201.17. Visit_summary table#
201.17. Visit_summary table¶
For the Rubin Science Platform at data.lsst.cloud.
Data Release: Data Preview 2
Container Size: Large
LSST Science Pipelines version: r30.0.10
Last verified to run: 2026-10-09
Repository: github.com/lsst/tutorial-notebooks
DOI: 10.11578/rubin/dc.20250909.20
Learning objective: To understand the contents of the visit_summary table and how to access it.
LSST data products: visit_summary
Packages: lsst.daf.butler, lsst.images, lsst.obs.lsst
Credit: Originally developed by the Rubin Community Science team. Please consider acknowledging them if this notebook is used for the preparation of journal articles, software releases, or other notebooks.
Get Support: Everyone is encouraged to ask questions or raise issues in the Support Category of the Rubin Community Forum. Rubin staff will respond to all questions posted there.
1. Introduction¶
The visit_summary dataset provides a summary of visit metadata. The visit_summary dataset is available only via the Butler.
- Butler dataset type:
visit_summary - number of datasets: 28,698
- columns: 55
This notebook demonstrates how to access the visit_summary dataset, and compares its structure and contents to those available in the VisitDetector tables.
Related tutorials: 104.4. Catalog queries with the Butler demonstrates how to access tabular information using the Butler.
204.3 Astrometric Calibration and 205.2 PSF for visits demonstrate how to retrieve the WCS and the PSF model using the visit_summary dataset.
208.1. LSSTCam focal plane provides information on the geometry of the LSSTCam detectors.
1.1. Import packages¶
Import standard python packages numpy and matplotlib.
From the lsst package, import modules for accessing the Butler from the LSST Science Pipelines (pipelines.lsst.io) and setting the plotstyle. Also import lsst packages to work with WCS and PSF models, and to access properties of LSSTCam.
In [1]:
import numpy as np
import matplotlib.pyplot as plt
from matplotlib.collections import PatchCollection
from matplotlib.patches import Polygon
from lsst.daf.butler import Butler
from lsst.utils.plotting import set_rubin_plotstyle
from lsst.images import SkyProjection, DetectorFrame, Box
from lsst.images.psfs import PointSpreadFunction
from lsst.obs.lsst import LsstCam
1.2. Define parameters and functions¶
Instantiate a Butler for DP2 and check it.
In [2]:
butler = Butler("dp2", collections="dp2")
assert butler is not None
Set up the default rubin plotstyle.
In [3]:
set_rubin_plotstyle()
2. Columns¶
2.1. Descriptions and units¶
The visit_summary dataset type contains one dataset per visit. Each visit dataset is an ExposureCatalog tabular object from the LSST Science Pipelines lsst.afw.table module which provides handlers for data, catalogs, and data records. An ExposureCatalog consists of one ExposureRecord per detector processed for the visit (i.e. an ExposureRecord is a table row). These objects contain tabular data and methods specific to the processing of exposures in the pipelines. The tabular data consists of 55 columns containing information on the visit-detector metadata and statistics.
The table below provides the data type, description and units for each column.
| name | dtype | description | unit |
|---|---|---|---|
| id | int64 | unique ID | |
| bbox_min_x | int32 | bounding box (minimum) | pix |
| bbox_min_y | int32 | bounding box (minimum) | pix |
| bbox_max_x | int32 | bounding box (maximum) | pix |
| bbox_max_y | int32 | bounding box (maximum) | pix |
| visit | int64 | Visit number | |
| physical_filter | <U32 | Physical filter | |
| band | <U32 | Name of band | |
| psfSigma | float32 | PSF model second-moments determinant radius (center of chip) (pixel) | pix |
| psfArea | float32 | PSF model effective area (center of chip) (pixel**2) | pix2 |
| psfIxx | float32 | PSF model Ixx (center of chip) (pixel**2) | pix2 |
| psfIyy | float32 | PSF model Iyy (center of chip) (pixel**2) | pix2 |
| psfIxy | float32 | PSF model Ixy (center of chip) (pixel**2) | pix2 |
| raCorners | float64 | Right Ascension of bounding box corners (degrees) | deg |
| decCorners | float64 | Declination of bounding box corners (degrees) | deg |
| ra | float64 | Right Ascension of bounding box center (degrees) | deg |
| dec | float64 | Declination of bounding box center (degrees) | deg |
| zenithDistance | float32 | Zenith distance of bounding box center (degrees) | deg |
| pixelScale | float32 | Measured detector pixel scale (arcsec/pixel) | arcsec / pix |
| expTime | float32 | Exposure time of the exposure (seconds) | s |
| zeroPoint | float32 | Mean zeropoint in detector (mag) | mag |
| skyBg | float32 | Average sky background (ADU) | adu |
| skyNoise | float32 | Average sky noise (ADU) | adu |
| meanVar | float32 | Mean variance of the weight plane (ADU**2) | adu2 |
| astromOffsetMean | float32 | Mean offset of astrometric calibration matches (arcsec) | arcsec |
| astromOffsetStd | float32 | Standard deviation of offsets of astrometric calibration matches (arcsec) | arcsec |
| nPsfStar | int32 | Number of stars used for PSF model | |
| psfStarDeltaE1Median | float32 | Median E1 residual (starE1 - psfE1) for psf stars | |
| psfStarDeltaE2Median | float32 | Median E2 residual (starE2 - psfE2) for psf stars | |
| psfStarDeltaE1Scatter | float32 | Scatter (via MAD) of E1 residual (starE1 - psfE1) for psf stars | |
| psfStarDeltaE2Scatter | float32 | Scatter (via MAD) of E2 residual (starE2 - psfE2) for psf stars | |
| psfStarDeltaSizeMedian | float32 | Median size residual (starSize - psfSize) for psf stars (pixel) | pix |
| psfStarDeltaSizeScatter | float32 | Scatter (via MAD) of size residual (starSize - psfSize) for psf stars (pixel) | pix |
| psfStarScaledDeltaSizeScatter | float32 | Scatter (via MAD) of size residual scaled by median size squared | |
| psfTraceRadiusDelta | float32 | Delta (max - min) of the model psf trace radius values evaluated on a grid of unmasked pixels (pixel). | pix |
| psfApFluxDelta | float32 | Delta (max - min) of the model psf aperture flux (with aperture radius of max(2, 3*psfSigma)) values evaluated on a grid of unmasked pixels. | |
| psfApCorrSigmaScaledDelta | float32 | Delta (max - min) of the model psf aperture correction factors scaled (divided) by the psfSigma evaluated on a grid of unmasked pixels. | |
| maxDistToNearestPsf | float32 | Maximum distance of an unmasked pixel to its nearest model psf star (pixel). | pix |
| starEMedian | float32 | Median ellipticity (sqrt(starE1**2.0 + starE2**2.0)) of the stars used in the PSF model. | |
| starUnNormalizedEMedian | float32 | Median un-normalized ellipticity (sqrt((starXX - starYY)**2.0 + (2.0*starXY)**2.0)) of the stars used in the PSF model. | |
| effTime | float32 | Effective exposure time calculated from psfSigma, skyBg, and zeroPoint (seconds). | s |
| effTimePsfSigmaScale | float32 | PSF scaling of the effective exposure time. | |
| effTimeSkyBgScale | float32 | Sky background scaling of the effective exposure time. | |
| effTimeZeroPointScale | float32 | Zeropoint scaling of the effective exposure time. | |
| magLim | float32 | Magnitude limit at SNR=5 (M5) calculated from psfSigma, skyBg, zeroPoint, and readNoise. | mag |
| preliminary_wcs_detector_pointing_residual | float64 | Maximum difference (on the pointing-fit grid) between the target WCS position and the position predicted by camera geometry, after re-pointing using the target WCS for this detector only. | rad |
| preliminary_wcs_visit_pointing_residual | float64 | Maximum difference (on the pointing-fit grid) between the target WCS position and the position predicted by camera geometry, after re-pointing using the target WCS of all non-rejected detectors in the visit. | rad |
| preliminary_wcs_detector_pointing_rejected | bool | Flag set if this detector was rejected from the pointing fit due to its wcs_detector_pointing_residual value. | |
| wcsSkypixId | int64 | ID of the skypix pixel that provided the WCS. | |
| wcs_corner_max_offset | float64 | Maximum on-sky difference between the input-summary WCS and the wcs_provider WCS at detector corners. | rad |
| wcs_detector_pointing_residual | float64 | Maximum difference (on the pointing-fit grid) between the target WCS position and the position predicted by camera geometry, after re-pointing using the target WCS for this detector only. | rad |
| wcs_visit_pointing_residual | float64 | Maximum difference (on the pointing-fit grid) between the target WCS position and the position predicted by camera geometry, after re-pointing using the target WCS of all non-rejected detectors in the visit. | rad |
| wcs_detector_pointing_rejected | bool | Flag set if this detector was rejected from the pointing fit due to its wcs_detector_pointing_residual value. | |
| wcs_sip_delta_sky | float64 | Maximum pixel-to-sky difference between the WCS and its FITS TAN-SIP approximation. | rad |
| wcs_sip_delta_pixel | float64 | Maximum sky-to-pixel difference between the WCS and its FITS TAN-SIP approximation. | pix |
The visit_summary schema is currently not available at https://sdm-schemas.lsst.io/, although many of its columns are also present in the VisitDetector table.
The schema information in the table above is extracted directly from the ExposureCatalog object via astropy (see section 4.4.).
2.2. Key columns¶
Descriptions for a few of the columns that are the most commonly used.
2.2.1 Identifiers¶
Integers that uniquely identify the detector (CCD) and visit.
idvisit
2.2.2. Coordinates¶
The sky coordinates in decimal degrees of the center of the detector.
radec
The RA, Dec of the four corners of the corresponding detector are available as arrays corresponding to lower left, upper left, upper right, lower right corners in that order.
raCornersdecCorners
2.2.3. Observation metadata¶
The name of the filter (bandpass) that was used for the observation. There is also the column physical_filter which is unique to the physical filter (i.e., the coated glass plate). There is only one glass filter per band ($ugrizy$).
band
The airmass, $X$, can be calculated from the zenith angle, $z$, as $X=sec(z)$.
zenithDistance
2.2.4. Image characterization¶
Some of the derived properties of the corresponding visit_image for the detector.
skyBGmagLimpsfSigmaeffTime
3. Comparison to VisitDetector¶
As mentioned previously visit_summary is a Butler only dataset that is similar to the VisitDetector table which can be queried via TAP and Butler.
This means there are differences in how these datasets are structured and best utilised.
Furthermore there are also slight differences in the columns stored in these datasets.
3.1. Dataset structure¶
It is noted in tutorial 104.4 Catalog queries with the Butler that the Butler provides access to the tables as they are stored in parquet format and so querying and subsetting capabilities can be limited compared to TAP.
Therefore the structure of visit_summary means that it is best suited for getting information on all detectors on a per visit basis.
By comparison VisitDetector is more suited for queries that span multiple visits.
3.2. Column names¶
3.2.1. Columns with different names¶
The majority of columns have the same names between visit_summary and VisitDetector. The following columns are the same but with slightly different names, in particular the column names used to identify the visit and detector:
visit_summary column name |
VisitDetector column name |
|---|---|
| id | detector |
| visit | visitId |
| raCorners | llcra, ulcra, urcra, lrcra |
| decCorners | llcdec, ulcdec, urcdec, lrcdec |
| wcs_corner_max_offset | wcsCornerMaxOffset |
| wcs_detector_pointing_residual | wcsDetectorPointingResidual |
| wcs_visit_pointing_residual | wcsVisitPointingResidual |
| preliminary_wcs_detector_pointing_residual | wcsPreliminaryDetectorPointingResidual |
| preliminary_wcs_visit_pointing_residual | wcsPreliminaryVisitPointingResidual |
Warning: In
visit_summarythe Ra, Dec positions of detector corners are stored as arrays in theraCornersanddecCornerscolumns. InVisitDetectoreach corner has it own column (ll: lower left, ul: upper left, ur: upper right, lr: lower right) for Ra and Dec.
Warning: The
wcstype columns have units of radians invisit_summaryand units of arcsec inVisitDetector.
3.2.2. Columns unique to visit_summary¶
The following columns are available in visit_summary and not VisitDetector:
bbox_min_xbbox_min_ybbox_max_xbbox_max_ypsfAreapsfIxxpsfIyypsfIxymeanVarpreliminary_wcs_detector_pointing_rejectedwcsSkypixIdwcs_detector_pointing_rejectedwcs_sip_delta_skywcs_sip_delta_pixel
3.2.3. Columns unique to VisitDetector¶
The following columns are available in VisitDetector and not visit_summary:
seeingskyRotationexpMidptexpMidptMJDobsStartobsStartMJDdarkTimexSizeySize
3.3. Additional information in visit_summary¶
The ExposureCatalog object can be used to derive schema information for each column in addition to the tabular data. Furthermore the constituent ExposureRecord objects contain methods for extracting the World Coordinate System (WCS) and Point Spread Function (PSF) models for a given visit-detector.
Examples of extracting this information are provided in section 4.
Warning: As detailed in tutorials 204.3. and 205.2. it is expected that the WCS and PSF information will be more commonly accessed from a detector's
visit_imagedata directly. This image data is not currently available in "Early DP2" but will be available with the "Full DP2" release.
4. Data access¶
The visit_summary table is only available via Butler. The dimensions for the visit_summary table are band, instrument, day_obs, physical_filter, visit, with instrument and visit being required dimensions.
In [4]:
butler.get_dataset_type("visit_summary")
Out[4]:
DatasetType('visit_summary', {band, instrument, day_obs, physical_filter, visit}, ExposureCatalog)
In [5]:
butler.get_dataset_type("visit_summary").dimensions.required
Out[5]:
{instrument, visit}
4.1. Read in the dataset¶
The visit_summary dataset is a catalog with a dataset entry for each visit.
Warning: To inspect the full list of 28,698 datasets for DP2 uncomment the line below to override the default
limit = 20000when callingbutler.query_datasets.
In [6]:
dataset_refs = butler.query_datasets(
"visit_summary",
# limit = None
)
len(dataset_refs)
lsst.daf.butler._butler WARNING: More datasets are available than the requested limit of 20000.
Out[6]:
20000
Inspect the identifying information for the first visit returned by the query.
In [7]:
dataset_refs[0].dataId
Out[7]:
{instrument: 'LSSTCam', visit: 2025042400172, band: 'r', day_obs: 20250424, physical_filter: 'r_57'}
Retrieve the ExposureCatalog dataset for the visit.
In [8]:
ref = dataset_refs[0]
visit_summary = butler.get(ref)
In [9]:
visit_summary
Out[9]:
<class 'lsst.afw.table.ExposureCatalog'>
id bbox_min_x bbox_min_y bbox_max_x bbox_max_y visit physical_filter band psfSigma ... preliminary_wcs_detector_pointing_rejected wcsSkypixId wcs_corner_max_offset wcs_detector_pointing_residual wcs_visit_pointing_residual wcs_detector_pointing_rejected wcs_sip_delta_sky wcs_sip_delta_pixel
pix pix pix pix pix ... rad rad rad rad pix
--- ---------- ---------- ---------- ---------- ------------- --------------- ---- --------- ... ------------------------------------------ ----------- ---------------------- ------------------------------ --------------------------- ------------------------------ ---------------------- --------------------
1 0 0 4071 3999 2025042400172 r_57 r 3.4586864 ... False 433 8.258676415999894e-07 3.6073563882990354e-06 3.176989178266031e-05 False 1.0751555208527391e-07 0.11123201046101872
2 0 0 4071 3999 2025042400172 r_57 r 3.483438 ... False 433 2.0056017713814967e-07 3.4267507447501057e-06 2.6326968435273565e-05 False 4.443995366220192e-08 0.04598679018687648
3 0 0 4071 3999 2025042400172 r_57 r 3.2233589 ... False 433 1.459973205834943e-07 3.2341492351067787e-06 3.088542322575786e-05 False 5.3757554057054565e-08 0.055557873676588224
4 0 0 4071 3999 2025042400172 r_57 r 3.1014442 ... False 433 1.3684775031341368e-07 3.2052600742727326e-06 3.0403586663973034e-05 False 7.980494191808873e-08 0.08240467248450355
5 0 0 4071 3999 2025042400172 r_57 r 3.0405715 ... False 433 1.69181214084532e-07 3.1845669964598314e-06 2.5169547478577453e-05 False 4.7816077789304374e-08 0.04940920096045451
6 0 0 4071 3999 2025042400172 r_57 r 2.8769007 ... False 433 7.662601801432624e-08 3.2069301924363486e-06 2.577319692221314e-05 False 6.322607971361441e-08 0.06534480568292295
7 0 0 4071 3999 2025042400172 r_57 r 2.7668712 ... False 433 2.2642002575151132e-07 3.206446230512627e-06 2.3465700305853634e-05 False 1.0061414971213251e-07 0.10398909813600805
8 0 0 4071 3999 2025042400172 r_57 r 2.6461158 ... False 433 7.745546771054812e-08 3.2030062521127912e-06 2.0008093184765302e-05 False 5.525045854636795e-08 0.05702716676285029
9 0 0 4071 3999 2025042400172 r_57 r 3.4625576 ... False 433 1.7651638365320995e-07 3.2499917124384406e-06 2.8172829324339817e-05 False 1.0645620248064842e-07 0.11011600171732888
10 0 0 4071 3999 2025042400172 r_57 r 3.4569986 ... False 433 1.758913438516703e-07 3.304562122343212e-06 2.7659575405859235e-05 False 1.2239934161491284e-07 0.1265930596195235
11 0 0 4071 3999 2025042400172 r_57 r 3.4738925 ... False 433 3.376579035047164e-07 3.2239086548388756e-06 3.198715986680243e-05 False 1.3721523617273687e-07 0.14197920626351213
12 0 0 4071 3999 2025042400172 r_57 r 3.0339713 ... False 433 2.3627077811674314e-07 3.2106907331565742e-06 2.3353746735612376e-05 False 6.716130039703256e-08 0.06940669573205856
13 0 0 4071 3999 2025042400172 r_57 r 3.0478861 ... False 433 2.1658476594332503e-07 3.1800001608796846e-06 2.140909910547576e-05 False 7.495553392881013e-08 0.07750251462432957
14 0 0 4071 3999 2025042400172 r_57 r 3.1149447 ... False 433 1.5860627646104097e-07 3.1336382739156187e-06 2.3781168867760437e-05 False 1.133827906960165e-07 0.11741368552832822
15 0 0 4071 3999 2025042400172 r_57 r 2.6994286 ... False 433 1.9720516830422358e-07 3.146044909008818e-06 1.753925889036242e-05 False 1.1514382667227085e-07 0.1190558904661586
16 0 0 4071 3999 2025042400172 r_57 r 2.7171206 ... False 433 1.518257016719737e-07 3.1999444830970113e-06 2.343046037845066e-05 False 1.2227397550563816e-07 0.12640759943934268
17 0 0 4071 3999 2025042400172 r_57 r 2.7532046 ... False 433 1.1587629272246181e-07 3.1909569190789915e-06 2.225993534218597e-05 False 1.811172506853918e-07 0.18738268741533753
18 0 0 4071 3999 2025042400172 r_57 r 3.5491147 ... False 433 4.601372264677273e-07 3.39065483400491e-06 2.6932186569868278e-05 False 9.741838616165128e-08 0.10090922768449066
19 0 0 4071 3999 2025042400172 r_57 r 3.5475466 ... False 433 8.671220716284864e-07 4.166231516548028e-06 3.187058172576884e-05 False 1.825786955928483e-07 0.1890158392964815
21 0 0 4071 3999 2025042400172 r_57 r 3.1594973 ... False 433 2.146845178266743e-07 3.2446002959073545e-06 2.2980633330729156e-05 False 1.0611620020887985e-07 0.10989548433627383
22 0 0 4071 3999 2025042400172 r_57 r 3.2649345 ... False 433 3.161400410068288e-07 3.184668679987311e-06 2.9588731953521203e-05 False 5.9311636820398736e-08 0.061412479031186115
23 0 0 4071 3999 2025042400172 r_57 r 3.4309144 ... False 433 3.5677649145079117e-07 3.4221401509386895e-06 3.613665609027701e-05 False 1.2659593384207545e-07 0.1312529383539087
24 0 0 4071 3999 2025042400172 r_57 r 2.8591075 ... False 433 1.1809816571370994e-07 3.2443076497510985e-06 1.915870445037529e-05 False 1.0241534213254041e-07 0.1058786340756978
25 0 0 4071 3999 2025042400172 r_57 r 2.9533608 ... False 433 1.8634231657753922e-07 3.1778341225462255e-06 2.3088149131382617e-05 False 5.940111865742886e-08 0.061427971499477894
26 0 0 4071 3999 2025042400172 r_57 r 3.128718 ... False 433 1.5083996984626745e-07 3.17690340755892e-06 3.304995764820677e-05 False 7.029540513654022e-08 0.0726950858556632
28 0 0 4071 3999 2025042400172 r_57 r 2.8684366 ... False 432 2.230864355264572e-07 3.3732243016061767e-06 2.7204315990572398e-05 False 9.504391430911768e-08 0.09817476714217446
29 0 0 4071 3999 2025042400172 r_57 r 2.6875615 ... False 432 1.3998062801605102e-07 3.194005630500865e-06 3.0012608591847406e-05 False 5.481726707290242e-08 0.0566242194733464
30 0 0 4071 3999 2025042400172 r_57 r 2.7898004 ... False 432 5.921852239212183e-07 3.4766861191730936e-06 3.0738745054328924e-05 False 4.287008576071241e-08 0.04439089879061705
31 0 0 4071 3999 2025042400172 r_57 r 2.6631808 ... False 432 8.353851712318784e-08 3.225215525705525e-06 2.5318509186894513e-05 False 8.629175818056036e-08 0.08919145876324087
32 0 0 4071 3999 2025042400172 r_57 r 2.5663977 ... False 432 3.063879693939507e-07 3.122419071121282e-06 2.8772186620036673e-05 False 6.822210618332362e-08 0.07048132613097302
33 0 0 4071 3999 2025042400172 r_57 r 2.6698356 ... False 432 2.2201430363139462e-07 3.4148129695304834e-06 3.013728219844317e-05 False 5.021160999248183e-08 0.0519065324991809
34 0 0 4071 3999 2025042400172 r_57 r 2.6136453 ... False 432 7.948680002737909e-08 3.1449719324875926e-06 3.001134143044571e-05 False 6.945719169843931e-08 0.07178812269782797
35 0 0 4071 3999 2025042400172 r_57 r 2.5015094 ... False 432 9.43658656715921e-08 3.1569925795934473e-06 2.705000980297692e-05 False 3.90527550653991e-08 0.0403347908238929
36 0 0 4095 4003 2025042400172 r_57 r 2.6051342 ... False 433 6.61508742444812e-08 2.963267228627526e-06 2.4751444056701655e-05 False 1.2362812693171396e-07 0.12776847726793986
37 0 0 4095 4003 2025042400172 r_57 r 2.5502174 ... False 433 1.4724773704549167e-07 2.9566989785238152e-06 2.0400353325736298e-05 False 1.7155172749784583e-07 0.1773515738588442
38 0 0 4095 4003 2025042400172 r_57 r 2.450005 ... False 433 9.31513002695531e-08 3.022622500854429e-06 1.435845461872852e-05 False 6.168201270410035e-08 0.06366228592008602
39 0 0 4095 4003 2025042400172 r_57 r 2.4859033 ... False 433 1.1135758178460981e-07 2.9215297104403664e-06 2.116392449837131e-05 False 3.620956828428473e-08 0.037393548023794514
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
148 0 0 4095 4003 2025042400172 r_57 r nan ... False 433 7.305820860251931e-07 3.3219777259993592e-06 3.3218891383373756e-05 False 4.839630740628713e-08 0.049959527685306704
149 0 0 4095 4003 2025042400172 r_57 r 3.812368 ... False 433 2.992846634995856e-07 3.213644677487169e-06 3.2935530636630795e-05 False 7.03996659787804e-08 0.07267856485770485
150 0 0 4095 4003 2025042400172 r_57 r nan ... False 433 nan nan nan False nan nan
151 0 0 4095 4003 2025042400172 r_57 r nan ... False 433 nan nan nan False nan nan
152 0 0 4095 4003 2025042400172 r_57 r nan ... False 433 2.636120435919622e-07 3.3001428558103434e-06 4.163564639820667e-05 False 3.964343773930729e-08 0.04095586097271886
153 0 0 4095 4003 2025042400172 r_57 r 3.4456136 ... False 433 1.0592044130269057e-07 3.299499146732701e-06 3.012670325065986e-05 False 7.533156182389637e-08 0.07779400612921226
154 0 0 4095 4003 2025042400172 r_57 r 3.3982966 ... False 433 1.0334599865662165e-07 3.464457688201318e-06 2.995469904176532e-05 False 1.2142480999669767e-07 0.12541821249868682
155 0 0 4095 4003 2025042400172 r_57 r 3.4420547 ... False 433 2.57982443127088e-07 3.367891756758571e-06 3.593602041236894e-05 False 6.881623292354467e-08 0.07111736286556287
156 0 0 4095 4003 2025042400172 r_57 r 3.6831546 ... False 433 2.3305376037679246e-07 3.363411977400378e-06 3.334037796713791e-05 False 9.392970535341833e-08 0.09705670946592668
157 0 0 4095 4003 2025042400172 r_57 r 3.6078944 ... False 433 2.1613663917047958e-07 3.6013614779016533e-06 3.9069553086601585e-05 False 1.593308071134559e-07 0.16453626189037424
158 0 0 4095 4003 2025042400172 r_57 r 3.6645932 ... False 433 5.054141361414846e-07 3.4000497658391416e-06 3.483803791369248e-05 False 4.6703608455119405e-08 0.04825753294626803
159 0 0 4095 4003 2025042400172 r_57 r 4.0358186 ... False 411 3.393574147050679e-07 3.299295582832314e-06 3.957853012935815e-05 False 1.1126291868420613e-07 0.115027427278781
160 0 0 4095 4003 2025042400172 r_57 r 3.8415687 ... False 411 2.768709585726587e-07 3.7675149414209523e-06 4.048590936638167e-05 False 7.738849609091565e-08 0.07997966043390847
162 0 0 4071 3999 2025042400172 r_57 r nan ... False 432 nan nan nan False nan nan
163 0 0 4071 3999 2025042400172 r_57 r nan ... False 410 nan nan nan False nan nan
164 0 0 4071 3999 2025042400172 r_57 r nan ... False 411 nan nan nan False nan nan
165 0 0 4071 3999 2025042400172 r_57 r nan ... False 410 nan nan nan False nan nan
166 0 0 4071 3999 2025042400172 r_57 r nan ... False 410 nan nan nan False nan nan
167 0 0 4071 3999 2025042400172 r_57 r nan ... False 410 nan nan nan False nan nan
169 0 0 4071 3999 2025042400172 r_57 r nan ... False 410 nan nan nan False nan nan
170 0 0 4071 3999 2025042400172 r_57 r nan ... False 410 nan nan nan False nan nan
171 0 0 4071 3999 2025042400172 r_57 r nan ... False 411 nan nan nan False nan nan
172 0 0 4071 3999 2025042400172 r_57 r nan ... False 411 nan nan nan False nan nan
173 0 0 4071 3999 2025042400172 r_57 r nan ... False 411 nan nan nan False nan nan
174 0 0 4071 3999 2025042400172 r_57 r nan ... False 411 nan nan nan False nan nan
175 0 0 4071 3999 2025042400172 r_57 r nan ... False 411 nan nan nan False nan nan
176 0 0 4071 3999 2025042400172 r_57 r nan ... False 411 nan nan nan False nan nan
177 0 0 4071 3999 2025042400172 r_57 r nan ... False 411 nan nan nan False nan nan
178 0 0 4071 3999 2025042400172 r_57 r nan ... False 411 nan nan nan False nan nan
179 0 0 4071 3999 2025042400172 r_57 r nan ... False 411 nan nan nan False nan nan
180 0 0 4071 3999 2025042400172 r_57 r nan ... False 411 nan nan nan False nan nan
181 0 0 4071 3999 2025042400172 r_57 r nan ... False 411 nan nan nan False nan nan
182 0 0 4071 3999 2025042400172 r_57 r nan ... False 411 nan nan nan False nan nan
183 0 0 4071 3999 2025042400172 r_57 r nan ... False 411 nan nan nan False nan nan
184 0 0 4071 3999 2025042400172 r_57 r nan ... False 411 nan nan nan False nan nan
185 0 0 4071 3999 2025042400172 r_57 r nan ... False 411 nan nan nan False nan nan
186 0 0 4071 3999 2025042400172 r_57 r nan ... False 411 nan nan nan False nan nan
187 0 0 4071 3999 2025042400172 r_57 r nan ... False 411 3.003054527278695e-05 nan nan False nan nan
Length = 178 rows
Clean up.
In [10]:
del dataset_refs, ref, visit_summary
4.2. Example query by spatial constraint¶
The Butler can be queried with various constraints (see also tutorial 104.4.). As an example, search for visits that overlap a position of RA = 150.1 degrees and Dec = 2.1 degrees.
In [11]:
ra_targ = 150.1
dec_targ = 2.1
Define the where statement and bind parameters.
In [12]:
query = "visit.region OVERLAPS POINT(:ra, :dec)"
bind_params = {"ra": ra_targ, "dec": dec_targ}
Run the Butler query with spatial constraints.
In [13]:
dataset_refs = butler.query_datasets(
"visit_summary", where=query, bind=bind_params
)
len(dataset_refs)
Out[13]:
716
Retrieve the visit_summary for the first visit in the query.
Warning: When using
butler.getit is usually advised to limit the returned columns via theparametersdictionary. This does not currently work withExposureCatalog; uncomment the line below to see theKeyErrorbeing raised.
In [14]:
ref = dataset_refs[0]
visit_summary = butler.get(
ref,
# parameters={"columns":
# ["id", "visit", "raCorners", "decCorners", "magLim"]
# }
)
In [15]:
visit_summary
Out[15]:
<class 'lsst.afw.table.ExposureCatalog'>
id bbox_min_x bbox_min_y bbox_max_x bbox_max_y visit physical_filter band psfSigma ... preliminary_wcs_detector_pointing_rejected wcsSkypixId wcs_corner_max_offset wcs_detector_pointing_residual wcs_visit_pointing_residual wcs_detector_pointing_rejected wcs_sip_delta_sky wcs_sip_delta_pixel
pix pix pix pix pix ... rad rad rad rad pix
--- ---------- ---------- ---------- ---------- ------------- --------------- ---- --------- ... ------------------------------------------ ----------- ---------------------- ------------------------------ --------------------------- ------------------------------ ---------------------- --------------------
1 0 0 4071 3999 2025051500122 i_39 i 2.5011475 ... False 425 1.4411704537778916e-07 5.981902634049348e-07 7.3708246219152175e-06 False 1.4200387539859282e-07 0.14657552870620227
2 0 0 4071 3999 2025051500122 i_39 i 2.42798 ... False 425 5.975440355428012e-08 8.196068764535267e-07 6.904699819200277e-06 False 2.9955048040369896e-08 0.030955784747206977
3 0 0 4071 3999 2025051500122 i_39 i 2.4629214 ... False 425 1.8432682224896455e-07 6.85088076549133e-07 6.117481165296966e-06 False 7.20451793168012e-08 0.07447341948070457
4 0 0 4071 3999 2025051500122 i_39 i 2.4209995 ... False 425 1.3445160332787765e-07 6.541516299284635e-07 7.534380153062332e-06 False 7.533358678525064e-08 0.07783993558518536
5 0 0 4071 3999 2025051500122 i_39 i 2.4148273 ... False 425 5.171877266781867e-08 6.635240305861739e-07 5.607306251300756e-06 False 5.3564504785893e-08 0.05531855440802035
6 0 0 4071 3999 2025051500122 i_39 i 2.376733 ... False 425 1.4373399835353284e-07 6.157725927896906e-07 2.305227437752188e-06 False 1.0968090480613355e-07 0.11337981303494989
7 0 0 4071 3999 2025051500122 i_39 i 2.3535 ... False 425 1.3802566375489968e-07 6.255431154694946e-07 1.375829508487541e-05 False 7.330232956679967e-08 0.07570668442668688
8 0 0 4071 3999 2025051500122 i_39 i 2.3737395 ... False 425 1.3340489104271743e-07 5.243016246052413e-07 6.588153652923092e-06 False 9.424157829824869e-08 0.09729819584979874
9 0 0 4071 3999 2025051500122 i_39 i 2.4349449 ... False 425 1.1892060955587842e-07 6.268249971511759e-07 8.616226206387867e-06 False 8.362866827251496e-08 0.08635673060270693
10 0 0 4071 3999 2025051500122 i_39 i 2.4146423 ... False 425 9.78865811400767e-08 6.80666378717732e-07 8.052349112628487e-06 False 7.985451061490746e-08 0.08250485025531624
11 0 0 4071 3999 2025051500122 i_39 i 2.4477262 ... False 425 9.814898195808291e-08 7.433440766060212e-07 1.3733091236788583e-05 False 1.0911643330305055e-07 0.11266742148737738
12 0 0 4071 3999 2025051500122 i_39 i 2.4238787 ... False 425 9.416589939085078e-08 6.840593813274284e-07 9.502655146920577e-06 False 9.7821176218196e-08 0.1010392459610043
13 0 0 4071 3999 2025051500122 i_39 i 2.4204047 ... False 425 9.271384641680632e-08 6.346452832770967e-07 5.017418539114975e-06 False 1.4498677430796257e-07 0.14965392159870167
14 0 0 4071 3999 2025051500122 i_39 i 2.4093847 ... False 425 9.723722396151692e-08 6.163907914408818e-07 7.796159048958983e-06 False 7.750550375131653e-08 0.07998458795869524
15 0 0 4071 3999 2025051500122 i_39 i 2.3704507 ... False 425 1.1300441692670366e-07 6.904243491167378e-07 4.820099160528857e-06 False 8.263606973863097e-08 0.08533498713750112
16 0 0 4071 3999 2025051500122 i_39 i 2.3910244 ... False 425 1.3853515469604016e-07 7.825620903640031e-07 1.269863925599546e-05 False 9.183723366455647e-08 0.09476349272728307
17 0 0 4071 3999 2025051500122 i_39 i 2.3667018 ... False 425 1.1424677133629396e-07 7.480985761151276e-07 9.120320555419901e-06 False 4.396529573431525e-08 0.04537093365137725
18 0 0 4071 3999 2025051500122 i_39 i 2.3937006 ... False 427 1.6516861294617676e-07 6.614315736527134e-07 4.191053050663864e-06 False 7.76301228927905e-08 0.08012545386743787
19 0 0 4071 3999 2025051500122 i_39 i 2.5028522 ... False 427 1.5268993602522287e-07 5.139263488698316e-07 7.428480639579562e-06 False 5.797479865725355e-08 0.05989581840959875
21 0 0 4071 3999 2025051500122 i_39 i 2.4265711 ... False 427 1.6656014734790953e-07 6.010330065215899e-07 6.892080552254571e-06 False 3.813346547227188e-08 0.03936189527155219
22 0 0 4071 3999 2025051500122 i_39 i 2.4359527 ... False 427 1.2128817321157743e-07 5.261364136563051e-07 1.1588743265859524e-05 False 8.676530558327927e-08 0.08958519463076497
23 0 0 4071 3999 2025051500122 i_39 i 2.4240103 ... False 427 2.46623613771519e-07 6.35017704645998e-07 1.3653876657359352e-05 False 2.692715504684338e-07 0.27833662053885383
24 0 0 4071 3999 2025051500122 i_39 i 2.3554847 ... False 425 8.415239300467603e-08 6.728110794930108e-07 5.029156255270167e-06 False 4.4028934199460095e-08 0.045434681658254907
25 0 0 4071 3999 2025051500122 i_39 i 2.3986304 ... False 427 1.0802694279247958e-07 5.640533897874607e-07 7.793537204641665e-06 False 6.060635108324899e-08 0.06255739606492434
26 0 0 4071 3999 2025051500122 i_39 i 2.371414 ... False 427 4.156271420750179e-08 5.784786884729273e-07 1.2967146888502168e-05 False 3.83071343997363e-08 0.039530208897580806
28 0 0 4071 3999 2025051500122 i_39 i 2.417881 ... False 425 2.4282225693365337e-07 7.253907852881984e-07 1.261230255525138e-05 False 1.1057748827244082e-07 0.11439730132865458
29 0 0 4071 3999 2025051500122 i_39 i 2.3456802 ... False 425 9.523862110842571e-08 6.286204503644094e-07 5.398012070709108e-06 False 1.8077312832695783e-07 0.1868935486379224
30 0 0 4071 3999 2025051500122 i_39 i 2.4156165 ... False 425 3.051909021935687e-07 6.768492826979725e-07 8.670763264054519e-06 False 6.801546127492526e-08 0.07036599226643943
31 0 0 4071 3999 2025051500122 i_39 i 2.338424 ... False 425 1.0679282321026831e-07 5.740480087644975e-07 1.156812460600656e-05 False 1.7397536515503678e-07 0.17980083532533797
32 0 0 4071 3999 2025051500122 i_39 i 2.3144147 ... False 425 8.849618618865473e-08 5.963172938168486e-07 5.053026017842978e-06 False 4.945581672337275e-08 0.05107653768639022
33 0 0 4071 3999 2025051500122 i_39 i 2.3525925 ... False 425 1.841089462511095e-07 7.035183029932423e-07 1.314196110418983e-05 False 4.4918663972626984e-08 0.046400715489128545
34 0 0 4071 3999 2025051500122 i_39 i 2.2618752 ... False 425 7.824232096696158e-08 5.506070103538384e-07 7.413920702833962e-06 False 5.512977018557036e-08 0.0569748853875929
35 0 0 4071 3999 2025051500122 i_39 i 2.255719 ... False 425 1.5250936150169713e-07 6.963043925400517e-07 4.922694963677474e-06 False 8.463216003283671e-08 0.08741919493115473
36 0 0 4095 4003 2025051500122 i_39 i 2.3193789 ... False 425 1.9151400002885161e-07 4.578153252939496e-07 4.713803041724758e-06 False 8.283264195736085e-08 0.08558392610154479
37 0 0 4095 4003 2025051500122 i_39 i 2.3145752 ... False 425 1.2598419935751223e-07 4.171850286233187e-07 4.538845396394913e-06 False 8.206830514085931e-08 0.0847102675560738
38 0 0 4095 4003 2025051500122 i_39 i 2.3219697 ... False 425 1.0529099057893908e-07 4.794200434790672e-07 2.6563319287475782e-06 False 4.00714345700366e-08 0.04137275896041606
39 0 0 4095 4003 2025051500122 i_39 i 2.270874 ... False 425 1.2145464999575742e-07 4.246192662602305e-07 2.551566065042762e-06 False 2.2349964685565958e-07 0.2311537279472396
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
148 0 0 4095 4003 2025051500122 i_39 i 2.275139 ... False 425 2.2188535685826463e-07 5.016947922693932e-07 9.474054028992817e-06 False 8.609008215176566e-08 0.08879389778194068
149 0 0 4095 4003 2025051500122 i_39 i 2.3310053 ... False 425 1.8002859682207353e-07 5.063480620464363e-07 9.578320631262257e-06 False 1.4339789675570288e-07 0.14792121926341095
150 0 0 4095 4003 2025051500122 i_39 i 2.271303 ... False 425 8.343755624187263e-08 4.2083298417618186e-07 8.273667520472134e-06 False 5.574623256254266e-08 0.057591937027121676
151 0 0 4095 4003 2025051500122 i_39 i 2.311278 ... False 425 2.5614808683718986e-07 4.6803555364586243e-07 8.23827830139916e-06 False 3.982057632203283e-08 0.041113629266951654
152 0 0 4095 4003 2025051500122 i_39 i 2.3020616 ... False 425 1.5167567792111088e-07 2.763143767524538e-07 1.2883538163045643e-05 False 8.646532924942552e-08 0.08926119484873059
153 0 0 4095 4003 2025051500122 i_39 i 2.3601515 ... False 427 1.5608548796816756e-07 4.017321371173099e-07 1.041264523725376e-05 False 9.366553189435666e-08 0.09680990174804543
154 0 0 4095 4003 2025051500122 i_39 i 2.3782868 ... False 427 1.1975267310158072e-07 3.300939357652306e-07 1.0117627854732746e-05 False 5.751506038094335e-08 0.05940431723224201
155 0 0 4095 4003 2025051500122 i_39 i 2.3131666 ... False 427 1.4440082553311576e-07 2.8681378682173825e-07 4.318883940673707e-06 False 1.3637944874328403e-07 0.1410505965948761
156 0 0 4095 4003 2025051500122 i_39 i 2.3308938 ... False 427 1.1428131347961623e-07 3.4822645001900237e-07 7.445224296929029e-06 False 8.86889882884627e-08 0.09156942489349774
157 0 0 4095 4003 2025051500122 i_39 i 2.337548 ... False 427 1.2085857970811512e-07 3.865520439249484e-07 1.0246735356524415e-05 False 1.6375932358271175e-07 0.16913431603955068
158 0 0 4095 4003 2025051500122 i_39 i 2.3714986 ... False 427 1.59750353094667e-07 3.2954856301517e-07 7.089032451341086e-06 False 1.0898125923067627e-07 0.11262766689110175
159 0 0 4095 4003 2025051500122 i_39 i 2.3506792 ... False 427 1.3149606045649356e-07 2.6197751541965994e-07 9.082316055639858e-06 False 6.957570686040452e-08 0.07189235829398193
160 0 0 4095 4003 2025051500122 i_39 i 2.3922231 ... False 427 1.4191114467783928e-07 2.2656167952842358e-07 1.5701182095408157e-05 False 6.855542532625793e-08 0.07085019045179755
162 0 0 4071 3999 2025051500122 i_39 i 2.245931 ... False 425 9.45557866262015e-08 4.4364417083037716e-07 9.056215779769059e-06 False 7.216244417706994e-08 0.07449296103005569
163 0 0 4071 3999 2025051500122 i_39 i 2.2628741 ... False 425 1.48154662548526e-07 4.32008232147834e-07 1.4509059987051548e-05 False 7.753359353774456e-08 0.07996638015179348
164 0 0 4071 3999 2025051500122 i_39 i 2.2855566 ... False 425 8.861552003827761e-08 5.853700591561394e-07 9.669130834039066e-06 False 7.425483881785637e-08 0.07664935221392304
165 0 0 4071 3999 2025051500122 i_39 i 2.2728727 ... False 425 2.0492404390910065e-07 4.992706920166389e-07 7.586485755310334e-06 False 6.436641891667073e-08 0.06647518395553255
166 0 0 4071 3999 2025051500122 i_39 i 2.269334 ... False 425 1.779899653644499e-07 4.87812396015192e-07 1.0391152110747344e-05 False 2.7102261901069875e-08 0.02797437391520567
167 0 0 4071 3999 2025051500122 i_39 i 2.2684586 ... False 425 7.34536911546928e-08 4.497690025668143e-07 5.302906453778954e-06 False 5.496651150273072e-08 0.056787540549421804
169 0 0 4071 3999 2025051500122 i_39 i 2.2536397 ... False 425 1.0963749832917016e-07 6.049444906556949e-07 7.626872638323298e-06 False 7.490551486663e-08 0.07731630764326673
170 0 0 4071 3999 2025051500122 i_39 i 2.2596912 ... False 425 3.2696679067868523e-07 4.4673189536010623e-07 5.9145140170939955e-06 False 4.456668378399047e-08 0.04601670610759478
171 0 0 4071 3999 2025051500122 i_39 i 2.2549777 ... False 425 1.915991476598473e-07 4.548333510892374e-07 3.752714689227526e-06 False 7.236327593227255e-08 0.07468301616484459
172 0 0 4071 3999 2025051500122 i_39 i 2.2740328 ... False 425 1.1025756009325465e-07 4.215033260291626e-07 5.8992258633590485e-06 False 4.392663986516507e-08 0.04536979098208569
173 0 0 4071 3999 2025051500122 i_39 i 2.287613 ... False 425 7.346870508748358e-08 4.006779989628252e-07 1.52924317785388e-05 False 1.03145558455968e-07 0.10643226914252496
174 0 0 4071 3999 2025051500122 i_39 i 2.2894325 ... False 425 1.349741845395805e-07 5.133102954192897e-07 5.1895613607312e-06 False 4.6642079873861806e-08 0.04815984496291383
175 0 0 4071 3999 2025051500122 i_39 i 2.280406 ... False 425 1.1230042696316225e-07 4.2621354949092125e-07 4.906301949067817e-06 False 9.184717825523871e-08 0.09488744767667463
176 0 0 4071 3999 2025051500122 i_39 i 2.2690175 ... False 425 1.1778429621379001e-07 5.62263392446485e-07 3.840788243710953e-06 False 1.6659990369110582e-07 0.1719305131918164
177 0 0 4071 3999 2025051500122 i_39 i 2.2480283 ... False 425 1.0036363880307807e-07 4.435719656105635e-07 4.765580666901922e-06 False 4.9284758306617566e-08 0.05088087625579424
178 0 0 4071 3999 2025051500122 i_39 i 2.290282 ... False 425 1.0507805114598451e-07 4.48378930962017e-07 1.623727671409381e-05 False 6.171886699370577e-08 0.06376809881538337
179 0 0 4071 3999 2025051500122 i_39 i 2.2488363 ... False 425 8.441347199194752e-08 3.4215692495638617e-07 2.6286320601359445e-06 False 5.262985726754453e-08 0.054394823025143646
180 0 0 4071 3999 2025051500122 i_39 i 2.280835 ... False 425 1.3228147863774866e-07 4.398566780017879e-07 4.4555507725478456e-06 False 3.211332284580243e-08 0.033153512936044974
181 0 0 4071 3999 2025051500122 i_39 i 2.307301 ... False 425 1.5321492867880478e-07 4.48119326588411e-07 4.691563018290443e-06 False 1.6993557857221843e-07 0.17555426903459562
182 0 0 4071 3999 2025051500122 i_39 i 2.3291051 ... False 425 2.8451052306419445e-07 4.2803509716336827e-07 4.402365866565374e-06 False 1.245760224724701e-07 0.1286773161989546
183 0 0 4071 3999 2025051500122 i_39 i 2.2358522 ... False 425 1.576438101629645e-07 4.909656904028582e-07 2.6885143362308454e-06 False 6.707466739787352e-08 0.06927296805537005
184 0 0 4071 3999 2025051500122 i_39 i 2.2728546 ... False 425 8.641724586286508e-08 3.089406747348703e-07 3.4771227406643894e-06 False 6.326551351146562e-08 0.06538319291533151
185 0 0 4071 3999 2025051500122 i_39 i 2.3015652 ... False 425 1.1115215731931859e-07 4.825341308768269e-07 3.495456301435197e-06 False 2.882617428587105e-08 0.029807978108169916
186 0 0 4071 3999 2025051500122 i_39 i 2.2640543 ... False 425 2.866403908510273e-07 3.5717197124762253e-07 3.9644311715947495e-06 False 1.1505245691171738e-07 0.11886716502134913
187 0 0 4071 3999 2025051500122 i_39 i 2.2487926 ... False 425 2.2910719946860594e-07 3.335641285756266e-07 1.906396508786941e-06 False 4.316718531017414e-08 0.044600911533985425
Length = 178 rows
In [16]:
del dataset_refs, ref
4.3. Read ExposureCatalog as a table¶
The ExposureCatalog can be converted to an astropy table using the asAstropy() method. This table contains a row for each detector processed in the visit.
Warning: Some detectors may be missing or have NaN entries depending on whether or not they could be fully processed by the pipeline.
In [17]:
visit_summary_tab = visit_summary.asAstropy()
visit_summary_tab
Out[17]:
Table length=178
| id | bbox_min_x | bbox_min_y | bbox_max_x | bbox_max_y | visit | physical_filter | band | psfSigma | psfArea | psfIxx | psfIyy | psfIxy | raCorners | decCorners | ra | dec | zenithDistance | pixelScale | expTime | zeroPoint | skyBg | skyNoise | meanVar | astromOffsetMean | astromOffsetStd | nPsfStar | psfStarDeltaE1Median | psfStarDeltaE2Median | psfStarDeltaE1Scatter | psfStarDeltaE2Scatter | psfStarDeltaSizeMedian | psfStarDeltaSizeScatter | psfStarScaledDeltaSizeScatter | psfTraceRadiusDelta | psfApFluxDelta | psfApCorrSigmaScaledDelta | maxDistToNearestPsf | starEMedian | starUnNormalizedEMedian | effTime | effTimePsfSigmaScale | effTimeSkyBgScale | effTimeZeroPointScale | magLim | preliminary_wcs_detector_pointing_residual | preliminary_wcs_visit_pointing_residual | preliminary_wcs_detector_pointing_rejected | wcsSkypixId | wcs_corner_max_offset | wcs_detector_pointing_residual | wcs_visit_pointing_residual | wcs_detector_pointing_rejected | wcs_sip_delta_sky | wcs_sip_delta_pixel |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| pix | pix | pix | pix | pix | pix2 | pix2 | pix2 | pix2 | deg | deg | deg | deg | deg | arcsec / pix | s | mag | adu | adu | adu2 | arcsec | arcsec | pix | pix | pix | pix | s | mag | rad | rad | rad | rad | rad | rad | pix | ||||||||||||||||||||
| int64 | int32 | int32 | int32 | int32 | int64 | str32 | str32 | float32 | float32 | float32 | float32 | float32 | float64[4] | float64[4] | float64 | float64 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | int32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float32 | float64 | float64 | bool | int64 | float64 | float64 | float64 | bool | float64 | float64 |
| 1 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.5011475 | 91.74268 | 6.449018 | 6.0684066 | -0.031471234 | 148.8921956035245 .. 149.09597415089573 | 0.8097696614740924 .. 0.8966022963707 | 148.94960216091286 | 0.9570032779507417 | 41.65145 | 0.1995358 | 30.000982 | 31.798506 | 4459.6074 | 73.34588 | 5277.0015 | 0.015469501 | 0.008917534 | 96 | -0.00051180273 | 0.0012221187 | 0.016130932 | 0.016102817 | -0.0019589185 | 0.024404775 | 0.009833676 | 0.30251995 | 0.09368475 | 0.015530483 | 704.2076 | 0.05008406 | 0.6160111 | 3.4591317 | 0.3644813 | 0.35614166 | 0.88824666 | 23.02716 | 5.468210214525682e-07 | 7.30885513062413e-06 | False | 425 | 1.4411704537778916e-07 | 5.981902634049348e-07 | 7.3708246219152175e-06 | False | 1.4200387539859282e-07 | 0.14657552870620227 |
| 2 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.42798 | 90.253395 | 6.0880003 | 5.7102275 | -0.10869385 | 148.7997105848127 .. 149.00353473360838 | 1.0249877820174869 .. 1.111775982644079 | 148.8571963948274 | 1.172262952536272 | 41.87658 | 0.1995682 | 30.000982 | 31.816628 | 4526.4014 | 69.87334 | 4879.871 | 0.0097036045 | 0.0059112837 | 105 | 0.00081727654 | 6.452389e-05 | 0.011285278 | 0.012298272 | 0.00018313427 | 0.020021629 | 0.008294515 | 0.088151164 | 0.042785455 | 0.009925523 | 530.1732 | 0.037826043 | 0.4455304 | 3.7393553 | 0.3867797 | 0.35088626 | 0.91839874 | 23.041164 | 7.892353654946194e-07 | 6.911954935904967e-06 | False | 425 | 5.975440355428012e-08 | 8.196068764535267e-07 | 6.904699819200277e-06 | False | 2.9955048040369896e-08 | 0.030955784747206977 |
| 3 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.4629214 | 90.111725 | 6.3406777 | 5.82185 | -0.34401315 | 149.19976583004893 .. 149.40358880374316 | 0.6861896214167958 .. 0.7732366798619368 | 149.25709479892043 | 0.8334712357529173 | 41.36128 | 0.19957295 | 30.000982 | 31.8171 | 4512.2876 | 69.535904 | 4781.4478 | 0.011234734 | 0.0067974147 | 114 | -0.0007951055 | 0.0004975498 | 0.011283921 | 0.011068053 | -0.0012277449 | 0.017432742 | 0.0071176263 | 0.12767233 | 0.038352523 | 0.004111699 | 692.90173 | 0.06348717 | 0.74749404 | 3.6485462 | 0.37588313 | 0.35198376 | 0.91919774 | 23.049337 | 5.89202189771537e-07 | 6.114265319249604e-06 | False | 425 | 1.8432682224896455e-07 | 6.85088076549133e-07 | 6.117481165296966e-06 | False | 7.20451793168012e-08 | 0.07447341948070457 |
| 4 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.4209995 | 88.785835 | 6.0736923 | 5.6640844 | -0.21859151 | 149.10743747534838 .. 149.3113625767209 | 0.9017254825315669 .. 0.9886788266216716 | 149.16489182394858 | 1.049043970415102 | 41.58673 | 0.19966199 | 30.000982 | 31.825453 | 4549.798 | 68.537636 | 4734.643 | 0.011671538 | 0.0071753357 | 118 | -1.4141202e-05 | 0.00012170989 | 0.013824565 | 0.013248683 | -0.0015863228 | 0.016898805 | 0.0070061637 | 0.119206265 | 0.021048095 | 0.0071342206 | 594.99695 | 0.0533205 | 0.6140891 | 3.8029368 | 0.38901332 | 0.34908187 | 0.9334518 | 23.061142 | 6.632398437503311e-07 | 7.525976918649764e-06 | False | 425 | 1.3445160332787765e-07 | 6.541516299284635e-07 | 7.534380153062332e-06 | False | 7.533358678525064e-08 | 0.07783993558518536 |
| 5 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.4148273 | 87.5041 | 6.056079 | 5.623121 | -0.22123316 | 149.01489330953297 .. 149.21886493985878 | 1.1171655869014971 .. 1.2041099482120423 | 149.07241540643184 | 1.2645298975081993 | 41.812363 | 0.19967414 | 30.000982 | 31.831099 | 4573.8735 | 68.261955 | 4687.2095 | 0.011976692 | 0.0073034265 | 129 | -0.0009230515 | 0.00051780604 | 0.014212348 | 0.011533494 | -0.0007260462 | 0.019453438 | 0.008149028 | 0.080444455 | 0.028814688 | 0.006749769 | 769.026 | 0.05162309 | 0.58724976 | 3.8420238 | 0.39100447 | 0.3472444 | 0.94320834 | 23.071608 | 6.76656561507742e-07 | 5.662063596338572e-06 | False | 425 | 5.171877266781867e-08 | 6.635240305861739e-07 | 5.607306251300756e-06 | False | 5.3564504785893e-08 | 0.05531855440802035 |
| 6 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.376733 | 86.94845 | 5.833594 | 5.504543 | -0.44905445 | 149.4150108608746 .. 149.6190682592645 | 0.777885774756406 .. 0.8648299933944322 | 149.4725585304102 | 0.9251788397936088 | 41.296917 | 0.1996751 | 30.000982 | 31.83125 | 4556.172 | 68.93293 | 4698.6143 | 0.010450303 | 0.0061613987 | 94 | -0.0004794945 | -0.0015655756 | 0.010113766 | 0.010591531 | 0.0009849175 | 0.019211583 | 0.008108571 | 0.097094 | 0.019244418 | 0.004559529 | 646.0685 | 0.07835479 | 0.87417674 | 3.9826932 | 0.403639 | 0.3485935 | 0.9434719 | 23.076729 | 5.294249715099821e-07 | 2.257323776569516e-06 | False | 425 | 1.4373399835353284e-07 | 6.157725927896906e-07 | 2.305227437752188e-06 | False | 1.0968090480613355e-07 | 0.11337981303494989 |
| 7 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.3535 | 84.61166 | 5.748345 | 5.364009 | -0.39252508 | 149.3227408240126 .. 149.52700089248776 | 0.9931454484155194 .. 1.0797650383100912 | 149.38058442288533 | 1.1404221712391756 | 41.52226 | 0.19973719 | 30.000982 | 31.835546 | 4582.87 | 69.07021 | 4762.4185 | 0.014236396 | 0.007964462 | 104 | 0.00052184146 | 0.0006502196 | 0.017139547 | 0.011797105 | -0.0010752643 | 0.020499477 | 0.008775404 | 0.09827697 | 0.050700106 | 0.017514782 | 599.1636 | 0.07273682 | 0.78760594 | 4.070136 | 0.41164756 | 0.3465627 | 0.9509683 | 23.083252 | 6.284890153840465e-07 | 1.3684544297010093e-05 | False | 425 | 1.3802566375489968e-07 | 6.255431154694946e-07 | 1.375829508487541e-05 | False | 7.330232956679967e-08 | 0.07570668442668688 |
| 8 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.3737395 | 85.82085 | 5.7979326 | 5.491266 | -0.29804787 | 149.23066315063875 .. 149.43476150984813 | 1.2087676266353746 .. 1.2958871945568677 | 149.28820301876243 | 1.3562378670200372 | 41.74837 | 0.19977735 | 30.000982 | 31.842659 | 4618.365 | 68.621254 | 4714.5146 | 0.013286821 | 0.006896077 | 91 | -0.00063602254 | 0.00018766895 | 0.013219018 | 0.011437191 | 0.00025011765 | 0.013822764 | 0.0058398903 | 0.10849242 | 0.04456097 | 0.0068843155 | 744.78156 | 0.05337124 | 0.58896875 | 4.022641 | 0.4046577 | 0.34389916 | 0.96351147 | 23.087303 | 4.782200349408856e-07 | 6.569573845414506e-06 | False | 425 | 1.3340489104271743e-07 | 5.243016246052413e-07 | 6.588153652923092e-06 | False | 9.424157829824869e-08 | 0.09729819584979874 |
| 9 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.4349449 | 89.37516 | 6.1957912 | 5.6747856 | -0.08522235 | 148.70714343596774 .. 148.9109068228846 | 1.2417701239663859 .. 1.3288432631921245 | 148.76450707946566 | 1.3891711308294548 | 42.103237 | 0.199587 | 30.000982 | 31.824898 | 4552.6514 | 69.00831 | 4816.5337 | 0.0117011415 | 0.0066608437 | 124 | -0.00052394345 | -0.0007154159 | 0.014103573 | 0.011621303 | -0.0010375071 | 0.016045474 | 0.0066104718 | 0.09900966 | 0.060928192 | 0.008451004 | 672.33344 | 0.04667366 | 0.5544593 | 3.7532954 | 0.3845702 | 0.34886307 | 0.93249524 | 23.0563 | 5.949220374386861e-07 | 8.56405566078093e-06 | False | 425 | 1.1892060955587842e-07 | 6.268249971511759e-07 | 8.616226206387867e-06 | False | 8.362866827251496e-08 | 0.08635673060270693 |
| 10 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.4146423 | 87.854195 | 6.1081142 | 5.5662384 | 0.067189075 | 148.6147959462953 .. 148.8185211236683 | 1.4573613947886572 .. 1.5445836758828086 | 148.6721128292541 | 1.6048377672105627 | 42.32882 | 0.19960016 | 30.000982 | 31.831902 | 4574.0703 | 69.22594 | 4828.644 | 0.013272266 | 0.007949099 | 102 | 0.00033933297 | -0.0011259876 | 0.013367034 | 0.014338759 | -0.00048982806 | 0.02065251 | 0.008564832 | 0.13351217 | 0.03159882 | 0.008705182 | 614.1171 | 0.045157127 | 0.52752006 | 3.8481383 | 0.39106438 | 0.34722945 | 0.94460535 | 23.069942 | 6.580958204959328e-07 | 8.042651660507105e-06 | False | 425 | 9.78865811400767e-08 | 6.80666378717732e-07 | 8.052349112628487e-06 | False | 7.985451061490746e-08 | 0.08250485025531624 |
| 11 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.4477262 | 90.612755 | 6.4764953 | 5.5485296 | 0.19643542 | 148.52279327287712 .. 148.72652425001095 | 1.6726356018960988 .. 1.7599026576194632 | 148.58013967606485 | 1.8201375049344988 | 42.553925 | 0.1996009 | 30.000982 | 31.839153 | 4604.4336 | 69.966225 | 4913.5825 | 0.012670712 | 0.00756007 | 124 | 0.00084943697 | -0.0006094817 | 0.010680528 | 0.009512303 | -0.0009858386 | 0.015474918 | 0.0063891043 | 0.11598743 | 0.041598912 | 0.0065018404 | 691.53735 | 0.077538356 | 0.9179288 | 3.770144 | 0.38056445 | 0.3449397 | 0.9573067 | 23.0572 | 7.400463069621233e-07 | 1.3622279842806254e-05 | False | 425 | 9.814898195808291e-08 | 7.433440766060212e-07 | 1.3733091236788583e-05 | False | 1.0911643330305055e-07 | 0.11266742148737738 |
| 12 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.4238787 | 88.63798 | 6.1859727 | 5.585201 | -0.17908803 | 148.92213331506676 .. 149.12618885531833 | 1.3336859093147206 .. 1.4205460875093197 | 148.97978242851366 | 1.481075563557508 | 42.03899 | 0.1996788 | 30.000982 | 31.83551 | 4589.282 | 68.354294 | 4700.636 | 0.012981492 | 0.006966295 | 129 | 0.0020100027 | -0.0007140748 | 0.01310355 | 0.011512855 | -0.0023490163 | 0.01891693 | 0.007838303 | 0.094836235 | 0.07277343 | 0.008598526 | 670.1944 | 0.050313767 | 0.5791748 | 3.8315988 | 0.38808975 | 0.34607852 | 0.9509064 | 23.067066 | 7.35293240252312e-07 | 9.451576972317854e-06 | False | 425 | 9.416589939085078e-08 | 6.840593813274284e-07 | 9.502655146920577e-06 | False | 9.7821176218196e-08 | 0.1010392459610043 |
| 13 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.4204047 | 88.78108 | 6.114548 | 5.613032 | 0.028053083 | 148.82974714560257 .. 149.0337503893152 | 1.5494983866342338 .. 1.6365556886935215 | 148.88730755610024 | 1.6969729326686684 | 42.265087 | 0.19973144 | 30.000982 | 31.84165 | 4605.4663 | 69.100624 | 4776.662 | 0.012431863 | 0.0063682133 | 100 | -0.00077814795 | 0.0008231432 | 0.012592181 | 0.012677639 | -0.0041930983 | 0.029397422 | 0.012126919 | 0.30360013 | 0.052948058 | 0.01404702 | 809.09033 | 0.038331576 | 0.44622624 | 3.872645 | 0.38920456 | 0.34486234 | 0.9617197 | 23.067682 | 5.736527283860346e-07 | 4.956327426521888e-06 | False | 425 | 9.271384641680632e-08 | 6.346452832770967e-07 | 5.017418539114975e-06 | False | 1.4498677430796257e-07 | 0.14965392159870167 |
| 14 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.4093847 | 86.19069 | 6.128537 | 5.50371 | 0.17348747 | 148.7375175979283 .. 148.94151870550783 | 1.7653131053168918 .. 1.8524384272276515 | 148.79509282115086 | 1.9128219802459308 | 42.491047 | 0.19969437 | 30.000982 | 31.845934 | 4645.577 | 68.96951 | 4772.9263 | 0.0109197525 | 0.005622856 | 124 | 2.7276576e-05 | 9.352714e-05 | 0.012844154 | 0.009926513 | -5.5434425e-06 | 0.018776797 | 0.007832761 | 0.07689553 | 0.05406619 | 0.0065941787 | 719.8162 | 0.04906158 | 0.5616808 | 3.9051077 | 0.39277294 | 0.34188473 | 0.9693403 | 23.085222 | 5.689584508329936e-07 | 7.83685752508933e-06 | False | 425 | 9.723722396151692e-08 | 6.163907914408818e-07 | 7.796159048958983e-06 | False | 7.750550375131653e-08 | 0.07998458795869524 |
| 15 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.3704507 | 85.35972 | 5.694562 | 5.5511003 | -0.19369046 | 149.13769832797902 .. 149.34176689553038 | 1.4257055107208003 .. 1.5129829028886577 | 149.19516984662917 | 1.5732601308861516 | 41.975903 | 0.1998015 | 30.000982 | 31.844881 | 4649.5415 | 68.33348 | 4709.696 | 0.012064137 | 0.0061934153 | 124 | -0.001254797 | -0.0014772769 | 0.01501486 | 0.011395811 | 0.00043280362 | 0.018408777 | 0.0077561084 | 0.09085938 | 0.04134389 | 0.010044775 | 579.41986 | 0.0457967 | 0.5099719 | 4.023197 | 0.40578133 | 0.34159324 | 0.9674634 | 23.090118 | 5.836694925841105e-07 | 4.772409424785133e-06 | False | 425 | 1.1300441692670366e-07 | 6.904243491167378e-07 | 4.820099160528857e-06 | False | 8.263606973863097e-08 | 0.08533498713750112 |
| 16 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.3910244 | 86.23932 | 5.7604322 | 5.6778903 | -0.15181386 | 149.04565100858494 .. 149.24981294814143 | 1.641255199873986 .. 1.7283480700182405 | 149.1032949924956 | 1.7887823771636682 | 42.20161 | 0.19981334 | 30.000982 | 31.850761 | 4671.5405 | 69.2728 | 4815.101 | 0.014242684 | 0.008114184 | 110 | 0.0008144798 | -0.0012991009 | 0.012145897 | 0.013132963 | 0.00031504943 | 0.01814089 | 0.0076153963 | 0.07928413 | 0.030693231 | 0.0024240091 | 594.601 | 0.03529608 | 0.40051025 | 3.978499 | 0.39882827 | 0.33998463 | 0.9779994 | 23.083105 | 6.691283386187062e-07 | 1.2652928431623431e-05 | False | 425 | 1.3853515469604016e-07 | 7.825620903640031e-07 | 1.269863925599546e-05 | False | 9.183723366455647e-08 | 0.09476349272728307 |
| 17 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.3667018 | 84.110916 | 5.6202207 | 5.582411 | -0.008724848 | 148.95309117269676 .. 149.15726821023839 | 1.8574257181107874 .. 1.9445426725640473 | 149.01077113355598 | 2.0049728014160637 | 42.42831 | 0.19979402 | 30.000982 | 31.85335 | 4690.4355 | 69.01734 | 4805.6807 | 0.01220408 | 0.00665852 | 106 | 0.00014942663 | 0.000120527286 | 0.009483367 | 0.01307672 | 4.0273895e-05 | 0.016330188 | 0.006901347 | 0.061776996 | 0.037245125 | 0.005999964 | 669.9598 | 0.025905427 | 0.2915533 | 4.0636587 | 0.40706787 | 0.33861503 | 0.9826723 | 23.099852 | 6.608894902245925e-07 | 9.229891351546984e-06 | False | 425 | 1.1424677133629396e-07 | 7.480985761151276e-07 | 9.120320555419901e-06 | False | 4.396529573431525e-08 | 0.04537093365137725 |
| 18 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.3937006 | 87.09283 | 6.165777 | 5.337695 | 0.28355947 | 148.42947583444035 .. 148.63323091311207 | 1.889774801866732 .. 1.9770137304028277 | 148.48689945070532 | 2.037280455305115 | 42.781326 | 0.19957739 | 30.000982 | 31.84382 | 4605.8965 | 70.78468 | 4968.995 | 0.01237843 | 0.006594792 | 102 | -0.00060254335 | -0.00087622553 | 0.011624883 | 0.012137838 | 0.0008963774 | 0.017963827 | 0.0074492097 | 0.18593226 | 0.05509365 | 0.006972008 | 665.8809 | 0.07796031 | 0.93384117 | 3.9750333 | 0.39793694 | 0.34483016 | 0.96557456 | 23.082209 | 5.231394199894231e-07 | 4.242265368465523e-06 | False | 427 | 1.6516861294617676e-07 | 6.614315736527134e-07 | 4.191053050663864e-06 | False | 7.76301228927905e-08 | 0.08012545386743787 |
| 19 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.5028522 | 97.320595 | 6.6730485 | 5.9284964 | 0.5657576 | 148.33716278611396 .. 148.54099751260648 | 2.105478453215409 .. 2.1925922650665823 | 148.3947535675856 | 2.2529391555620264 | 43.00695 | 0.19953324 | 30.000982 | 31.828302 | 4492.0312 | 86.00627 | 5357.8813 | 0.01487665 | 0.008936848 | 104 | 0.0008810768 | 0.0020581596 | 0.01334357 | 0.012344668 | -0.0006827038 | 0.017231982 | 0.0070807403 | 0.2569578 | 0.101564795 | 0.01964559 | 574.25824 | 0.10230977 | 1.237926 | 3.622985 | 0.36398503 | 0.353571 | 0.9383631 | 23.013596 | 4.783817125942101e-07 | 7.553776497996827e-06 | False | 427 | 1.5268993602522287e-07 | 5.139263488698316e-07 | 7.428480639579562e-06 | False | 5.797479865725355e-08 | 0.05989581840959875 |
| 21 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.4265711 | 88.346886 | 6.2021465 | 5.6053348 | 0.30602348 | 148.6443507607301 .. 148.84844185356053 | 1.9821366049814786 .. 2.0690772810973614 | 148.70211488287632 | 2.129602712848267 | 42.71828 | 0.199691 | 30.000982 | 31.849506 | 4663.071 | 69.23477 | 4847.9204 | 0.009779394 | 0.004902848 | 132 | 0.00055004936 | -0.00037652906 | 0.011818843 | 0.012277422 | -0.000142353 | 0.020291416 | 0.008444368 | 0.11855805 | 0.02235266 | 0.0026140418 | 676.94763 | 0.064708404 | 0.74769026 | 3.8608694 | 0.387229 | 0.34060216 | 0.9757406 | 23.074516 | 6.519963420685378e-07 | 6.8071308916171795e-06 | False | 427 | 1.6656014734790953e-07 | 6.010330065215899e-07 | 6.892080552254571e-06 | False | 3.813346547227188e-08 | 0.03936189527155219 |
| 22 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.4359527 | 88.542305 | 6.1358547 | 5.7626724 | 0.3849213 | 148.55243761791473 .. 148.75651272320314 | 2.197871232930376 .. 2.284922134518441 | 148.6101878395582 | 2.3453651108155356 | 42.944126 | 0.19963878 | 30.000982 | 31.856947 | 4668.3 | 67.77614 | 4943.3286 | 0.012678684 | 0.0066680443 | 105 | 0.00020923105 | -0.001088947 | 0.012334602 | 0.0130066415 | -0.0018590846 | 0.022840228 | 0.009414761 | 0.18074405 | 0.026623366 | 0.0053981156 | 623.9036 | 0.07682936 | 0.92521524 | 3.8797052 | 0.38425207 | 0.34022063 | 0.9892052 | 23.079973 | 4.716828680848389e-07 | 1.154969963915535e-05 | False | 427 | 1.2128817321157743e-07 | 5.261364136563051e-07 | 1.1588743265859524e-05 | False | 8.676530558327927e-08 | 0.08958519463076497 |
| 23 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.4240103 | 88.79939 | 5.9793606 | 5.817452 | 0.5092351 | 148.46053953714 .. 148.66452978137835 | 2.413123250315542 .. 2.5003048565132056 | 148.51823384023498 | 2.5606277012339724 | 43.16966 | 0.19955094 | 30.000982 | 31.86121 | 4636.2617 | 71.28552 | 5044.2144 | 0.0154214185 | 0.0069613936 | 110 | 8.622371e-05 | -0.00014217943 | 0.014099377 | 0.012355383 | -0.004166238 | 0.022417668 | 0.00923831 | 0.16405627 | 0.029247561 | 0.0092424 | 673.9037 | 0.089351185 | 1.0547751 | 3.9762087 | 0.3880476 | 0.34257168 | 0.99700475 | 23.086164 | 5.734187051491757e-07 | 1.3708242718593311e-05 | False | 427 | 2.46623613771519e-07 | 6.35017704645998e-07 | 1.3653876657359352e-05 | False | 2.692715504684338e-07 | 0.27833662053885383 |
| 24 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.3554847 | 83.65595 | 5.448879 | 5.651853 | 0.11199571 | 148.8600311751297 .. 149.06418615449422 | 2.0740866716750204 .. 2.161282499332958 | 148.91770057321398 | 2.2216568814526116 | 42.6558 | 0.19977467 | 30.000982 | 31.854742 | 4699.3325 | 68.85531 | 4791.215 | 0.010906515 | 0.0061110165 | 103 | 0.0006233342 | 0.00074227573 | 0.01299692 | 0.016073046 | -0.00084839866 | 0.019176025 | 0.008151425 | 0.17231902 | 0.06654672 | 0.003763561 | 567.7772 | 0.04410423 | 0.47939694 | 4.105202 | 0.41095415 | 0.33797395 | 0.9851957 | 23.104973 | 6.704626135932399e-07 | 5.054147354555547e-06 | False | 425 | 8.415239300467603e-08 | 6.728110794930108e-07 | 5.029156255270167e-06 | False | 4.4028934199460095e-08 | 0.045434681658254907 |
| 25 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.3986304 | 86.68075 | 5.720118 | 5.817829 | 0.42040825 | 148.7681187046322 .. 148.97217120463904 | 2.290056935218406 .. 2.3775220631089056 | 148.82564268985254 | 2.4376926607027816 | 42.88221 | 0.19971491 | 30.000982 | 31.855038 | 4700.8647 | 69.40763 | 4853.4126 | 0.0117376745 | 0.0069629056 | 111 | 0.0012891102 | 8.8531524e-05 | 0.010816253 | 0.011904609 | 0.00052478537 | 0.013216627 | 0.0055476762 | 0.13175195 | 0.052356973 | 0.0058751097 | 750.8637 | 0.057731714 | 0.665444 | 3.9597154 | 0.3963029 | 0.33786377 | 0.9857336 | 23.085997 | 6.011227106085627e-07 | 7.766436448297221e-06 | False | 427 | 1.0802694279247958e-07 | 5.640533897874607e-07 | 7.793537204641665e-06 | False | 6.060635108324899e-08 | 0.06255739606492434 |
| 26 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.371414 | 85.22565 | 5.6159787 | 5.669603 | 0.46416232 | 148.67555477776784 .. 148.87981430824848 | 2.505455180145603 .. 2.592433365863417 | 148.7334730768251 | 2.652924876083573 | 43.108124 | 0.19968681 | 30.000982 | 31.862555 | 4697.935 | 70.14333 | 4959.605 | 0.01256866 | 0.007615538 | 121 | 0.00043750182 | -0.0007052403 | 0.012141947 | 0.010541564 | -0.001933053 | 0.016270267 | 0.0069009066 | 0.10727143 | 0.036149714 | 0.009182506 | 613.7964 | 0.073799245 | 0.8259076 | 4.1101713 | 0.40545174 | 0.33807448 | 0.99947727 | 23.102217 | 5.638176090664022e-07 | 1.2951149820675543e-05 | False | 427 | 4.156271420750179e-08 | 5.784786884729273e-07 | 1.2967146888502168e-05 | False | 3.83071343997363e-08 | 0.039530208897580806 |
| 28 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.417881 | 88.49942 | 6.0634055 | 5.6399627 | -0.14117919 | 149.81735907374411 .. 150.0213086817857 | 0.437963072114747 .. 0.5251214303524142 | 149.8747736779403 | 0.5852056832893964 | 40.77987 | 0.19959104 | 30.000982 | 31.828962 | 4507.8887 | 69.970406 | 4809.996 | 0.01878 | 0.0105818445 | 115 | -0.00014499016 | -0.0006102789 | 0.013910926 | 0.013314647 | -0.0032724708 | 0.01904368 | 0.007953259 | 0.14302386 | 0.06759985 | 0.013862532 | 643.3212 | 0.04502015 | 0.512193 | 3.8731575 | 0.39001748 | 0.35232723 | 0.93950564 | 23.070436 | 6.261787211996081e-07 | 1.2408499516981307e-05 | False | 425 | 2.4282225693365337e-07 | 7.253907852881984e-07 | 1.261230255525138e-05 | False | 1.1057748827244082e-07 | 0.11439730132865458 |
| 29 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.3456802 | 85.31745 | 5.6329126 | 5.3953333 | -0.3421534 | 149.72476430854863 .. 149.9288583349033 | 0.6537531106074445 .. 0.7407718476422789 | 149.78233792333032 | 0.8010332524909481 | 41.006092 | 0.19966999 | 30.000982 | 31.842793 | 4546.537 | 68.088844 | 4684.8784 | 0.011629499 | 0.005796341 | 134 | 0.001338088 | -0.0010657273 | 0.013757268 | 0.015855255 | -0.00010791134 | 0.022136178 | 0.009397961 | 0.10891071 | 0.033838328 | 0.007329872 | 626.28986 | 0.060304392 | 0.6718262 | 4.1855583 | 0.41439673 | 0.34933224 | 0.96374685 | 23.098885 | 5.966529243394185e-07 | 5.3774794226516105e-06 | False | 425 | 9.523862110842571e-08 | 6.286204503644094e-07 | 5.398012070709108e-06 | False | 1.8077312832695783e-07 | 0.1868935486379224 |
| 30 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.4156165 | 92.79176 | 6.1857495 | 5.5139256 | 0.24117325 | 150.12487360777692 .. 150.3289270389648 | 0.3148005151524796 .. 0.4017990743134138 | 150.18248581374527 | 0.46194048905596313 | 40.491356 | 0.19953068 | 30.000982 | 31.840527 | 4496.7495 | 76.31701 | 5748.217 | 0.0153963845 | 0.007975187 | 111 | -0.00042785984 | 4.8674643e-05 | 0.015088264 | 0.017680027 | 0.0009446635 | 0.032437414 | 0.013403628 | 0.15906328 | 0.06575243 | 0.015315824 | 793.71783 | 0.0704689 | 0.83759934 | 3.9737833 | 0.39074904 | 0.35320002 | 0.95973223 | 23.04735 | 5.344272518377654e-07 | 8.750020333016742e-06 | False | 425 | 3.051909021935687e-07 | 6.768492826979725e-07 | 8.670763264054519e-06 | False | 6.801546127492526e-08 | 0.07036599226643943 |
| 31 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.338424 | 86.07302 | 5.560884 | 5.379973 | -0.12612593 | 150.032342422422 .. 150.23664788173912 | 0.5298611094906638 .. 0.6164682766091172 | 150.09027611531957 | 0.6769787348980528 | 40.717033 | 0.19966294 | 30.000982 | 31.850836 | 4540.7725 | 68.78295 | 4761.9717 | 0.016960887 | 0.007490328 | 110 | 0.0021347313 | 0.00058854255 | 0.011979182 | 0.009599158 | -0.0014832147 | 0.016500192 | 0.0070867576 | 0.14770056 | 0.031442285 | 0.0031429438 | 568.15845 | 0.034545116 | 0.37433916 | 4.2798705 | 0.4169725 | 0.34977573 | 0.9781333 | 23.102541 | 5.442000183354623e-07 | 1.1611780390501147e-05 | False | 425 | 1.0679282321026831e-07 | 5.740480087644975e-07 | 1.156812460600656e-05 | False | 1.7397536515503678e-07 | 0.17980083532533797 |
| 32 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.3144147 | 82.55571 | 5.5171957 | 5.2144203 | -0.27697596 | 149.94033974403615 .. 150.14456776677514 | 0.7456458579302696 .. 0.83262659239076 | 149.99805454854325 | 0.892961796914726 | 40.94353 | 0.19973701 | 30.000982 | 31.845327 | 4558.937 | 67.926735 | 4646.1313 | 0.0111977 | 0.0067121047 | 119 | -0.0012028553 | 8.5856766e-05 | 0.014452143 | 0.013375094 | -0.0007920818 | 0.019112043 | 0.00825462 | 0.16580515 | 0.041566003 | 0.0123506095 | 655.4335 | 0.05014569 | 0.5437938 | 4.307788 | 0.42566848 | 0.3483821 | 0.968259 | 23.116192 | 5.881606023869869e-07 | 5.0265802396558435e-06 | False | 425 | 8.849618618865473e-08 | 5.963172938168486e-07 | 5.053026017842978e-06 | False | 4.945581672337275e-08 | 0.05107653768639022 |
| 33 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.3525925 | 85.70069 | 5.716793 | 5.3584504 | 0.018474065 | 150.33998242784872 .. 150.5442999323298 | 0.4065163259482666 .. 0.4930527129998243 | 150.39802463225502 | 0.5535638945708399 | 40.429142 | 0.19955917 | 30.000982 | 31.8437 | 4512.8496 | 70.43094 | 4876.513 | 0.013250363 | 0.0070823575 | 120 | -0.00059171 | -0.00032498236 | 0.009875969 | 0.012975767 | -0.0015789549 | 0.01699398 | 0.007343272 | 0.19605592 | 0.05537929 | 0.012556893 | 547.59436 | 0.0313674 | 0.3378616 | 4.1990824 | 0.41196513 | 0.35193992 | 0.9653614 | 23.10069 | 6.510243013230749e-07 | 1.3057251346191543e-05 | False | 425 | 1.841089462511095e-07 | 7.035183029932423e-07 | 1.314196110418983e-05 | False | 4.4918663972626984e-08 | 0.046400715489128545 |
| 34 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.2618752 | 79.80959 | 5.1788516 | 5.0544944 | -0.04698254 | 150.2484339219341 .. 150.45258693937575 | 0.6220435436063468 .. 0.7091953880825138 | 150.30607037808866 | 0.7693674889729761 | 40.655544 | 0.19968244 | 30.000982 | 31.849695 | 4557.036 | 68.5885 | 4746.4077 | 0.013382966 | 0.006874652 | 120 | 0.001182978 | -0.00047506276 | 0.015867127 | 0.013228058 | -0.002609779 | 0.019114342 | 0.008435082 | 0.120696366 | 0.09849993 | 0.014436865 | 716.13354 | 0.02671889 | 0.27406526 | 4.548567 | 0.4456733 | 0.3485274 | 0.97608036 | 23.142296 | 5.955058319548121e-07 | 7.42615581487992e-06 | False | 425 | 7.824232096696158e-08 | 5.506070103538384e-07 | 7.413920702833962e-06 | False | 5.512977018557036e-08 | 0.0569748853875929 |
| 35 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.255719 | 80.560196 | 5.1017346 | 5.0769463 | -0.10376183 | 150.15613566294488 .. 150.36038590320572 | 0.8375438637856601 .. 0.9246532251347939 | 150.2138466889132 | 0.9849326334551568 | 40.882 | 0.19977848 | 30.000982 | 31.853134 | 4592.259 | 68.28441 | 4725.3047 | 0.013364669 | 0.006838585 | 129 | -0.0006591547 | 0.0011003669 | 0.0126366485 | 0.0136962775 | -0.002215697 | 0.015192379 | 0.0067260237 | 0.13002087 | 0.05554347 | 0.008875723 | 715.15686 | 0.0304567 | 0.3116725 | 4.567192 | 0.4481093 | 0.3458542 | 0.9822834 | 23.133501 | 5.545695749756004e-07 | 4.860397443705788e-06 | False | 425 | 1.5250936150169713e-07 | 6.963043925400517e-07 | 4.922694963677474e-06 | False | 8.463216003283671e-08 | 0.08741919493115473 |
| 36 | 0 | 0 | 4095 | 4003 | 2025051500122 | i_39 | i | 2.3193789 | 81.2626 | 5.3321185 | 5.461405 | -0.4261927 | 149.63218826441715 .. 149.8365410185163 | 0.8697593417625439 .. 0.9569341426619489 | 149.68959847514273 | 1.0177958402728748 | 41.23331 | 0.19973683 | 30.000982 | 31.840462 | 4578.8135 | 68.60247 | 4652.708 | 0.013706468 | 0.006884383 | 102 | -0.0010126638 | -0.0010360628 | 0.012874407 | 0.01284755 | -0.0015363755 | 0.018951485 | 0.008140521 | 0.09626555 | 0.067339115 | 0.015056075 | 798.0041 | 0.08070966 | 0.8702407 | 4.23264 | 0.42384836 | 0.34686977 | 0.9596191 | 23.121458 | 5.753242898123024e-07 | 4.893157393700862e-06 | False | 425 | 1.9151400002885161e-07 | 4.578153252939496e-07 | 4.713803041724758e-06 | False | 8.283264195736085e-08 | 0.08558392610154479 |
| 37 | 0 | 0 | 4095 | 4003 | 2025051500122 | i_39 | i | 2.3145752 | 81.69226 | 5.12422 | 5.6111155 | -0.22885156 | 149.53943465575767 .. 149.74395130133033 | 1.0852598653103147 .. 1.1721705436601009 | 149.5970823564693 | 1.2332915946561216 | 41.459473 | 0.19982626 | 30.000982 | 31.854818 | 4629.341 | 68.22879 | 4705.9194 | 0.010026012 | 0.0057970346 | 98 | 0.00028435513 | -0.00079445355 | 0.012715102 | 0.011799568 | -0.0013064774 | 0.014381333 | 0.0062081465 | 0.058169052 | 0.03851905 | 0.006939071 | 735.2726 | 0.07219138 | 0.78004146 | 4.3164854 | 0.4256095 | 0.34308383 | 0.9853335 | 23.126755 | 4.093578937115138e-07 | 4.490599548055887e-06 | False | 425 | 1.2598419935751223e-07 | 4.171850286233187e-07 | 4.538845396394913e-06 | False | 8.206830514085931e-08 | 0.0847102675560738 |
| 38 | 0 | 0 | 4095 | 4003 | 2025051500122 | i_39 | i | 2.3219697 | 82.7693 | 5.3246827 | 5.4695463 | -0.2342277 | 149.44729664147485 .. 149.65173443249617 | 1.3007827021189229 .. 1.3880177816885169 | 149.50476291293418 | 1.4489602781481363 | 41.685715 | 0.1998565 | 30.000982 | 31.852085 | 4660.1143 | 68.2181 | 4728.939 | 0.015180268 | 0.008090697 | 110 | 0.00035831518 | -0.0009402577 | 0.011510651 | 0.008429758 | -0.00030600617 | 0.015575994 | 0.006708686 | 0.052359734 | 0.01917934 | 0.008571181 | 571.3896 | 0.049627002 | 0.5388111 | 4.23932 | 0.42290303 | 0.34081826 | 0.9803859 | 23.113842 | 4.574440832323205e-07 | 2.6270850162010412e-06 | False | 425 | 1.0529099057893908e-07 | 4.794200434790672e-07 | 2.6563319287475782e-06 | False | 4.00714345700366e-08 | 0.04137275896041606 |
| 39 | 0 | 0 | 4095 | 4003 | 2025051500122 | i_39 | i | 2.270874 | 80.30684 | 5.0676303 | 5.255541 | -0.19961768 | 149.84772595515147 .. 150.05213989296837 | 0.9615184272369985 .. 1.0488075410503652 | 149.90515981830822 | 1.1096353982895109 | 41.17106 | 0.19983508 | 30.000982 | 31.85834 | 4615.1694 | 68.53767 | 4717.1816 | 0.013896637 | 0.007469412 | 122 | 3.4749974e-06 | -0.0014525615 | 0.0131564075 | 0.012612984 | -0.0020177949 | 0.013558353 | 0.005944961 | 0.08423549 | 0.04408801 | 0.0041759913 | 744.92773 | 0.051749337 | 0.5388423 | 4.5272574 | 0.44214818 | 0.3441373 | 0.9917453 | 23.141708 | 3.9408323270150127e-07 | 2.541374225258299e-06 | False | 425 | 1.2145464999575742e-07 | 4.246192662602305e-07 | 2.551566065042762e-06 | False | 2.2349964685565958e-07 | 0.2311537279472396 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 149 | 0 | 0 | 4095 | 4003 | 2025051500122 | i_39 | i | 2.3310053 | 83.45951 | 4.839895 | 6.1011925 | -0.072606176 | 150.40710963431206 .. 150.6118888329291 | 3.2445509896345133 .. 3.331797365275505 | 150.46470044401596 | 3.3926972336437466 | 42.64797 | 0.19982582 | 30.000982 | 31.81462 | 4949.313 | 70.1306 | 5000.961 | 0.016686283 | 0.010638056 | 87 | 0.0014722049 | -0.0010814127 | 0.011292656 | 0.012451749 | 0.0008394637 | 0.018202594 | 0.007810525 | 0.09410582 | 0.09547373 | 0.004210672 | 1040.6581 | 0.119969375 | 1.3209004 | 3.6965892 | 0.4196308 | 0.3209035 | 0.9150059 | 23.039352 | 4.291920870836054e-07 | 9.606224755898862e-06 | False | 425 | 1.8002859682207353e-07 | 5.063480620464363e-07 | 9.578320631262257e-06 | False | 1.4339789675570288e-07 | 0.14792121926341095 |
| 150 | 0 | 0 | 4095 | 4003 | 2025051500122 | i_39 | i | 2.271303 | 81.38131 | 4.466959 | 5.961441 | 0.12698482 | 150.8075861942914 .. 151.01238739300885 | 2.90502753002274 .. 2.991975932336985 | 150.86536567774345 | 3.0531604318903067 | 42.137627 | 0.19986089 | 30.000982 | 31.823153 | 4893.277 | 69.81983 | 4945.485 | 0.014244166 | 0.0072232927 | 125 | -0.0015749037 | -0.0007336512 | 0.013876009 | 0.01178813 | 0.0007400914 | 0.018851643 | 0.008247294 | 0.07662977 | 0.053374212 | 0.0053642998 | 674.7194 | 0.1384508 | 1.4430152 | 4.0004644 | 0.4419812 | 0.3245784 | 0.9295045 | 23.067835 | 4.514583658693917e-07 | 8.294970112853138e-06 | False | 425 | 8.343755624187263e-08 | 4.2083298417618186e-07 | 8.273667520472134e-06 | False | 5.574623256254266e-08 | 0.057591937027121676 |
| 151 | 0 | 0 | 4095 | 4003 | 2025051500122 | i_39 | i | 2.311278 | 81.18588 | 4.7414875 | 6.0191417 | -0.051476903 | 150.71547284517644 .. 150.9203266226078 | 3.1210607705678655 .. 3.2079208830892516 | 150.77329581648692 | 3.2691316311585616 | 42.366302 | 0.19981074 | 30.000982 | 31.813232 | 4929.4126 | 70.42682 | 4997.3584 | 0.01840084 | 0.011620615 | 115 | -0.00019917637 | 0.0011448823 | 0.01331138 | 0.013354933 | 0.00038356517 | 0.018860666 | 0.00813988 | 0.13557835 | 0.047543094 | 0.006367513 | 715.8066 | 0.11871809 | 1.2624685 | 3.7655094 | 0.42682463 | 0.32219902 | 0.9126716 | 23.054943 | 5.496050976421042e-07 | 8.372273148848557e-06 | False | 425 | 2.5614808683718986e-07 | 4.6803555364586243e-07 | 8.23827830139916e-06 | False | 3.982057632203283e-08 | 0.041113629266951654 |
| 152 | 0 | 0 | 4095 | 4003 | 2025051500122 | i_39 | i | 2.3020616 | 81.46567 | 4.71732 | 5.955793 | -0.103989184 | 150.62293112032725 .. 150.82772353741788 | 3.3363253786263996 .. 3.42336275658322 | 150.68060540571926 | 3.484389465837084 | 42.594807 | 0.19977458 | 30.000982 | 31.803774 | 4961.9243 | 71.35434 | 5156.5557 | 0.01312289 | 0.008119324 | 105 | 0.0016467944 | 0.00027527753 | 0.014573043 | 0.013423923 | -0.002305408 | 0.016978871 | 0.007304846 | 0.12686113 | 0.029702766 | 0.006735873 | 971.57996 | 0.1090393 | 1.201941 | 3.7057214 | 0.43024915 | 0.3200879 | 0.8969082 | 23.040277 | 2.4381094036626147e-07 | 1.2874750377154958e-05 | False | 425 | 1.5167567792111088e-07 | 2.763143767524538e-07 | 1.2883538163045643e-05 | False | 8.646532924942552e-08 | 0.08926119484873059 |
| 153 | 0 | 0 | 4095 | 4003 | 2025051500122 | i_39 | i | 2.3601515 | 85.734825 | 4.892995 | 6.341999 | -0.054334495 | 150.09783720783813 .. 150.30271755465452 | 3.3697016031646876 .. 3.4568535853934614 | 150.1555624596165 | 3.517793302367491 | 42.9318 | 0.1997928 | 30.000982 | 31.818005 | 4955.2983 | 70.894264 | 5045.594 | 0.013384522 | 0.0064817187 | 111 | -0.00078752637 | -0.0007128138 | 0.012313219 | 0.011729372 | 0.00069486833 | 0.017861972 | 0.0075792526 | 0.115155965 | 0.055538017 | 0.0065452103 | 604.48114 | 0.12465629 | 1.385583 | 3.624036 | 0.4093305 | 0.3205159 | 0.92073226 | 23.027931 | 3.112950310121139e-07 | 1.0348998254277927e-05 | False | 427 | 1.5608548796816756e-07 | 4.017321371173099e-07 | 1.041264523725376e-05 | False | 9.366553189435666e-08 | 0.09680990174804543 |
| 154 | 0 | 0 | 4095 | 4003 | 2025051500122 | i_39 | i | 2.3782868 | 85.9331 | 5.2034116 | 6.1499457 | -0.08694841 | 150.00615788394921 .. 150.21089894432208 | 3.5853010090726682 .. 3.672777911219812 | 150.06364133649708 | 3.733406276524117 | 43.159737 | 0.19970386 | 30.000982 | 31.821081 | 4956.4463 | 71.538994 | 5149.452 | 0.011502495 | 0.0066217417 | 112 | 0.001960665 | -0.00044936314 | 0.014388411 | 0.01327395 | -0.00475034 | 0.022582142 | 0.009540319 | 0.09407665 | 0.027701352 | 0.0056976303 | 762.0139 | 0.10890619 | 1.2141027 | 3.588425 | 0.40311176 | 0.32044166 | 0.92596364 | 23.029165 | 3.489131738999515e-07 | 1.0098473743691835e-05 | False | 427 | 1.1975267310158072e-07 | 3.300939357652306e-07 | 1.0117627854732746e-05 | False | 5.751506038094335e-08 | 0.05940431723224201 |
| 155 | 0 | 0 | 4095 | 4003 | 2025051500122 | i_39 | i | 2.3131666 | 81.85379 | 4.7770705 | 6.00113 | -0.19340715 | 149.9137419292606 .. 150.11857797945407 | 3.8005482166343594 .. 3.8877631698156216 | 149.97140018629952 | 3.9485007221145367 | 43.387478 | 0.19959669 | 30.000982 | 31.82474 | 4947.93 | 74.281044 | 5413.4316 | 0.014181959 | 0.007963972 | 79 | -0.0009291768 | -0.00065975636 | 0.013278108 | 0.010203104 | 0.0017409323 | 0.019061936 | 0.008151613 | 0.07360524 | 0.049416546 | 0.020307979 | 826.2981 | 0.12737264 | 1.4046805 | 3.825533 | 0.426128 | 0.3209932 | 0.93222463 | 23.059853 | 2.6156475451315967e-07 | 4.432829893807229e-06 | False | 427 | 1.4440082553311576e-07 | 2.8681378682173825e-07 | 4.318883940673707e-06 | False | 1.3637944874328403e-07 | 0.1410505965948761 |
| 156 | 0 | 0 | 4095 | 4003 | 2025051500122 | i_39 | i | 2.3308938 | 82.50322 | 4.829372 | 6.1128654 | -0.0557112 | 150.31419052031737 .. 150.5190730714487 | 3.4616479581763357 .. 3.5486810349989133 | 150.37192374998898 | 3.6096760865405306 | 42.877712 | 0.19975051 | 30.000982 | 31.80698 | 4974.4966 | 71.1327 | 5098.287 | 0.013589526 | 0.007794383 | 112 | -0.0012705773 | 0.00054181134 | 0.010001096 | 0.011114166 | 0.0013369406 | 0.016255744 | 0.0069261943 | 0.10182619 | 0.073823124 | 0.010701877 | 641.50256 | 0.119750336 | 1.3224272 | 3.6268368 | 0.41967103 | 0.31927893 | 0.90222174 | 23.034992 | 3.0005556373318245e-07 | 7.488116793539384e-06 | False | 427 | 1.1428131347961623e-07 | 3.4822645001900237e-07 | 7.445224296929029e-06 | False | 8.86889882884627e-08 | 0.09156942489349774 |
| 157 | 0 | 0 | 4095 | 4003 | 2025051500122 | i_39 | i | 2.337548 | 84.303375 | 4.803255 | 6.226456 | -0.2247818 | 150.22172904860892 .. 150.42664974744088 | 3.677119581131421 .. 3.7640279740953475 | 150.27953176023885 | 3.825020148768716 | 43.10594 | 0.19966534 | 30.000982 | 31.811716 | 5009.548 | 72.400116 | 5277.1455 | 0.012338697 | 0.0066077653 | 84 | -0.0012417212 | -0.00053943694 | 0.011899272 | 0.0116058225 | -0.0010268594 | 0.014579182 | 0.0061887866 | 0.073096596 | 0.049471833 | 0.011250589 | 782.6328 | 0.124650046 | 1.3919277 | 3.612361 | 0.417285 | 0.31704497 | 0.9101271 | 23.024576 | 3.028185136388641e-07 | 1.0278110555923347e-05 | False | 427 | 1.2085857970811512e-07 | 3.865520439249484e-07 | 1.0246735356524415e-05 | False | 1.6375932358271175e-07 | 0.16913431603955068 |
| 158 | 0 | 0 | 4095 | 4003 | 2025051500122 | i_39 | i | 2.3714986 | 85.53007 | 5.0237236 | 6.314149 | -0.30182943 | 150.1299053639673 .. 150.3347522847023 | 3.8927703664848146 .. 3.9798272618561987 | 150.1875851226776 | 4.040621625878093 | 43.334152 | 0.19955228 | 30.000982 | 31.804646 | 4970.2715 | 78.60374 | 6137.088 | 0.013143866 | 0.006281637 | 113 | 0.0011098906 | -0.0009662658 | 0.014012871 | 0.01679138 | -0.0026333076 | 0.019824022 | 0.00830371 | 0.1601114 | 0.045412615 | 0.013898036 | 870.5936 | 0.12901011 | 1.4824853 | 3.4916365 | 0.40542278 | 0.31955034 | 0.89835113 | 23.013933 | 2.1739289736908605e-07 | 6.97213579992491e-06 | False | 427 | 1.59750353094667e-07 | 3.2954856301517e-07 | 7.089032451341086e-06 | False | 1.0898125923067627e-07 | 0.11262766689110175 |
| 159 | 0 | 0 | 4095 | 4003 | 2025051500122 | i_39 | i | 2.3506792 | 84.30238 | 4.953952 | 6.1672306 | -0.13741584 | 150.53026382838866 .. 150.73520476025362 | 3.5534656721514963 .. 3.640189373081486 | 150.58814462887872 | 3.701370200540326 | 42.8246 | 0.19968668 | 30.000982 | 31.800076 | 5019.4507 | 72.10832 | 5201.3267 | 0.010921845 | 0.006830889 | 96 | 0.00040477514 | 0.0013567396 | 0.011861913 | 0.010869911 | -0.002221957 | 0.021226835 | 0.009047796 | 0.08849062 | 0.037554808 | 0.005163972 | 775.0176 | 0.11211807 | 1.2269365 | 3.489438 | 0.41263604 | 0.31641948 | 0.8908194 | 23.011736 | 3.0275536978141683e-07 | 9.052031849673426e-06 | False | 427 | 1.3149606045649356e-07 | 2.6197751541965994e-07 | 9.082316055639858e-06 | False | 6.957570686040452e-08 | 0.07189235829398193 |
| 160 | 0 | 0 | 4095 | 4003 | 2025051500122 | i_39 | i | 2.3922231 | 87.80548 | 5.2440305 | 6.268678 | -0.35140762 | 150.43768967259655 .. 150.64266959062346 | 3.769319711858821 .. 3.85592995411006 | 150.49561836206146 | 3.9171064623112897 | 43.05346 | 0.19958527 | 30.000982 | 31.79951 | 5043.8535 | 74.31458 | 5475.7515 | 0.011693795 | 0.006797262 | 97 | 0.0006271228 | -0.0018419288 | 0.01195141 | 0.013055444 | 0.0014798628 | 0.025183266 | 0.010556692 | 0.14293136 | 0.093292505 | 0.008474755 | 784.3461 | 0.110614605 | 1.2557853 | 3.349497 | 0.39842862 | 0.3148886 | 0.8898907 | 22.982544 | 2.3743373221974498e-07 | 1.57978372093352e-05 | False | 427 | 1.4191114467783928e-07 | 2.2656167952842358e-07 | 1.5701182095408157e-05 | False | 6.855542532625793e-08 | 0.07085019045179755 |
| 162 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.245931 | 77.33901 | 4.7741723 | 5.3450623 | 0.2724746 | 151.57822556524943 .. 151.78233425162063 | 1.6997985782659941 .. 1.7868224773375188 | 151.6361195373502 | 1.8472783644326667 | 40.70956 | 0.19967346 | 30.000982 | 31.849073 | 4635.492 | 69.05499 | 4819.9062 | 0.009883126 | 0.0051125516 | 125 | -9.236485e-05 | 0.0010827091 | 0.010194399 | 0.011565981 | -0.002396774 | 0.01829355 | 0.008008746 | 0.1223996 | 0.06927903 | 0.0076161115 | 590.58057 | 0.10753804 | 1.1234465 | 4.5300984 | 0.45202366 | 0.34262854 | 0.97496146 | 23.148884 | 4.480969998792764e-07 | 8.96176808476331e-06 | False | 425 | 9.45557866262015e-08 | 4.4364417083037716e-07 | 9.056215779769059e-06 | False | 7.216244417706994e-08 | 0.07449296103005569 |
| 163 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.2628741 | 78.51836 | 4.8005104 | 5.477245 | 0.27024314 | 151.48609870161937 .. 151.69047299505854 | 1.9156195493150778 .. 2.00220644302521 | 151.54429109289444 | 2.0630171019671453 | 40.937897 | 0.19976188 | 30.000982 | 31.844877 | 4667.56 | 68.80235 | 4758.7134 | 0.0125481365 | 0.006495867 | 112 | -0.0007374957 | 0.0026536286 | 0.012973696 | 0.011266582 | -0.006349142 | 0.015498753 | 0.0067985207 | 0.081457764 | 0.044043794 | 0.0071464563 | 695.20154 | 0.095341444 | 0.9846552 | 4.3977256 | 0.44527987 | 0.34027457 | 0.96745354 | 23.133356 | 4.259829260791238e-07 | 1.4502703660554462e-05 | False | 425 | 1.48154662548526e-07 | 4.32008232147834e-07 | 1.4509059987051548e-05 | False | 7.753359353774456e-08 | 0.07996638015179348 |
| 164 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.2855566 | 80.445045 | 4.7464943 | 5.757783 | 0.2037648 | 151.3944224790862 .. 151.59874321313944 | 2.131470245742381 .. 2.2183005992901235 | 151.45239925343856 | 2.278942813996988 | 41.166466 | 0.19978556 | 30.000982 | 31.839405 | 4737.7173 | 69.48926 | 4848.758 | 0.012904405 | 0.0065759416 | 103 | 0.0004463941 | 0.0017060675 | 0.011888192 | 0.012252743 | -0.001958226 | 0.015029293 | 0.006531788 | 0.12229766 | 0.022086458 | 0.005232363 | 843.7962 | 0.10938901 | 1.1569502 | 4.204444 | 0.4364856 | 0.3352357 | 0.95775175 | 23.106913 | 5.564882980012556e-07 | 9.579106911637057e-06 | False | 425 | 8.861552003827761e-08 | 5.853700591561394e-07 | 9.669130834039066e-06 | False | 7.425483881785637e-08 | 0.07664935221392304 |
| 165 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.2728727 | 79.11899 | 4.797392 | 5.5862975 | 0.3355862 | 151.7934608245097 .. 151.9975240454489 | 1.7920637962120551 .. 1.8787931110101974 | 151.85150142012284 | 1.9394387532918325 | 40.657295 | 0.19958788 | 30.000982 | 31.84896 | 4647.1133 | 71.397354 | 4994.9185 | 0.011972266 | 0.0068433727 | 111 | -0.00057689473 | -0.0013735257 | 0.014893777 | 0.012022272 | 3.481089e-05 | 0.017611708 | 0.0076630088 | 0.11899385 | 0.047681816 | 0.020416018 | 827.96356 | 0.122683346 | 1.2806087 | 4.4113593 | 0.44137087 | 0.34177172 | 0.97475874 | 23.135586 | 5.500317142260573e-07 | 7.675121437676763e-06 | False | 425 | 2.0492404390910065e-07 | 4.992706920166389e-07 | 7.586485755310334e-06 | False | 6.436641891667073e-08 | 0.06647518395553255 |
| 166 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.269334 | 78.66146 | 4.728781 | 5.6383147 | 0.37567034 | 151.70190058973262 .. 151.9060285998347 | 2.0075742354046313 .. 2.094331325864276 | 151.7598931813395 | 2.154990185444915 | 40.885597 | 0.19963871 | 30.000982 | 31.839508 | 4702.063 | 70.17682 | 4968.6885 | 0.0110548735 | 0.0057654725 | 116 | -1.7587095e-05 | -0.00014426559 | 0.011886055 | 0.013505703 | -0.0005614479 | 0.0151709225 | 0.0066031236 | 0.07892151 | 0.06192639 | 0.01016109 | 691.0426 | 0.118656196 | 1.2517468 | 4.2979207 | 0.44274846 | 0.33777767 | 0.9579325 | 23.121668 | 6.172801526459997e-07 | 1.0347088863122836e-05 | False | 425 | 1.779899653644499e-07 | 4.87812396015192e-07 | 1.0391152110747344e-05 | False | 2.7102261901069875e-08 | 0.02797437391520567 |
| 167 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.2684586 | 77.59176 | 4.641859 | 5.724384 | 0.3024071 | 151.61040152728762 .. 151.81450462043844 | 2.223521263882441 .. 2.3104995907738095 | 151.66820015287763 | 2.3710165252317172 | 41.114376 | 0.19969954 | 30.000982 | 31.827908 | 4764.09 | 69.86628 | 4937.4424 | 0.0095132105 | 0.0050280252 | 108 | 0.00062727556 | 0.00019842573 | 0.010358817 | 0.009708892 | -6.243461e-05 | 0.018836206 | 0.008182219 | 0.06404873 | 0.05617479 | 0.009140046 | 643.3815 | 0.124903806 | 1.3442236 | 4.1554914 | 0.44309023 | 0.33337992 | 0.9376814 | 23.109924 | 4.847647130828264e-07 | 5.278701839831457e-06 | False | 425 | 7.34536911546928e-08 | 4.497690025668143e-07 | 5.302906453778954e-06 | False | 5.496651150273072e-08 | 0.056787540549421804 |
| 169 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.2536397 | 76.7161 | 4.7650485 | 5.448774 | 0.41052768 | 151.91746744262642 .. 152.121405802148 | 2.0995478478592204 .. 2.1862982317213073 | 151.97536338993936 | 2.2469210013060623 | 40.83443 | 0.1995472 | 30.000982 | 31.865534 | 4849.9824 | 79.08764 | 6435.461 | 0.018034386 | 0.008492911 | 86 | 0.00030443072 | 0.0011365786 | 0.01428082 | 0.01299961 | 0.0019097732 | 0.022005463 | 0.009585658 | 0.13411762 | 0.14113916 | 0.024593212 | 724.79266 | 0.12584801 | 1.3066738 | 4.4325676 | 0.44893655 | 0.32747582 | 1.004976 | 23.142225 | 6.485445366669619e-07 | 7.606447097190198e-06 | False | 425 | 1.0963749832917016e-07 | 6.049444906556949e-07 | 7.626872638323298e-06 | False | 7.490551486663e-08 | 0.07731630764326673 |
| 170 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.2596912 | 79.04924 | 4.770663 | 5.499755 | 0.40514937 | 151.82578136608726 .. 152.02984030709183 | 2.3155127462672302 .. 2.402139002824336 | 151.88374059111806 | 2.462875251063514 | 41.063354 | 0.19959116 | 30.000982 | 31.823463 | 4793.1807 | 72.717415 | 5151.266 | 0.011959372 | 0.006954439 | 114 | 0.0013551898 | -0.0006785318 | 0.01109907 | 0.013225457 | 0.0010348032 | 0.016426893 | 0.0071725654 | 0.09364627 | 0.059591737 | 0.012412692 | 664.67303 | 0.1299414 | 1.3693808 | 4.128445 | 0.44653514 | 0.33135659 | 0.9300361 | 23.09357 | 4.0823820698795574e-07 | 5.949745112304156e-06 | False | 425 | 3.2696679067868523e-07 | 4.4673189536010623e-07 | 5.9145140170939955e-06 | False | 4.456668378399047e-08 | 0.04601670610759478 |
| 171 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.2549777 | 78.2504 | 4.686468 | 5.525712 | 0.19903421 | 151.30199903807147 .. 151.50630732028938 | 2.348798729738866 .. 2.435803719219678 | 151.35983139268276 | 2.4963416151237325 | 41.39667 | 0.19982073 | 30.000982 | 31.833448 | 4799.965 | 69.79714 | 4888.5723 | 0.010428046 | 0.005512683 | 112 | -0.001471024 | 0.0015191715 | 0.015058907 | 0.014810912 | -0.0010776244 | 0.016880231 | 0.0073991264 | 0.13075599 | 0.031134507 | 0.0038505842 | 997.0375 | 0.10785193 | 1.1205707 | 4.2167087 | 0.4484039 | 0.33088824 | 0.94729966 | 23.105516 | 3.894523515636922e-07 | 3.6022444620223694e-06 | False | 425 | 1.915991476598473e-07 | 4.548333510892374e-07 | 3.752714689227526e-06 | False | 7.236327593227255e-08 | 0.07468301616484459 |
| 172 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.2740328 | 79.98346 | 4.6124845 | 5.803179 | 0.15968955 | 151.20993019480375 .. 151.41440339466322 | 2.564892694499765 .. 2.6516058370005964 | 151.26794857002577 | 2.7123448855420476 | 41.625385 | 0.1998314 | 30.000982 | 31.82511 | 4841.362 | 69.698715 | 4904.728 | 0.011573704 | 0.0071107983 | 116 | -0.0008006394 | -0.0005670786 | 0.013080104 | 0.011645959 | -0.0017040392 | 0.01666726 | 0.007279955 | 0.09976464 | 0.07694194 | 0.007262785 | 669.5415 | 0.13206856 | 1.3834391 | 4.048226 | 0.44092065 | 0.32805893 | 0.9328611 | 23.084084 | 4.27546999334142e-07 | 5.9043965898230365e-06 | False | 425 | 1.1025756009325465e-07 | 4.215033260291626e-07 | 5.8992258633590485e-06 | False | 4.392663986516507e-08 | 0.04536979098208569 |
| 173 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.287613 | 78.745476 | 4.582293 | 5.9801974 | 0.13008234 | 151.11795789962935 .. 151.32238318902512 | 2.7799605530368456 .. 2.866886092738846 | 151.1757987746938 | 2.9274542080282293 | 41.853577 | 0.19981347 | 30.000982 | 31.816982 | 4859.8774 | 71.06329 | 5068.6445 | 0.014025472 | 0.0076116445 | 112 | 0.00013029575 | -0.00022941083 | 0.009807411 | 0.013132809 | -0.0033855503 | 0.019798016 | 0.008627406 | 0.107197054 | 0.040150326 | 0.010113006 | 737.1353 | 0.14112782 | 1.4821453 | 3.9258525 | 0.43570128 | 0.32680905 | 0.9190002 | 23.066744 | 4.7159366418125267e-07 | 1.5260912613315033e-05 | False | 425 | 7.346870508748358e-08 | 4.006779989628252e-07 | 1.52924317785388e-05 | False | 1.03145558455968e-07 | 0.10643226914252496 |
| 174 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.2894325 | 80.7066 | 4.6437225 | 5.927924 | 0.23301643 | 151.5177606662373 .. 151.72200296654918 | 2.440745858610441 .. 2.527511406180981 | 151.57567943134666 | 2.5881848498436497 | 41.344612 | 0.19971834 | 30.000982 | 31.82684 | 4802.094 | 69.59871 | 4895.2007 | 0.010254327 | 0.004950121 | 110 | -0.0007501021 | 0.00034054555 | 0.010373084 | 0.015663266 | -0.0013345123 | 0.019115068 | 0.008329995 | 0.120873354 | 0.02194007 | 0.007506378 | 719.58545 | 0.13164574 | 1.3846095 | 4.0394506 | 0.43500894 | 0.33074152 | 0.9358364 | 23.085188 | 5.480740276828412e-07 | 5.1444755101745014e-06 | False | 425 | 1.349741845395805e-07 | 5.133102954192897e-07 | 5.1895613607312e-06 | False | 4.6642079873861806e-08 | 0.04815984496291383 |
| 175 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.280406 | 78.83047 | 4.5373516 | 5.973333 | 0.24596138 | 151.42576356576035 .. 151.63010106184788 | 2.6566931598114394 .. 2.743368861734355 | 151.48372286041578 | 2.804098961613626 | 41.57354 | 0.199714 | 30.000982 | 31.8142 | 4840.687 | 70.11434 | 4914.9243 | 0.011443518 | 0.0069624446 | 100 | 0.00027184188 | -0.00022181496 | 0.012282902 | 0.010433744 | 0.0010548648 | 0.01761559 | 0.007669095 | 0.113112845 | 0.03697629 | 0.0043206788 | 871.8145 | 0.1384044 | 1.4572157 | 3.9460845 | 0.43845958 | 0.32810465 | 0.91430056 | 23.080893 | 4.824691131718726e-07 | 4.934857435260475e-06 | False | 425 | 1.1230042696316225e-07 | 4.2621354949092125e-07 | 4.906301949067817e-06 | False | 9.184717825523871e-08 | 0.09488744767667463 |
| 176 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.2690175 | 79.88731 | 4.5971804 | 5.775083 | 0.20653859 | 151.33382412212538 .. 151.5380931996414 | 2.8725040778496487 .. 2.9594177534891943 | 151.39156249025464 | 3.019945455215327 | 41.802567 | 0.19972757 | 30.000982 | 31.807322 | 4856.7373 | 70.800575 | 5050.113 | 0.01280228 | 0.0060298014 | 102 | -0.0008588135 | 0.0003117714 | 0.014567305 | 0.011038904 | -0.004165365 | 0.016294667 | 0.0071777445 | 0.13823052 | 0.054532252 | 0.012612634 | 802.1316 | 0.12843068 | 1.3199475 | 3.9226015 | 0.442872 | 0.32702035 | 0.90278786 | 23.063812 | 5.157741337058244e-07 | 3.7795613707678087e-06 | False | 425 | 1.1778429621379001e-07 | 5.62263392446485e-07 | 3.840788243710953e-06 | False | 1.6659990369110582e-07 | 0.1719305131918164 |
| 177 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.2480283 | 76.612724 | 4.657161 | 5.516598 | 0.39050713 | 151.73336467969378 .. 151.93750513924135 | 2.5326649079389947 .. 2.6192597894073604 | 151.79130814487064 | 2.680016222376269 | 41.293755 | 0.19958977 | 30.000982 | 31.823843 | 4816.458 | 71.42009 | 5144.73 | 0.014488352 | 0.006613478 | 117 | -0.0007066019 | 0.00016856939 | 0.010675557 | 0.014364225 | -0.0017562198 | 0.021027684 | 0.009222655 | 0.10953511 | 0.032299433 | 0.010545681 | 600.47516 | 0.12053319 | 1.243289 | 4.1541348 | 0.4511805 | 0.3297552 | 0.930686 | 23.10608 | 5.182912988895893e-07 | 4.726154029039829e-06 | False | 425 | 1.0036363880307807e-07 | 4.435719656105635e-07 | 4.765580666901922e-06 | False | 4.9284758306617566e-08 | 0.05088087625579424 |
| 178 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.290282 | 80.49008 | 4.7890115 | 5.7648067 | 0.3059395 | 151.64170389177536 .. 151.8459827273629 | 2.748078384156606 .. 2.8344562712998926 | 151.69976157399344 | 2.8953504297329826 | 41.522205 | 0.19961481 | 30.000982 | 31.813324 | 4862.372 | 69.92994 | 5265.0215 | 0.011958629 | 0.0064161327 | 108 | 5.8971345e-06 | -0.0006307252 | 0.009872043 | 0.011675387 | -0.0011690044 | 0.016582953 | 0.00719928 | 0.14612694 | 0.021594921 | 0.005303029 | 690.9669 | 0.11965543 | 1.2532216 | 3.8883998 | 0.43468636 | 0.32664138 | 0.9128265 | 23.065243 | 3.981019267363638e-07 | 1.620005230516021e-05 | False | 425 | 1.0507805114598451e-07 | 4.48378930962017e-07 | 1.623727671409381e-05 | False | 6.171886699370577e-08 | 0.06376809881538337 |
| 179 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.2488363 | 78.78231 | 4.7100677 | 5.4400334 | 0.21679778 | 151.54963806118573 .. 151.75383648641963 | 2.9642625159630054 .. 3.0509377826357293 | 151.60744049950168 | 3.111595465714933 | 41.751884 | 0.19961233 | 30.000982 | 31.807713 | 4893.591 | 72.42902 | 5229.288 | 0.012270118 | 0.006767385 | 117 | 0.00072174147 | 0.0011299439 | 0.008840544 | 0.008542157 | 0.0015765053 | 0.013370059 | 0.0058986857 | 0.1064135 | 0.03608354 | 0.0053748596 | 676.7467 | 0.094412334 | 0.9720608 | 3.9661105 | 0.4508564 | 0.32455757 | 0.9034401 | 23.069029 | 3.4861240095910506e-07 | 2.6108133530771394e-06 | False | 425 | 8.441347199194752e-08 | 3.4215692495638617e-07 | 2.6286320601359445e-06 | False | 5.262985726754453e-08 | 0.054394823025143646 |
| 180 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.280835 | 80.18259 | 4.5180597 | 5.9901924 | 0.032897454 | 151.02521539120488 .. 151.22972494850694 | 2.997821492448724 .. 3.084603956984185 | 151.0831268234266 | 3.145235743153543 | 42.084274 | 0.19978541 | 30.000982 | 31.811592 | 4906.7417 | 70.50385 | 4933.0024 | 0.008793553 | 0.00464041 | 102 | 0.000319466 | -0.0014237663 | 0.0125748385 | 0.010945111 | -0.0017409028 | 0.015392018 | 0.006698046 | 0.20553792 | 0.06181062 | 0.013021313 | 596.82947 | 0.14910403 | 1.5832267 | 3.8728447 | 0.43829468 | 0.3236877 | 0.9099179 | 23.061966 | 4.585824667734168e-07 | 4.399302586941455e-06 | False | 425 | 1.3228147863774866e-07 | 4.398566780017879e-07 | 4.4555507725478456e-06 | False | 3.211332284580243e-08 | 0.033153512936044974 |
| 181 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.307301 | 82.24887 | 4.702603 | 6.0270987 | -0.043959405 | 150.9329119746736 .. 151.1374792433622 | 3.213688302283517 .. 3.3003704647857455 | 150.99086122973478 | 3.361027687621834 | 42.31316 | 0.19974357 | 30.000982 | 31.805725 | 4932.8604 | 70.2746 | 4969.5293 | 0.01461017 | 0.008428771 | 113 | 0.0009953231 | 0.0019235174 | 0.016050287 | 0.012630562 | 0.00025598195 | 0.019525431 | 0.008412913 | 0.19064496 | 0.026131207 | 0.011701893 | 611.1819 | 0.13623925 | 1.4558152 | 3.7240057 | 0.42829734 | 0.32197383 | 0.9001376 | 23.039585 | 4.102357016025303e-07 | 4.580026338506948e-06 | False | 425 | 1.5321492867880478e-07 | 4.48119326588411e-07 | 4.691563018290443e-06 | False | 1.6993557857221843e-07 | 0.17555426903459562 |
| 182 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.3291051 | 82.889854 | 4.8146996 | 6.123812 | -0.23793678 | 150.8408715995685 .. 151.04544582197647 | 3.429585021059476 .. 3.5162730582211723 | 150.89878958150217 | 3.576871291234348 | 42.542004 | 0.19968069 | 30.000982 | 31.797686 | 4983.5684 | 72.65684 | 5352.092 | 0.0145453345 | 0.008320115 | 86 | -0.0014682598 | 0.0014836043 | 0.012317847 | 0.013979647 | -0.0029116545 | 0.018683612 | 0.007989806 | 0.11493328 | 0.029798212 | 0.0044263024 | 775.1909 | 0.12513572 | 1.3734868 | 3.5642483 | 0.4203158 | 0.31869775 | 0.8869064 | 23.005026 | 6.221258803831774e-07 | 4.38939618642901e-06 | False | 425 | 2.8451052306419445e-07 | 4.2803509716336827e-07 | 4.402365866565374e-06 | False | 1.245760224724701e-07 | 0.1286773161989546 |
| 183 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.2358522 | 77.36771 | 4.390825 | 5.692667 | 0.07177695 | 151.24125477188048 .. 151.44561305293834 | 3.089887268404136 .. 3.176670137028952 | 151.2990533777245 | 3.237254893628936 | 42.033024 | 0.19970751 | 30.000982 | 31.801966 | 4899.1313 | 71.08386 | 5112.553 | 0.013972257 | 0.0074220975 | 113 | -0.0006797351 | -0.0009889398 | 0.0120540075 | 0.012826065 | -0.00089596043 | 0.01927613 | 0.008443652 | 0.15418711 | 0.017508585 | 0.005820728 | 796.17645 | 0.13345756 | 1.3998995 | 3.965564 | 0.456108 | 0.32419053 | 0.8939258 | 23.066885 | 4.027246279509322e-07 | 2.590583954883817e-06 | False | 425 | 1.576438101629645e-07 | 4.909656904028582e-07 | 2.6885143362308454e-06 | False | 6.707466739787352e-08 | 0.06927296805537005 |
| 184 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.2728546 | 79.651474 | 4.5413303 | 5.8789983 | -0.11080796 | 151.14890230330985 .. 151.35341728771292 | 3.3055757433065636 .. 3.392075059576772 | 151.20687990975148 | 3.4528184699335935 | 42.2619 | 0.19965982 | 30.000982 | 31.796669 | 4949.3066 | 72.04579 | 5185.963 | 0.012141476 | 0.006771185 | 97 | 0.0013534874 | -0.0006173905 | 0.0109587945 | 0.010469653 | -0.0019984255 | 0.011274242 | 0.0049292073 | 0.131208 | 0.046251122 | 0.011001401 | 766.1596 | 0.12194022 | 1.2773802 | 3.7617126 | 0.44137788 | 0.32090393 | 0.8852471 | 23.043827 | 3.5823344152261513e-07 | 3.5364612524935165e-06 | False | 425 | 8.641724586286508e-08 | 3.089406747348703e-07 | 3.4771227406643894e-06 | False | 6.326551351146562e-08 | 0.06538319291533151 |
| 185 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.3015652 | 84.35863 | 4.7821426 | 5.8756785 | -0.19488108 | 151.05669402634254 .. 151.26117624551728 | 3.5211845391681322 .. 3.6077630398718794 | 151.11455935759102 | 3.6683763529751663 | 42.49089 | 0.19960116 | 30.000982 | 31.791197 | 4995.0293 | 73.1947 | 5310.9756 | 0.0127076795 | 0.007779212 | 112 | 0.00023010373 | 0.0007909434 | 0.010831724 | 0.012011435 | -0.00012761234 | 0.020195244 | 0.008716252 | 0.15556952 | 0.02516455 | 0.011882509 | 690.15155 | 0.11805144 | 1.2820466 | 3.5984058 | 0.43043476 | 0.3179665 | 0.876367 | 23.004509 | 3.920510121966621e-07 | 3.6000222114108136e-06 | False | 425 | 1.1115215731931859e-07 | 4.825341308768269e-07 | 3.495456301435197e-06 | False | 2.882617428587105e-08 | 0.029807978108169916 |
| 186 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.2640543 | 79.42534 | 4.715533 | 5.5740647 | 0.09700041 | 151.4569186635082 .. 151.66126027367588 | 3.181528753244608 .. 3.2679476814439603 | 151.51486521779012 | 3.3287550624179043 | 41.98249 | 0.19960585 | 30.000982 | 31.79611 | 4928.292 | 72.02891 | 5317.564 | 0.012358201 | 0.006012747 | 90 | -0.0002723448 | -0.0011977628 | 0.010660043 | 0.016999327 | 0.0014234071 | 0.023403628 | 0.010284066 | 0.15999499 | 0.11117181 | 0.009322257 | 734.0711 | 0.09362609 | 0.9626571 | 3.803258 | 0.44481584 | 0.3222723 | 0.8843356 | 23.042065 | 3.659661604397287e-07 | 3.918401284449796e-06 | False | 425 | 2.866403908510273e-07 | 3.5717197124762253e-07 | 3.9644311715947495e-06 | False | 1.1505245691171738e-07 | 0.11886716502134913 |
| 187 | 0 | 0 | 4071 | 3999 | 2025051500122 | i_39 | i | 2.2487926 | 76.98211 | 4.664321 | 5.482907 | -0.009831831 | 151.36509322233528 .. 151.5693248677509 | 3.397104310482328 .. 3.4838268634462417 | 151.42276680426667 | 3.5443531752990447 | 42.211582 | 0.19954832 | 30.000982 | 31.799599 | 4995.7227 | 81.42183 | 6456.214 | 0.012644644 | 0.007409409 | 110 | 6.1914325e-06 | 0.0002886122 | 0.015329132 | 0.01222281 | 0.00058320054 | 0.025373304 | 0.011197871 | 0.09058779 | 0.18734594 | 0.025482358 | 681.7649 | 0.085908234 | 0.8806981 | 3.8275373 | 0.45087388 | 0.31792235 | 0.8900365 | 23.059374 | 2.8590442486567884e-07 | 1.8934282623054905e-06 | False | 425 | 2.2910719946860594e-07 | 3.335641285756266e-07 | 1.906396508786941e-06 | False | 4.316718531017414e-08 | 0.044600911533985425 |
4.4. Retrieve schema from ExposureCatalog¶
As mentioned in section 2.1., the visit_summary schema can be retrieved directly from the ExposureCatalog object. This can be accessed directly as a lsst.afw.table.Schema object (uncomment below to inspect).
In [18]:
# visit_summary.schema
The schema can also be extracted from the astropy table. Access the schema information for each column and print out the details for the first column, id.
In [19]:
schema_tab = {}
for i_col, colname in enumerate(visit_summary_tab.colnames):
schema_tab[i_col] = {}
col = visit_summary_tab[colname]
schema_tab[i_col]["name"] = colname
schema_tab[i_col]["unit"] = col.unit
schema_tab[i_col]["description"] = col.description
schema_tab[i_col]["dtype"] = col.dtype
schema_tab[0]
Out[19]:
{'name': 'id',
'unit': None,
'description': 'unique ID',
'dtype': dtype('int64')}
In [20]:
del visit_summary_tab, schema_tab
4.5. Get WCS from ExposureRecord¶
The ExposureCatalog consists of an ExposureRecord for each detector that was processed by the pipeline. Inspect the record for detector id=1.
In [21]:
detector_id = 1
record = visit_summary.find(detector_id)
record
Out[21]:
<class 'lsst.afw.table.ExposureRecord'> id: 1 bbox_min_x: 0 bbox_min_y: 0 bbox_max_x: 4071 bbox_max_y: 3999 visit: 2025051500122 physical_filter: i_39 band: i psfSigma: 2.50115 psfArea: 91.7427 psfIxx: 6.44902 psfIyy: 6.06841 psfIxy: -0.0314712 raCorners: [ 148.892, 148.803, 149.007, 149.096] decCorners: [ 0.80977, 1.01739, 1.10429, 0.896602] ra: 148.95 dec: 0.957003 zenithDistance: 41.6515 pixelScale: 0.199536 expTime: 30.001 zeroPoint: 31.7985 skyBg: 4459.61 skyNoise: 73.3459 meanVar: 5277 astromOffsetMean: 0.0154695 astromOffsetStd: 0.00891753 nPsfStar: 96 psfStarDeltaE1Median: -0.000511803 psfStarDeltaE2Median: 0.00122212 psfStarDeltaE1Scatter: 0.0161309 psfStarDeltaE2Scatter: 0.0161028 psfStarDeltaSizeMedian: -0.00195892 psfStarDeltaSizeScatter: 0.0244048 psfStarScaledDeltaSizeScatter: 0.00983368 psfTraceRadiusDelta: 0.30252 psfApFluxDelta: 0.0936847 psfApCorrSigmaScaledDelta: 0.0155305 maxDistToNearestPsf: 704.208 starEMedian: 0.0500841 starUnNormalizedEMedian: 0.616011 effTime: 3.45913 effTimePsfSigmaScale: 0.364481 effTimeSkyBgScale: 0.356142 effTimeZeroPointScale: 0.888247 magLim: 23.0272 preliminary_wcs_detector_pointing_residual: 5.46821e-07 rad preliminary_wcs_visit_pointing_residual: 7.30886e-06 rad preliminary_wcs_detector_pointing_rejected: 0 wcsSkypixId: 425 wcs_corner_max_offset: 1.44117e-07 rad wcs_detector_pointing_residual: 5.9819e-07 rad wcs_visit_pointing_residual: 7.37082e-06 rad wcs_detector_pointing_rejected: 0 wcs_sip_delta_sky: 1.42004e-07 rad wcs_sip_delta_pixel: 0.146576
In addition to the tabular data, the ExposureRecord has methods for extracting other information about that visit-detector, such as the WCS (see also tutorial 204.3.).
In [22]:
legacy_wcs = record.wcs
legacy_wcs
Out[22]:
FITS standard SkyWcs: Sky Origin: (150.1966199433, +2.2490437847) Pixel Origin: (nan, nan) Pixel Scale: nan arcsec/pixel
Define the bounding box of the detector.
In [23]:
detector_bbox = Box.from_legacy(record.getBBox())
detector_bbox
Out[23]:
Box(y=Interval(start=0, stop=4000), x=Interval(start=0, stop=4072))
Combine the record WCS with a DetectorFrame object containing the visit-detector IDs and the detector bounding box to create an lsst.images SkyProjection object.
In [24]:
wcs_visit = SkyProjection.from_legacy(
legacy_wcs,
DetectorFrame(
instrument="LSSTCam",
visit=record.get("visit"),
detector=record.get("id"),
bbox=detector_bbox,
),
)
In [25]:
wcs_visit
Out[25]:
ICRS coordinates
├── center pixel: (x=2035.5, y=1999.5) → 09h55m47.9s +00d57m25s (RA 148.949602°, Dec +0.957003°)
├── Image extent: 13.6 x 13.3 arcmin @ 67 deg E of N
├── Nominal pixel scale: 0.20 arcsec
├── fits_wcs: approximate
└── Corners
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━┓
┃ x ┃ y ┃ RA ┃ Dec ┃ RA (°) ┃ Dec (°) ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━┩
│ -0.5 │ -0.5 │ 09h55m34.1s │ +00d48m35s │ 148.892196 │ +0.809770 │
│ -0.5 │ 3999.5 │ 09h56m23.0s │ +00d53m48s │ 149.095974 │ +0.896602 │
│ 4071.5 │ 3999.5 │ 09h56m01.7s │ +01d06m15s │ 149.007050 │ +1.104285 │
│ 4071.5 │ -0.5 │ 09h55m12.8s │ +01d01m03s │ 148.803261 │ +1.017389 │
└────────┴────────┴─────────────┴────────────┴────────────┴───────────┘
In [26]:
del legacy_wcs
The ExposureRecord can also be used to extract an astropy FITS compatible approximation of the visit-detector WCS.
In [27]:
fits_wcs_visit = wcs_visit.as_fits_wcs(detector_bbox, allow_approximation=True)
fits_wcs_visit
Out[27]:
WCS Keywords Number of WCS axes: 2 CTYPE : 'RA---TAN-SIP' 'DEC--TAN-SIP' CUNIT : 'deg' 'deg' CRVAL : 148.94960216091286 0.9570032779507455 CRPIX : 2036.5 2000.5 CD1_1 CD1_2 : -2.1838434769077934e-05 5.093886028742078e-05 CD2_1 CD2_2 : 5.099969742603272e-05 2.1719837261828563e-05 NAXIS : 4072 4000
In [28]:
del fits_wcs_visit, wcs_visit
4.6. Get PSF from ExposureRecord¶
The PSF model for the visit-detector can also be extracted from the record (see also tutorial 205.2).
In [29]:
legacy_psf = record.getPsf()
legacy_psf
Out[29]:
<lsst.meas.extensions.piff.piffPsf.PiffPsf at 0x7ddceca83830>
In [30]:
psf = PointSpreadFunction.from_legacy(legacy_psf, bounds=detector_bbox)
psf
Out[30]:
PiffWrapper
├── bounds: [y=0:4000, x=0:4072]
└── kernel_bbox: [y=-13:14, x=-13:14]
In [31]:
del record, legacy_psf, psf, detector_bbox
5. Example use case: observation metadata across the focal plane¶
In addition to retrieving visit-detector WCS and PSF information, a possible use of visit_summary is to look at the variation in observation metadata across the focal plane of a given visit. For example, one can analyse how the average sky background, skyBg (adu), varies for each detector in a given visit.
As described in CTN-001 and tutorial 208.1. there are 189 science CCDs in the LSSTCam focal plane. However, the visit_summary ExposureCatalog will not contain 189 records, as only detectors that have been processed by the pipeline are recorded. Furthermore some detectors may be present in the ExposureCatalog but with NaN values for certain columns, depending on which parts of the pipeline were able to run successfully.
Define an array of expected detector IDs for all 189 science detectors.
In [32]:
detector_ids = np.arange(189)
print(len(detector_ids))
189
Check which detectors are missing from ExposureCatalog for this visit.
In [33]:
missing_detectors = detector_ids[
~np.isin(detector_ids, np.array(visit_summary["id"]))
]
missing_detectors
Out[33]:
array([ 0, 20, 27, 65, 120, 121, 122, 123, 161, 168, 188])
Detector id$=[0,20,27,65,123,161,168,188]$ corresponds to the 8 corners of the focal plane which are not processed due to vignetting.
In addition to the corner detectors other detectors may have been excluded from processing; for visit=2025051500122 these are id$=[120,121,122]$. The number of missing detectors changes across DP2, but detector id=122 is consistently excluded due to a known overcurrent consistent with a short.
Additional information about each detector id, such as name and serial number, can be extracted from the Lsstcam object.
In [34]:
camera = LsstCam.getCamera()
cam_id_map = camera.getIdMap()
for det_id in missing_detectors:
print(f"{det_id}: {cam_id_map[det_id].getName()}, "
f"{cam_id_map[det_id].getSerial()}"
)
0: R01_S00, ITL-3800C-083 20: R03_S02, ITL-3800C-467 27: R10_S00, ITL-3800C-466 65: R14_S02, E2V-CCD250-141 120: R30_S10, E2V-CCD250-358 121: R30_S11, E2V-CCD250-251 122: R30_S12, E2V-CCD250-149 123: R30_S20, E2V-CCD250-166 161: R34_S22, E2V-CCD250-311 168: R41_S20, ITL-3800C-443 188: R43_S22, ITL-3800C-076
To investigate the properties of this visit, make a plot that represents the extent of each detector in visit_summary across the focal plane and indicates the value of the chosen observation metadata parameter.
The detectors are plotted as polygons, where RA and Dec positions are extracted from raCorners and decCorners. The id of each detector is indicated with text.
In [35]:
fig, ax = plt.subplots()
patches = []
for i_detector in range(len(visit_summary)):
polygon = Polygon(
np.array([visit_summary[i_detector]["raCorners"],
visit_summary[i_detector]["decCorners"]]).T
)
patches.append(polygon)
x = visit_summary[i_detector]["ra"]
y = visit_summary[i_detector]["dec"]
t = visit_summary[i_detector]["id"]
ax.text(
x, y, t, fontsize=8,
verticalalignment="center", horizontalalignment="center"
)
colors = visit_summary["skyBg"]
p = PatchCollection(patches)
p.set_array(colors)
s1 = ax.add_collection(p)
cbar = plt.colorbar(s1)
cbar.set_label("skyBg (adu)")
ax.autoscale_view()
ax.set_xlabel("ra (degrees)")
ax.set_ylabel("dec (degrees)")
plt.title("visit={}".format(visit_summary.get("visit")[0]))
plt.show()
Figure 1: Plot of an LSSTCam visit with each detector in the visit displayed as a polygon as defined by the RA and Dec of its corners (this is a cartesian, not sky, projection). The detector-polygons are labeled by
idand colored by an observational metadata parameter, in this case the average sky background,skyBg(adu), for each detector.
6. Exercises for the learner¶
- Repeat the analysis but for a visit with more missing detectors, e.g.
visit=2025042400172. - Recreate the Figure 1 for other observational metadata parameters, e.g.
magLim,psfSigmaoreffTime. Take note of which metadata parameters may be NaN, depending on which parts of the pipeline successfully processed the detector.
In [ ]: