{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# HST astroquery use case: Searching for white dwarfs in the Globular Cluster M4"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This use case is based on the MAST use case [here](https://archive.stsci.edu/hst/hsc/help/use_case_5_v2.html). \n",
"\n",
"The science case is searching for white dwarfs (i.e. in the Globular Cluster M4; [Richer et al. 1997, ApJ 484, 741](http://adsabs.harvard.edu/abs/1997ApJ...484..741R)). "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Workflow:\n",
"1. 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. \n",
"2. Search for observations of M4 in the HST archive. \n",
"3. Download and visualise an image.\n",
"4. Plot the HSC sources on the image. \n",
"5. Create a colour-magnitude diagram to help identify white dwarfs. \n",
"6. Select the white dwarf candidates and plot these on the image."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Created TAP+ (v20200428.1) - Connection:\n",
"\tHost: hst.esac.esa.int\n",
"\tUse HTTPS: False\n",
"\tPort: 80\n",
"\tSSL Port: 443\n",
"Created TAP+ (v20200428.1) - Connection:\n",
"\tHost: hst.esac.esa.int\n",
"\tUse HTTPS: False\n",
"\tPort: 80\n",
"\tSSL Port: 443\n"
]
}
],
"source": [
"# Import ESAHubble from astroquery.esa.hubble\n",
"from astroquery.esa.hubble import ESAHubble\n",
"esahubble = ESAHubble()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 1. Query the HSC"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"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.\n",
"\n",
"The WHERE clause defines the search parameters:\n",
"* concentration index (CI) is less than 1.25 (to find only stars)\n",
"* number of images in a match (>2)\n",
"* W3_F275W and W3_F814W must be greater than 0 (to ignore objects with only one color)\n",
"* W3_F275W_Sigma and W3_F814W_Sigma must be less than 1.0 (to ignore objects with poor measurements)\n",
"\n",
"See [here](https://gea.esac.esa.int/archive-help/adql/examples/index.html) for more information and examples of ADQL queries. "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"INFO: Query finished. [astroquery.utils.tap.core]\n",
" match_ra match_dec ... w3_f814w expr1 \n",
"------------------ ------------------- ... ------------------ ------------------\n",
"245.89302954800334 -26.511680560089676 ... 15.553799629211426 5.887249946594238\n",
" 245.8972766368185 -26.51379074271159 ... 15.504600048065186 7.847449779510498\n",
" 245.8990812664547 -26.513830608407527 ... 22.485200881958008 1.3590984344482422\n",
"245.90316023702925 -26.509754587044668 ... 17.698999404907227 4.973400115966797\n",
"245.90739563406606 -26.507770827794975 ... 19.34249973297119 4.4902496337890625\n",
"245.91624557213004 -26.488874377989244 ... 17.845300674438477 5.1260986328125\n",
" 245.9086893765596 -26.513608251443415 ... 18.405250549316406 4.773499488830566\n",
" 245.9132813103605 -26.491321239947954 ... 16.106199264526367 4.327800750732422\n",
"245.91129428025005 -26.506855010540566 ... 17.576400756835938 5.688999176025391\n",
" 245.9178763468632 -26.490524485760822 ... 16.99920082092285 4.408998489379883\n",
" ... ... ... ... ...\n",
"245.93485640895233 -26.527037423031572 ... 17.817150115966797 5.165849685668945\n",
"245.94106431605294 -26.500390791834747 ... 23.753950119018555 0.5380496978759766\n",
"245.93935271583013 -26.515060100137692 ... 16.492050170898438 4.159699440002441\n",
"245.93804918692678 -26.521573179609373 ... 16.27025032043457 4.21150016784668\n",
"245.93685466637424 -26.5337257481512 ... 15.800700187683105 4.6697998046875\n",
"245.94568010547408 -26.501755642442966 ... 18.259899139404297 6.042200088500977\n",
"245.94579177181646 -26.502780969128764 ... 16.393699645996094 4.257150650024414\n",
" 245.9410323225357 -26.525025349377014 ... 16.16639995574951 4.206049919128418\n",
" 245.9424384496998 -26.52931331830154 ... 17.47410011291504 4.661799430847168\n",
"245.94838660435903 -26.51543546552124 ... 18.048999786376953 5.601099967956543\n",
"245.95110280822024 -26.511496805229502 ... 17.858850479125977 5.1715497970581055\n",
"Length = 381 rows\n"
]
}
],
"source": [
"hsc = esahubble.query_hst_tap(\"SELECT match_ra, match_dec, match_id, num_images, w3_f275w, w3_f814w, w3_f275w - w3_f814w \\\n",
"FROM hsc_v2.hubble_sc2 \\\n",
"WHERE 1=CONTAINS( \\\n",
" POINT('ICRS', match_ra, match_dec), \\\n",
" CIRCLE('ICRS', 245.89675, -26.52575, 0.138889)) \\\n",
"AND ci < 1.25 \\\n",
"AND num_images > 2 \\\n",
"AND (w3_f275w > 0 and w3_f814w > 0) \\\n",
"AND w3_f275w_sigma < 1.0 \\\n",
"AND w3_f814w_sigma < 1.0 \\\n",
"ORDER BY match_id ASC\", \"M4.vot\")\n",
"print(hsc)\n",
"\n",
"# Brings back a table of ~381 rows. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Step 2. Search for observations of M4 in the HST archive."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"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':"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Table length=516\n",
"
\n",
"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 |
\n",
" | iso-8601 | iso-8601 | | | | iso-8601 | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
\n",
"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 |
\n",
"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 |
\n",
"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 |
\n",
"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 |
\n",
"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 |
\n",
"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 |
\n",
"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 |
\n",
"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 |
\n",
"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 |
\n",
"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 |
\n",
"... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
\n",
"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 |
\n",
"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 |
\n",
"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 |
\n",
"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 |
\n",
"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 |
\n",
"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 |
\n",
"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 |
\n",
"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 |
\n",
"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 |
\n",
"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 |
\n",
"
"
],
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