Understanding the image processing flags - Details

In the process of measuring the properties of all objects detected in the SDSS images, the image-processing software sets an extensive series of flags that indicate the status of each object, warn of possible problems with the image itself, and warn of possible problems in the measurement of various quantities associated with the object. These flags are described one by one in Robert Lupton's flags document. There is a separate set of flags (in the quantity termed 'status') that give geometrical information on how the object in question is determined to be a unique detection, given the overlap of the SDSS data. There are further status flags set for each field, which indicate possible problems in processing that field.

The "status" of an object

The geometry of the SDSS imaging scans involves overlaps of a variety of types: the two strips of a stripe can overlap; runs from adjacent stripes can overlap, two runs along the same stripe can overlap, and within a scanline, the data are divided up into partially overlapping fields. We wish to define a unique sample of objects, with no overlap either from repeat observations of a given object (independent photons), or objects in the overlap between fields (the same photons). Bits within the status flag (a quantity available for each object detected in SDSS) explain how this is done, as described in detail in the description of the resolution of overlaps. In addition, these bits use information from the flags set by the photometric pipeline itself (described below). Thus the resolving is carried out only on those objects whose flags indicate them to be "good", in the sense of being worthy of further investigation. The definition of "good" is:
GOOD = !BRIGHT && (!BLENDED || NODEBLEND || nchild == 0)
BRIGHT, BLENDED, and NODEBLEND are defined below. In brief, objects labelled BRIGHT are duplicate entries in the SDSS catalog; those flagged as BLENDED or with nchild > 0 have been deblended into 2 or more children; to include them would give duplication between a parent and its children.

The GOOD objects are then queried for their possible overlap with other data. Objects flagged OK_RUN are resolved as far as the overlap with adjacent fields in the same run/rerun/camCol is concern. Again, an object which is not flagged OK_RUN will have a separate detection in the adjacent field, using the same photons. The division between fields is artificial.

OK_SCANLINE objects are further resolved as far as the overlap between adjacent scanlines in the two strips in a stripe is concerned.

Adjacent stripes overlap as well, quite substantially so near the survey poles. OK_STRIPE resolves this overlap as well. This can cause confusion, as this is applied purely geometrically, and often before the adjacent stripe has been observed. Thus there are regions of the DR1 in the outermost stripes where it might make sense not to apply this cut.

Occasionally, runs will cross over the official SDSS survey boundaries. This is the last cut; objects that lie within the survey area, and satisfy all the other cuts described above, are labelled PRIMARY. For most scientific applications, the PRIMARY detections are the only ones needed. Objects labelled OK_RUN but which are duplicate in one of the senses above, are labelled SECONDARY. The overlap between adjacent scanlines and between stripes is used extensively by SDSS quality assurance to confirm our photometric and astrometric accuracy.

RESOLVED simply indicates that this OK_RUN object has been through this resolve process; all RESOLVED objects should be marked as either PRIMARY or SECONDARY

The nature of the flags output by the photometric pipeline

Flags that affect the object's status

BINNED An object that is detected as greater than a 5 sigma peak (after smoothing with the local PSF) in a given band is flagged BINNED1 in that band. The object-finder then masks all detected objects thus far, bins the image 2x2, and runs the detection algorithm again; objects discovered at this stage are flagged BINNED2. This is repeated again (i.e., now binning 4x4); detections are labelled BINNED4. Many BINNED2 detections include the outskirts of bright galaxies, and scattered light from bright stars (as well as genuine low surface brightness galaxies); very few BINNED4 detections seem to be real astrophysical objects.

DETECTED the OR of BINNED1, BINNED2, and BINNED4, in a given band. Even if the object is not flagged DETECTED in a given band (usually because it was detected only in another band), photometry is still carried out on it, allowing, e.g., a 3-sigma detection of a point source.

BRIGHT As described in the EDR paper, objects detected at more than 200 sigma in the r band have their properties measured twice: once with a global sky and once with a local sky. The former entry in the SDSS catalogs is flagged BRIGHT, and in practice is rarely used to do science. One should always reject such objects. This will be set in all the bands, as well as objc_flags.

BLENDED, NODEBLEND, CHILD Each detected object is examined to see if it is composite; if it is, it is flagged BLENDED in all bands, as well as objc_flags. An attempt is made to deblend it. If for some reason it is not deblended (usually because it is too close to the edge), it will be flagged NODEBLEND. Otherwise, its children will have their properties measured as well, and one wants to reject BLENDED objects not flagged DEBLENDED in order to avoid duplicate entries. Note that selecting PRIMARY objects does this, and the cut on BRIGHT entries, automatically.

The children of a deblend are flagged CHILD. It is possible for multiple peaks to be detected in the CHILD, and for it to also be labelled BLENDED as well. There are further flags related to deblending that are mostly informational in nature; see below.

Flags that indicate problems with the raw data

SATURATED, SATURATED_CENTER The photometry of saturated objects is questionable, needless to say (in fact, the total PSF counts of mildly saturated stars should not be too much in error, as it attempts to include all photons, including those in the saturated core and the bleed trail). The SATURATED flag is set in each band that includes saturated pixels; if it is set in any band, it is also set in objc_flags. Objects that are saturated can be deblended if they show multiple peaks. Note that a galaxy with a superposed saturated star in its disk, even if successfully deblended, will be flagged SATURATED, as some of the pixels in the object footprint are indeed saturated.

SATURATED_CENTER indicates that the saturated pixels are close to the center of the object. This can be used to distinguish, e.g., galaxies which are flagged SATURATED because of a superposed star, from those with a very bright Seyfert nucleus, although it still needs further testing. Note that star-galaxy separation is not very effective for saturated objects; many saturated stars are misclassified as galaxies.

EDGE, LOCAL_EDGE, DEBLENDED_AT_EDGE The photometric pipeline works on one field at a time. An object which is too close to the edge of a frame is flagged EDGE in that band. Among PRIMARY objects (which have been resolved in overlaps, and thus should remove most EDGE objects), only large extended objects should be flagged EDGE. Thus, if you are interested in point sources, you will probably not need to worry about the EDGE flag (or at least be suspicious of objects with EDGE and PRIMARY set). On rare occasions, it has happened that half of a chip has gone on the blink; objects close to the new edge there are flagged LOCAL_EDGE in the appropriate band.

The deblending algorithm has to work harder for objects close to the edge; it runs only for big objects which otherwise might be missed. If so, the flag DEBLENDED_AT_EDGE is set. This is an informational flag; it by itself does not indicate any trouble.

If the photometric pipeline recognizes a pixel as bad (due to a bad column, a cosmic ray, or a bleed trail), it is interpolated over. If this is true for any pixel within the object, it is flagged INTERP. This by itself it just informational; if the interpolation is over a cosmic ray or a single bad column, for example, the photometry should be essentially perfect. Further flags give additional information.

• CR means that the object contained a cosmic ray that was interpolated over. This does not mean that the object in question is a cosmic ray! Again, the photometry of objects flagged CR is usually fine. Thus this is mostly an informational flag.
• MAYBE_CR is an indication that object may be a cosmic ray. It is not interpolated over; it is set with a threshold lower than the main cosmic-ray finding algorithm. It is a useful flag to trigger on if one is looking, e.g., for objects detected in a single band (such as the high-redshift quasars and T dwarfs, which can show up only in the z band).
• MAYBE_EGHOST says that the object in question is in a position that it may be an electronics ghost of a bright star in the given band. You should be suspicious of objects with this flag that are faint and detected in only one band.
• INTERP_CENTER means that the interpolated pixel(s) in question fell within 3 pixels of the center of the object. This is a warning that perhaps the photometry of this object may be affected. You should really get concerned when
• PSF_FLUX_INTERP is set. This means that more than 20% of the PSF flux is interpolated over in the band in question, which may make one suspicious of the accuracy of the flux. In practice, most objects with this flag set still appear to have perfectly good PSF photometry, but the number of outliers (say, in a color-color plot) is definitely larger than usual.
• You should be especially suspicious if BAD_COUNTS_ERROR is set in a given band, which says that the interpolation over bad pixels is so significant that you should not believe the PSF flux error; it is probably underestimated.

Flags that indicate problems with the image

CANONICAL_CENTER, PEAKCENTER, DEBLEND_NOPEAK, NOPROFILE, NOTCHECKED, NOTCHECKED_CENTER, TOO_LARGE, BADSKY Often, in deblending, objects near the edge, and at low S/N, various flags will be set indicating trouble defining the center of the object. This should make one suspicious of its detailed photometric properties. In particular:

• CANONICAL_CENTER: The centroid of a given object is usually determined separately in each band. If in some band, it is impossible to measure the center (due to being at the edge), one uses the center in another band, transformed according to the relative astrometry between the bands, and this flag is set.
• PEAKCENTER: If the centroiding algorithm can't find a better center, it will often simply report the position of the peak pixel in a given band. This often happens with little wisps of objects deblended from something bright; the flag PEAKCENTER is set. It is a hint that this object may not be real. A related flag is
• DEBLEND_NOPEAK: indicates that after deblending, the child in question doesn't have a peak. Objects with either of these flags set (especially nominal point sources in a nominally high S/N band) should be treated with suspicion.
• An object with NOPROFILE set in a given band had (as the name implies) zero or one entries in the radial profile; most photometric quantities measured from it are likely to be suspect.
• NOTCHECKED: An object includes pixels which were not checked for peaks by the deblender; this can happen close to the edge, and in the cores of saturated stars. Be suspicious of the performance of the deblender in this case. If the flag
• NOTCHECKED_CENTER is also set, the situation is worse; the center of the object is in a not-checked region. This should not happen for any BINNED1 object.
• The flag TOO_LARGE indicates an object which is still detected at the outermost point of the radial profile (a radius of over 4 arcmin), or at least one child in a deblend is larger than 1/2 a frame. This is indicative either of a very large object, or a poorly determined sky, or a particularly horrific deblend. The detailed photometry of this object is questionable.
• BADSKY: If the local sky is badly determined (as occasionally happens in regions with complex backgrounds), the core of an object can be strongly negative. This is bad; the photometry of such objects is meaningless.

Problems associated with specific quantities

• NOSTOKES: Objects whose Q and U (Stokes parameters) were not measured in a given band.
• ELLIPFAINT: Objects whose isophotal shape could not be measured.

Three types of measurement generate a lot of flags: Petrosian quantities, the proper motion of objects, and adaptive shape moments. These are:

Flags associated with the measurement of Petrosian quantities

The pipeline measures Petrosian radii, fluxes, 50% and 90% radii, and errors for all these quantities. This is described in detail in Appendix A to Strauss et al. (2002), which discusses the flags as well. The Petrosian radius (and there can be more than one of them) is often measured at a fairly low S/N point in the profile of an object. Thus the most common flags that are set (especially at the faint end) are

• PETROFAINT the Petrosian radius is measured at a very low surface brightness level, and
• NOPETRO the code was unable to measure the Petrosian radius.

These two often appear together. In this case (and in the absence of other warning flags such as BADSKY or NOPROFILE, which mean real trouble), the code still returns a meaningful magnitude (i.e., the total flux within the aperture with detected counts), so the Petrosian magnitude will still be usable. A related flag is NOPETRO_BIG, which indicates that the Petrosian radius appears to be larger than the outermost point of the extracted radial profile. This can happen in regions in which the background sky is noisy, or for low S/N objects.

Other Petrosian flags, mostly informational in nature, include:

• MANYPETRO For galaxies with composite profiles, it is possible for there to be more than one Petrosian radius.
• MANY_R50, MANY_R90 Galaxies which have a radial profile which dips below zero can have more than one radius including 50% or 90% of the light. This is a rare occurrence.
• If the Petrosian radius hits the edge of the frame, the flag INCOMPLETE_PROFILE is set. The radial profile, and thus the Petrosian quantities, are still calculated in an unbiased way, and the results should be reasonable.

Flags associated with moving objects

The remaining flags related to moving objects are mostly informational in nature, but are useful in understanding why a specific object was not deblended as moving:

• MOVED indicates that the object is a candidate to be deblended as moving. This is not a terribly useful flag. In particular, despite its name, it does not mean that the object is actually determined to be moving!
• NODEBLEND_MOVING Objects flagged MOVED that are not deblended as moving. Not terribly useful.
• Objects with detections in only a few bands will not be able to be tested for motion; they are flagged TOO_FEW_DETECTIONS. Even if the object passes this threshold, it may turn out that the centroids are not good in a few of the bands, in which case the flag TOO_FEW_GOOD_DETECTIONS is also set.
• BAD_MOVING_FIT the motion of the object is inconsistent with a straight line and it is not deblended as moving. A related flag is
• BAD_MOVING_FIT_CHILD, which states that in a complicated deblend putatively involving both a moving and stationary object, a child's velocity fit is too poor, so the parent wasn't deblended as moving.
• STATIONARY the moving object's velocity is consistent with zero
• CENTER_OFF_AIMAGE the nominal motion moves the object right off the edge of the atlas image in some band.

Flags associated with the measurement of adaptive moments

The imaging pipeline carries out the calculations of optimally weighted second moments of objects in order to determine their shapes (especially for weak lensing studies). The flags indicate trouble with this process for a given object in a given band, usually at low S/N and such moment measurements should not be used.

• AMOMENT_UNWEIGHTED the calculation of the weights failed, the adaptive moments are calculated without weights
• AMOMENT_SHIFT in the determination of adaptive moments, the centroid is recalculated; if it shifts too far, the flag AMOMENT_SHIFT is set, and M_e1 and M_e2 give the value of shift
• AMOMENT_MAXITER the moment calculation did not converge
• AMOMENT_UNWEIGHTED_PSF the adaptive moments for the PSF are unweighted

Further flags related to deblending (all informational)

A complicated object may have many peaks in it (think of the core of a globular cluster as the worst-case scenario!). However complicated an object is, the deblender conserves flux, in so much as the flux in each pixel is split among the children. Still, no effort is made to ensure that the sum of the children is exactly equal to the parent, so rounding error could lead to discrepancies of one or two DN. A number of informational flags point out cases where deblending was complicated.

If the number of peaks is larger than 25, the flag DEBLEND_TOO_MANY_PEAKS is set (in the parent, *not* the child), and only the 25 most significant peaks are deblended. DEBLEND_UNASSIGNED_FLUX indicates that initially, >5% of the parent's flux was not assigned to any of the children and that this flux has been redistributed among them. Thus this is not an indicator of any problem with the deblender; this is an informational flag only.

It is occasionally true (especially in complicated deblends) that some of the peaks are not deblended, for one of two reasons. The parents in such cases are labelled DEBLEND_PRUNED. The two reasons are that these peaks lie too close to other peaks (in which case the flag PEAKS_TOO_CLOSE is set), or that the templates associated with the peak is degenerate with others (in which case DEBLEND_DEGENERATE is set - see deblender description in DR1 changes document).

In a complicated deblend, especially those involving galaxies, there can be many children, and it is not always obvious (without looking at the image by eye) which child is the main galaxy. The flag BRIGHTEST_GALAXY_CHILD flags that object which the code believes to be the brightest galaxy child. If the deblending algorithm recognizes a given child as unresolved, it will use that information in the deblend, and flag it as DEBLENDED_AS_PSF.

HAS_SATUR_DN indicates that the object is saturated in this band and the bleed trail doesn't touch the edge of the frame. In such cases, an attempt is made to add up all the flux in the bleed trails, and to include it in the object's photometry. Note: some of the CCDs saturate at over 65535 DN; for these chips, the bled flux will be underestimated.

After the regular deblender had completed, photo took another pass looking for some special cases, and the deblend was modified based on this analysis are flagged DEBLEND_PEEPHOLE. Currently, only one special case is considered: objects that, when merged together, were consistent with a moving object that the deblender had missed in the first pass.

Further informational flags

It is often true that the last bin in the radial profile of an object goes slightly negative. When this happens, the BAD_RADIAL flag is set; it can usually be ignored.

The Petrosian and model magnitude calculations make reference to a canonical band, which defaults to the r band. In the case that the object is undetected in r, the canonical band is set to the highest S/N band. The band in question is flagged CANONICAL_BAND.

The extended wings around bright stars are subtracted; such objects are flagged SUBTRACTED.

For sufficiently extended objects, the PSF-weighted centroid is not optimal, and the centroid is found using a 2x2-binned images. Such objects are flagged BINNED_CENTER; such objects probably should not be used, e.g., as part of a local astrometric reference frame.