfc3_uvis_f814w_icjs03 | 00000000-0000-0000-a6a6-d6c2a53ac160 | HAP Composite | C | Peterson, Bradley M | st_ | 13765 | 2 | 76 | 13 | 2 | 57377.9174254 | False | NGC-4151 | PRODUCT | image | |
| multidrizzle | HST | 2 | 57117.13873856 | 1316.0 | APERTURE=UVIS|DETECTOR=UVIS|EXPEND=57117.13873856|EXPSTART=57117.12200247|EXPTIME=1316.0|FILTER=F814W|IMAGETYP=EXT|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | caom:HST/hst_13682_03_wfc3_uvis_f814w_icjr03io caom:HST/hst_13682_03_wfc3_uvis_f814w_icjr03ir | 2 | hst_13682_03_wfc3_uvis_f814w_icjr03 | 00000000-0000-0000-ac49-ed6906c9696d | HAP Composite | C | van Dokkum, Pieter | st_ | 13682 | 2 | 68 | 13 | 2 | 57117.12200247 | False | ANY | PRODUCT | image | |
| multidrizzle | HST | 2 | 57291.27165937 | 5700.0 | APERTURE=UVIS-CENTER|DETECTOR=UVIS|EXPEND=57291.27165937|EXPSTART=57291.17314106|EXPTIME=5700.0|FILTER=F814W|IMAGETYP=EXT|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | caom:HST/hst_13701_09_wfc3_uvis_f814w_ick809e1 caom:HST/hst_13701_09_wfc3_uvis_f814w_ick809e3 caom:HST/hst_13701_09_wfc3_uvis_f814w_ick809e6 caom:HST/hst_13701_09_wfc3_uvis_f814w_ick809ea | 4 | hst_13701_09_wfc3_uvis_f814w_ick809 | 00000000-0000-0000-8a85-2daaefb94205 | HAP Composite | C | Mihos, Chris | st_ | 13701 | 2 | 70 | 13 | 2 | 57291.17314106 | False | M101-NE-PLUME | PRODUCT | image | |
| multidrizzle | HST | 2 | 57185.46179556 | 1080.0 | APERTURE=UVIS-CENTER|DETECTOR=UVIS|EXPEND=57185.46179556|EXPSTART=57185.44781391|EXPTIME=1080.0|FILTER=F814W|IMAGETYP=EXT|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | caom:HST/hst_13647_09_wfc3_uvis_f814w_icjf09b8 caom:HST/hst_13647_09_wfc3_uvis_f814w_icjf09ba | 2 | hst_13647_09_wfc3_uvis_f814w_icjf09 | 00000000-0000-0000-9de9-f3d59301d4bc | HAP Composite | C | Foley, Ryan | st_ | 13647 | 2 | 64 | 13 | 2 | 57185.44781391 | False | NGC3972 | PRODUCT | image |
Perform a join on the 2 tables to find the M4 WFC3 images in filter F814W. Firstly, rename the column 'OBSERVATION_ID' to 'observation_id' in the table cone:
In [5]:
cone.rename_column('OBSERVATION_ID','observation_id')
In [6]:
from astropy.table import join
final = join(cone, criteria, keys='observation_id')
final
Out[6]:
Table length=2
| observation_id | START_TIME | END_TIME | START_TIME_MJD | END_TIME_MJD | EXPOSURE_DURATION | RELEASE_DATE | RUN_ID | PROGRAM_ID | SET_ID | COLLECTION | INTENT | MEMBERS_NO | INSTRUMENT_CONFIGURATION | TYPE | MOVING_TARGET | TARGET_NAME | TARGET_DESCRIPTION | PROPOSAL_ID | PI_NAME | PROPOSAL_TITLE | INSTRUMENT_NAME | METADATA_PROVENANCE | DATA_PRODUCT_TYPE | SOFTWARE_VERSION | RA | DEC | GAL_LAT | GAL_LON | ECL_LAT | ECL_LON | FOV_SIZE | WAVE_CENTRAL | WAVE_BANDWIDTH | WAVE_MAX | WAVE_MIN | FILTER | algorithm_name | collection | end_time | end_time_mjd | exposure_duration | instrument_configuration | instrument_name | intent | members | members_number | observation_uuid | obs_type | obs_type_hibernate | pi_name | program_id | proposal_id | release_date | run_id | set_id | start_time | start_time_mjd | target_description | target_moving | target_name | calibration_level | data_product_type |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| iso-8601 | iso-8601 | iso-8601 | ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| object | object | object | float64 | float64 | float64 | object | object | object | object | object | object | int32 | object | object | bool | object | object | object | object | object | object | object | object | object | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | object | object | object | str1 | float64 | float64 | object | object | object | object | int64 | object | object | str1 | object | object | object | str1 | object | object | str1 | float64 | object | bool | object | object | object |
| ibj201010 | 2011-02-23 10:38:13.713 | 2011-02-23 13:51:24.703 | 55615.40154760417 | 55615.535702581015 | 100.0 | 2012-02-23 18:43:09.0 | 01 | bj2 | 01 | HST | science | 2 | APERTURE=UVIS-CENTER|DETECTOR=UVIS|EXPEND=55615.535702581015|EXPSTART=55615.40154760417|EXPTIME=100.0|FILTER=F814W|OBSMODE=ACCUM|OBSTYPE=IMAGING | HST Composite | False | M4FROMGO10146 | BROAD_CATEGORY=STELLAR CLUSTER|TARGET_DESCRIP=STELLAR CLUSTER;GLOBULAR CLUSTER | 12311 | Piotto, Giampaolo | Multiple Stellar Populations in Galactic Globular Clusters | WFC3/UVIS | CAL_VER=3.5.0(Oct-09-2018)|CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|CSYS_VER=hstdp-2019.5|OPUS_VER=HSTDP 2019_5 | image | CAL_VER=3.5.0(Oct-09-2018)|CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|CSYS_VER=hstdp-2019.5|OPUS_VER=HSTDP 2019_5 | 245.92480094339106 | -26.514541698465095 | -- | -- | -- | -- | 0.06845802107587254 | 831.850005 | 258.70000999999996 | 961.20001 | 702.5 | F814W | drizzle | HST | 2 | 55615.535702581015 | 100.0 | APERTURE=UVIS-CENTER|DETECTOR=UVIS|EXPEND=55615.535702581015|EXPSTART=55615.40154760417|EXPTIME=100.0|FILTER=F814W|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | caom:HST/ibj201p1q caom:HST/ibj201pcq | 2 | 00000000-0000-0000-b999-82fcc8e6728e | HST Composite | S | Piotto, Giampaolo | bj2 | 12311 | 2 | 01 | 01 | 2 | 55615.40154760417 | BROAD_CATEGORY=STELLAR CLUSTER|TARGET_DESCRIP=STELLAR CLUSTER;GLOBULAR CLUSTER | False | M4FROMGO10146 | PRODUCT | image |
| ibj202010 | 2011-08-28 12:53:53.11 | 2011-08-28 14:28:28.1 | 55801.454086921294 | 55801.51976967593 | 100.0 | 2012-08-28 16:39:58.0 | 01 | bj2 | 02 | HST | science | 2 | APERTURE=UVIS-CENTER|DETECTOR=UVIS|EXPEND=55801.51976967593|EXPSTART=55801.454086921294|EXPTIME=100.0|FILTER=F814W|OBSMODE=ACCUM|OBSTYPE=IMAGING | HST Composite | False | M4FROMGO10146 | BROAD_CATEGORY=STELLAR CLUSTER|TARGET_DESCRIP=STELLAR CLUSTER;GLOBULAR CLUSTER | 12311 | Piotto, Giampaolo | Multiple Stellar Populations in Galactic Globular Clusters | WFC3/UVIS | CAL_VER=3.5.0(Oct-09-2018)|CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|CSYS_VER=hstdp-2019.5|OPUS_VER=HSTDP 2019_5 | image | CAL_VER=3.5.0(Oct-09-2018)|CRDS_VER=7.3.3, 7.3.3, 0739f7565259bc3e4946dbcda5e292149972b5ab|CSYS_VER=hstdp-2019.5|OPUS_VER=HSTDP 2019_5 | 245.92411914673613 | -26.513398310731773 | -- | -- | -- | -- | 0.06844192352393076 | 831.850005 | 258.70000999999996 | 961.20001 | 702.5 | F814W | drizzle | HST | 2 | 55801.51976967593 | 100.0 | APERTURE=UVIS-CENTER|DETECTOR=UVIS|EXPEND=55801.51976967593|EXPSTART=55801.454086921294|EXPTIME=100.0|FILTER=F814W|OBSMODE=ACCUM|OBSTYPE=IMAGING | WFC3/UVIS | science | caom:HST/ibj202o5q caom:HST/ibj202ogq | 2 | 00000000-0000-0000-a9ce-5e79c721ed54 | HST Composite | S | Piotto, Giampaolo | bj2 | 12311 | 2 | 01 | 02 | 2 | 55801.454086921294 | BROAD_CATEGORY=STELLAR CLUSTER|TARGET_DESCRIP=STELLAR CLUSTER;GLOBULAR CLUSTER | False | M4FROMGO10146 | PRODUCT | image |
Step 3. Download and visualise an image.¶
Download and visualise one of the M4 WFC3 F814W images:
In [7]:
# WFC3/UVIS image, F814W filter:
esahubble.get_artifact("ibj202010_DRZ.FITS")
Downloading URL http://archives.esac.esa.int/ehst-sl-server/servlet/data-action to /Users/dbaines/.astropy/cache/astroquery/ESAHubble/data-action ... [Done]
In [8]:
%matplotlib inline
import matplotlib.pyplot as plt
from matplotlib.colors import LogNorm
from astropy.io import fits
from astropy import visualization
image_file = "ibj202010_DRZ.FITS"
In [9]:
# Check the headers
hdu_list = fits.open(image_file)
hdu_list.info()
hdu_list[0].header
Filename: ibj202010_DRZ.FITS No. Name Ver Type Cards Dimensions Format 0 PRIMARY 1 PrimaryHDU 845 () 1 SCI 1 ImageHDU 93 (4266, 4526) float32 2 WHT 1 ImageHDU 45 (4266, 4526) float32 3 CTX 1 ImageHDU 40 (4266, 4526) int32 4 HDRTAB 1 BinTableHDU 559 4R x 275C [9A, 3A, K, D, D, D, D, D, D, D, D, D, D, D, D, K, 11A, 9A, 7A, 18A, 4A, D, D, D, D, 3A, D, D, D, D, D, D, D, D, D, D, D, D, K, K, 8A, 23A, D, D, D, D, K, K, 8A, 23A, 9A, 18A, 4A, K, D, D, D, K, K, K, K, 23A, D, D, D, D, K, K, 4A, 3A, 4A, L, D, D, D, 23A, 1A, K, D, D, D, 4A, 1A, 12A, 12A, 8A, 23A, D, D, 10A, 10A, D, D, D, 4A, 3A, 3A, 4A, 8A, 7A, D, K, D, 6A, 9A, 8A, D, D, 4A, 18A, 3A, K, 5A, 4A, D, 13A, 8A, 4A, 3A, D, D, D, 3A, 1A, D, 23A, D, D, D, 3A, L, 1A, 4A, D, 3A, 6A, D, D, D, D, D, 23A, D, D, D, D, D, 1A, K, K, K, K, D, 3A, K, D, 5A, 7A, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, D, 12A, D, 24A, 23A, D, 1A, 1A, D, K, D, D, 1A, 1A, D, D, D, D, D, D, D, D, D, D, D, 4A, D, K, 23A, D, 8A, D, D, 31A, D, D, L, D, D, 9A, 6A, 1A, 4A, D, 1A, K, 1A, 1A, 1A, 1A, D, D, D, D, D, D, 4A, D, D, D, D, D, D, D, D, D, D, D, D, 4A, K, 4A, 3A, 1A, L, K, K, 1A, D, D, D, D, K, L, 6A, L, D, D, D, 1A, 13A, D, 3A, 8A, D, D, K, D, 29A, D, D]
Out[9]:
SIMPLE = T / conforms to FITS standard
BITPIX = 8 / array data type
NAXIS = 0 / number of array dimensions
EXTEND = T
COMMENT FITS (Flexible Image Transport System) format is defined in 'Astronomy
COMMENT and Astrophysics', volume 376, page 359; bibcode: 2001A&A...376..359H
NEXTEND = 4 / Number of standard extensions
FILENAME= 'ibj202010_drz.fits' / name of file
FILETYPE= 'SCI ' / type of data found in data file
TELESCOP= 'HST' / telescope used to acquire data
INSTRUME= 'WFC3 ' / identifier for instrument used to acquire data
EQUINOX = 2000.0 / equinox of celestial coord. system
/ DATA DESCRIPTION KEYWORDS
ROOTNAME= 'ibj202010' / rootname of the observation set
IMAGETYP= 'EXT ' / type of exposure identifier
PRIMESI = 'WFC3 ' / instrument designated as prime
/ TARGET INFORMATION
TARGNAME= 'M4FROMGO10146 ' / proposer's target name
RA_TARG = 2.459245416667E+02 / right ascension of the target (deg) (J2000)
DEC_TARG= -2.651388888889E+01 / declination of the target (deg) (J2000)
/ PROPOSAL INFORMATION
PROPOSID= 12311 / PEP proposal identifier
LINENUM = '02.001 ' / proposal logsheet line number
PR_INV_L= 'Piotto ' / last name of principal investigator
PR_INV_F= 'Giampaolo ' / first name of principal investigator
PR_INV_M= ' ' / middle name / initial of principal investigat
/ EXPOSURE INFORMATION
SUNANGLE= 93.855843 / angle between sun and V1 axis
MOONANGL= 102.736740 / angle between moon and V1 axis
FGSLOCK = 'FINE ' / commanded FGS lock (FINE,COARSE,GYROS,UNKNOWN)
GYROMODE= 'T' / number of gyros scheduled, T=3+OBAD
REFFRAME= 'ICRS ' / guide star catalog version
MTFLAG = ' ' / moving target flag; T if it is a moving target
DATE-OBS= '2011-08-28' / UT date of start of observation (yyyy-mm-dd)
TIME-OBS= '10:53:53' / UT time of start of observation (hh:mm:ss)
EXPSTART= 5.580145408691E+04 / exposure start time (Modified Julian Date)
EXPEND = 55801.51976966 / exposure end time (Modified Julian Date)
EXPTIME = 100.0 / exposure duration (seconds)--calculated
TEXPTIME= 100.0
EXPFLAG = 'NORMAL ' / Exposure interruption indicator
QUALCOM1= ' '
QUALCOM2= ' '
QUALCOM3= ' '
QUALITY = ' '
DARKTIME= 53.731296 / fiducial pixel dark time (secs)
/ POINTING INFORMATION
PA_V3 = 260.001190 / position angle of V3-axis of HST (deg)
/ TARGET OFFSETS (POSTARGS)
/ DIAGNOSTIC KEYWORDS
OPUS_VER= 'HSTDP 2020_6 ' / data processing software system version
CSYS_VER= 'caldp_20201208' / Calibration software system version id
CAL_VER = '3.5.2(Aug-12-2020)' / CALWF3 code version
PROCTIME= 5.922558766204E+04 / Pipeline processing time (MJD)
/ SCIENCE INSTRUMENT CONFIGURATION
OBSTYPE = 'IMAGING ' / observation type - imaging or spectroscopic
OBSMODE = 'ACCUM ' / operating mode
CTEIMAGE= ' ' / type of Charge Transfer Image, if applicable
SCLAMP = 'NONE ' / lamp status, NONE or name of lamp which is on
NRPTEXP = 1 / number of repeat exposures in set: default 1
SUBARRAY= F / data from a subarray (T) or full frame (F)
DETECTOR= 'UVIS' / detector in use: UVIS or IR
FILTER = 'F814W ' / element selected from filter wheel
APERTURE= 'UVIS-CENTER ' / aperture name
PROPAPER= ' ' / proposed aperture name
DIRIMAGE= 'NONE ' / direct image for grism or prism exposure
CTEDIR = 'NONE ' / CTE measurement direction: serial or parallel
CRSPLIT = 1 / number of cosmic ray split exposures
/ CTE CORRECTION PARAMETERS
CTE_NAME= ' ' / Name of the CTE algorithm
CTE_VER = ' ' / Version number of the CTE algorithm
CTEDATE0= 0.000000000000E+00 / Date of WFC3/UVIS installation in HST (MJD)
CTEDATE1= 0.000000000000E+00 / Reference date of CTE model pinning (MJD)
PCTETLEN= 0.000000000000E+00 / Maximum length of CTE trail
PCTERNOI= 0.000000000000E+00 / Read noise amplitude
PCTENFOR= 0 / Number iterations used in CTE forward modeling
PCTENPAR= 0 / Number of iterations used in parallel transfer
PCTEFRAC= 0.000000000000E+00 / Scaling of CTE model (relative to CTEDATE1)
PCTENSMD= 0 / Read noise mitigation algorithm
PCTETRSH= 0.000000000000E+00 / Over-subtraction threshold
FIXROCR = 0 / Fix readout cosmic rays
/ SCAN KEYWORDS
SCAN_TYP= 'N ' / C:bostrophidon; D:C with dwell; N:N/A
SCAN_WID= 0.000000000000E+00 / scan width (arcsec)
ANG_SIDE= 0.000000000000E+00 / angle between sides of parallelogram (deg)
DWELL_LN= 0 / dwell pts/line for scan pointing (1-99,0 if NA)
DWELL_TM= 0.000000000000E+00 / wait time (duration) at each dwell point (sec)
SCAN_ANG= 0.000000000000E+00 / position angle of scan line (deg)
SCAN_RAT= 0.000000000000E+00 / commanded rate of the line scan (arcsec/sec)
NO_LINES= 0 / number of lines per scan (1-99,0 if NA)
SCAN_LEN= 0.000000000000E+00 / scan length (arcsec)
SCAN_COR= 'C ' / scan coordinate frame of ref: celestial,vehicle
CSMID = 'UVIS ' / Channel Select Mechanism ID
/ CALIBRATION SWITCHES: PERFORM, OMIT, COMPLETE, SKIPPED
WRTERR = T / write out error array extension
DQICORR = 'COMPLETE' / data quality initialization
ATODCORR= 'OMIT ' / correct for A to D conversion errors
BLEVCORR= 'COMPLETE' / subtract bias level computed from overscan
BIASCORR= 'COMPLETE' / Subtract bias image
FLSHCORR= 'OMIT ' / post flash correction
CRCORR = 'OMIT ' / combine observations to reject cosmic rays
EXPSCORR= 'COMPLETE' / process individual observations after cr-reject
SHADCORR= 'OMIT ' / apply shutter shading correction
DARKCORR= 'COMPLETE' / Subtract dark image
FLATCORR= 'COMPLETE' / flat field data
PCTECORR= 'PERFORM ' / cte correction
PHOTCORR= 'COMPLETE' / populate photometric header keywords
DRIZCORR= 'COMPLETE' / drizzle processing
FLUXCORR= 'COMPLETE' / Scale UVIS2 to match UVIS1 using PHTRATIO
/ CALIBRATION REFERENCE FILES
BPIXTAB = 'iref$u5d2012li_bpx.fits' / bad pixel table
CCDTAB = 'iref$t291659mi_ccd.fits' / detector calibration parameters
ATODTAB = 'N/A ' / analog to digital correction file
OSCNTAB = 'iref$q911321oi_osc.fits' / detector overscan table
BIASFILE= 'iref$1681903mi_bia.fits' / bias image file name
FLSHFILE= 'N/A ' / post flash correction file name
CRREJTAB= 'iref$n9i1435li_crr.fits' / cosmic ray rejection parameters
SHADFILE= 'N/A ' / shutter shading correction file
DARKFILE= 'iref$38822391i_drk.fits' / dark image file name
PFLTFILE= 'iref$zcv2054mi_pfl.fits' / pixel to pixel flat field file name
DFLTFILE= 'N/A ' / delta flat field file name
LFLTFILE= 'N/A ' / low order flat
GRAPHTAB= 'N/A ' / the HST graph table
COMPTAB = 'N/A ' / the HST components table
IMPHTTAB= 'iref$4af15339i_imp.fits' / Image Photometry Table
DGEOFILE= 'N/A ' / Distortion correction image
MDRIZTAB= 'iref$ubi1853qi_mdz.fits' / MultiDrizzle parameter table
PCTETAB = 'iref$zcv2057mi_cte.fits' / CTE Correction Table
DRKCFILE= 'iref$zcv2009ri_dkc.fits' / De-trailed Dark Reference File
BIACFILE= 'iref$zcv2057ni_bic.fits' / Average bias frame used in CTE Correction
SNKCFILE= 'iref$zcv2057oi_snk.fits' / Map of sink pixels
/ COSMIC RAY REJECTION ALGORITHM PARAMETERS
MEANEXP = 0.0 / reference exposure time for parameters
SCALENSE= 0.0 / multiplicative scale factor applied to noise
INITGUES= ' ' / initial guess method (MIN or MED)
CRSIGMAS= ' ' / statistical rejection criteria
CRRADIUS= 0.0 / rejection propagation radius (pixels)
CRTHRESH= 0.000000 / rejection propagation threshold
BADINPDQ= 0 / data quality flag bits to reject
CRMASK = F / flag CR-rejected pixels in input files (T/F)
/ POST FLASH PARAMETERS
FLASHDUR= 0.0 / Exposure time in seconds: 0.1 to 409.5
FLASHCUR= 'ZERO ' / Post flash current (zero, low, medium, high)
FLASHLVL= 0 / Post flash requested flash level
FLASHSTA= 'NOT PERFORMED ' / Status: SUCCESSFUL, ABORTED, NOT PERFORMED
/ CHARGE INJECTION PARAMETERS
CHINJECT= 'NONE ' / Charge Injection Mode
/ OTFR KEYWORDS
T_SGSTAR= ' ' / OMS calculated guide star control
/ PATTERN KEYWORDS
PATTERN1= 'NONE ' / primary pattern type
P1_SHAPE= ' ' / primary pattern shape
P1_PURPS= ' ' / primary pattern purpose
P1_NPTS = 0 / number of points in primary pattern
P1_PSPAC= 0.000000 / point spacing for primary pattern (arc-sec)
P1_LSPAC= 0.000000 / line spacing for primary pattern (arc-sec)
P1_ANGLE= 0.000000 / angle between sides of parallelogram patt (deg)
P1_FRAME= ' ' / coordinate frame of primary pattern
P1_ORINT= 0.000000 / orientation of pattern to coordinate frame (deg
P1_CENTR= ' ' / center pattern relative to pointing (yes/no)
PATTSTEP= 0 / position number of this point in the pattern
/ ENGINEERING PARAMETERS
CCDAMP = 'ABCD' / CCD Amplifier Readout Configuration
CCDGAIN = 1.5 / commanded gain of CCD
CCDOFSTA= 3 / commanded CCD bias offset for amplifier A
CCDOFSTB= 3 / commanded CCD bias offset for amplifier B
CCDOFSTC= 3 / commanded CCD bias offset for amplifier C
CCDOFSTD= 3 / commanded CCD bias offset for amplifier D
/ CALIBRATED ENGINEERING PARAMETERS
ATODGNA = 1.5599999E+00 / calibrated gain for amplifier A
ATODGNB = 1.5599999E+00 / calibrated gain for amplifier B
ATODGNC = 1.5599999E+00 / calibrated gain for amplifier C
ATODGND = 1.5599999E+00 / calibrated gain for amplifier D
READNSEA= 3.0300000E+00 / calibrated read noise for amplifier A
READNSEB= 3.1300001E+00 / calibrated read noise for amplifier B
READNSEC= 3.0799999E+00 / calibrated read noise for amplifier C
READNSED= 3.1800001E+00 / calibrated read noise for amplifier D
BIASLEVA= 2.5561851E+03 / bias level for amplifier A
BIASLEVB= 2.5426809E+03 / bias level for amplifier B
BIASLEVC= 2.5028928E+03 / bias level for amplifier C
BIASLEVD= 2.6043125E+03 / bias level for amplifier D
/ ASSOCIATION KEYWORDS
ASN_ID = 'IBJ202010 ' / unique identifier assigned to association
ASN_TAB = 'ibj202010_asn.fits ' / name of the association table
ASN_MTYP= 'PROD-DTH' / Role of the Member in the Association
CRDS_CTX= 'hst_0851.pmap'
CRDS_VER= '10.1.0, b10.1.0, 804a30a1161a0e0282c40e46bb49d2e72bb47958'
NLINFILE= 'N/A '
UPWCSVER= '1.4.0 ' / Version of STWCS used to update the WCS
PYWCSVER= '3.0.4 ' / Version of PYWCS used to update the WCS
HISTORY CCD parameters table:
HISTORY reference table iref$t291659mi_ccd.fits
HISTORY GROUND
HISTORY UVIS-1 CCD characteristics from TV3 data
HISTORY From TV3 data
HISTORY Uncertainty array initialized.
HISTORY DQICORR complete ...
HISTORY values checked for saturation
HISTORY DQ array initialized ...
HISTORY reference table iref$u5d2012li_bpx.fits
HISTORY INFLIGHT 23/06/2009 15/10/2009
HISTORY Based on SMOV and Cycle 17 data.-----------------------------------
HISTORY BLEVCORR complete; bias level from overscan was subtracted.
HISTORY BLEVCORR includes correction for drift along lines.
HISTORY Overscan region table:
HISTORY reference table iref$q911321oi_osc.fits
HISTORY GROUND
HISTORY WFC3 normal overscan CCD data compatible
HISTORY BIASCORR complete ...
HISTORY reference image iref$1681903mi_bia.fits
HISTORY INFLIGHT 01/01/2011 31/12/2011
HISTORY Bias intended for use with full-frame four amp readouts.-----------
HISTORY CCD parameters table:
HISTORY reference table iref$t291659mi_ccd.fits
HISTORY GROUND
HISTORY UVIS-1 CCD characteristics from TV3 data
HISTORY From TV3 data
HISTORY DQICORR complete ...
HISTORY values checked for saturation
HISTORY DQ array initialized ...
HISTORY reference table iref$u5d2012li_bpx.fits
HISTORY INFLIGHT 23/06/2009 15/10/2009
HISTORY Based on SMOV and Cycle 17 data.-----------------------------------
HISTORY DARKCORR complete ...
HISTORY reference image iref$38822391i_drk.fits
HISTORY INFLIGHT 10/11/2010 13/11/2010
HISTORY DARK created from in-flight WFC3/UVIS frames ----------------------
HISTORY FLATCORR complete ...
HISTORY reference image iref$zcv2054mi_pfl.fits
HISTORY INFLIGHT 14/05/2009 01/08/2011
HISTORY ------ Chip-dependent LP-flat (TV3 LP-flat * Inflight L-flat)------
PHOTFLAM= 1.50158705E-19 / Inverse sensitivity, ergs/cm2/A/e-
PHOTZPT = -2.1100000E+01 / ST magnitude zero point
PHTFLAM2= 1.526786800000E-19 / Ch2 Inv Sens, use PHOTFLAM if FLUXCORR=COMPLETE
PHTFLAM1= 1.501586900000E-19 / Ch1 Inv Sens, use PHOTFLAM for UV filters
HISTORY PHOTCORR complete ...
HISTORY reference table iref$4af15339i_imp.fits
HISTORY INFLIGHT 08/05/2009 01/11/2019
HISTORY 2020 Time-dependent Inverse Sensitivity with updated calspec model
HISTORY FLUXCORR complete ...
HISTORY EXPSCORR complete ...
HISTORY ============================================================
HISTORY Header Generation rules:
HISTORY Rules used to combine headers of input files
HISTORY Start of rules...
HISTORY ------------------------------------------------------------
HISTORY !VERSION = 1.1
HISTORY !INSTRUMENT = WFC3
HISTORY ROOTNAME
HISTORY EXTNAME
HISTORY EXTVER
HISTORY A_0_2
HISTORY A_0_3
HISTORY A_0_4
HISTORY A_1_1
HISTORY A_1_2
HISTORY A_1_3
HISTORY A_2_0
HISTORY A_2_1
HISTORY A_2_2
HISTORY A_3_0
HISTORY A_3_1
HISTORY A_4_0
HISTORY A_ORDER
HISTORY APERTURE
HISTORY ASN_ID
HISTORY ASN_MTYP
HISTORY ASN_TAB
HISTORY ATODCORR
HISTORY ATODGNA
HISTORY ATODGNB
HISTORY ATODGNC
HISTORY ATODGND
HISTORY ATODTAB
HISTORY B_0_2
HISTORY B_0_3
HISTORY B_0_4
HISTORY B_1_1
HISTORY B_1_2
HISTORY B_1_3
HISTORY B_2_0
HISTORY B_2_1
HISTORY B_2_2
HISTORY B_3_0
HISTORY B_3_1
HISTORY B_4_0
HISTORY B_ORDER
HISTORY BADINPDQ
HISTORY BIASCORR
HISTORY BIASFILE
HISTORY BIASLEVA
HISTORY BIASLEVB
HISTORY BIASLEVC
HISTORY BIASLEVD
HISTORY BINAXIS1
HISTORY BINAXIS2
HISTORY BLEVCORR
HISTORY BPIXTAB
HISTORY BUNIT
HISTORY CAL_VER
HISTORY CCDAMP
HISTORY CCDCHIP
HISTORY CCDGAIN
HISTORY CCDOFSAB
HISTORY CCDOFSCD
HISTORY CCDOFSTA
HISTORY CCDOFSTB
HISTORY CCDOFSTC
HISTORY CCDOFSTD
HISTORY CCDTAB
HISTORY CD1_1
HISTORY CD1_2
HISTORY CD2_1
HISTORY CD2_2
HISTORY CENTERA1
HISTORY CENTERA2
HISTORY CHINJECT
HISTORY COMPTAB
HISTORY CRCORR
HISTORY CRMASK
HISTORY CRPIX1
HISTORY CRPIX2
HISTORY CRRADIUS
HISTORY CRREJTAB
HISTORY CRSIGMAS
HISTORY CRSPLIT
HISTORY CRTHRESH
HISTORY CRVAL1
HISTORY CRVAL2
HISTORY CTEDIR
HISTORY CTEIMAGE
HISTORY CTYPE1
HISTORY CTYPE2
HISTORY DARKCORR
HISTORY DARKFILE
HISTORY DATAMAX
HISTORY DATAMIN
HISTORY DATE
HISTORY DATE-OBS
HISTORY DEC_APER
HISTORY DEC_TARG
HISTORY DELTATIM
HISTORY DETECTOR
HISTORY DFLTFILE
HISTORY DGEOFILE
HISTORY DIRIMAGE
HISTORY DQICORR
HISTORY DRIZCORR
HISTORY EQUINOX
HISTORY ERRCNT
HISTORY EXPEND
HISTORY EXPFLAG
HISTORY EXPNAME
HISTORY EXPSCORR
HISTORY EXPSTART
HISTORY EXPTIME
HISTORY FGSLOCK
HISTORY FILENAME
HISTORY FILETYPE
HISTORY FILLCNT
HISTORY FILTER
HISTORY FLASHCUR
HISTORY FLASHDUR
HISTORY FLASHSTA
HISTORY FLATCORR
HISTORY FLSHCORR
HISTORY FLSHFILE
HISTORY GOODMAX
HISTORY GOODMEAN
HISTORY GOODMIN
HISTORY GRAPHTAB
HISTORY GYROMODE
HISTORY IDCSCALE
HISTORY IDCTAB
HISTORY IDCTHETA
HISTORY IDCV2REF
HISTORY IDCV3REF
HISTORY IMAGETYP
HISTORY INHERIT
HISTORY INITGUES
HISTORY INSTRUME
HISTORY IRAF-TLM
HISTORY LFLTFILE
HISTORY LINENUM
HISTORY LTM1_1
HISTORY LTM2_2
HISTORY LTV1
HISTORY LTV2
HISTORY MDRIZSKY
HISTORY MDRIZTAB
HISTORY MEANBLEV
HISTORY MEANDARK
HISTORY MEANEXP
HISTORY MEANFLSH
HISTORY MOONANGL
HISTORY MTFLAG
HISTORY NAXIS1
HISTORY NAXIS2
HISTORY NCOMBINE
HISTORY NGOODPIX
HISTORY NLINCORR
HISTORY NLINFILE
HISTORY NRPTEXP
HISTORY NSAMP
HISTORY OBSMODE
HISTORY OBSTYPE
HISTORY OCD1_1
HISTORY OCD1_2
HISTORY OCD2_1
HISTORY OCD2_2
HISTORY OCRPIX1
HISTORY OCRPIX2
HISTORY OCRVAL1
HISTORY OCRVAL2
HISTORY OCTYPE1
HISTORY OCTYPE2
HISTORY OCX10
HISTORY OCX11
HISTORY OCY10
HISTORY OCY11
HISTORY ONAXIS1
HISTORY ONAXIS2
HISTORY OORIENTA
HISTORY OPUS_VER
HISTORY ORIENTAT
HISTORY ORIGIN
HISTORY OSCNTAB
HISTORY P1_ANGLE
HISTORY P1_CENTR
HISTORY P1_FRAME
HISTORY P1_LSPAC
HISTORY P1_NPTS
HISTORY P1_ORINT
HISTORY P1_PSPAC
HISTORY P1_PURPS
HISTORY P1_SHAPE
HISTORY P2_ANGLE
HISTORY P2_CENTR
HISTORY P2_FRAME
HISTORY P2_LSPAC
HISTORY P2_NPTS
HISTORY P2_ORINT
HISTORY P2_PSPAC
HISTORY P2_PURPS
HISTORY P2_SHAPE
HISTORY PA_APER
HISTORY PA_V3
HISTORY PATTERN1
HISTORY PATTERN2
HISTORY PATTSTEP
HISTORY PFLTFILE
HISTORY PHOTBW
HISTORY PHOTCORR
HISTORY PHOTFLAM
HISTORY PHOTFNU
HISTORY PHOTMODE
HISTORY PHOTPLAM
HISTORY PHOTZPT
HISTORY PODPSFF
HISTORY POSTARG1
HISTORY POSTARG2
HISTORY PR_INV_F
HISTORY PR_INV_L
HISTORY PR_INV_M
HISTORY PRIMESI
HISTORY PROCTIME
HISTORY PROPAPER
HISTORY PROPOSID
HISTORY QUALCOM1
HISTORY QUALCOM2
HISTORY QUALCOM3
HISTORY QUALITY
HISTORY RA_APER
HISTORY RA_TARG
HISTORY READNSEA
HISTORY READNSEB
HISTORY READNSEC
HISTORY READNSED
HISTORY REFFRAME
HISTORY REJ_RATE
HISTORY ROUTTIME
HISTORY RPTCORR
HISTORY SAA_DARK
HISTORY SAA_EXIT
HISTORY SAA_TIME
HISTORY SAACRMAP
HISTORY SAMP_SEQ
HISTORY SAMPNUM
HISTORY SAMPTIME
HISTORY SAMPZERO
HISTORY SCALENSE
HISTORY SCLAMP
HISTORY SDQFLAGS
HISTORY SHADCORR
HISTORY SHADFILE
HISTORY SHUTRPOS
HISTORY SIMPLE
HISTORY SIZAXIS1
HISTORY SIZAXIS2
HISTORY SKYSUB
HISTORY SKYSUM
HISTORY SNRMAX
HISTORY SNRMEAN
HISTORY SNRMIN
HISTORY SOFTERRS
HISTORY STDCFFF
HISTORY STDCFFP
HISTORY SUBARRAY
HISTORY SUBTYPE
HISTORY SUN_ALT
HISTORY SUNANGLE
HISTORY T_SGSTAR
HISTORY TARGNAME
HISTORY TDFTRANS
HISTORY TELESCOP
HISTORY TIME-OBS
HISTORY UNITCORR
HISTORY VAFACTOR
HISTORY WCSAXES
HISTORY WCSCDATE
HISTORY WCSNAME
HISTORY ZOFFCORR
HISTORY ZSIGCORR
HISTORY APERTURE APERTURE multi
HISTORY ASN_ID ASN_ID first
HISTORY ASN_MTYP ASN_MTYP multi
HISTORY ASN_TAB ASN_TAB multi
HISTORY ATODCORR ATODCORR multi
HISTORY ATODGNA ATODGNA first
HISTORY ATODGNB ATODGNB first
HISTORY ATODGNC ATODGNC first
HISTORY ATODGND ATODGND first
HISTORY ATODTAB ATODTAB multi
HISTORY BADINPDQ BADINPDQ sum
HISTORY BIASCORR BIASCORR multi
HISTORY BIASFILE BIASFILE multi
HISTORY BIASLEVA BIASLEVA first
HISTORY BIASLEVB BIASLEVB first
HISTORY BIASLEVC BIASLEVC first
HISTORY BIASLEVD BIASLEVD first
HISTORY BINAXIS1 BINAXIS1 first
HISTORY BINAXIS2 BINAXIS2 first
HISTORY BLEVCORR BLEVCORR multi
HISTORY BPIXTAB BPIXTAB multi
HISTORY BUNIT BUNIT first
HISTORY CAL_VER CAL_VER first
HISTORY CCDAMP CCDAMP first
HISTORY CCDCHIP CCDCHIP first
HISTORY CCDGAIN CCDGAIN first
HISTORY CCDOFSTA CCDOFSTA first
HISTORY CCDOFSTB CCDOFSTB first
HISTORY CCDOFSTC CCDOFSTC first
HISTORY CCDOFSTD CCDOFSTD first
HISTORY CCDTAB CCDTAB multi
HISTORY CD1_1 CD1_1 first
HISTORY CD1_2 CD1_2 first
HISTORY CD2_1 CD2_1 first
HISTORY CD2_2 CD2_2 first
HISTORY CENTERA1 CENTERA1 first
HISTORY CENTERA2 CENTERA2 first
HISTORY CHINJECT CHINJECT multi
HISTORY COMPTAB COMPTAB multi
HISTORY CRCORR CRCORR multi
HISTORY CRMASK CRMASK first
HISTORY CRPIX1 CRPIX1 first
HISTORY CRPIX2 CRPIX2 first
HISTORY CRRADIUS CRRADIUS first
HISTORY CRREJTAB CRREJTAB multi
HISTORY CRSIGMAS CRSIGMAS multi
HISTORY CRSPLIT CRSPLIT first
HISTORY CRTHRESH CRTHRESH first
HISTORY CTEDIR CTEDIR multi
HISTORY CTEIMAGE CTEIMAGE first
HISTORY CTYPE1 CTYPE1 multi
HISTORY CTYPE2 CTYPE2 multi
HISTORY CRVAL1 CRVAL1 first
HISTORY CRVAL2 CRVAL2 first
HISTORY DARKCORR DARKCORR multi
HISTORY DARKFILE DARKFILE multi
HISTORY DATE-OBS DATE-OBS first
HISTORY DEC_APER DEC_APER first
HISTORY DEC_TARG DEC_TARG first
HISTORY DELTATIM DELTATIM first
HISTORY DETECTOR DETECTOR first
HISTORY DFLTFILE DFLTFILE multi
HISTORY DGEOFILE DGEOFILE multi
HISTORY DIRIMAGE DIRIMAGE multi
HISTORY DQICORR DQICORR multi
HISTORY DRIZCORR DRIZCORR multi
HISTORY EQUINOX EQUINOX first
HISTORY EXPEND EXPEND max
HISTORY EXPFLAG EXPFLAG multi
HISTORY EXPNAME EXPNAME first
HISTORY EXPSCORR EXPSCORR multi
HISTORY EXPSTART EXPSTART min
HISTORY EXPTIME EXPTIME sum
HISTORY EXPTIME TEXPTIME sum
HISTORY EXTVER EXTVER first
HISTORY FGSLOCK FGSLOCK multi
HISTORY FILENAME FILENAME multi
HISTORY FILETYPE FILETYPE multi
HISTORY FILTER FILTER multi
HISTORY FLASHCUR FLASHCUR multi
HISTORY FLASHDUR FLASHDUR first
HISTORY FLASHSTA FLASHSTA first
HISTORY FLATCORR FLATCORR multi
HISTORY FLSHCORR FLSHCORR multi
HISTORY FLSHFILE FLSHFILE multi
HISTORY GRAPHTAB GRAPHTAB multi
HISTORY GYROMODE GYROMODE multi
HISTORY IDCTAB IDCTAB multi
HISTORY IMAGETYP IMAGETYP first
HISTORY INHERIT INHERIT first # maintains IRAF compatibility
HISTORY INITGUES INITGUES multi
HISTORY INSTRUME INSTRUME first
HISTORY LFLTFILE LFLTFILE multi
HISTORY LINENUM LINENUM first
HISTORY LTM1_1 LTM1_1 float_one
HISTORY LTM2_2 LTM2_2 float_one
HISTORY LTV1 LTV1 first
HISTORY LTV2 LTV2 first
HISTORY MDRIZTAB MDRIZTAB multi
HISTORY MEANEXP MEANEXP first
HISTORY MEANFLSH MEANFLSH first
HISTORY MOONANGL MOONANGL first
HISTORY MTFLAG MTFLAG first
HISTORY NCOMBINE NCOMBINE sum
HISTORY NLINCORR NLINCORR multi
HISTORY NLINFILE NLINFILE multi
HISTORY NRPTEXP NRPTEXP first
HISTORY NSAMP NSAMP first
HISTORY OBSMODE OBSMODE multi
HISTORY OBSTYPE OBSTYPE first
HISTORY OPUS_VER OPUS_VER first
HISTORY ORIENTAT ORIENTAT first
HISTORY OSCNTAB OSCNTAB multi
HISTORY P1_ANGLE P1_ANGLE first
HISTORY P1_CENTR P1_CENTR multi
HISTORY P1_FRAME P1_FRAME multi
HISTORY P1_LSPAC P1_LSPAC first
HISTORY P1_NPTS P1_NPTS first
HISTORY P1_ORINT P1_ORINT first
HISTORY P1_PSPAC P1_PSPAC first
HISTORY P1_PURPS P1_PURPS multi
HISTORY P1_SHAPE P1_SHAPE multi
HISTORY P2_ANGLE P2_ANGLE first
HISTORY P2_CENTR P2_CENTR multi
HISTORY P2_FRAME P2_FRAME multi
HISTORY P2_LSPAC P2_LSPAC first
HISTORY P2_NPTS P2_NPTS first
HISTORY P2_ORINT P2_ORINT first
HISTORY P2_PSPAC P2_PSPAC first
HISTORY P2_PURPS P2_PURPS multi
HISTORY P2_SHAPE P2_SHAPE multi
HISTORY PA_APER PA_APER first
HISTORY PA_V3 PA_V3 first
HISTORY PATTERN1 PATTERN1 multi
HISTORY PATTERN2 PATTERN2 multi
HISTORY PATTSTEP PATTSTEP first
HISTORY PFLTFILE PFLTFILE multi
HISTORY PHOTBW PHOTBW mean
HISTORY PHOTCORR PHOTCORR multi
HISTORY PHOTFLAM PHOTFLAM mean
HISTORY PHOTFNU PHOTFNU mean
HISTORY PHOTMODE PHOTMODE first
HISTORY PHOTPLAM PHOTPLAM mean
HISTORY PHOTZPT PHOTZPT mean
HISTORY PODPSFF PODPSFF multi
HISTORY PR_INV_F PR_INV_F first
HISTORY PR_INV_L PR_INV_L first
HISTORY PR_INV_M PR_INV_M first
HISTORY PRIMESI PRIMESI multi
HISTORY PROCTIME PROCTIME first
HISTORY PROPAPER PROPAPER multi
HISTORY PROPOSID PROPOSID first
HISTORY QUALCOM1 QUALCOM1 multi
HISTORY QUALCOM2 QUALCOM2 multi
HISTORY QUALCOM3 QUALCOM3 multi
HISTORY QUALITY QUALITY multi
HISTORY RA_APER RA_APER first
HISTORY RA_TARG RA_TARG first
HISTORY READNSEA READNSEA first
HISTORY READNSEB READNSEB first
HISTORY READNSEC READNSEC first
HISTORY READNSED READNSED first
HISTORY REFFRAME REFFRAME multi
HISTORY ROOTNAME ROOTNAME first
HISTORY ROUTTIME ROUTTIME first
HISTORY RPTCORR RPTCORR multi
HISTORY SAACRMAP SAACRMAP multi
HISTORY SAMP_SEQ SAMP_SEQ first
HISTORY SAMPNUM SAMPNUM first
HISTORY SAMPTIME SAMPTIME first
HISTORY SAMPZERO SAMPZERO first
HISTORY SCALENSE SCALENSE first
HISTORY SCLAMP SCLAMP multi
HISTORY SDQFLAGS SDQFLAGS first
HISTORY SHADCORR SHADCORR multi
HISTORY SHADFILE SHADFILE multi
HISTORY SIZAXIS1 SIZAXIS1 first
HISTORY SIZAXIS2 SIZAXIS2 first
HISTORY SOFTERRS SOFTERRS sum
HISTORY STDCFFF STDCFFF multi
HISTORY STDCFFP STDCFFP multi
HISTORY SUBARRAY SUBARRAY first
HISTORY SUBTYPE SUBTYPE multi
HISTORY SUNANGLE SUNANGLE first
HISTORY T_SGSTAR T_SGSTAR multi
HISTORY TARGNAME TARGNAME first
HISTORY TDFTRANS TDFTRANS sum
HISTORY TELESCOP TELESCOP first
HISTORY TIME-OBS TIME-OBS first
HISTORY UNITCORR UNITCORR multi
HISTORY WCSAXES WCSAXES first
HISTORY WCSCDATE WCSCDATE first
HISTORY WCSNAME WCSNAME first
HISTORY ZOFFCORR ZOFFCORR multi
HISTORY ZSIGCORR ZSIGCORR multi
HISTORY ------------------------------------------------------------
HISTORY End of rules...
HISTORY ============================================================
HISTORY AstroDrizzle processing performed using:
HISTORY AstroDrizzle Version 3.2.0
HISTORY PyFITS Version 4.1
HISTORY Numpy Version 1.19.3
PHTRATIO= 1.016782178907E+00 / PHTFLAM2/PHTFLAM1 ratio
NPOLFILE= 'iref$y7b15170i_npl.fits' / origin of non-polynmial distortion model
IDCTAB = 'iref$2731450pi_idc.fits' / origin of Polynomial Distortion
D2IMFILE= 'iref$y7b1516hi_d2i.fits' / origin of detector to image correction
SIPNAME = 'ibj202o5q_2731450pi' / origin of SIP polynomial distortion model
DISTNAME= 'ibj202o5q_2731450pi-y7b15170i-y7b1516hi' / Distortion model name
RULESVER= 1.1 / Version ID for header kw rules file
BLENDVER= '1.2.0 ' / Version of blendheader software used
RULEFILE= '/dms/local/hst/pipeline/pkgs/miniconda3/envs/caldp_20201208/lib/pyt&'
CONTINUE 'hon3.6/site-packages/fitsblender/wfc3_header.rules&'
CONTINUE '' / Name of header kw rules file
PROD_VER= 'DrizzlePac 3.2.0'
NDRIZIM = 4 / Drizzle, No. images drizzled onto output
D001VER = 'Callable C-based DRIZZLE Version 0.8 (20th M' / Drizzle, task version
D001GEOM= 'wcs ' / Drizzle, source of geometric information
D001DATA= 'ibj202o5q_flt.fits[sci,1]' / Drizzle, input data image
D001DEXP= 50.0 / Drizzle, input image exposure time (s)
D001OUDA= 'ibj202010_drz.fits' / Drizzle, output data image
D001OUWE= 'ibj202010_drz_wht.fits' / Drizzle, output weighting image
D001OUCO= 'ibj202010_drz_ctx.fits' / Drizzle, output context image
D001MASK= 'ibj202o5q_sci1_final_mask.fits' / Drizzle, input weighting image
D001WTSC= 1 / Drizzle, weighting factor for input image
D001KERN= 'square ' / Drizzle, form of weight distribution kernel
D001PIXF= 1.0 / Drizzle, linear size of drop
D001COEF= 'SIP ' / Drizzle, source of coefficients
D001OUUN= 'cps ' / Drizzle, units of output image - counts or cps
D001FVAL= 'INDEF ' / Drizzle, fill value for zero weight output pix
D001WKEY= '' / Input image WCS Version used
D001SCAL= 0.03962000086903572 / Drizzle, pixel size (arcsec) of output image
D001ISCL= 0.03962000086903572 / Drizzle, default IDCTAB pixel size(arcsec)
D002VER = 'Callable C-based DRIZZLE Version 0.8 (20th M' / Drizzle, task version
D002GEOM= 'wcs ' / Drizzle, source of geometric information
D002DATA= 'ibj202o5q_flt.fits[sci,2]' / Drizzle, input data image
D002DEXP= 50.0 / Drizzle, input image exposure time (s)
D002OUDA= 'ibj202010_drz.fits' / Drizzle, output data image
D002OUWE= 'ibj202010_drz_wht.fits' / Drizzle, output weighting image
D002OUCO= 'ibj202010_drz_ctx.fits' / Drizzle, output context image
D002MASK= 'ibj202o5q_sci2_final_mask.fits' / Drizzle, input weighting image
D002WTSC= 1 / Drizzle, weighting factor for input image
D002KERN= 'square ' / Drizzle, form of weight distribution kernel
D002PIXF= 1.0 / Drizzle, linear size of drop
D002COEF= 'SIP ' / Drizzle, source of coefficients
D002OUUN= 'cps ' / Drizzle, units of output image - counts or cps
D002FVAL= 'INDEF ' / Drizzle, fill value for zero weight output pix
D002WKEY= '' / Input image WCS Version used
D002SCAL= 0.03962000086903572 / Drizzle, pixel size (arcsec) of output image
D002ISCL= 0.03962000086903572 / Drizzle, default IDCTAB pixel size(arcsec)
D003VER = 'Callable C-based DRIZZLE Version 0.8 (20th M' / Drizzle, task version
D003GEOM= 'wcs ' / Drizzle, source of geometric information
D003DATA= 'ibj202ogq_flt.fits[sci,1]' / Drizzle, input data image
D003DEXP= 50.0 / Drizzle, input image exposure time (s)
D003OUDA= 'ibj202010_drz.fits' / Drizzle, output data image
D003OUWE= 'ibj202010_drz_wht.fits' / Drizzle, output weighting image
D003OUCO= 'ibj202010_drz_ctx.fits' / Drizzle, output context image
D003MASK= 'ibj202ogq_sci1_final_mask.fits' / Drizzle, input weighting image
D003WTSC= 1 / Drizzle, weighting factor for input image
D003KERN= 'square ' / Drizzle, form of weight distribution kernel
D003PIXF= 1.0 / Drizzle, linear size of drop
D003COEF= 'SIP ' / Drizzle, source of coefficients
D003OUUN= 'cps ' / Drizzle, units of output image - counts or cps
D003FVAL= 'INDEF ' / Drizzle, fill value for zero weight output pix
D003WKEY= '' / Input image WCS Version used
D003SCAL= 0.03962000086903572 / Drizzle, pixel size (arcsec) of output image
D003ISCL= 0.03962000086903572 / Drizzle, default IDCTAB pixel size(arcsec)
D004VER = 'Callable C-based DRIZZLE Version 0.8 (20th M' / Drizzle, task version
D004GEOM= 'wcs ' / Drizzle, source of geometric information
D004DATA= 'ibj202ogq_flt.fits[sci,2]' / Drizzle, input data image
D004DEXP= 50.0 / Drizzle, input image exposure time (s)
D004OUDA= 'ibj202010_drz.fits' / Drizzle, output data image
D004OUWE= 'ibj202010_drz_wht.fits' / Drizzle, output weighting image
D004OUCO= 'ibj202010_drz_ctx.fits' / Drizzle, output context image
D004MASK= 'ibj202ogq_sci2_final_mask.fits' / Drizzle, input weighting image
D004WTSC= 1 / Drizzle, weighting factor for input image
D004KERN= 'square ' / Drizzle, form of weight distribution kernel
D004PIXF= 1.0 / Drizzle, linear size of drop
D004COEF= 'SIP ' / Drizzle, source of coefficients
D004OUUN= 'cps ' / Drizzle, units of output image - counts or cps
D004FVAL= 'INDEF ' / Drizzle, fill value for zero weight output pix
D004WKEY= '' / Input image WCS Version used
D004SCAL= 0.03962000086903572 / Drizzle, pixel size (arcsec) of output image
D004ISCL= 0.03962000086903572 / Drizzle, default IDCTAB pixel size(arcsec)
In [10]:
# Inspect the array
image_data = fits.getdata(image_file)
print(type(image_data))
print(image_data.shape)
<class 'numpy.ndarray'> (4526, 4266)
In [11]:
from astropy.wcs import WCS
wcs = WCS(hdu_list[1].header)
pix = wcs.wcs.cd[1]*3600.0 # pixel size in arcsec
In [12]:
from astropy.visualization import (MinMaxInterval, SqrtStretch, ImageNormalize, ManualInterval)
# Create an ImageNormalize object
#norm = ImageNormalize(image_data, interval=MinMaxInterval(), stretch=SqrtStretch())
norm = ImageNormalize(image_data, interval = ManualInterval(-0.1,1.5))
print(wcs)
# Display the image
fig = plt.figure(figsize=(8,8),dpi=100)
ax = fig.add_subplot(111,projection=wcs)
im = ax.imshow(image_data, cmap='gray', origin='lower', norm=norm)
fig.colorbar(im)
ax.set_xlabel("RA")
ax.set_ylabel("Dec")
WCS Keywords Number of WCS axes: 2 CTYPE : 'RA---TAN' 'DEC--TAN' CRVAL : 245.9241393755593 -26.51337514888282 CRPIX : 2133.0 2263.0 CD1_1 CD1_2 : -6.3118960754617e-06 -9.015665606734e-06 CD2_1 CD2_2 : -9.015665606734e-06 6.31189607546172e-06 NAXIS : 4266 4526
Step 4. Plot the HSC sources on the image.¶
In [13]:
# Create an ImageNormalize object
norm = ImageNormalize(image_data, interval = ManualInterval(-0.1,1.5))
# Display the image and HSC
fig = plt.figure(figsize=(10,10),dpi=100)
ax = fig.add_subplot(111,projection=wcs)
im = ax.imshow(image_data, cmap='gray', origin='lower', norm=norm)
p1 = ax.scatter(hsc['match_ra'],hsc['match_dec'],transform=ax.get_transform('world'), \
s=30, edgecolor='salmon', facecolor='none', label='HSC')
fig.colorbar(im)
ax.set_xlabel("RA")
ax.set_ylabel("Dec")
ax.legend(["HSC"])
Out[13]:
<matplotlib.legend.Legend at 0x7f852977ea90>
Step 5. Create a colour-magnitude diagram to help identify white dwarfs.¶
The following plots a colour-magnitude diagram of F275W-F814W versus F275W.
In [14]:
x = hsc['expr1']
y = hsc['w3_f275w']
plt.figure(figsize=(8, 8))
plt.scatter(hsc['expr1'], hsc['w3_f275w'], color='r', alpha=0.3)
plt.plot(x[2], y[2], 'g*', markersize=12)
plt.plot(x[353], y[353], 'b*', markersize=12)
plt.ylim(24.5, 20.0) # flip the y axis
plt.xlabel('F275W-F814W')
plt.ylabel('F275W')
plt.show()
The white dwarfs are blueward of the main band of stars. Of the 8 objects in the WD area, 6 are in Richer et. al. 1997, 1 is not in the WFPC2 FOV (green) used by Richer and hence is a new white dwarf candidate, and 1 is not visible on the WFPC2 F814W image (but is in the WFC3 data so is in the HSC; blue).
Step 6. Select the white dwarf candidates and plot these on the image.¶
Now we know where the white dwarfs lie (wf_f814w > 22.0 mag) we can again query the HSC for the 8 objects:
In [15]:
wd = esahubble.query_hst_tap("SELECT match_ra, match_dec, match_id, num_images, w3_f275w, w3_f814w, w3_f275w - w3_f814w \
FROM hsc_v2.hubble_sc2 \
WHERE 1=CONTAINS( \
POINT('ICRS', match_ra, match_dec), \
CIRCLE('ICRS', 245.89675, -26.52575, 0.138889)) \
AND ci < 1.25 \
AND num_images > 2 \
AND (w3_f275w > 0 and w3_f814w > 0) \
AND w3_f814w > 22.0 \
AND w3_f275w_sigma < 1.0 \
AND w3_f814w_sigma < 1.0 \
ORDER BY match_id ASC", "M4.vot")
wd
# Brings back a table of 8 rows.
INFO: Query finished. [astroquery.utils.tap.core]
Out[15]:
Table length=8
| match_ra | match_dec | match_id | num_images | w3_f275w | w3_f814w | expr1 |
|---|---|---|---|---|---|---|
| float64 | float64 | int64 | int32 | float64 | float64 | float64 |
| 245.8990812664547 | -26.513830608407527 | 13383976 | 61 | 23.84429931640625 | 22.485200881958008 | 1.3590984344482422 |
| 245.9215342804477 | -26.49831121320308 | 13423493 | 14 | 23.45439910888672 | 23.264349937438965 | 0.1900491714477539 |
| 245.9363966068562 | -26.499198456953778 | 13434767 | 5 | 23.532550811767578 | 23.33155059814453 | 0.20100021362304688 |
| 245.94350136121454 | -26.50880422747378 | 13448404 | 5 | 23.97985076904297 | 23.36669921875 | 0.6131515502929688 |
| 245.95202422502018 | -26.51237468540509 | 13454851 | 5 | 24.272650718688965 | 24.001100540161133 | 0.27155017852783203 |
| 245.95153175320743 | -26.514496811525326 | 13456113 | 5 | 24.219550132751465 | 23.55025005340576 | 0.6693000793457031 |
| 245.91247338058528 | -26.515812890895322 | 13577547 | 125 | 24.00309944152832 | 22.659099578857422 | 1.3439998626708984 |
| 245.94106431605294 | -26.500390791834747 | 13619127 | 4 | 24.29199981689453 | 23.753950119018555 | 0.5380496978759766 |
In [16]:
# Create an ImageNormalize object
norm = ImageNormalize(image_data, interval = ManualInterval(-0.1,1.5))
# Display the image and HSC
fig = plt.figure(figsize=(10,10),dpi=100)
ax = fig.add_subplot(111,projection=wcs)
im = ax.imshow(image_data, cmap='gray', origin='lower', norm=norm)
p1 = ax.scatter(hsc['match_ra'],hsc['match_dec'],transform=ax.get_transform('world'), \
s=30, edgecolor='salmon', facecolor='none', label='HSC')
p2 = ax.scatter(wd['match_ra'],wd['match_dec'],transform=ax.get_transform('world'), \
s=30, edgecolor='yellow', facecolor='none', label='WD', linewidths=2)
p3 = ax.scatter(hsc['match_ra'][2],hsc['match_dec'][2],transform=ax.get_transform('world'), \
s=100, edgecolor='green', facecolor='none', linewidths=2)
p4 = ax.scatter(hsc['match_ra'][353],hsc['match_dec'][353],transform=ax.get_transform('world'), \
s=100, edgecolor='blue', facecolor='none', linewidths=2)
fig.colorbar(im)
ax.set_xlabel("RA")
ax.set_ylabel("Dec")
ax.legend(["HSC", "WD"])
Out[16]:
<matplotlib.legend.Legend at 0x7f8519ae4550>
