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+.help allstar May00 noao.digiphot.daophot
+.ih
+NAME
+allstar -- group and fit psf to multiple stars simultaneously
+.ih
+USAGE
+allstar image photfile psfimage allstarfile rejfile subimage
+.ih
+PARAMETERS
+.ls image
+The list of images containing the stars to be fit.
+.le
+.ls photfile
+The input photometry files containing the initial estimates of the positions,
+sky values, and magnitudes of the stars to be fit. There must be one input
+photometry file for every input image. If photfile is "default", "dir$default",
+or a directory specification, then ALLSTAR looks for a file with the name
+image.mag.? where ? is the highest existing version number. Photfile is usually
+the output of the DAOPHOT PHOT task but may also be the output of the PSF, PEAK
+and NSTAR tasks, or the ALLSTAR task itself.
+.le
+.ls psfimage
+The list of images containing the PSF models computed by the DAOPHOT PSF task.
+The number of PSF images must be equal to the number of input images. If
+psfimage is "default", "dir$default", or a directory specification, then PEAK
+will look for an image with the name image.psf.?, where ? is the highest
+existing version number.
+.le
+.ls allstarfile
+The list of output photometry files. There must be one output photometry
+file for every input image. If allstarfile is "default", "dir$default", or a
+directory specification, then ALLSTAR will write an output file with the name
+image.als.? where ? is the next available version number. Allstarfile is a text
+database if the DAOPHOT package parameter text is "yes", an STSDAS table
+database if it is "no".
+.le
+.ls rejfile
+The list of output rejected photometry files containing the positions and sky
+values of stars that could not be fit. If rejfile is undefined, results for all
+the stars in photfile are written to \fIallstarfile\fR, otherwise only the stars
+which were successfully fit are written to \fIallstarfile\fR and the remainder
+are written to rejfile. If rejfile is "default", "dir$default", or a directory
+specification ALLSTAR writes an output file with the name image.als.? where ? is
+the next available version number. Otherwise rejfile must specify one output
+photometry file for every input image. Rejfile is a text database if the
+DAOPHOT package parameter \fItext\fR is "yes", an STSDAS binary table database
+if it is "no".
+.le
+.ls subimage
+The list of output images with the fitted stars subtracted. There must be one
+subtracted image for every input image. If subimage is "default", "dir$default",
+or a directory specification, then ALLSTAR will create an image with the name
+image.sub.? where ? is the next available version number. Otherwise
+\fIsubimage\fR must specify one output image for every image in \fIimage\fR.
+.le
+.ls datapars = ""
+The name of the file containing the data dependent parameters. The parameters
+\fIscale\fR, \fIdatamin\fR, and \fIdatamax\fR are located here. If datapars
+is undefined then the default parameter set in uparm directory is used.
+.le
+.ls daopars = ""
+The name of the file containing the daophot fitting parameters. The parameters
+\fIpsfrad\fR and \fIfitrad\fR are located here. If \fIdaopars\fR is undefined
+then the default parameter set in uparm directory is used.
+.le
+.ls wcsin = ")_.wcsin", wcsout = ")_.wcsout", wcspsf = ")_.wcspsf"
+The coordinate system of the input coordinates read from \fIphotfile\fR, of the
+psf model \fIpsfimage\fR, and of the output coordinates written to
+\fIallstarfile\fR and \fIrejfile\fR respectively. The image header coordinate
+system is used to transform from the input coordinate system to the "logical"
+pixel coordinate system used internally, from the internal logical system to
+the PSF model system, and from the internal "logical" pixel coordinate system
+to the output coordinate system. The input coordinate system options are
+"logical", "tv", "physical", and "world". The PSF model and output coordinate
+system options are "logical", "tv", and "physical". The image cursor coordinate
+system is assumed to be the "tv" system.
+.ls logical
+Logical coordinates are pixel coordinates relative to the current image.
+The logical coordinate system is the coordinate system used by the image
+input/output routines to access the image data on disk. In the logical
+coordinate system the coordinates of the first pixel of a 2D image, e.g.
+dev$ypix and a 2D image section, e.g. dev$ypix[200:300,200:300] are
+always (1,1).
+.le
+.ls tv
+Tv coordinates are the pixel coordinates used by the display servers. Tv
+coordinates include the effects of any input image section, but do not
+include the effects of previous linear transformations. If the input
+image name does not include an image section, then tv coordinates are
+identical to logical coordinates. If the input image name does include a
+section, and the input image has not been linearly transformed or copied from
+a parent image, tv coordinates are identical to physical coordinates.
+In the tv coordinate system the coordinates of the first pixel of a
+2D image, e.g. dev$ypix and a 2D image section, e.g. dev$ypix[200:300,200:300]
+are (1,1) and (200,200) respectively.
+.le
+.ls physical
+Physical coordinates are pixel coordinates invariant with respect to linear
+transformations of the physical image data. For example, if the current image
+was created by extracting a section of another image, the physical
+coordinates of an object in the current image will be equal to the physical
+coordinates of the same object in the parent image, although the logical
+coordinates will be different. In the physical coordinate system the
+coordinates of the first pixel of a 2D image, e.g. dev$ypix and a 2D
+image section, e.g. dev$ypix[200:300,200:300] are (1,1) and (200,200)
+respectively.
+.le
+.ls world
+World coordinates are image coordinates in any units which are invariant
+with respect to linear transformations of the physical image data. For
+example, the ra and dec of an object will always be the same no matter
+how the image is linearly transformed. The units of input world coordinates
+must be the same as those expected by the image header wcs, e. g.
+degrees and degrees for celestial coordinate systems.
+.le
+The wcsin, wcspsf, and wcsout parameters default to the values of the package
+parameters of the same name. The default values of the package parameters
+wcsin, wcspsf, and wcsout are "logical", "physical" and "logical" respectively.
+.le
+.ls cache = yes
+Cache all the data in memory ? If \fIcache\fR is "yes", then ALLSTAR attempts
+to preallocate sufficient space to store the input image plus the two
+image-sized working arrays it requires, plus space for the starlist, in memory.
+This can significantly reduce the total execution time. Users should however
+beware of creating a situation where excessive paging occurs. If \fIcache\fR =
+"no", ALLSTAR operates on subrasters containing the group currently being
+reduced, and writes the intermediate results to temporary scratch images. This
+option will work on any-sized image (unless a single group becomes the size of
+the entire image!) but can become slow of there are a large number of disk
+accesses. Users may wish to experiment to see which mode of operation suits
+their system best.
+.le
+.ls verbose = ")_.verbose"
+Print messages about the progress of the task ? Verbose can be set to the
+DAOPHOT package parameter value (the default), "yes", or "no".
+.le
+.ls verify = ")_.verify"
+Verify the critical ALLSTAR task parameters. Verify can be set to the daophot
+package parameter value (the default), "yes", or "no".
+.le
+.ls update = ")_.update"
+Update the critical ALLSTAR task parameters if \fIverify\fR = "yes". Update
+can be set to the daophot package parameter value (the default), "yes", or
+"no".
+.le
+
+.ih
+DESCRIPTION
+
+ALLSTAR computes x and y centers, sky values, and magnitudes for the stars in
+\fIphotfile\fR by fitting the PSF \fIpsfimage\fR to groups of stars in the IRAF
+image \fIimage\fR. Initial estimates of the centers, sky values, and
+magnitudes, are read from the photometry list \fIphotfile\fR. ALLSTAR groups
+the stars dynamically, performing a regrouping operation after every iteration.
+The new computed centers, sky values, and magnitudes are written to
+\fIallstarfile\fR along with the number of iterations it took to fit the
+star, the goodness of fit statistic chi, and the image sharpness statistic
+sharp. If \fIrejfile\fR is not null (""), only stars that are successfully fit
+are written to \fIallstarfile\fR, and the remainder are written to
+\fIrejfile\fR. Otherwise all the stars are written to \fIallstarfile\fR.
+\fIAllstarfile\fR and \fIrejfile\fR are text databases if the DAOPHOT package
+parameter \fItext\fR is "yes", STSDAS table databases if it is "no". An image
+with all the fitted stars subtracted out is written to \fIsubimage\fR. In
+effect ALLSTAR performs the combined operations of GROUP, GRPSELECT, NSTAR,
+and SUBSTAR.
+
+The coordinates read from \fIphotfile\fR are assumed to be in coordinate
+system defined by \fIwcsin\fR. The options are "logical", "tv", "physical",
+and "world" and the transformation from the input coordinate system to the
+internal "logical" system is defined by the image coordinate system. The
+simplest default is the "logical" pixel system. Users working on with image
+sections but importing pixel coordinate lists generated from the parent image
+must use the "tv" or "physical" input coordinate systems.
+
+The coordinate system of the PSF model is the coordinate system defined by the
+\fIwcspsf\fR parameter. Normally the PSF model was derived from the input image
+and this parameter default to "logical". However if the PSF model was derived
+from a larger image which is a "parent" of the input image, then wcspsf should
+be set to "tv" or "physical" depending on the circumstances.
+
+The coordinates written to \fIallstarfile\fR and \fIrejfile\fR are in the
+coordinate system defined by \fIwcsout\fR. The options are "logical", "tv", and
+"physical". The simplest default is the "logical" system. Users wishing to
+correlate the output coordinates of objects measured in image sections or
+mosaic pieces with coordinates in the parent image must use the "tv" or
+"physical" coordinate systems.
+
+By default ALLSTAR computes new centers for all the stars in \fIphotfile\fR.
+However if the DAOPARS parameter \fIrecenter\fR is "no", ALLSTAR assumes that
+the x and y centers in \fIphotfile\fR are the true centers and does not refit
+them. This option can be quite useful in cases where accurate center values
+have been derived from an image that has been through some non-linear image
+restoration algorithm, but the photometry must be derived from the original
+unrestored image.
+
+By default (\fIgroupsky\fR = "yes") ALLSTAR computes the sky value for each
+group by averaging the individual sky values in \fIphotfile\fR for all the
+stars in the group. If \fIgroupsky\fR = "no", the sky value for each pixel
+which contributes to the group fit is set equal to the mean of the sky values
+for those stars for which the pixel falls within one fitting radius. If the
+DAOPARS parameter \fIfitksy\fR is "yes", then ALLSTAR recomputes the individual
+sky values before averaging over the group, by, every third iteration,
+subtracting off the current best fit for the star and using the pixel values in
+the annulus defined by the DAOPARS parameters \fIsannulus\fR and \fIwsannulus\fR
+to recompute the sky. The actual sky recomputation is done by averaging forty
+percent of the sky pixels centered on the median of the distribution.
+Recomputing the sky can significantly reduce the scatter in the magnitudes in
+regions where the sky background is varying rapidly.
+
+Only pixels within the good data range defined by the DATAPARS task parameters
+\fIdatamin\fR and \fIdatamax\fR are included in the fit. Most users set
+\fIdatamin\fR and \fIdatamax\fR so as to exclude pixels outside the linearity
+regime of the detector. By default all the data is fit. Users are advised to
+determine accurate values for these parameters for their detector and set the
+values in DATAPARS before beginning any DAOPHOT reductions.
+
+Only pixels within the fitting radius parameter \fIfitrad\fR / \fIscale\fR are
+included in the fit for each star. \fIFitrad\fR is located in the DAOPARS task
+and \fIscale\fR is located in the DATAPARS task. Since the non-linear
+least-squares fits normally compute three unknowns, the x and y position of
+the star's centroid and its brightness, the value of \fIfitrad\fR must be
+sufficiently large to include at least three pixels in the fit for each star.
+To accelerate the convergence of the non-linear least-squares fitting algorithm
+pixels within \fIfitrad\fR are assigned weights which are inversely
+proportional to the radial distance of the pixel from the x and y centroid of
+the star, falling from a maximum at the centroid to zero at the fitting radius.
+\fIFitrad\fR must be sufficiently large to include at least three pixels with
+non-zero radial weights in the fit for each star. ALLSTAR arbitrarily imposes a
+minimum number of good pixels limit of four. Values of \fIfitrad\fR close to
+the full-width at half-maxima of the PSF are recommended.
+
+ALLSTAR computes a weighted fit to the PSF. The weight of each pixel is
+computed by combining, the radial weighting function described above, with
+weights derived from the random errors ALLSTAR predicts based on the detector
+noise characteristics specified by the DATAPARS parameters \fIreadnoise\fR and
+\fIepadu\fR, and the flat-fielding and profile interpolation errors specified
+by the DAOPARS task \fIflaterr\fR and \fIproferr\fR parameters. Both to obtain
+optimal fits, and because ALLSTAR employs a conservative formula for reducing
+the weights of deviant pixels (parametrized by the \fIclipexp\fR and
+\fIcliprange\fR parameters in the DAOPARS task) which do not approach the model
+as the fit proceeds, which depends on \fIreadnoise\fR, \fIepadu\fR,
+\fIflaterr\fR, and \fIproferr\fR, users are strongly advised to determine those
+parameters accurately and to enter their values in DATAPARS and DAOPARS before
+beginning any DAOPHOT reductions.
+
+By default for each group of stars to be fit during each iteration, ALLSTAR
+extracts a subraster from \fIimage\fR which extends approximately \fIfitrad\fR
+/ \fIscale\fR + 1 pixels wide past the limiting values of x and y coordinates
+of the stars in the group. \fIFitrad\fR is the fitting radius specified in the
+DAOPARS task. \fIScale\fR is the image scale specified by the DATAPARS task.
+\fIFitrad\fR may be less than or equal to but can never exceed the value of the
+image header parameter "PSFRAD" in \fIpsfimage\fR.
+
+If the \fIcache\fR parameter is set to "yes" then ALLSTAR attempts to store all
+the vectors and arrays in memory. This can significantly reduce the system
+overhead but may cause excessive paging on machines with a small amount of
+memory. For large images it may be necessary to set \fIcache\fR to "no", and
+use the disk for scratch storage. Users should experiment to see what suits
+them best.
+
+As well as the computed x and y centers, sky values, and magnitudes, ALLSTAR
+outputs the number of times the PSF fit had to be iterated before convergence
+was achieved. The minimum number of iterations is four. The maximum number of
+iteration permitted is specified by the \fImaxiter\fR parameter in the DAOPARS
+task. Obviously the results for stars which have reached the maximum iteration
+count should be viewed with suspicion. However since the convergence criteria
+are quite strict, (the computed magnitude must change by less than .0005
+magnitudes or 0.10 sigma whichever is larger and the x and y centroids must
+change by less than 0.002 pixels from one iteration to the next), even these
+stars may be reasonably well measured.
+
+ALLSTAR computes a goodness of fit statistic chi which is essentially the ratio
+of the observed pixel-to-pixel scatter in the fitting residuals to the expected
+scatter. Since the expected scatter is dependent on the DATAPARS task parameters
+\fIreadnoise\fR and \fIepadu\fR, and the DAOPARS parameters \fIflaterr\fR and
+\fIproferr\fR, it is important for these values to be set correctly. A plot of
+chi versus magnitude should scatter around unity with little or no trend in chi
+with magnitude, except at the bright end where saturation effects may be
+present.
+
+Finally ALLSTAR computes the statistic sharp which estimates the intrinsic
+angular size of the measured object outside the atmosphere. Sharp is roughly
+defined as the difference between the square of the width of the object and the
+square of the width of PSF. Sharp has values close to zero for single stars,
+large positive values for blended doubles and partially resolved galaxies and
+large negative values for cosmic rays and blemishes.
+
+ALLSTAR implements a sophisticated star rejection algorithm. First of all any
+group of stars which is more than a certain size is not reduced. This maximum
+group size is specified by the \fImaxgroup\fR parameter in the DAOPARS task.
+Large groups may run into numerical precision problems during the fits, so
+users should increase this parameter with caution. ALLSTAR however, in
+contrast to NSTAR, attempts to subdivide large groups. If the group is too
+dense to reduce in size, ALLSTAR throws out the faintest star in the group
+and tries to rereduce it. If two stars in a group have centroids separated
+by a critical distance currently set arbitrarily to 0.37 * the FWHM of the
+stellar core and their photocentric position and combined magnitude is assigned
+to the brighter of the two and the fainter is eliminated. Any star which
+converges to magnitude 12.5 magnitudes greater than the magnitude of the PSF
+is considered to be non-existent and eliminated from the group.
+
+After iteration 5, if the faintest star in the group has a brightness less
+than one sigma above zero it is eliminated. After iteration 10 if the faintest
+star in the group has a brightness less than 1.5 sigma above zero it is
+eliminated. After iteration 15, or whenever the solutions has converged
+whichever comes first, if the faintest star in the group has a brightness less
+than 2.0 sigma above zero it is eliminated. After iterations 5, 10 and 15 if
+two stars are separated by more than 0.37 * FWHM and less than 1.0 * FWHM and
+if the fainter of the two is more uncertain than 1.0, 1.5 or 2.0 sigma
+respectively the fainter one is eliminated.
+
+ALLSTAR replaces the functionality of the GROUP, GRPSELECT, NSTAR and SUBSTAR
+task. However the user has little control over the grouping process and does
+not know at the end which stars were fit together. The grouping process is
+dynamic, as the groups are recomputed after each iteration, and stars can be
+fit and leave the group at any point after the fourth iteration. Therefore the
+quality of the fits may vary over the image as a function of crowding in an
+unknown way. However ALLSTAR is in most cases the routine of choice. NSTAR
+is the task of choice when a user wants to maintain control over the
+composition of the stellar groups.
+
+.ih
+OUTPUT
+
+If \fIverbose\fR = yes, a single line is output to the terminal for each star
+fit or rejected. Full output is written to \fIallstarfile\fR and \fIrejfile\fR.
+At the beginning of these two files a header listing the current values of the
+parameters is written. For each star fit/rejected the following quantities are
+written to the output file.
+
+.nf
+ id xcenter ycenter mag merr msky niter sharpness chi
+ pier perr
+.fi
+
+Id is the id number of the star. Xcenter and ycenter are the fitted coordinates
+in pixels. Mag and merr are the fitted magnitude and magnitude error
+respectively. Msky is the individual sky value for the star. Niter is the
+number of iterations it took to fit the star and sharpness and chi are the
+sharpness and goodness of fit statistic respectively. Pier and perror are the
+photometry error code and accompanying error message respectively.
+
+.ih
+ERRORS
+
+If no errors occur during the fitting process then pier is 0. Non-zero
+values of pier flag the following error conditions.
+
+.nf
+ 0 # No error
+ 1 # The star is in a group too large to fit
+ 2 # The sky is undefined
+ 3 # There are too few good pixels to fit the star
+ 4 # The fit is singular
+ 5 # The star is too faint
+ 6 # The star has merged with a brighter star
+ 7 # The star is off the image
+.fi
+
+.ih
+EXAMPLES
+
+1. Fit the PSF to a list stars in the test image dev$ypix. Good stars for
+making the PSF model can be found at (442,410), (348,189), and (379,67).
+
+.nf
+ da> datapars.epadu = 14.0
+ da> datapars.readnoise = 75.0
+
+ ... set the gain and readout noise for the detector
+
+ da> daofind dev$ypix default fwhmpsf=2.5 sigma=5.0 threshold=20.0
+
+ ... answer verify prompts
+
+ ... find stars in the image
+
+ ... answer will appear in ypix.coo.1
+
+ da> phot dev$ypix default default annulus=10. dannulus=5. \
+ apertures = 3.0
+
+ ... answer verify prompts
+
+ ... do aperture photometry on the detected stars
+
+ ... answer will appear in ypix.mag.1
+
+ da> display dev$ypix 1
+
+ da> psf dev$ypix default "" default default default psfrad=11.0 \
+ fitrad=3.0 mkstars=yes display=imdr
+
+ ... verify the critical parameters
+
+ ... move the image cursor to a candidate star and hit the a key,
+ a plot of the stellar data appears
+
+ ... type ? for a listing of the graphics cursor menu
+
+ ... type a to accept the star, d to reject it
+
+
+ ... move to the next candidate stars and repeat the previous
+ steps
+
+ ... type l to list all the psf stars
+
+ ... type f to fit the psf
+
+ ... move cursor to first psf star and type s to see residuals,
+ repeat for all the psf stars
+
+ ... type w to save the PSF model
+
+ ... type q to quit, and q again to confirm
+
+ ... the output will appear in ypix.psf.1.imh, ypix.pst.1 and
+ ypix.psg.1
+
+ da> allstar dev$ypix default default default default default
+
+ ... verify the prompts
+
+ ... the results will appear in ypix.als.1 and ypix.arj.1
+
+ da> pdump ypix.als.1 sharpness,chi yes | graph
+
+ ... plot chi versus sharpness, the stars should cluster around
+ sharpness = 0.0 and chi = 1.0, note that the frame does
+ not have a lot of stars
+
+ da> display ypix.sub.1 2
+
+ ... note that the psf stars subtract reasonably well but other
+ objects which are not stars don't
+.fi
+
+
+2. Repeat example 1 but refit the sky using an annulus with an inner sky
+radius of 3.0 and an outer radius of 15.0.
+
+.nf
+ da> allstar dev$ypix default default default default default fitsky+ \
+ sannulus=3.0 wsannulus=12.0
+
+ ... verify the prompts
+
+ ... the results will appear in ypix.als.2 and ypix.arj.2
+
+ da> pdump ypix.als.2 sharpness,chi yes | graph
+
+ ... plot chi versus sharpness, the stars should cluster around
+ sharpness = 0.0 and chi = 1.0, note that the frame does
+ not have a lot of stars
+
+ da> display ypix.sub.2 2
+
+ ... note that the psf stars subtract reasonably well but other
+ objects which are not stars don't
+.fi
+
+
+
+3. Run allstar on a section of the input image using the group file and PSF
+model derived in example 1 for the parent image and writing the results
+in the coordinate system of the parent image.
+
+.nf
+ da> allstar dev$ypix[150:450,150:450] default default default default \
+ default wcsin=tv wcspsf=tv wcsout=tv
+
+ ... answer the verify prompts
+
+ ... fit the stars
+
+ ... the results will appear in ypix.als.3 and ypix.arj.3
+
+ da> display dev$ypix[150:450,150:450] 1
+
+ ... display the image
+
+ da> pdump ypix.als.3 xc,yc yes | tvmark 1 STDIN col=204
+
+ ... mark the stars on the original image
+
+ da> display ypix.sub.3 2
+
+ ... display the subtracted image section
+
+.fi
+
+
+4. Run allstar exactly as in example 1 but submit the task to the background.
+Turn off verify and verbose.
+
+.nf
+ da> allstar dev$ypix default default default default default verbose- \
+ verify- &
+
+ ... the results will appear in ypix.als.4 and ypix.arj.4
+.fi
+
+
+4. Run ALLSTAR exactly as in example 3 but turn caching off.
+
+.nf
+ da> allstar m92 m92.grp.1 m92.psf.1 default "" default verb+ veri- \
+ cache- > allstar.out &
+.fi
+
+.ih
+TIME REQUIREMENTS
+.ih
+BUGS
+.ih
+SEE ALSO
+datapars,daopars,peak,nstar
+.endhelp