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extragalactic_workflow.html
Extragalactic
workflow
Left side of the workflow tree, case
with spectra; show existing data
Aim: show column manipulation,
show interface to display spectra
- click on "Load", target CDFS, radius = 30'
- click on "Data Tree"
- load V-band WFI preview image of whole CDFS as background
- load file fields.xml which
includes known type 2 source (with FORS2 spectrum)
- select all sources on image to be able to see IDs
- open e.g. ACS F850LP box, then open version1.0 (this are the 5-epoch,
stacked images), close WFI
- select source 27, click, this checks box on sector 23
- open version 1.0 for other filters, show checked boxes in those
as well
- hit submit and download all checked boxes (typically 3 ACS images
F435W, F775W, F850LP)
- close ACS
- make RGB of ACS images
- zoom out, point out they are mostly blue, show tiny size of ACS
image compared to WFI
- compact some planes in folder (right click on stack, "create new
folder", then put them in)
- load X-ray catalogue (829 sources, 503 in HDFN, 326 in CDFS); Vizier
Catalogs (emphasize), type Alexander in author box, "SUBMIT" click (once),
then add /cdfs (otherwise one gets everything), then SUBMIT (MAKE SURE TO
HAVE WFI IMAGE SELECTED BEFORE DOING THAT)
- now overlay the FOV of GOODS-ACS-HST data and show how one can see
which X-ray sources are or not in the GOODS area; then select a few sources
on the image and show the catalog entries
- need to create hardness ratio HR from soft- (S) and hard-band (H)
fluxes
- load script hr.ajs which
gets rid of double upper limits, sets HR = 1.0 for upper limits in soft-band,
sets HR = -1.0 for upper limits in hard band, and then derive HR = (H-S)/(H+S)
by adding a new column to catalog; in the future, we will also calculate
errors on HR and perhaps select only sources with small errors
- here we are using a new feature which adds a column to a
catalog (VOTable)
- script makes HR filter, turn filter on (click), the "properties"
button allows one to export plane with filtered sources
- load script abs.ajs, turn
it on to select absorbed sources defined as HR >= -0.2, turn HR filter
OFF, then again the "properties" button allows one to export plane with filter
sources
- rename plane as "absorbed"
- load szokoly_cat.xml, a
catalog of sources which have been observed by VLT/FORS2 with redshift information
produced by the CDFS team; we need this information to derive the X-ray powers
- we now access the data which went into the making of this catalog using
Simple Spectrum Access (SSA)
- to get to the spectra we use the "SSA for VLT/FORS" button under
the VOdemo button, then SUBMIT; this gives access to science-ready spectra
produced by the CDFS team (Szokoly et al. 2004) and the GOODS team at ESO
using the SSA standard for THE FIRST TIME in a VO environment
- this loads the spectra into the tree, and one can see them all with
their position angles (needs cursor on top level "SSA server for VLT/FORS
spectra" in the tree); zoom in a little to be able to see the slits on the
objects in the ACS image
- right click on same text in the tree to create a catalog plane for
spectra (might need to change color by using the "properties" button)
- to get to the spectra one selects a region and then clicks on the
"spectrum" link; this sends off a request to ESO, retrieves the FITS
file and displays it
- display spectrum named "CDF_27" as example of narrow-line, i.e.,
type 2, source; we do this by going to the ACS RGB image, select all sources
by dragging the box, making sure that only the spectra catalog plane is on,
and click the SPECTRUM link of source 27; this is the z = 3.064 type 2 QSO
prototype discovered by the CDFS team, Norman et al. (2002); (point out
narrow Lyman_alpha and C IV); pan in twice
- display spectrum named "CDF_011" as example of broad-line, i.e.,
type 1, QSO at z ~ 2.6; in this case click directly from the tree since this
source is not in the ACS field
- cross match the absorbed sources (use as first catalog) against
the Szokoly catalog (use as second catalog) to get redshifts and then powers;
this service is run at CDS
- load script lxcalc.ajs to calculate X-ray powers
- VOPlot of Lx vs. HR (HR_tab1 parameter, then log Y); say that anything
above ~ 10^43 erg/s has to be an AGN; we follow Szokoly et al. and define
type-2 QSOs as sources with hard X-ray power > 10^44 erg/s; select them
in VOPlot as follows: 1. click on "mode" 2. select points mode 3. drag box
from top left; the corresponding sources are highlighted in the image, clicking
gives access to the catalog information
- now on to the discovery part!
Right side of the workflow tree, case without spectra; discovering new
sources
Aim: show cross-match plug-in, use statistical methods to discover
faint type-2 QSO candidates, mention ASTROGRID tool & Hyper-z
- start with the catalog of absorbed sources
- we want to use the correlation between fx/fi and Lx for known type-2
QSO (Fiore et al. 2003) to estimate their X-ray power; note that this way
of estimating the X-ray power only works for type-2 sources
- run ACE on the ACS F775W image to get I-band fluxes (load first
configuration file F775W-v1-config.ace):
- select F775W image
- select ACE from plug-in, "open" and load F775W-v1-config.ace,
select "I" in the pull down menu, click "extract"
- this tells the CDS server in Strasbourg to send the image to ACE
in Cambridge and then returns to the user the output catalog whose sources
are automatically overlaid
- in the future we should exclude ACS sources with S/N_I < 5 (need
to find out why parameter FLUXERR_ISO is not available; then one could define
S/N = FLUX_ISO/FLUXERR_ISO)
- run the cross-match plugin on the absorbed sample and the ACS I
catalog, threshold = 1.5", first X-ray, second ACS
- rename the plane to XO_match
- add new column with I flux = (10^((-0.4*I_ACS)-8.912))*2,400; then calculate log(fx(2-8 keV)/fi)-15.0
(because the flux units for the X-ray fluxes are 10^-18 W/m^2/s); then estimate
log Lx = log(fx(2-8 keV)/fi)+43.45; do this by loading script lx.ajs
- we find 2 candidates in
this little tile; out of these, one is the type 2 QSO at z = 3.064 already
known, the other one is a new type 2 QSO candidate
- what we have done here by hand for a small tile we have also done
off-line for the full GOODS mosaics, in both fields; ASTROGRID
has in fact now a service which takes the ACS images and runs SEXtractor
on them, producing catalogs, and then running Hyper-z on them to generate
photometric redshifts; this is a perfect VO application of distributed computing
and VO workflow; at present the service only uses the 4 ACS bands and therefore
is good only for 2.5 <~ z <~ 3.5 but it will be soon expanded
- load catalog zphot-out-cdfs.xml; you can see the catalog of
photo-z overlaid over the CDFS field for ~ 32,000 sources; zoom in to show
that the type-2 prototype has photo-z ~ 3.8 (compared to 3.05)
- using this process we find 64 new type 2 sources, of these 41
have Lx > 10^44 erg/s and therefore qualify as type 2 QSO (we have checked
that all these sources have fx/fi values way above those typical of galaxies).
Sixteen of these are in the CDFS area, compared to the 6 previously known
(increase of more than a factor of 2). Our method recovers all of these sources!
In the HDFN we find 25 new type 2 sources, compared to 3 previously known;
again our method recovers all of these sources. I ~ 25 (R ~
26), therefore beyond optical spectroscopy.
- plot of Lx vs HR for the newly discovered sources in the CDFS region
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@d15 2
a16 2
Left side of the tree, case with spectra;
show existing data
d22 3
a24 1
Target CDFS, radius = 30'
d30 2
a31 1
open e.g. ACS F850LP box, then open version1.0, close WFI
d33 1
a33 1
select source 27, click, this checks box on sect 23
d48 1
a48 1
loads X-ray catalogue (829 sources, 503 in HDFN, 326 in CDFS); Vizier
d60 4
a63 4
by adding a new column to catalog; also, calculates error on HR and perhaps
select only sources with small errors (still to be done)?
stress here that we are using a new feature which adds a column
to a catalog (VOTable)
d65 2
a66 2
makes HR filter, turn filter on (click), the "properties" button
allows one to export plane with filter sources
d76 1
a76 2
produced by the CDFS team; we need this information to derived the X-ray
powers
d78 1
a78 1
SSA
d100 2
a101 2
prototype discovered by the CDFS team (point out narrow Lyman_alpha and
C IV); pan in twice
d114 3
a116 3
in VOPlot as follows: 1. mode 2. select points mode 3. drag box from top left;
the corresponding sources are highlighted in the image, clicking gives access
to the catalog information
d122 2
a123 2
Right side of the tree, case without spectra; discovering new sources
d125 6
a130 4
Aim: mention ASTROGRID
tool & Hyper-z, show
cross-match plug-in, use
statistical methods to discover faint type-2 QSO candidates
d150 1
a150 1
in Cambridge and then return to the user the output catalog whose sources
d154 2
a155 2
exclude ACS sources with S/N_I < 5 (still to be done; need to
find out why parameter FLUXERR_ISO is not available; then one could define
d168 2
a169 3
filter sources with log Lx > 44 by loading type2.ajs: these are our candidates in
this little tile; out of these 2, one is the type 2 QSO at z = 3.064 already
d171 3
a173 3
what we have done here by hand for a small tile we have done off-line
for the full GOODS mosaics, in both fields; as mentioned by Markus earlier,
ASTROGRID has in fact now a service which takes the ACS images and runs SEXtractor
d178 3
a180 3
you can see the catalog of photo-z overlaid over the CDFS field for
~ 32,000 sources; zoom in to show that the type-2 prototype has photo-z ~
3.8 (compared to 3.05)
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@d73 2
a74 1
produced by the CDFS team
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@d4 1
a4 1
d10 2
a11 2
Extragalactic
d13 8
a20 8
Left side of the tree, case with spectra;
show existing data
Aim: show column manipulation,
show interface to display spectra
d22 13
a34 12
Target CDFS, radius = 30'
load V-band WFI preview image of whole CDFS as background
load file fields.xml which
includes known type 2 source (with FORS2 spectrum)
open e.g. ACS F850LP box, then open version1.0, close WFI
select source 27, click, this checks box on sect 23
open version 1.0 for other filters, show checked boxes in those as
well
hit submit and download all checked boxes (typically 3 ACS images
d36 7
a42 5
make RGB of ACS images
zoom out, point out they are mostly blue, show tiny size of ACS image
compared to WFI
compact some planes in folder (right click on stack, "create new
d44 17
d62 1
a62 15
Vizier Catalogs (emphasize), type Alexander in author box, "SUBMIT"
click (once), then add /cdfs (otherwise one gets everything), then SUBMIT
(MAKE SURE TO HAVE WFI IMAGE SELECTED BEFORE DOING THAT)
need to create hardness ratio HR from soft- (S) and hard-band (H)
fluxes
load script hr.ajs which
gets rid of double upper limits, sets HR = 1.0 for upper limits in soft-band,
sets HR = -1.0 for upper limits in hard band, and then derive HR = (H-S)/(H+S)
by adding a new column to catalog; also, calculates error on HR and perhaps
select only sources with small errors (still to be done)?
stress here that we are using a new feature which adds a column to
a catalog (VOTable)
makes HR filter, turn filter on (click), the "properties" button
d64 4
a67 4
load script abs.ajs, turn
it on to select absorbed sources defined as HR >= -0.2, turn HR filter
OFF, then again the "properties" button allows one to export plane with filter
d69 11
a79 7
rename plane as "absorbed"
load szokoly_cat.xml, a catalog
of sources which have been observed by VLT/FORS2
to get to the spectra we use the "SSA for VLT/FORS" button under
the VOdemo button, then SUBMIT; this gives access to science-ready spectra
produced by the CDFS team (Szokoly et al. 2004) and the GOODS team at ESO
d81 33
d115 2
a116 33
this loads the spectra into the tree, and one can see them all with
their position angles (needs cursor on top level "SSA server for VLT/FORS
spectra" in the tree); zoom in a little to be able to see the slits on the
objects in the ACS image
right click on same text in the tree to create a catalog plane for
spectra (might need to change color by using the "properties" button)
to get to the spectra one selects a region and then clicks on the
"spectrum" link
display spectrum named "CDF_27" as example of narrow-line, i.e.,
type 2, source; we do this by going to the ACS RGB image, select all sources
by dragging the box, making sure that only the spectra catalog plane is on,
and click the SPECTRUM link of source 27; this is the z = 3.064 type 2 QSO
prototype discovered by the CDFS team (point out narrow Lyman_alpha and C
IV); pan in twice
display spectrum named "CDF_011" as example of broad-line, i.e.,
type 1, QSO; in this case click directly from the tree since this source
is not in the ACS field
cross match the absorbed sources (use as first catalog) against the
Szokoly catalog (use as second catalog) to get redshifts and then powers
load script lxcalc.ajs to calculate X-ray powers
VOPlot of Lx vs. HR (HR_tab1 parameter, then log Y); say that anything
above ~ 10^43 erg/s has to be an AGN; we follow Szokoly et al. and define
type-2 QSOs as sources with hard X-ray power > 10^44 erg/s; select them
in VOPlot as follows: 1. mode 2. select points mode 3. drag box from top
left; the corresponding sources are highlighted in the image, clicking gives
access to the catalog information
now on to the discovery part!
d118 7
a124 6
Right side of the tree, case without spectra; discovering new sources
Aim: mention ASTROGRID
tool & Hyper-z, show
cross-match plug-in, use
d126 2
a127 2
d129 4
a132 4
start with the catalog of absorbed sources
we want to use the correlation between fx/fi and Lx for known type-2
QSO (Fiore et al. 2003) to estimate their X-ray power; note that this way
d134 5
a138 5
run ACE on the ACS F775W image to get I-band fluxes (load first configuration
file F775W-v1-config.ace):
d140 8
a147 7
select F775W image
select ACE from plug-in, "open" and load F775W-v1-config.ace,
select "I" in the pull down menu, click "extract"
one gets then the catalog, which automatically overlay
d149 2
a150 2
exclude ACS sources with S/N_I < 5 (still to be done; need to
find out why parameter FLUXERR_ISO is not available; then one could define
d152 10
a161 10
run the cross-match plugin on the absorbed sample and the ACS I catalog,
threshold = 1.5", first X-ray, second ACS
rename the plane to XO_match
add new column with I flux = (10^((-0.4*I_ACS)-8.912))*2,400; then calculate log(fx(2-8 keV)/fi)-15.0
(because the flux units for the X-ray fluxes are 10^-18 W/m^2/s); then estimate
log Lx = log(fx(2-8 keV)/fi)+43.45 from do this by loading script filter sources with log Lx > 44 by loading type2.ajs: these are our candidates in
this little tile; out of these 2, one is the type 2 QSO at z = 3.064 already
d167 23
a189 11
we have repeated the same process off-line for both GOODS fields;
ASTROGRID has in fact set-up a service which takes the ACS images and runs
SEXtractor on them, producing catalogs; we find 64 new type 2 sources,
of these 41 have Lx > 10^44 erg/s and therefore qualify as type 2 QSO
(we have checked that all these sources have fx/fi values way above those
typical of galaxies). Sixteen of these are in the CDFS area, compared to
the 7 previously known (increase of more than a factor of 2). Our method
recovers 6/7 (86%) of these sources: the one we miss has estimated Lx ~ 10^43,
as compared to its "real" power of 4 10^44 erg/s
still to be done:
d191 1
a191 7
hyper-z part missing; say that the ASTROGRID service also runs
Hyper-z on the resulting catalogs and produces photometric redshifts; however,
at this point we are only using the 4 ACS bands, so this is good only
for 2.5 <~ z <~ 3.5;
cutouts of (some) new type-2 candidates
VOPlot of Lx vs. HR?
a192 1
d194 5
a198 4
@