Here are a few plots to illustrate the current status of the Relative Astrometry KPM. First we've constructed histograms of the RMS relative separation deltas for pairs of stars with ~ 5 arcmin of each other that fall within a 0.5-magnitude wide bin. To do so, we used Jim Bosch's pairwise matching script (jimBoschScript.py
) to select a list of 'safe' matches. Flags related to de-blending were applied based on a recommendation by Lauren MacArthur. The relevant quantities (id, coord_ra, coord_dec, object, visit, base_PsfFlux_mag) were read out of the GroupView object safeMatches into lists which were then pickled into a single file ListOfLists.pkl
to avoid having to re-run the Jim Bosch script.
To create the histograms using KPMScript_hist.py
, we first read the pickle file in and then find all matches within an Annulus of central radius D using simple squared Cartesian distance. For each pair, we check to see if a. Both members lie within a given magnitude bin, and b. Both members were observed on the same visit (not always true to the dithering). The spherical distance between the members of the pair is computed for each common visit and the RMS spread in separation measured for a given pair.
To create the scatter plot using KPMScript_scatter.py
, a similar routine is followed. However, no rejection is performed based on bins. Instead, all pairs of objects (regardless of magnitude) are used to compute the RMS RS scatter. The file Utilities.py
is used to email the user at the end of the script.
Descriptions of individual plots follow.

Plotted above is the histogram of point sources with PSF magnitudes from 16 (inclusive) to 16.5 (exclusive). The RMS of the relative separation from 241 pairs (across visits) is 10.93 mas (miliarcsec) which is well below the S15/S16 targets of 60 and 50 MAS respectively. In fact, the current value is almost within the final spec. Note also the percentage of targets with RMS relative separation (RMS RS) under AM2+AD2 is 2.90%, well under the final AF1 spec (10%).

Plotted above is the histogram of point sources with PSF magnitudes from 16.5 (inclusive) to 17.0 (exclusive). The RMS of the relative separation from 1478 pairs (across visits) is 11.28 mas which is within the S20 AM2 spec (15 mas). Note also the percentage of targets with RMS relative separation (RMS RS) under AM2+AD2 is 3.04%, well under the final AF2 spec (10%).

Plotted above is the histogram of point sources with PSF magnitudes from 17.0 (inclusive) to 17.5 (exclusive). The RMS of the relative separation from 4301 pairs (across visits) is 11.76 mas which is within the S20 AM2 spec (15 mas), but larger than the final target. However, the percentage of targets with RMS relative separation (RMS RS) under AM2+AD2 is 4.09% which remains under the final AF2 spec (10%).

Plotted above is the histogram of point sources with PSF magnitudes from 17.5 (inclusive) to 18.0 (exclusive). The RMS of the relative separation from 10276 pairs (across visits) is 11.39 mas which is within the S20 AM2 spec (15 mas), but larger than the final target. The percentage of targets with RMS relative separation (RMS RS) under A21+AD2 is 5.51%, which which is just slightly over the final AF2 spec (10%).

Plotted above is the histogram of point sources with PSF magnitudes from 18.0 (inclusive) to 18.5 (exclusive). The RMS of the relative separation from 20891 pairs (across visits) is 11.83 mas which is within the S20 AM2 spec (15 mas), but larger than the final target. The percentage of targets with RMS relative separation (RMS RS) under AM2+AD2 is 3.96%, which continues to remain under the final AF2 spec (10%).

Plotted above is the histogram of point sources with PSF magnitudes from 18.5 (inclusive) to 19.0 (exclusive). The RMS of the relative separation from 37535 pairs (across visits) is 11.62 mas which is within the S20 AM2 spec (15 mas), but larger than the final target. The percentage of targets with RMS relative separation (RMS RS) under AM2+AD2 is 4.41%, which continues to remain under the final AF2 spec (10%).

Plotted above is the histogram of point sources with PSF magnitudes from 18.0 (inclusive) to 18.5 (exclusive). The RMS of the relative separation from 63721 pairs (across visits) is 12.10 mas which is within the S20 AM2 spec (15 mas), but larger than the final target. The percentage of targets with RMS relative separation (RMS RS) under AM2+AD2 is 3.27%, which continues to remain under the final AF2 spec (10%).
Next we show a scatter plot of the PSF magnitudes of all pairs of targets. The individual plot points are colored by the RMS RS and are also sized by the RMS RS (for additional clarity) i.e. bigger, darker points represent pairs with poorer RMS RS repeatability.

Notice that there is an indication of some sort of 'binning' in magnitudes.
Same comments apply as at
DM-3057. In this case, we hit 12.19 mas, again substantially better than the target.