A&A 397, 421-430 (2003)
DOI: 10.1051/0004-6361:20021553
J. Iglesias-Páramo 1 - A. Boselli 1 - G. Gavazzi 2 - L. Cortese 2 - J. M. Vílchez 3
1 - Laboratoire d'Astrophysique de Marseille, BP8, Traverse du Siphon,
13376 Marseille, France
2 -
Universitá degli Studi di Milano, Bicocca, Piazza delle Scienze, 3,
20126 Milano, Italy
3 -
Instituto de Astrofísica de Andalucía (CSIC), Apdo. 3004, 18080 Granada, Spain
Received 4 June 2002 / Accepted 10 October 2002
Abstract
We made a large (approximately
)
r'-band imaging survey of the central regions of the two nearby clusters of
galaxies, Abell 1367 and Coma. The data, presented as a catalog, are used to
construct the r'-band luminosity function (LF) of galaxies in these
two clusters, by subtracting the Yasuda et al. (2001) galaxy
counts from our cluster counts.
Our Coma luminosity function is consistent with previous determinations,
i.e. providing a faint end slope
,
significantly steeper than
the one we find for Abell 1367 (
).
The counts in Abell 1367 show a relative minimum at
,
followed by a steep
increase faintward.
The difference between the two clusters appears significant, given the consistency of
the experimental conditions in the two clusters.
Whereas for Coma we find a significant increase
of the slope of the LF outwards, no
such effect is found for Abell 1367.
Key words: atlases - galaxies: general - galaxies: clusters: general
The study of the LF of galaxies provides us with a diagnostical tool indispensable
for solving one of the hottest, yet unsettled cosmological issues, i.e. a plausible
reconstruction of the evolution of galaxies from the epoch of their formation to the present.
The comparison of the LF of galaxies in clusters and in the field, for example,
should shed light on the role of the environment in regulating the evolution of
galaxies, both for the giant and dwarf populations
(see Press & Schechter 1974; Binggeli et al. 1988).
Moreover the comparison of the galaxy LF in nearby clusters with that of
clusters at progressively larger z can improve our knowledge of the evolution of
galaxies in a given environmental condition.
The recent work by Trentham & Tully (2002) on the LF in five
different local environments up to
MR = -10, has shown that there are
far fewer dwarfs than what expected from CDM models.
The Coma cluster, being the prototype of evolved rich
nearby clusters, is the one on which the attention has been most focused.
After the catalogue of galaxies in the Coma cluster (Godwin et al. 1983),
several studies on this cluster have been published
in different wavelength windows
(e.g. Donas et al. 1991; Biviano et al. 1995;
Lobo et al. 1997; Andreon 1999; Andreon & Pelló 2000).
Considering the optical R-band alone, there is little agreement in the
literature on the faint-end slope of the LF. The published values span
from
(Beijersbergen et al. 2002) to
(Trentham 1998).
Intermediate values of
(Lugger 1989) and
(López-Cruz et al. 1997;
Bernstein et al. 1995; Secker 1997; Thompson & Gregory 1993) are also found.
This remarkable lack of agreement is probably due to the
inhomogeneity of the observational and data processing conditions,
and
different magnitude ranges or different cluster regions contributing to the determination
of the LF.
Abell 1367, conversely, in spite of its many interesting structural aspects,
has received little attention so far.
After the first catalog of galaxies from Godwin & Peach (1982) very few studies have
been carried out on the determination of the LF. Although Trentham
(1997), attempted a
LF in the R band, he could not perform a quantitative study of the
LF because of the large uncertainties in the
background subtraction. On the other hand Schechter (1976) and Kashikawa et al. (1995) presented fittings of the LF of Abell 1367 to analytical
functions but they kept
the parameter
fixed to -1.25. Lugger (1986) obtained a value of
for the LF of Abell 1367 but his limiting magnitude
was not deep enough to include
the dwarf galaxies.
In this work we present the
r'-band
LF of Abell 1367 that includes the dwarfs, and we compare it with the one of Coma,
obtained under the same observational and instrumental conditions.
Since both clusters have approximately the same recessional velocity (7000 and
6500 km s-1 respectively for Coma and Abell 1367), the limiting
magnitudes as well as the selection biases are comparable.
The differences between the two LFs, if any, should then be interpreted as due to
the different evolutionary histories of the two clusters or to different initial
conditions rather than to other observational or instrumental circumstances.
A value of
H0 = 75 km s-1 Mpc-1 is adopted
throughout this paper.
The paper is arranged as follows: Sect. 2 contains the details on the observations. Sections 3 and 4 give details on the extraction of sources and the photometric calibration. Section 5 lists the different entries contained in the catalogs. Section 6 shows the LFs for both clusters and Sect. 7 contains a brief summary and discussion of the results. A description of the catalogs is presented in Appendix A.
The data presented in this work are a by-product of an H
survey of
nearby clusters aimed at constructing their H
LFs, whose main results
can be found in Iglesias-Páramo et al. (2002).
Observations were carried out with the Wide Field Camera (WFC) attached to
the Prime Focus of the INT 2.5m located at Observatorio de El Roque de
los Muchachos, on April 26th and 28th 2000, under photometric
conditions, excepting the last half of the second night.
However, since several exposures of each field were
taken, we could properly calibrate all the data. The average seeing ranged from
1.5 to 2 arcsecs on both nights.
The WFC for the INT comprises a science array of four thinned AR
coated EEV 4K
2K devices, plus a fifth acting as
autoguider. The pixel scale at the detectors is
0.333 arcsec pixel-1, which gives a total field of view of about
arcmin2. Given the particular arrangement of the detectors, a squared area
of about
arcmin2 is lost at the top right corner of the field.
At the end, four fields covering a surface of about
were observed
(see Fig. 2 in Iglesias-Páramo et al. 2002). The total exposure time for each field
was
s, except for one field in Coma for which
a single 300 s exposure was taken.
No broad band photometric standards were observed since the observational run
was not devoted to produce broad band catalogs. However, relative calibration
between the different frames were possible given that spectrophotometric
standards for H
calibration were observed.
Detailed information about the observations and data reduction procedure can be
found in Iglesias-Páramo et al. (2002).
The identification and extraction of sources was carried out using the code Sextractor (see Bertin & Arnouts 1996, for details). The limiting size and limiting flux for detection of objects were set to 49 pixels (which corresponds approximately to the size of the seeing disk in the frames) and 2.5 times the standard deviation of the sky, respectively, in order to minimize the number of spurious detections.
The regions corresponding to the wings of the PSF of bright, saturated stars were
removed.
The separation between stars and galaxies is based on the G/S
parameter,
,
given by Sextractor (see Bertin & Arnouts 1996).
To the first approximation, we accept as
galaxies all objects with
,
and stars those with
.
For the rest of the objects, a closer
inspection based on the FWHM estimated by the IMEXAM task running on
IRAF
was performed and those which were undoubtedly found
to be stars were removed. We point out the possibility of
loosing compact galaxies that are unresolved in our CCD frames in the
process of rejecting stars as suggested by Andreon & Cuillandre
(2002). In order to test whether a population of compact dwarf
galaxies was lost in the inner parts of the clusters, we performed counts of our
rejected unresolved objects with magnitudes in the range
![]()
over the inner disk
degrees
and the outer annulus
degrees. Surprisingly we found an
excess of counts per squared degree in the outer annulus for
Abell 1367 whereas for Coma the excess of counts per squared degree
was found in the inner disk. Thus, no conclusive results of a
systematic lost of compact galaxies can be stated from our data.
An astrometric solution was found with the USNO
catalog of stars for each individual frame.
After checking the rms of the fitting and the absolute offsets between the
coordinates found for those objects appearing in more than one frame,
the accuracy of this solution was found to be
approximately 2 arcsecs.
A total of 149 galaxies common to more than one frame was removed by direct inspection. When multiple detections existed for an object, we ruled out the one presenting the worst quality. The criteria to decide the quality of the detections include the distance to the border of the frame, the existence of halos of diffuse light from bright stars and the vignetting of the North part in detector #3. The measured photometry for the multiple objects was also used to obtain the relative calibration between the different detectors.
The final instrumental magnitudes are derived using Sextractor's MAG_BEST
magnitudes. A total magnitude is provided for the galaxies following Kron's (1980) first
moment algorithm. However for those galaxies suspected to have a neighbor biasing the
magnitude by more than 0.1 mag, a corrected isophotal magnitude is provided (see Bertin &
Arnouts 1996 for more details).
For the objects for which the corrected isophotal magnitude was
obtained, we compared it with that computed by performing detailed aperture photometry.
In Table 1 we show the fraction of galaxies for which our aperture
magnitude differs by more than 0.2 mag from the magnitude provided by Sextractor,
| Magnitude Interval | Fraction (%) |
|
|
0.9 |
|
|
2.9 |
|
|
8.6 |
The instrumental zero point was first estimated from the H
calibration, taking into
account the airmass, the relative calibration between the different detectors and the
scaling factor between the broad band and the H
frames, which were taken
respectively with a Sloan-Gunn r' and a narrow band [S II] filters (see
Iglesias-Páramo et al. 2002 for details on the instrumental
setup). This provided us with instrumental magnitudes already
corrected for airmass and for chip-to-chip variation, that could be
directly compared with the published photometry.
The procedure used for the calibration of our data is the following: we
searched in the literature for all galaxies belonging to any of the two
clusters with available aperture photometry in any photometric band with an
effective wavelength close to 6000 Å, namely R Cousins, r Gunn and r' Sloan.
The relationship between our instrumental magnitudes (
)
and the ones corresponding
to the different photometric systems at similar effective wavelengths are:
Expected values for the differential zero points are
| (4) |
| (5) |
We did not apply a color correction because of the lack of any color
information for the target galaxies. Given the similarity of the filter profiles
(
,
)
in the three photometric systems mentioned
above, we expect an almost negligible color term in the conversion equations,
thus our instrumental magnitudes can be converted to any of the three systems
(see Fukugita et al. 1995 for details on the color effects for the different
galaxy types in different photometric systems). Furthermore, if any color term
is present, it would be negligible compared to the bin width used in the
construction of the LF (
mag), thus unaffecting the main
results of the present study.
Jorgensen et al. (1992) give Gunn r-band aperture photometry
for a large
sample of ellipticals and S0s belonging to the Coma cluster. We performed
instrumental photometry of the galaxies in common using the same apertures.
For cross-calibration we used the galaxies with intermediate magnitudes
(in the range
). The faintest galaxies were excluded
because they have the largest statistical
errors. Marin-Franch & Aparicio (2002) performed Cousins
-band aperture photometry
for a sample of galaxies in the central regions of Coma. Their data were taken
at the 2.5 m INT, with the same instrumental configuration as ours. They made
aperture photometry of eight galaxies in common with our catalog.
Figure 1 shows the difference between our
instrumental magnitudes and the published magnitudes vs. the
magnitudes.
![]() |
Figure 1: R magnitude vs. the difference between our instrumental magnitudes and R-band magnitudes from Jorgensen et al. (1992, crosses) and Marin-Franch & Aparicio (2002, open diamonds). Both sets of data are expressed in Cousins R magnitudes. The horizontal lines represent the median values of both distributions. |
| Open with DEXTER | |
After correlating both independent calibrations, we obtained
,
which is in good agreement with the expected value for
these two photometric systems (Eq. (4)). For Abell 1367 we adopt the same value of
since the night was photometric and the same instrumental setup
was used.
In addition we applied average corrections for Galactic extinction following Schlegel et al. (1998), that amounts to 0.02 and 0.06 mag for Coma and Abell 1367 respectively.
In what follows, we will refer our photometry to the Sloan r'-band system for convenience (since the used background counts are refereed to this system, see Sect. 6 for more details) using Eqs. (1) to (3).
Two catalogs are produced containing 4413 and 5555 galaxies respectively for
Abell 1367 and Coma. Both are available electronically from the CDS site.
A one-page sample of the catalogs is given in Appendix A. The catalogs are arranged as follows:
(1): Name of the object.
(2)-(7): Right Ascension and Declination (J2000), with an accuracy of
2''.
(8): Sloan r'-band magnitude following the Kron method.
(9): Error in the Sloan r'-band magnitude, provided by Sextractor.
(10): Surface brightness within the Sloan r' 25.5 mag arcsec-2 isophote.
(11): Error in the surface brightness within the Sloan r' 25.5 mag arcsec-2 isophote estimated as the inverse of the signal to noise of the
galaxies within the area enclosed by the 25.5 mag arcsec-2 isophote.
(12): Area of the r' 25.5 mag arcsec-2 isophote in arcsec2.
(13): Number in the catalogs Godwin & Peach (1982, for Abell 1367) and
Godwin et al. (1983, for Coma). 0 indicates galaxies without an identification
in the Godwin's catalogs.
(14): Position angle of the elliptical profile, north to east (in
degrees).
(15): Ellipticity (1 - b/a, where a and b are respectively the major
and minor axis of the elliptical profile).
(16): Star-Galaxy separator (Close to 0 means galaxy-like, close to
1 means star-like).
Figure 2 shows the Sloan r'-band total galaxy counts for both
clusters.
![]() |
Figure 2: Galaxy counts in the Sloan r'-band for Abell 1367 (asterisks) and Coma (open diamonds). Error bars include Poisson errors. The abscissas have been shifted +0.05 and -0.05 mag respectively for Abell 1367 and Coma, avoiding superposition of points. |
| Open with DEXTER | |
The membership of galaxies to the two studied clusters is known from complete
redshift measurements only down to 15.5 (Abell 1367) and 16.5 (Coma) magnitudes.
Thus, to construct the r'-band LFs
some statistical subtraction is necessary in order to decontaminate
our catalogs from background and foreground galaxies.
Since the aim of our observations was to construct the H
LF
and not the r' LF, we have not taken observations of a reference field
from which the galaxy counts could be estimated. Thus, to perform the
statistical subtraction of background galaxies we must rely on galaxy
counts taken from the literature.
Various sets of galaxy counts from different sources in the literature
exist for similar effective wavelengths.
Figure 3 shows galaxy counts transformed to the Sloan
r'-band system for several sources in the literature (Koo 1986;
![]() |
Figure 3: Left panel: Sloan r'-band galaxy counts from several sources extracted from the literature. Right panel: same as left panel zoomed at the faint magnitude end of the distribution. |
| Open with DEXTER | |
There is a further concern about the subtraction of the background
counts related to the fact that both the Abell 1367 and Coma clusters
belong to the Great Wall (see Ramella et al. 1992). Whether the Great Wall should be considered as a background
source for the two clusters is a matter of debate. Gavazzi et al. (1995) applied a caustic model to determine the membership to the
clusters. As can be seen from their Fig. 7, almost
all galaxies with radial velocities within 3
of the average
velocity of any of the two clusters and within the range of projected radial
distances covered by our survey are
considered as members of the clusters. This suggests that the contamination
by supercluster members is non important at least
within the area covered by our data. Thus, we decided not to apply any
correction due to supercluster population. We remark however that the
analysis by G95 was based on galaxies from the Zwicky catalog, and
nothing can be said about the dwarf galaxies.
A further point concerning the construction of a proper LF is the normalization
of the galaxy counts to the same area. The total area covered by our mosaic of
detectors is 1.07 and 1.03
for Abell 1367 and Coma respectively.
However, after correction for the area lost because of the presence of strongly
saturated stars, the gaps between chips and the vignetting at the upper left
corner of detector #3, the effective covered area is 0.97
for both clusters.
In order to account for all the possible sources of error (see Huang et al. 1997), we included the contributions from the cosmic variance of the background counts (this contribution was added twice, to the cluster counts and to the background counts as suggested by Andreon & Cuillandre 2002), the contribution corresponding to the photometric error of the zero point and the Poissonian term.
After subtraction of the background galaxy counts, we fitted the resultant
points with the Schechter functional form (Schechter 1976):
The value of the parameter
is of special relevance for our study because it accounts for the relative dwarf-to-giant
populations of galaxies in the clusters.
As a starting point, we will compare the total counts in the Coma
cluster with others already existing in the literature.
For this purpose we selected the
compilations by Bernstein et al. (1995), Trentham (1998),
Beijersbergen et al. (2002) and Andreon & Cuillandre (2002). All these
works present
-band data on the Coma cluster over regions of the
sky totally or partially covered by our survey. The comparison between
our total counts and the ones mentioned above, restricted to a common
region, are presented in Fig. 4.
![]() |
Figure 4:
Comparison of our galaxy counts prior to background subtraction
for Coma with those of Bernstein et al. (1995), Trentham et al. (1998), Beijersbergen et al. (2002) and
Andreon & Cuillandre (2002). At each plot, both sets of counts are
refereed to the same region of the sky. The dashed vertical line
indicates our adopted limiting magnitude in the |
| Open with DEXTER | |
Bernstein et al. (1995) obtained very deep
-band CCD imaging of a
small field close to the X-ray center of the cluster, covering an
area of 7.5' square (covered by our survey).
The two sets of data are consistent within 1
up to our limiting magnitude.
Trentham (1998) obtained data in a small region
(approximately 0.18
,
covered by our survey) in the
-band.
The agreement between the two
sets of data is very good. The slight (within 1
)
discordance
at
mag could be due to the different method used to extract the
objects: Sextractor in this work and FOCAS in Trentham's paper.
Beijersbergen et al. (2002) presented data taken with the WFC at
the INT as ours. Although the area covered by their survey is larger than ours,
they also presented the LF for the inner region of the cluster
which was also covered by us. All points are consistent within 1
in the range of completeness of our data.
We finally compare our data with those of Andreon & Cuillandre
(2002). These authors present a very deep survey of the central part of
the Coma cluster in three bands: B, V and
R. In this case, the region of the sky covered by these authors did
not exactly match with ours, but the two areas overlap by 90% of
their total surveyed area.
The data of Andreon & Cuillandre are normalized to ours at
.
Once again, the data are consistent within our magnitude range of completeness.
The comparison with four independent sources in the literature
shows that our data are consistent within 1
with all of them.
Any residual difference in the derived LF should depend purely on the
adopted background counts, on the effective surveyed area and on the
range of magnitudes over which the LF is computed.
Figure 5 shows our LF for the total area
covered in the Coma cluster for r' =
20.5 mag,
![]() |
Figure 5:
Sloan r'-band LF for Coma in the range of completeness of the
data (
|
| Open with DEXTER | |
In order to make a better estimate of the faint end slope of the LF,
we fit our data to an exponential function of the type
where m is the absolute magnitude and the constant k is
related to the
parameter of the Schechter function by the relation:
| (7) |
Figure 6 shows our LF for the total area
covered in Abell 1367 in the magnitude range of completeness
(
).
![]() |
Figure 6:
Sloan r'-band LF for Abell 1367 in the range of completeness of the
data (
|
| Open with DEXTER | |
The comparison of the LFs of Coma and Abell 1367 is shown in
Fig. 6 (the shaded band corresponding to the uncertainty
region of Coma LF). As can be seen from the plot, at most of the
magnitudes, LFs of both clusters do not coincide at the 1
level. This effect is mostly due to the different richness of both
clusters. However, the shapes of the LFs also show appreciable
differences:
The LF of Abell 1367 does not show the bump at
exhibited by the Coma LF. The steep rise of the
slope of the Abell 1367 LF in the interval
cannot be trusted due to large statistical uncertainties.
Figure 7 shows the 1, 2 and 3
confidence contours for the
best fitting Schechter function parameters of both clusters.
![]() |
Figure 7:
1, 2 and 3 |
| Open with DEXTER | |
The ratio of dwarf-to-giant galaxies is considerably higher in
Coma than in Abell 1367. This result, together with the fact that the
H
LFs of both clusters are fairly similar (Iglesias-Páramo et al. 2002), indicates that an important population of non star-forming
dwarf galaxies present in Coma is absent in Abell 1367.
Beijersbergen et al. (2002) found that the faint end of the LF of
the Coma cluster steepens as we move outwards in the cluster. We
repeat a similar exercise for the two studied clusters. In order to
minimize errors due to the limited statistics (mostly severe for the
outer parts of Abell 1367), we select only two regions of each
cluster: an inner one of radius
and an external one
with projected radius larger than 0.5
.
Galaxies belonging to the annulus
are
excluded from this analysis.
The cluster centers were assumed coincident with the peak of the extended
X-ray sources (Donnelly et al. 1998 for Abell 1367; White et al. 1993
for Coma).
We use the same radius for both clusters because not only are they at
approximately the same distance, but also the estimates of their physical sizes
coincide (see Girardi et al. 1995). The virial radii were estimated as 0.5
and 0.4
and the core radii
as 0.12
and 0.08
respectively for Abell 1367 and Coma.
Figure 8 shows the LFs of the two clusters restricted to the two
regions mentioned above.
![]() |
Figure 8: Sloan r'-band LFs for the inner and outer regions of Abell 1367 (left plot) and Coma (right plot). |
| Open with DEXTER | |
For Abell 1367 the restricted LFs are shown in the right panel of the same
figure. The cluster counts become
negative at
for the external annulus and the
error bars are very large fainter than
Mr' =
-16.5 affecting the reliability of this comparison.
The slopes obtained from the best fitting to the exponential function (in the
same magnitude range as for Coma) are
and
for
the inner and outer regions respectively, thus showing consistency.
However, we stress that the slope for the outer annulus was
computed rejecting the negative point at
,
and
that the real uncertainty could be even larger than the one obtained from the
least squared fitting.
We present new deep catalogs containing positions and r'-band photometry of
galaxies in the central
of the nearby clusters Abell 1367 and Coma.
These catalogs are used to determine the SDSS r'-band LFs of both
clusters by subtracting the Yasuda et al. (2001) galaxy counts from
our cluster counts.
The faint-end slope of the Coma LF is
whereas that of the Abell 1367 LF
is shallower, with
.
This difference is found significant at
the 3
level.
Given that the observations of both clusters were
obtained in homogeneous conditions, we argue that these differences
are not due to instrumental or data handling biases, but they are
intrinsic to the clusters. We also stress that the differences
are not due to the background counts since the best set of galaxy
counts was used to decontaminate the counts of both clusters.
The LF parameters strongly depend on the surveyed region, on the background counts used to decontaminate the cluster counts and on the magnitude range over which the fitting is performed. Other determinations of the LFs of the same clusters (in Sect. 6.1 we checked that our total Coma counts are consistent with several sources in the literature), is valid only with those covering a similar area and with substantial overlapping.
Concerning the comparison with the LF of field galaxies, the values of
derived for Coma and Abell 1367 are consistent with those of
the field, which show a larger spread of parameters: Lin et al. (1996) found
(
MR < -17.5), Geller et al. (1997) found
(
MR < -16) and Blanton et al. (2001) reported
(
Mr' < -16).
The slope of the LF of Coma is found steeper towards the
cluster outskirts within 1
statistical significance. No such
trend is observed in Abell 1367.
This means that the bright-to-faint galaxy ratio in Coma decreases as we
move outwards the cluster.
The observed increase of
in the cluster's outskirts could be
explained both by an increase of the dwarf population or by a decrease
of the giant population with respect to the cluster center.
It would be interesting to find out at which clustercentric distance
the cluster LF would approach the one of the field.
Once again Coma and Abell 1367 would be
the ideal clusters to do this test: they are both embedded
in the Great Wall (Geller & Huchra 1990) located at the
same distance of
6500-7000 km s-1. A survey of some square degrees in between the two
clusters would suffice to map the variations of the LF with increasing
clustercentric distances. Given the low density of supercluster
galaxies, a deep redshift survey is however needed.
Acknowledgements
We thank S. Andreon for his interesting comments and suggestions. This research has made use of the NASA/IPAC Extragalactic Database (NED) which is operated by the Jet Propulsion Laboratory, California Institute of Technology, under contract with the National Aeronautics and Space Administration. The INT is operated on the island of La Palma by the ING group, in the Spanish Observatorio del Roque de Los Muchachos of the Instituto de Astrofísica de Canarias. JIP acknowledges the Fifth Framework Program of the EU for a Marie Curie Postdoctoral Fellowship.
| Name | hh | mm | ss | dd | md | sd | r' |
|
|
Area | God | Ellip. | S/G | ||
| (J2000.) | (J2000.) | (mag) | (mag arcsec-2) | arcsec2 | (deg.) | ||||||||||
| 113957+194339 | 11 | 39 | 57.8 | 19 | 43 | 39 | 20.68 | 0.02 | 23.88 | 0.02 | 17.96 | 0 | 174.59 | 0.44 | 0.53 |
| 113958+195514 | 11 | 39 | 58.4 | 19 | 55 | 14 | 20.08 | 0.01 | 23.80 | 0.02 | 27.72 | 0 | 157.09 | 0.07 | 0.07 |
| 113958+194515 | 11 | 39 | 58.5 | 19 | 45 | 15 | 19.88 | 0.01 | 23.64 | 0.02 | 32.16 | 0 | 69.50 | 0.15 | 0.03 |
| 113958+194329 | 11 | 39 | 58.7 | 19 | 43 | 29 | 20.84 | 0.02 | 23.84 | 0.02 | 14.30 | 0 | 72.89 | 0.20 | 0.47 |
| 113958+194333 | 11 | 39 | 58.8 | 19 | 43 | 33 | 19.32 | 0.01 | 23.48 | 0.02 | 41.14 | 0 | 162.66 | 0.05 | 0.03 |
| 113958+194827 | 11 | 39 | 58.8 | 19 | 48 | 27 | 17.79 | 0.00 | 22.99 | 0.01 | 111.89 | 0 | 139.41 | 0.44 | 0.03 |
| 113958+194702 | 11 | 39 | 58.8 | 19 | 47 | 2 | 20.87 | 0.02 | 24.06 | 0.03 | 17.52 | 0 | 55.84 | 0.33 | 0.01 |
| 113958+200102 | 11 | 39 | 58.9 | 20 | 1 | 2 | 19.26 | 0.01 | 23.46 | 0.02 | 43.25 | 0 | 19.05 | 0.25 | 0.03 |
| 113958+195339 | 11 | 39 | 59.0 | 19 | 53 | 39 | 19.72 | 0.01 | 23.43 | 0.02 | 27.39 | 0 | 54.46 | 0.05 | 0.29 |
| 113959+194251 | 11 | 39 | 59.1 | 19 | 42 | 51 | 20.21 | 0.02 | 24.00 | 0.02 | 26.17 | 0 | 62.95 | 0.41 | 0.16 |
| 113959+195403 | 11 | 39 | 59.1 | 19 | 54 | 3 | 20.58 | 0.02 | 24.14 | 0.03 | 23.40 | 0 | 164.80 | 0.18 | 0.02 |
| 113959+194743 | 11 | 39 | 59.3 | 19 | 47 | 43 | 20.94 | 0.02 | 24.04 | 0.02 | 13.42 | 0 | 104.87 | 0.13 | 0.63 |
| 113959+194703 | 11 | 39 | 59.3 | 19 | 47 | 3 | 20.52 | 0.02 | 24.06 | 0.03 | 22.40 | 0 | 137.74 | 0.25 | 0.03 |
| 113959+194700 | 11 | 39 | 59.6 | 19 | 47 | 0 | 20.43 | 0.01 | 23.97 | 0.02 | 22.51 | 0 | 116.33 | 0.20 | 0.03 |
| 113959+194948 | 11 | 39 | 59.8 | 19 | 49 | 48 | 20.24 | 0.01 | 23.95 | 0.02 | 26.17 | 0 | 26.36 | 0.22 | 0.02 |
| 113959+195210 | 11 | 39 | 59.8 | 19 | 52 | 10 | 19.40 | 0.01 | 23.45 | 0.02 | 38.70 | 0 | 95.13 | 0.05 | 0.20 |
| 113959+195346 | 11 | 39 | 59.8 | 19 | 53 | 46 | 20.92 | 0.02 | 24.12 | 0.03 | 16.19 | 0 | 25.87 | 0.11 | 0.37 |
| 113959+195456 | 11 | 39 | 59.9 | 19 | 54 | 56 | 19.87 | 0.01 | 23.54 | 0.02 | 26.17 | 0 | 70.95 | 0.20 | 0.13 |
| 114000+194327 | 11 | 40 | 0.1 | 19 | 43 | 27 | 18.82 | 0.01 | 23.41 | 0.01 | 61.77 | 0 | 118.40 | 0.20 | 0.03 |
| 114000+195714 | 11 | 40 | 0.2 | 19 | 57 | 14 | 19.96 | 0.01 | 23.68 | 0.02 | 27.61 | 0 | 27.04 | 0.07 | 0.07 |
| 114000+195343 | 11 | 40 | 0.3 | 19 | 53 | 43 | 17.42 | 0.00 | 22.97 | 0.01 | 155.24 | 0 | 164.95 | 0.23 | 0.08 |
| 114000+194340 | 11 | 40 | 0.5 | 19 | 43 | 40 | 19.92 | 0.01 | 23.78 | 0.02 | 30.38 | 0 | 38.22 | 0.10 | 0.05 |
| 114000+195426 | 11 | 40 | 0.6 | 19 | 54 | 26 | 15.63 | 0.00 | 22.39 | 0.01 | 462.96 | 0 | 152.53 | 0.20 | 0.03 |
| 114000+195048 | 11 | 40 | 0.7 | 19 | 50 | 48 | 18.93 | 0.01 | 23.08 | 0.01 | 41.81 | 0 | 57.56 | 0.26 | 0.10 |
| 114001+195315 | 11 | 40 | 1.1 | 19 | 53 | 15 | 20.60 | 0.02 | 23.83 | 0.02 | 16.52 | 0 | 29.89 | 0.07 | 0.12 |
| 114001+194401 | 11 | 40 | 1.2 | 19 | 44 | 1 | 18.84 | 0.01 | 23.12 | 0.01 | 47.02 | 0 | 102.02 | 0.17 | 0.04 |
| 114001+195729 | 11 | 40 | 1.3 | 19 | 57 | 29 | 19.18 | 0.01 | 23.22 | 0.01 | 37.48 | 0 | 109.11 | 0.14 | 0.04 |
| 114001+195330 | 11 | 40 | 1.3 | 19 | 53 | 30 | 20.00 | 0.01 | 24.07 | 0.03 | 36.15 | 0 | 80.50 | 0.26 | 0.02 |
| 114001+194355 | 11 | 40 | 1.3 | 19 | 43 | 55 | 19.30 | 0.01 | 23.48 | 0.02 | 41.81 | 0 | 149.09 | 0.20 | 0.06 |
| 114001+200001 | 11 | 40 | 1.4 | 20 | 0 | 1 | 19.67 | 0.01 | 24.44 | 0.03 | 55.56 | 0 | 6.00 | 0.23 | 0.00 |
| 114001+195821 | 11 | 40 | 1.7 | 19 | 58 | 21 | 19.77 | 0.01 | 23.72 | 0.02 | 33.16 | 0 | 114.59 | 0.32 | 0.03 |
| 114002+195313 | 11 | 40 | 2.4 | 19 | 53 | 13 | 19.36 | 0.01 | 23.32 | 0.01 | 35.15 | 0 | 86.57 | 0.17 | 0.03 |
| 114002+195324 | 11 | 40 | 2.5 | 19 | 53 | 24 | 20.39 | 0.01 | 23.81 | 0.02 | 20.85 | 0 | 58.13 | 0.16 | 0.05 |
| 114002+194219 | 11 | 40 | 2.5 | 19 | 42 | 19 | 20.43 | 0.01 | 23.99 | 0.02 | 22.95 | 0 | 26.57 | 0.11 | 0.03 |
| 114002+194331 | 11 | 40 | 2.7 | 19 | 43 | 31 | 19.02 | 0.01 | 23.34 | 0.01 | 49.57 | 0 | 49.21 | 0.10 | 0.03 |
| 114002+200227 | 11 | 40 | 2.7 | 20 | 2 | 27 | 20.89 | 0.03 | 24.38 | 0.03 | 16.08 | 0 | 125.59 | 0.18 | 0.04 |
| 114002+194931 | 11 | 40 | 2.9 | 19 | 49 | 31 | 18.27 | 0.01 | 23.24 | 0.01 | 89.93 | 0 | 9.50 | 0.16 | 0.03 |
| 114002+194212 | 11 | 40 | 3.0 | 19 | 42 | 12 | 17.33 | 0.00 | 23.08 | 0.01 | 185.18 | 0 | 163.54 | 0.01 | 0.03 |
| 114003+195245 | 11 | 40 | 3.2 | 19 | 52 | 45 | 20.12 | 0.01 | 23.67 | 0.02 | 24.84 | 0 | 70.51 | 0.29 | 0.03 |
| 114003+194603 | 11 | 40 | 3.4 | 19 | 46 | 3 | 20.35 | 0.01 | 23.94 | 0.02 | 23.51 | 0 | 54.08 | 0.17 | 0.03 |
| 114003+200148 | 11 | 40 | 3.7 | 20 | 1 | 48 | 19.74 | 0.01 | 23.60 | 0.02 | 28.05 | 0 | 123.35 | 0.20 | 0.70 |
| 114003+194354 | 11 | 40 | 3.7 | 19 | 43 | 54 | 19.80 | 0.01 | 23.71 | 0.02 | 32.82 | 0 | 94.62 | 0.23 | 0.03 |
| 114003+200010 | 11 | 40 | 3.9 | 20 | 0 | 10 | 20.12 | 0.01 | 23.94 | 0.02 | 30.83 | 0 | 20.88 | 0.19 | 0.04 |
| 114003+195325 | 11 | 40 | 4.0 | 19 | 53 | 25 | 20.65 | 0.02 | 24.34 | 0.03 | 24.51 | 0 | 20.58 | 0.46 | 0.01 |
| 114004+195129 | 11 | 40 | 4.1 | 19 | 51 | 29 | 20.12 | 0.01 | 23.73 | 0.02 | 24.84 | 0 | 56.35 | 0.11 | 0.04 |
| 114004+195808 | 11 | 40 | 4.3 | 19 | 58 | 8 | 20.59 | 0.02 | 23.92 | 0.02 | 18.19 | 0 | 83.01 | 0.20 | 0.42 |
| 114004+194900 | 11 | 40 | 4.4 | 19 | 49 | 0 | 20.54 | 0.02 | 23.81 | 0.02 | 18.07 | 0 | 64.56 | 0.08 | 0.62 |
| 114004+194414 | 11 | 40 | 4.5 | 19 | 44 | 14 | 18.83 | 0.01 | 23.07 | 0.01 | 45.80 | 0 | 41.12 | 0.06 | 0.04 |
| 114004+195552 | 11 | 40 | 4.7 | 19 | 55 | 52 | 19.73 | 0.01 | 23.59 | 0.02 | 32.60 | 0 | 66.50 | 0.17 | 0.03 |
| 114004+194522 | 11 | 40 | 4.8 | 19 | 45 | 22 | 18.99 | 0.01 | 23.66 | 0.02 | 66.31 | 0 | 78.35 | 0.28 | 0.03 |
| 114005+195754 | 11 | 40 | 5.2 | 19 | 57 | 54 | 19.77 | 0.01 | 23.49 | 0.02 | 27.83 | 0 | 135.47 | 0.07 | 0.41 |
| 114005+194544 | 11 | 40 | 5.6 | 19 | 45 | 44 | 19.73 | 0.01 | 23.70 | 0.02 | 34.71 | 0 | 47.48 | 0.11 | 0.05 |
| 114005+200220 | 11 | 40 | 5.6 | 20 | 2 | 20 | 20.31 | 0.02 | 24.03 | 0.03 | 26.84 | 0 | 77.06 | 0.11 | 0.02 |
| 114006+200151 | 11 | 40 | 6.1 | 20 | 1 | 51 | 20.34 | 0.02 | 24.19 | 0.03 | 30.05 | 0 | 52.99 | 0.12 | 0.01 |
| 114006+200216 | 11 | 40 | 6.2 | 20 | 2 | 16 | 20.61 | 0.02 | 23.89 | 0.02 | 17.96 | 0 | 47.88 | 0.09 | 0.32 |