! butler --help
Usage: butler [OPTIONS] COMMAND [ARGS]...
Options:
--log-level LEVEL|COMPONENT=LEVEL ...
The logging level. Supported levels are
[CRITICAL|ERROR|WARNING|INFO|DEBUG]
--long-log Make log messages appear in long format.
-h, --help Show this message and exit.
Commands:
certify-calibrations Certify calibrations in a repository.
config-dump Dump butler config to stdout.
config-validate Validate the configuration files.
convert Convert a gen2 repo to gen3.
create Create an empty Gen3 Butler repository.
define-visits Define visits from exposures.
import Import data into a butler repository.
ingest-raws Ingest raw frames.
make-discrete-skymap Define a discrete skymap from calibrated
exposures.
prune-collection Remove a collection and possibly prune...
query-collections Search for collections.
query-data-ids List the data IDs in a repository.
query-dataset-types Get the dataset types in a repository.
query-datasets List the datasets in a repository.
register-instrument Add an instrument to the repository
remove-dataset-type Remove a dataset type definition from a...
write-curated-calibrations Add an instrument's curated calibrations.
! butler create --help
Usage: butler create [OPTIONS] REPO
Create an empty Gen3 Butler repository.
REPO is the URI or path to the new repository. Will be created if it does
not exist.
Options:
--seed-config TEXT Path to an existing YAML config file to apply (on
top of defaults).
--dimension-config TEXT Path to an existing YAML config file with dimension
configuration.
--standalone Include all defaults in the config file in the
repo, insulating the repo from changes in package
defaults.
--override Allow values in the supplied config to override all
repo settings.
-f, --outfile TEXT Name of output file to receive repository
configuration. Default is to write butler.yaml into
the specified repo.
-@, --options-file TEXT URI to YAML file containing overrides of command
line options. The YAML should be organized as a
hierarchy with subcommand names at the top level
options for that subcommand below.
-h, --help Show this message and exit.
Step 1 : Creating registry file (reg.yaml file)
Firstly, we need to create a SQL file for the registry (e.g vi test.sqlite3) (postgresql is often use for S3)
Then, we have to create an S3 bucket on echo which will be the butler repository. I used Rclone
(https://rclone.org/docs/) to do this "rclone mkdir remote:bucket_name"
Now we have all of this, create a new file and call it reg.yaml. Within that file you have the path to the SQL file. Example
db: sqlite:////home/test.sqlite3 Step 2 : Configuring the butler repository
Now we have got the butler.yaml file we can create an empty Gen3 Butler repository.
We do this by using "butler create" which is a command line task
(https://pipelines.lsst.io/modules/lsst.daf.butler/scripts/butler.py.html)
We run:
Now we have created a generation 3 Butler repository, if we check our s3 butler repository will see that
the butler.yaml is now in the repository. We can also check the sql file and see all the tables loaded in which help query the dataset
! butler register-instrument --help
Usage: butler register-instrument [OPTIONS] REPO INSTRUMENT ... Add an instrument to the data repository. REPO is the URI or path to the gen3 repository. Will be created if it does not already exist The fully-qualified name of an Instrument subclass. Options: -h, --help Show this message and exit.
Step 1: Find the instrument class
Step 2: Running the "register-instrument" Command
» butler register-instrument s3://bucket_name lsst.obs.subaru.HyperSuprimeCam
where s3://bucket_name is the REPO which is the URI or path to the new repository and lsst.obs.subaru.HyperSuprimeCam is the instrument class
Note that for butler subcommands once an instrument is registered you can refer to that instrument by the short name
(e.g. » butler write-curated-calibrations s3://bucket_name HSC )
! butler ingest-raws --help
Usage: butler ingest-raws [OPTIONS] REPO LOCATIONS ...
Ingest raw frames into from a directory into the butler registry
REPO is the URI or path to the gen3 repository. Will be created if it does
not already exist
LOCATIONS specifies files to ingest and/or locations to search for files.
Options:
--regex TEXT Regex string used to find files in
directories listed in LOCATIONS. Searches
for fits files by default.
-c, --config TEXT=TEXT ... Config override, as a key-value pair.
-C, --config-file FILE Path to a pex config override to be included
after the Instrument config overrides are
applied.
--output-run TEXT The name of the run datasets should be
output to.
-t, --transfer [auto|link|symlink|hardlink|copy|move|relsymlink]
The external data transfer mode.
-j, --processes INTEGER RANGE Number of processes to use.
--ingest-task TEXT The fully qualified class name of the ingest
task to use.
-@, --options-file TEXT URI to YAML file containing overrides of
command line options. The YAML should be
organized as a hierarchy with subcommand
names at the top level options for that
subcommand below.
-h, --help Show this message and exit.
Step 1: Adding an instrument to the GEN 3 butler repository
Step 2: Running the "ingest-raws" Command
» butler ingest-raws s3://bucket_name /home/lsst_stack/testdata_ci_hsc/raw
where s3://bucket_name is the REPO which is the URI or path to the new repository and /home/lsst_stack/testdata_ci_hsc/raw is the LOCATIONs specifies files to ingest and/or locations to search for files.
! butler define-visits --help
Usage: butler define-visits [OPTIONS] REPO INSTRUMENT
Define visits from exposures in the butler registry.
REPO is the URI or path to the gen3 repository. Will be created if it does
not already exist
The name or fully-qualified class name of an instrument.
Options:
-C, --config-file TEXT Path to a pex_config override to be included
after the Instrument config overrides are
applied.
--collections TEXT ... The collections to be searched (in order)
when reading datasets.
-j, --processes INTEGER RANGE Number of processes to use.
-@, --options-file TEXT URI to YAML file containing overrides of
command line options. The YAML should be
organized as a hierarchy with subcommand
names at the top level options for that
subcommand below.
-h, --help Show this message and exit.
Generation 3
In gen3 we separate the two concepts so “exposure” means one self-contained observation that could be processed on its own, and “visit” is effectively a scheme for grouping exposures.
In gen3 we currently have two “visit systems” in place and they are set up after the raw data have been ingested. The two are either “one visit == one exposure” or else create visits by using the “group name” – we put a groupId header in each file so we can tell if the observing script has decided that the two exposures should be processed together. We haven’t really fleshed out this process because we’ve never really taken any multi-exposure visit data (LSSTCam is required to support two exposure visits or one exposure visits). All the current pipelines assume a visit is a single exposure and there is a step in the pipeline that morphs the exposure into a visit. All the pipelines require that visits are defined so after ingest if you are wanting to use our standard pipelines you will need to run butler define-visit.
Step 1: Instrument class
Step 2: Running the "define-visits" Command
» butler define-visits s3://bucket_name HSC
where s3://bucket_name is the REPO which is the URI or path to the new repository and HSC is the instrument class
! butler convert --help
Usage: butler convert [OPTIONS] REPO
Convert a Butler gen 2 repository into a gen 3 repository.
REPO is the URI or path to the gen3 repository. Will be created if it does
not already exist
Options:
--gen2root TEXT Root path of the gen 2 repo to be converted.
[required]
--skymap-name TEXT Name of the new gen3 skymap (e.g.
'discrete/ci_hsc').
--skymap-config TEXT Path to skymap config file defining the new
gen3 skymap.
--calibs TEXT Path to the gen 2 calibration repo. It can
be absolute or relative to gen2root.
--reruns TEXT ... List of gen 2 reruns to convert.
-t, --transfer [auto|link|symlink|hardlink|copy|move|relsymlink]
Mode to use to transfer files into the new
repository.
-j, --processes INTEGER RANGE Number of processes to use.
-C, --config-file TEXT Path to a `ConvertRepoConfig` override to be
included after the Instrument config
overrides are applied.
-@, --options-file TEXT URI to YAML file containing overrides of
command line options. The YAML should be
organized as a hierarchy with subcommand
names at the top level options for that
subcommand below.
-h, --help Show this message and exit.
Step 1: Set up a Gen 3 butler repository(Look above for instructions)
Step 2: Running the "convert" Command
» butler convert s3://bucket_name --gen2root ~/lsst_stack/DATA --processes 2 --reruns "rerun/coadd,rerun/coaddPhot,rerun/processCcdOutputs,rerun/coaddForcedPhot" --calibs ~/lsst_stack/DATA/CALIB/
The tutorial for create a gen 2 repository is here https://pipelines.lsst.io/getting-started/data-setup.html
! butler import --help
Usage: butler import [OPTIONS] REPO DIRECTORY
Import data into a butler repository.
REPO is the URI or path to the new repository. Will be created if it does
not exist.
DIRECTORY is the folder containing dataset files.
Options:
-t, --transfer [auto|link|symlink|hardlink|copy|move|relsymlink]
The external data transfer mode.
--export-file FILENAME Name for the file that contains database
information associated with the exported
datasets. If this is not an absolute path,
does not exist in the current working
directory, and --dir is provided, it is
assumed to be in that directory. Defaults
to "export.yaml".
-s, --skip-dimensions TEXT ... Dimensions that should be skipped during
import
-@, --options-file TEXT URI to YAML file containing overrides of
command line options. The YAML should be
organized as a hierarchy with subcommand
names at the top level options for that
subcommand below.
-h, --help Show this message and exit.
Step 1: Export the data
Step 2: Running the "import" Command
import lsst.daf.butler as Butler
import lsst.afw.display as afwDisplay
import pylab as plt
import os,glob
import lsst.geom as geom
butler = Butler.Butler("s3://joshuakitenge-DATA-ed")
registry = butler.registry
The registry is a good tool for investigating a repo (more on the registry schema can be found here). For example, we can get a list of all collections, which includes the HSC/raw/all collection that we were using before
for c in registry.queryCollections():
print(c)
HSC/raw/all HSC/calib HSC/calib/unbounded HSC/calib/curated/1970-01-01T00:00:00 HSC/calib/curated/2013-01-31T00:00:00 HSC/calib/curated/2014-04-03T00:00:00 HSC/calib/curated/2014-06-01T00:00:00 HSC/calib/curated/2015-11-06T00:00:00 HSC/calib/curated/2016-04-01T00:00:00 HSC/calib/curated/2016-11-22T00:00:00 HSC/calib/curated/2016-12-23T00:00:00 refcats HSC/calib/gen2/2014-11-12 HSC/calib/gen2/2014-07-14 HSC/calib/gen2/2013-11-03 HSC/calib/gen2/2013-06-17 shared/HSC/rerun/coadd shared/HSC/rerun/coaddPhot shared/HSC/rerun/processCcdOutputs shared/HSC/rerun/coaddForcedPhot shared/HSC
now that we "know" that HSC/raw/all exists, let's create our butler with this collection:
butler = Butler.Butler("s3://joshuakitenge-DATA-ed",collections='shared/HSC/rerun/processCcdOutputs')
registry = butler.registry
We can also use the registry to get a list of all dataset types
for x in registry.queryDatasetTypes():
print(x)
DatasetType('raw', {band, instrument, detector, physical_filter, exposure}, Exposure)
DatasetType('camera', {instrument}, Camera, isCalibration=True)
DatasetType('defects', {instrument, detector}, Defects, isCalibration=True)
DatasetType('bfKernel', {instrument}, NumpyArray, isCalibration=True)
DatasetType('transmission_optics', {instrument}, TransmissionCurve, isCalibration=True)
DatasetType('transmission_sensor', {instrument, detector}, TransmissionCurve, isCalibration=True)
DatasetType('transmission_filter', {band, instrument, physical_filter}, TransmissionCurve, isCalibration=True)
DatasetType('transmission_atmosphere', {instrument}, TransmissionCurve, isCalibration=True)
DatasetType('ps1_pv3_3pi_20170110', {htm7}, SimpleCatalog)
DatasetType('sky', {band, instrument, detector, physical_filter}, ExposureF, isCalibration=True)
DatasetType('dark', {instrument, detector}, ExposureF, isCalibration=True)
DatasetType('bias', {instrument, detector}, ExposureF, isCalibration=True)
DatasetType('flat', {band, instrument, detector, physical_filter}, ExposureF, isCalibration=True)
DatasetType('deepCoadd_skyMap', {skymap}, SkyMap)
DatasetType('deep_compareWarpAssembleCoadd_metadata', {band, skymap, tract, patch}, PropertySet)
DatasetType('deep_safeClipAssembleCoadd_config', {}, Config)
DatasetType('deep_makeCoaddTempExp_config', {}, Config)
DatasetType('packages', {}, Packages)
DatasetType('deep_makeCoaddTempExp_metadata', {band, skymap, tract, patch}, PropertySet)
DatasetType('deepCoadd_directWarp', {band, instrument, skymap, physical_filter, tract, visit_system, patch, visit}, ExposureF)
DatasetType('deepCoadd_psfMatchedWarp', {band, instrument, skymap, physical_filter, tract, visit_system, patch, visit}, ExposureF)
DatasetType('deepCoadd_nImage', {band, skymap, tract, patch}, ImageU)
DatasetType('deepCoadd', {band, skymap, tract, patch}, ExposureF)
DatasetType('deepCoadd_deblendedFlux', {band, skymap, tract, patch}, SourceCatalog)
DatasetType('deblendCoaddSources_metadata', {band, skymap, tract, patch}, PropertySet)
DatasetType('deepCoadd_measMatch', {band, skymap, tract, patch}, Catalog)
DatasetType('deepCoadd_meas', {band, skymap, tract, patch}, SourceCatalog)
DatasetType('detectCoaddSources_metadata', {band, skymap, tract, patch}, PropertySet)
DatasetType('deepCoadd_calexp_background', {band, skymap, tract, patch}, Background)
DatasetType('deepCoadd_calexp', {band, skymap, tract, patch}, ExposureF)
DatasetType('deepCoadd_measMatchFull', {band, skymap, tract, patch}, Catalog)
DatasetType('deepCoadd_det', {band, skymap, tract, patch}, SourceCatalog)
DatasetType('measureCoaddSources_metadata', {band, skymap, tract, patch}, PropertySet)
DatasetType('deepCoadd_ref', {skymap, tract, patch}, SourceCatalog)
DatasetType('deepCoadd_mergeDet', {skymap, tract, patch}, SourceCatalog)
DatasetType('measureCoaddSources_config', {}, Config)
DatasetType('detectCoaddSources_config', {}, Config)
DatasetType('mergeCoaddDetections_config', {}, Config)
DatasetType('deblendCoaddSources_config', {}, Config)
DatasetType('mergeCoaddMeasurements_config', {}, Config)
DatasetType('deepCoadd_ref_schema', {}, SourceCatalog)
DatasetType('deepCoadd_mergeDet_schema', {}, SourceCatalog)
DatasetType('deepCoadd_meas_schema', {}, SourceCatalog)
DatasetType('deepCoadd_det_schema', {}, SourceCatalog)
DatasetType('deepCoadd_peak_schema', {}, PeakCatalog)
DatasetType('deepCoadd_deblendedFlux_schema', {}, SourceCatalog)
DatasetType('deepCoadd_deblendedModel_schema', {}, SourceCatalog)
DatasetType('src', {band, instrument, detector, physical_filter, visit_system, visit}, SourceCatalog)
DatasetType('icSrc', {band, instrument, detector, physical_filter, visit_system, visit}, SourceCatalog)
DatasetType('srcMatch', {band, instrument, detector, physical_filter, visit_system, visit}, Catalog)
DatasetType('srcMatchFull', {band, instrument, detector, physical_filter, visit_system, visit}, Catalog)
DatasetType('processCcd_metadata', {band, instrument, detector, physical_filter, visit_system, visit}, PropertySet)
DatasetType('calexp', {band, instrument, detector, physical_filter, visit_system, visit}, ExposureF)
DatasetType('calexpBackground', {band, instrument, detector, physical_filter, visit_system, visit}, Background)
DatasetType('processCcd_config', {}, Config)
DatasetType('src_schema', {}, SourceCatalog)
DatasetType('icSrc_schema', {}, SourceCatalog)
DatasetType('deepCoadd_forced_src', {band, skymap, tract, patch}, SourceCatalog)
DatasetType('deepCoadd_forced_metadata', {band, skymap, tract, patch}, PropertySet)
DatasetType('deepCoadd_forced_config', {}, Config)
DatasetType('deepCoadd_forced_src_schema', {}, SourceCatalog)
We suspect that this is all datasetTypes that the processing has tried to create during the processing. There may be intermediate products that were created during processing, but no longer exist.
It is now possible to get all DatasetRef (including dataId) for a specific datasetType in a specific collection with a query like the one that follows
datasetRefs = list(registry.queryDatasets(datasetType='calexp',collections=['shared/HSC/rerun/processCcdOutputs']))
for ref_calexp in datasetRefs:
print(ref_calexp.dataId)
{band: i, instrument: HSC, detector: 1, physical_filter: HSC-I, visit_system: 0, visit: 904014}
{band: i, instrument: HSC, detector: 12, physical_filter: HSC-I, visit_system: 0, visit: 904014}
{band: i, instrument: HSC, detector: 10, physical_filter: HSC-I, visit_system: 0, visit: 904010}
{band: i, instrument: HSC, detector: 25, physical_filter: HSC-I, visit_system: 0, visit: 903990}
{band: i, instrument: HSC, detector: 23, physical_filter: HSC-I, visit_system: 0, visit: 903988}
{band: i, instrument: HSC, detector: 18, physical_filter: HSC-I, visit_system: 0, visit: 903990}
{band: i, instrument: HSC, detector: 6, physical_filter: HSC-I, visit_system: 0, visit: 904014}
{band: i, instrument: HSC, detector: 100, physical_filter: HSC-I, visit_system: 0, visit: 903986}
{band: i, instrument: HSC, detector: 16, physical_filter: HSC-I, visit_system: 0, visit: 903986}
{band: i, instrument: HSC, detector: 24, physical_filter: HSC-I, visit_system: 0, visit: 903988}
{band: i, instrument: HSC, detector: 4, physical_filter: HSC-I, visit_system: 0, visit: 904010}
{band: i, instrument: HSC, detector: 23, physical_filter: HSC-I, visit_system: 0, visit: 903986}
{band: i, instrument: HSC, detector: 17, physical_filter: HSC-I, visit_system: 0, visit: 903988}
{band: i, instrument: HSC, detector: 16, physical_filter: HSC-I, visit_system: 0, visit: 903988}
{band: i, instrument: HSC, detector: 100, physical_filter: HSC-I, visit_system: 0, visit: 904010}
{band: i, instrument: HSC, detector: 22, physical_filter: HSC-I, visit_system: 0, visit: 903986}
{band: r, instrument: HSC, detector: 6, physical_filter: HSC-R, visit_system: 0, visit: 903346}
{band: r, instrument: HSC, detector: 4, physical_filter: HSC-R, visit_system: 0, visit: 903342}
{band: r, instrument: HSC, detector: 11, physical_filter: HSC-R, visit_system: 0, visit: 903344}
{band: r, instrument: HSC, detector: 12, physical_filter: HSC-R, visit_system: 0, visit: 903346}
{band: r, instrument: HSC, detector: 5, physical_filter: HSC-R, visit_system: 0, visit: 903344}
{band: r, instrument: HSC, detector: 18, physical_filter: HSC-R, visit_system: 0, visit: 903338}
{band: r, instrument: HSC, detector: 24, physical_filter: HSC-R, visit_system: 0, visit: 903336}
{band: r, instrument: HSC, detector: 1, physical_filter: HSC-R, visit_system: 0, visit: 903346}
{band: r, instrument: HSC, detector: 17, physical_filter: HSC-R, visit_system: 0, visit: 903336}
{band: r, instrument: HSC, detector: 23, physical_filter: HSC-R, visit_system: 0, visit: 903334}
{band: r, instrument: HSC, detector: 100, physical_filter: HSC-R, visit_system: 0, visit: 903342}
{band: r, instrument: HSC, detector: 100, physical_filter: HSC-R, visit_system: 0, visit: 903334}
{band: r, instrument: HSC, detector: 25, physical_filter: HSC-R, visit_system: 0, visit: 903338}
{band: r, instrument: HSC, detector: 10, physical_filter: HSC-R, visit_system: 0, visit: 903342}
{band: r, instrument: HSC, detector: 22, physical_filter: HSC-R, visit_system: 0, visit: 903334}
{band: r, instrument: HSC, detector: 0, physical_filter: HSC-R, visit_system: 0, visit: 903344}
{band: r, instrument: HSC, detector: 16, physical_filter: HSC-R, visit_system: 0, visit: 903334}
Ok, now that we know what collections exist (HSC/raw/all in particular), the datasetTypes that are defined for that collection, and the datasetRefs (which contain dataIds) for data products of the requested type. This is all the information that we need to get the dataset of interest.
From the list above, I choose index 16 and with this we will find the dataId
ref_calexp = datasetRefs[16]
print(ref_calexp.dataId)
{band: r, instrument: HSC, detector: 6, physical_filter: HSC-R, visit_system: 0, visit: 903346}
DatasetRef is a combination of dataset type and dataId and can refer to an explicit dataset in a specific run (if ref.dataId is defined)
print(ref_calexp)
print(ref_calexp.dataId)
print(ref_calexp.datasetType)
calexp@{band: r, instrument: HSC, detector: 6, physical_filter: HSC-R, visit_system: 0, visit: 903346}, sc=ExposureF] (id=1647)
{band: r, instrument: HSC, detector: 6, physical_filter: HSC-R, visit_system: 0, visit: 903346}
DatasetType('calexp', {band, instrument, detector, physical_filter, visit_system, visit}, ExposureF)
Butler.get, this method allows datasets outside the Butler'scollection to be read as long as the DatasetRef that identifies them can be obtained separately.# To get the image,we pass the dataId
calexp = butler.getDirect(ref_calexp)
#And plot!
afwDisplay.setDefaultBackend('matplotlib')
fig = plt.figure(figsize=(10,8))
afw_display = afwDisplay.Display(1)
afw_display.scale('asinh', 'zscale')
afw_display.mtv(calexp)
plt.gca().axis('off')
(-0.5, 2047.5, -0.5, 4175.5)
How to create a table using the data
src = butler.get("src",dataId=ref_calexp.dataId)
src = src.copy(True)
src.asAstropy()
| id | coord_ra | coord_dec | parent | calib_detected | calib_psf_candidate | calib_psf_used | calib_psf_reserved | deblend_nChild | deblend_deblendedAsPsf | deblend_psfCenter_x | deblend_psfCenter_y | deblend_psf_instFlux | deblend_tooManyPeaks | deblend_parentTooBig | deblend_masked | deblend_skipped | deblend_rampedTemplate | deblend_patchedTemplate | deblend_hasStrayFlux | deblend_peak_center_x | deblend_peak_center_y | deblend_peakId | deblend_nPeaks | deblend_parentNPeaks | sky_source | base_NaiveCentroid_x | base_NaiveCentroid_y | base_NaiveCentroid_flag | base_NaiveCentroid_flag_noCounts | base_NaiveCentroid_flag_edge | base_NaiveCentroid_flag_resetToPeak | base_SdssCentroid_x | slot_Centroid_x | base_SdssCentroid_y | slot_Centroid_y | base_SdssCentroid_xErr | slot_Centroid_xErr | base_SdssCentroid_yErr | slot_Centroid_yErr | base_SdssCentroid_flag | base_CircularApertureFlux_flag_badCentroid | base_GaussianFlux_flag_badCentroid | base_LocalBackground_flag_badCentroid | base_NaiveCentroid_flag_badInitialCentroid | base_PsfFlux_flag_badCentroid | base_SdssShape_flag_badCentroid | base_Variance_flag_badCentroid | ext_photometryKron_KronFlux_flag_badInitialCentroid | ext_shapeHSM_HsmPsfMoments_flag_badCentroid | ext_shapeHSM_HsmShapeRegauss_flag_badCentroid | ext_shapeHSM_HsmSourceMomentsRound_flag_badCentroid | ext_shapeHSM_HsmSourceMoments_flag_badCentroid | slot_Centroid_flag | base_SdssCentroid_flag_edge | base_CircularApertureFlux_flag_badCentroid_edge | base_GaussianFlux_flag_badCentroid_edge | base_LocalBackground_flag_badCentroid_edge | base_NaiveCentroid_flag_badInitialCentroid_edge | base_PsfFlux_flag_badCentroid_edge | base_SdssShape_flag_badCentroid_edge | base_Variance_flag_badCentroid_edge | ext_photometryKron_KronFlux_flag_badInitialCentroid_edge | ext_shapeHSM_HsmPsfMoments_flag_badCentroid_edge | ext_shapeHSM_HsmShapeRegauss_flag_badCentroid_edge | ext_shapeHSM_HsmSourceMomentsRound_flag_badCentroid_edge | ext_shapeHSM_HsmSourceMoments_flag_badCentroid_edge | slot_Centroid_flag_edge | base_SdssCentroid_flag_noSecondDerivative | base_CircularApertureFlux_flag_badCentroid_noSecondDerivative | base_GaussianFlux_flag_badCentroid_noSecondDerivative | base_LocalBackground_flag_badCentroid_noSecondDerivative | base_NaiveCentroid_flag_badInitialCentroid_noSecondDerivative | base_PsfFlux_flag_badCentroid_noSecondDerivative | base_SdssShape_flag_badCentroid_noSecondDerivative | base_Variance_flag_badCentroid_noSecondDerivative | ext_photometryKron_KronFlux_flag_badInitialCentroid_noSecondDerivative | ext_shapeHSM_HsmPsfMoments_flag_badCentroid_noSecondDerivative | ext_shapeHSM_HsmShapeRegauss_flag_badCentroid_noSecondDerivative | ext_shapeHSM_HsmSourceMomentsRound_flag_badCentroid_noSecondDerivative | ext_shapeHSM_HsmSourceMoments_flag_badCentroid_noSecondDerivative | slot_Centroid_flag_noSecondDerivative | base_SdssCentroid_flag_almostNoSecondDerivative | base_CircularApertureFlux_flag_badCentroid_almostNoSecondDerivative | base_GaussianFlux_flag_badCentroid_almostNoSecondDerivative | base_LocalBackground_flag_badCentroid_almostNoSecondDerivative | base_NaiveCentroid_flag_badInitialCentroid_almostNoSecondDerivative | base_PsfFlux_flag_badCentroid_almostNoSecondDerivative | base_SdssShape_flag_badCentroid_almostNoSecondDerivative | base_Variance_flag_badCentroid_almostNoSecondDerivative | ext_photometryKron_KronFlux_flag_badInitialCentroid_almostNoSecondDerivative | ext_shapeHSM_HsmPsfMoments_flag_badCentroid_almostNoSecondDerivative | ext_shapeHSM_HsmShapeRegauss_flag_badCentroid_almostNoSecondDerivative | ext_shapeHSM_HsmSourceMomentsRound_flag_badCentroid_almostNoSecondDerivative | ext_shapeHSM_HsmSourceMoments_flag_badCentroid_almostNoSecondDerivative | slot_Centroid_flag_almostNoSecondDerivative | base_SdssCentroid_flag_notAtMaximum | base_CircularApertureFlux_flag_badCentroid_notAtMaximum | base_GaussianFlux_flag_badCentroid_notAtMaximum | base_LocalBackground_flag_badCentroid_notAtMaximum | base_NaiveCentroid_flag_badInitialCentroid_notAtMaximum | base_PsfFlux_flag_badCentroid_notAtMaximum | base_SdssShape_flag_badCentroid_notAtMaximum | base_Variance_flag_badCentroid_notAtMaximum | ext_photometryKron_KronFlux_flag_badInitialCentroid_notAtMaximum | ext_shapeHSM_HsmPsfMoments_flag_badCentroid_notAtMaximum | ext_shapeHSM_HsmShapeRegauss_flag_badCentroid_notAtMaximum | ext_shapeHSM_HsmSourceMomentsRound_flag_badCentroid_notAtMaximum | ext_shapeHSM_HsmSourceMoments_flag_badCentroid_notAtMaximum | slot_Centroid_flag_notAtMaximum | base_SdssCentroid_flag_resetToPeak | base_CircularApertureFlux_flag_badCentroid_resetToPeak | base_GaussianFlux_flag_badCentroid_resetToPeak | base_LocalBackground_flag_badCentroid_resetToPeak | base_NaiveCentroid_flag_badInitialCentroid_resetToPeak | base_PsfFlux_flag_badCentroid_resetToPeak | base_SdssShape_flag_badCentroid_resetToPeak | base_Variance_flag_badCentroid_resetToPeak | ext_photometryKron_KronFlux_flag_badInitialCentroid_resetToPeak | ext_shapeHSM_HsmPsfMoments_flag_badCentroid_resetToPeak | ext_shapeHSM_HsmShapeRegauss_flag_badCentroid_resetToPeak | ext_shapeHSM_HsmSourceMomentsRound_flag_badCentroid_resetToPeak | ext_shapeHSM_HsmSourceMoments_flag_badCentroid_resetToPeak | slot_Centroid_flag_resetToPeak | base_SdssCentroid_flag_badError | base_CircularApertureFlux_flag_badCentroid_badError | base_GaussianFlux_flag_badCentroid_badError | base_LocalBackground_flag_badCentroid_badError | base_NaiveCentroid_flag_badInitialCentroid_badError | base_PsfFlux_flag_badCentroid_badError | base_SdssShape_flag_badCentroid_badError | base_Variance_flag_badCentroid_badError | ext_photometryKron_KronFlux_flag_badInitialCentroid_badError | ext_shapeHSM_HsmPsfMoments_flag_badCentroid_badError | ext_shapeHSM_HsmShapeRegauss_flag_badCentroid_badError | ext_shapeHSM_HsmSourceMomentsRound_flag_badCentroid_badError | ext_shapeHSM_HsmSourceMoments_flag_badCentroid_badError | slot_Centroid_flag_badError | base_Blendedness_old | base_Blendedness_raw | base_Blendedness_raw_child_instFlux | base_Blendedness_raw_parent_instFlux | base_Blendedness_abs | base_Blendedness_abs_child_instFlux | base_Blendedness_abs_parent_instFlux | base_Blendedness_raw_child_xx | base_Blendedness_raw_child_yy | base_Blendedness_raw_child_xy | base_Blendedness_raw_parent_xx | base_Blendedness_raw_parent_yy | base_Blendedness_raw_parent_xy | base_Blendedness_abs_child_xx | base_Blendedness_abs_child_yy | base_Blendedness_abs_child_xy | base_Blendedness_abs_parent_xx | base_Blendedness_abs_parent_yy | base_Blendedness_abs_parent_xy | base_Blendedness_flag | base_Blendedness_flag_noCentroid | base_Blendedness_flag_noShape | base_FPPosition_x | base_FPPosition_y | base_FPPosition_flag | base_FPPosition_missingDetector_flag | base_Jacobian_value | base_Jacobian_flag | base_SdssShape_xx | base_SdssShape_yy | base_SdssShape_xy | base_SdssShape_xxErr | base_SdssShape_yyErr | base_SdssShape_xyErr | base_SdssShape_x | base_SdssShape_y | base_SdssShape_instFlux | base_SdssShape_instFluxErr | base_SdssShape_psf_xx | base_SdssShape_psf_yy | base_SdssShape_psf_xy | base_SdssShape_instFlux_xx_Cov | base_SdssShape_instFlux_yy_Cov | base_SdssShape_instFlux_xy_Cov | base_SdssShape_flag | base_SdssShape_flag_unweightedBad | base_SdssShape_flag_unweighted | base_SdssShape_flag_shift | base_SdssShape_flag_maxIter | base_SdssShape_flag_psf | ext_shapeHSM_HsmPsfMoments_x | slot_PsfShape_x | ext_shapeHSM_HsmPsfMoments_y | slot_PsfShape_y | ext_shapeHSM_HsmPsfMoments_xx | slot_PsfShape_xx | ext_shapeHSM_HsmPsfMoments_yy | slot_PsfShape_yy | ext_shapeHSM_HsmPsfMoments_xy | slot_PsfShape_xy | ext_shapeHSM_HsmPsfMoments_flag | slot_PsfShape_flag | ext_shapeHSM_HsmPsfMoments_flag_no_pixels | slot_PsfShape_flag_no_pixels | ext_shapeHSM_HsmPsfMoments_flag_not_contained | slot_PsfShape_flag_not_contained | ext_shapeHSM_HsmPsfMoments_flag_parent_source | slot_PsfShape_flag_parent_source | ext_shapeHSM_HsmShapeRegauss_e1 | ext_shapeHSM_HsmShapeRegauss_e2 | ext_shapeHSM_HsmShapeRegauss_sigma | ext_shapeHSM_HsmShapeRegauss_resolution | ext_shapeHSM_HsmShapeRegauss_flag | ext_shapeHSM_HsmShapeRegauss_flag_no_pixels | ext_shapeHSM_HsmShapeRegauss_flag_not_contained | ext_shapeHSM_HsmShapeRegauss_flag_parent_source | ext_shapeHSM_HsmShapeRegauss_flag_galsim | ext_shapeHSM_HsmSourceMoments_x | slot_Shape_x | ext_shapeHSM_HsmSourceMoments_y | slot_Shape_y | ext_shapeHSM_HsmSourceMoments_xx | slot_Shape_xx | ext_shapeHSM_HsmSourceMoments_yy | slot_Shape_yy | ext_shapeHSM_HsmSourceMoments_xy | slot_Shape_xy | ext_shapeHSM_HsmSourceMoments_flag | base_GaussianFlux_flag_badShape | slot_Shape_flag | ext_shapeHSM_HsmSourceMoments_flag_no_pixels | base_GaussianFlux_flag_badShape_no_pixels | slot_Shape_flag_no_pixels | ext_shapeHSM_HsmSourceMoments_flag_not_contained | base_GaussianFlux_flag_badShape_not_contained | slot_Shape_flag_not_contained | ext_shapeHSM_HsmSourceMoments_flag_parent_source | base_GaussianFlux_flag_badShape_parent_source | slot_Shape_flag_parent_source | ext_shapeHSM_HsmSourceMomentsRound_x | slot_ShapeRound_x | ext_shapeHSM_HsmSourceMomentsRound_y | slot_ShapeRound_y | ext_shapeHSM_HsmSourceMomentsRound_xx | slot_ShapeRound_xx | ext_shapeHSM_HsmSourceMomentsRound_yy | slot_ShapeRound_yy | ext_shapeHSM_HsmSourceMomentsRound_xy | slot_ShapeRound_xy | ext_shapeHSM_HsmSourceMomentsRound_flag | slot_ShapeRound_flag | ext_shapeHSM_HsmSourceMomentsRound_flag_no_pixels | slot_ShapeRound_flag_no_pixels | ext_shapeHSM_HsmSourceMomentsRound_flag_not_contained | slot_ShapeRound_flag_not_contained | ext_shapeHSM_HsmSourceMomentsRound_flag_parent_source | slot_ShapeRound_flag_parent_source | ext_shapeHSM_HsmSourceMomentsRound_Flux | slot_ShapeRound_Flux | base_CircularApertureFlux_3_0_instFlux | base_CircularApertureFlux_3_0_instFluxErr | base_CircularApertureFlux_3_0_flag | base_CircularApertureFlux_3_0_flag_apertureTruncated | base_CircularApertureFlux_3_0_flag_sincCoeffsTruncated | base_CircularApertureFlux_4_5_instFlux | base_CircularApertureFlux_4_5_instFluxErr | base_CircularApertureFlux_4_5_flag | base_CircularApertureFlux_4_5_flag_apertureTruncated | base_CircularApertureFlux_4_5_flag_sincCoeffsTruncated | base_CircularApertureFlux_6_0_instFlux | base_CircularApertureFlux_6_0_instFluxErr | base_CircularApertureFlux_6_0_flag | base_CircularApertureFlux_6_0_flag_apertureTruncated | base_CircularApertureFlux_6_0_flag_sincCoeffsTruncated | base_CircularApertureFlux_9_0_instFlux | base_CircularApertureFlux_9_0_instFluxErr | base_CircularApertureFlux_9_0_flag | base_CircularApertureFlux_9_0_flag_apertureTruncated | base_CircularApertureFlux_9_0_flag_sincCoeffsTruncated | base_CircularApertureFlux_12_0_instFlux | slot_ApFlux_instFlux | slot_CalibFlux_instFlux | base_CircularApertureFlux_12_0_instFluxErr | slot_ApFlux_instFluxErr | slot_CalibFlux_instFluxErr | base_CircularApertureFlux_12_0_flag | slot_ApFlux_flag | slot_CalibFlux_flag | base_CircularApertureFlux_12_0_flag_apertureTruncated | slot_ApFlux_flag_apertureTruncated | slot_CalibFlux_flag_apertureTruncated | base_CircularApertureFlux_12_0_flag_sincCoeffsTruncated | slot_ApFlux_flag_sincCoeffsTruncated | slot_CalibFlux_flag_sincCoeffsTruncated | base_CircularApertureFlux_17_0_instFlux | base_CircularApertureFlux_17_0_instFluxErr | base_CircularApertureFlux_17_0_flag | base_CircularApertureFlux_17_0_flag_apertureTruncated | base_CircularApertureFlux_25_0_instFlux | base_CircularApertureFlux_25_0_instFluxErr | base_CircularApertureFlux_25_0_flag | base_CircularApertureFlux_25_0_flag_apertureTruncated | base_CircularApertureFlux_35_0_instFlux | base_CircularApertureFlux_35_0_instFluxErr | base_CircularApertureFlux_35_0_flag | base_CircularApertureFlux_35_0_flag_apertureTruncated | base_CircularApertureFlux_50_0_instFlux | base_CircularApertureFlux_50_0_instFluxErr | base_CircularApertureFlux_50_0_flag | base_CircularApertureFlux_50_0_flag_apertureTruncated | base_CircularApertureFlux_70_0_instFlux | base_CircularApertureFlux_70_0_instFluxErr | base_CircularApertureFlux_70_0_flag | base_CircularApertureFlux_70_0_flag_apertureTruncated | base_GaussianFlux_instFlux | slot_GaussianFlux_instFlux | slot_ModelFlux_instFlux | base_GaussianFlux_instFluxErr | slot_GaussianFlux_instFluxErr | slot_ModelFlux_instFluxErr | base_GaussianFlux_flag | slot_GaussianFlux_flag | slot_ModelFlux_flag | base_LocalBackground_instFlux | base_LocalBackground_instFluxErr | base_LocalBackground_flag | base_LocalBackground_flag_noGoodPixels | base_LocalBackground_flag_noPsf | base_LocalPhotoCalib_flag | base_LocalPhotoCalib | base_LocalPhotoCalibErr | base_LocalWcs_flag | base_LocalWcs_CDMatrix_1_1 | base_LocalWcs_CDMatrix_1_2 | base_LocalWcs_CDMatrix_2_1 | base_LocalWcs_CDMatrix_2_2 | base_PixelFlags_flag | base_PixelFlags_flag_offimage | base_PixelFlags_flag_edge | base_PixelFlags_flag_interpolated | base_PixelFlags_flag_saturated | base_PixelFlags_flag_cr | base_PixelFlags_flag_bad | base_PixelFlags_flag_suspect | base_PixelFlags_flag_interpolatedCenter | base_PixelFlags_flag_saturatedCenter | base_PixelFlags_flag_crCenter | base_PixelFlags_flag_suspectCenter | base_PsfFlux_instFlux | slot_PsfFlux_instFlux | base_PsfFlux_instFluxErr | slot_PsfFlux_instFluxErr | base_PsfFlux_area | slot_PsfFlux_area | base_PsfFlux_flag | slot_PsfFlux_flag | base_PsfFlux_flag_noGoodPixels | slot_PsfFlux_flag_noGoodPixels | base_PsfFlux_flag_edge | slot_PsfFlux_flag_edge | base_Variance_flag | base_Variance_value | base_Variance_flag_emptyFootprint | ext_photometryKron_KronFlux_instFlux | ext_photometryKron_KronFlux_instFluxErr | ext_photometryKron_KronFlux_radius | ext_photometryKron_KronFlux_radius_for_radius | ext_photometryKron_KronFlux_psf_radius | ext_photometryKron_KronFlux_flag | ext_photometryKron_KronFlux_flag_edge | ext_photometryKron_KronFlux_flag_bad_shape_no_psf | ext_photometryKron_KronFlux_flag_no_minimum_radius | ext_photometryKron_KronFlux_flag_no_fallback_radius | ext_photometryKron_KronFlux_flag_bad_radius | ext_photometryKron_KronFlux_flag_used_minimum_radius | ext_photometryKron_KronFlux_flag_used_psf_radius | ext_photometryKron_KronFlux_flag_small_radius | ext_photometryKron_KronFlux_flag_bad_shape | detect_isPrimary | base_GaussianFlux_apCorr | slot_GaussianFlux_apCorr | slot_ModelFlux_apCorr | base_GaussianFlux_apCorrErr | slot_GaussianFlux_apCorrErr | slot_ModelFlux_apCorrErr | base_GaussianFlux_flag_apCorr | slot_GaussianFlux_flag_apCorr | slot_ModelFlux_flag_apCorr | base_PsfFlux_apCorr | slot_PsfFlux_apCorr | base_PsfFlux_apCorrErr | slot_PsfFlux_apCorrErr | base_PsfFlux_flag_apCorr | slot_PsfFlux_flag_apCorr | ext_photometryKron_KronFlux_apCorr | ext_photometryKron_KronFlux_apCorrErr | ext_photometryKron_KronFlux_flag_apCorr | base_ClassificationExtendedness_value | base_ClassificationExtendedness_flag | base_FootprintArea_value | calib_astrometry_used | calib_photometry_used | calib_photometry_reserved |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| rad | rad | pix | pix | ct | pix | pix | pix | pix | pix | pix | pix | pix | pix | pix | pix | pix | ct | ct | ct | ct | pix2 | pix2 | pix2 | pix2 | pix2 | pix2 | pix2 | pix2 | pix2 | pix2 | pix2 | pix2 | mm | mm | pix2 | pix2 | pix2 | pix2 | pix2 | pix2 | pix | pix | ct | ct | pix2 | pix2 | pix2 | ct pix2 | ct pix2 | ct pix2 | pix | pix | pix | pix | pix2 | pix2 | pix2 | pix2 | pix2 | pix2 | pix | pix | pix | pix | pix2 | pix2 | pix2 | pix2 | pix2 | pix2 | pix | pix | pix | pix | pix2 | pix2 | pix2 | pix2 | pix2 | pix2 | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | ct | pix | pix | ct | ct | pix | |||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| int64 | float64 | float64 | int64 | bool | bool | bool | bool | int32 | bool | float64 | float64 | float64 | bool | bool | bool | bool | bool | bool | bool | int32 | int32 | int32 | int32 | int32 | bool | float64 | float64 | bool | bool | bool | bool | float64 | float64 | float64 | float64 | float32 | float32 | float32 | float32 | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | bool | bool | bool | float64 | float64 | bool | bool | float64 | bool | float64 | float64 | float64 | float32 | float32 | float32 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float32 | float32 | float32 | bool | bool | bool | bool | bool | bool | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | bool | bool | bool | bool | bool | bool | bool | bool | float64 | float64 | float64 | float64 | bool | bool | bool | bool | bool | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | float64 | bool | bool | bool | bool | bool | bool | bool | bool | float32 | float32 | float64 | float64 | bool | bool | bool | float64 | float64 | bool | bool | bool | float64 | float64 | bool | bool | bool | float64 | float64 | bool | bool | bool | float64 | float64 | float64 | float64 | float64 | float64 | bool | bool | bool | bool | bool | bool | bool | bool | bool | float64 | float64 | bool | bool | float64 | float64 | bool | bool | float64 | float64 | bool | bool | float64 | float64 | bool | bool | float64 | float64 | bool | bool | float64 | float64 | float64 | float64 | float64 | float64 | bool | bool | bool | float64 | float64 | bool | bool | bool | bool | float64 | float64 | bool | float64 | float64 | float64 | float64 | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | float64 | float64 | float64 | float64 | float32 | float32 | bool | bool | bool | bool | bool | bool | bool | float64 | bool | float64 | float64 | float32 | float32 | float32 | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | bool | float64 | float64 | float64 | float64 | float64 | float64 | bool | bool | bool | float64 | float64 | float64 | float64 | bool | bool | float64 | float64 | bool | float64 | bool | int32 | bool | bool | bool |
| 775968331164286977 | 5.598239588878948 | -0.006229937652882671 | 0 | False | False | False | False | 2 | False | nan | nan | nan | True | False | False | False | False | False | False | 0 | 0 | 0 | 0 | 0 | False | 572.701663642615 | 7.223430490299359 | False | False | False | False | 573.0 | 573.0 | 7.0 | 7.0 | nan | nan | nan | nan | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.0 | 0.0 | 3561.5333950631734 | 3561.5333950631734 | 0.0 | 3945.7468937141616 | 3945.7468937141616 | 192.98867542038937 | 23.329877338293382 | 1.184034553440403 | 192.98867542038937 | 23.329877338293382 | 1.184034553440403 | 219.13016947522712 | 24.35488096753604 | 0.7215561091611901 | 219.13016947522712 | 24.35488096753604 | 0.7215561091611901 | True | True | True | 197.8368628439303 | -1.0696805446642612 | False | False | 0.9221014911479489 | False | 8.351425715982842 | 11.369004965512877 | -0.5449901020589583 | nan | nan | nan | 572.8779073412821 | 6.931849067419297 | nan | nan | 4.482521222880647 | 3.7427965564970664 | -0.6205271974107692 | nan | nan | nan | True | False | True | False | False | False | 0.009470702675835366 | 0.009470702675835366 | 0.00400401689071424 | 0.00400401689071424 | 4.4893221985034755 | 4.4893221985034755 | 3.745195018404372 | 3.745195018404372 | -0.62124477756792 | -0.62124477756792 | True | True | False | False | False | False | False | False | nan | nan | nan | nan | True | False | False | True | False | 574.8401419200424 | 574.8401419200424 | 5.044737655377005 | 5.044737655377005 | 149.38271476673947 | 149.38271476673947 | 11.488628094974016 | 11.488628094974016 | 1.0758086849355852 | 1.0758086849355852 | True | True | True | False | False | False | False | False | False | False | False | False | 576.2276964854553 | 576.2276964854553 | 5.59449532792737 | 5.59449532792737 | 99.93873790129855 | 99.93873790129855 | 22.971604806470413 | 22.971604806470413 | 1.3703116603737038 | 1.3703116603737038 | True | True | False | False | False | False | False | False | 2902.4902 | 2902.4902 | 237.09732055664062 | 35.52429962158203 | True | False | False | 564.5610961914062 | 53.88850784301758 | True | False | True | 929.8325805664062 | 72.10401916503906 | True | False | True | nan | nan | True | True | True | nan | nan | nan | nan | nan | nan | True | True | True | True | True | True | True | True | True | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | 4216.9321019823965 | 4216.9321019823965 | 4216.9321019823965 | 177.5599725624009 | 177.5599725624009 | 177.5599725624009 | False | False | False | 1.6336136840168818 | 7.279818044301536 | True | False | False | False | 0.30400361311863466 | 0.0 | False | -2.832037324475344e-10 | 7.986633150469432e-07 | 7.65915475036184e-07 | 6.848926809606015e-10 | False | False | True | False | False | False | False | False | False | False | False | False | 600.1243661654731 | 600.1243661654731 | 56.67413189454467 | 56.67413189454467 | 69.753395 | 69.753395 | True | True | False | False | True | True | False | 45.662269592285156 | False | nan | nan | nan | nan | nan | True | True | False | False | False | False | False | False | False | True | False | 1.1584139004357505 | 1.1584139004357505 | 1.1584139004357505 | 0.0 | 0.0 | 0.0 | False | False | False | 0.9728498506586671 | 0.9728498506586671 | 0.0 | 0.0 | False | False | 1.0520970623849426 | 0.0 | False | nan | True | 469 | False | False | False |
| 775968331164286978 | 5.598243735742212 | -0.005626535324817483 | 0 | False | False | False | False | 0 | False | nan | nan | nan | False | False | False | False | False | False | False | 0 | 0 | 0 | 0 | 0 | False | 1353.9026366616192 | 11.983288516574666 | False | False | False | False | 1354.0 | 1354.0 | 12.0 | 12.0 | nan | nan | nan | nan | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.0 | 0.0 | 2008.2927778410735 | 2008.2927778410735 | 0.0 | 2016.8949525589628 | 2016.8949525589628 | 4.496273665593775 | 3.767718954111836 | -0.7485813024802033 | 4.496273665593775 | 3.767718954111836 | -0.7485813024802033 | 4.568826277890942 | 3.8734841926687396 | -0.7270635517778974 | 4.568826277890942 | 3.8734841926687396 | -0.7270635517778974 | True | True | True | 186.1218273405828 | -1.1389131620279533 | False | False | 0.9315937471924816 | False | 4.57442169048486 | 3.7610752911655996 | -0.727487081792261 | 0.36778542 | 0.23941231 | 0.30239204 | 1353.787953798961 | 11.939604323925888 | 2039.543298301945 | 81.99007000439663 | 4.249572985817216 | 3.7887184553276567 | -0.5940588060412508 | -15.077377 | 2.3978107 | -12.396571 | False | False | False | False | False | False | 0.0036067462735248097 | 0.0036067462735248097 | 0.0034675382089734597 | 0.0034675382089734597 | 4.252999729293413 | 4.252999729293413 | 3.790221036056333 | 3.790221036056333 | -0.5940980907449693 | -0.5940980907449693 | True | True | False | False | False | False | False | False | 0.3357485234737396 | -0.5808978080749512 | 1.8009812831878662 | 0.024937933310866356 | False | False | False | False | False | 1353.585285946109 | 1353.585285946109 | 11.879547319839624 | 11.879547319839624 | 4.45505640327493 | 4.45505640327493 | 3.824393513597056 | 3.824393513597056 | -0.7493482409822971 | -0.7493482409822971 | True | True | True | False | False | False | False | False | False | False | False | False | 1353.5775886754773 | 1353.5775886754773 | 11.869444377915697 | 11.869444377915697 | 4.222729348120423 | 4.222729348120423 | 3.892799287355566 | 3.892799287355566 | -0.342425205480441 | -0.342425205480441 | True | True | False | False | False | False | False | False | 2043.7542 | 2043.7542 | 1366.637939453125 | 38.715049743652344 | True | False | False | 1830.307373046875 | 56.04443359375 | True | False | True | 2045.1898193359375 | 73.19436645507812 | True | False | True | 2223.70263671875 | 107.75886535644531 | True | False | True | 2284.028564453125 | 2284.028564453125 | 2284.028564453125 | 142.61190795898438 | 142.61190795898438 | 142.61190795898438 | True | True | True | False | False | False | True | True | True | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | 2353.6196582053217 | 2353.6196582053217 | 2353.6196582053217 | 66.90826322032184 | 66.90826322032184 | 66.90826322032184 | False | False | False | 0.06619267873783546 | 6.999126083560744 | True | False | False | False | 0.30400361311863466 | 0.0 | False | -2.751290305971347e-10 | 8.005340062695271e-07 | 7.719921248637507e-07 | 6.725900652326394e-10 | False | False | True | False | False | False | False | False | False | False | False | False | 2316.5806508562164 | 2316.5806508562164 | 61.536215223860005 | 61.536215223860005 | 69.66936 | 69.66936 | True | True | False | False | True | True | False | 43.661407470703125 | False | 2264.726237438505 | 94.51905952542339 | 2.977909 | 12.048778 | 2.4966733 | True | False | False | False | False | False | False | False | False | True | True | 1.157545061314319 | 1.157545061314319 | 1.157545061314319 | 0.0 | 0.0 | 0.0 | False | False | False | 0.9722824427970864 | 0.9722824427970864 | 0.0 | 0.0 | False | False | 1.0528716915782257 | 0.0 | False | nan | True | 359 | False | False | False |
| 775968331164286979 | 5.59823976754709 | -0.005405156591279436 | 0 | True | False | False | False | 0 | False | nan | nan | nan | False | False | False | False | False | False | False | 0 | 0 | 0 | 0 | 0 | False | 1638.9267407819304 | 6.721120589387006 | False | False | False | False | 1639.0 | 1639.0 | 7.0 | 7.0 | nan | nan | nan | nan | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.0 | 0.0 | 76802.96691908325 | 76802.96691908325 | 0.0 | 76802.96691908325 | 76802.96691908325 | 4.129087669613133 | 4.552636274086033 | -0.4682509637617834 | 4.129087669613133 | 4.552636274086033 | -0.4682509637617834 | 4.129087669613133 | 4.552636274086033 | -0.4682509637617834 | 4.129087669613133 | 4.552636274086033 | -0.4682509637617834 | True | True | True | 181.84686478164608 | -1.0618085597708868 | False | False | 0.9348657775867227 | False | 4.26823361859638 | 6.652352395735116 | -0.39553128615240635 | 0.027962971 | 0.024752839 | 0.043582324 | 1638.9689710683292 | 6.091039235425038 | 94103.17301557492 | 308.25447420107 | 4.138427711091486 | 3.812826657477495 | -0.5732037955273576 | -4.3098555 | 0.39938828 | -6.7172227 | False | False | False | False | False | False | 0.0019317458862137206 | 0.0019317458862137206 | 0.0032269220278477615 | 0.0032269220278477615 | 4.141805566569005 | 4.141805566569005 | 3.8144480839159876 | 3.8144480839159876 | -0.5732273693220954 | -0.5732273693220954 | True | True | False | False | False | False | False | False | nan | nan | nan | nan | True | False | False | False | True | 1638.9438995290136 | 1638.9438995290136 | 5.608012848828544 | 5.608012848828544 | 4.140680661369485 | 4.140680661369485 | 3.5662084277549204 | 3.5662084277549204 | -0.5368633333454166 | -0.5368633333454166 | True | True | True | False | False | False | False | False | False | False | False | False | 1638.9349344125742 | 1638.9349344125742 | 5.610256642342812 | 5.610256642342812 | 3.9623387249505715 | 3.9623387249505715 | 3.686474879792594 | 3.686474879792594 | -0.24987145775330816 | -0.24987145775330816 | True | True | False | False | False | False | False | False | 89249.29 | 89249.29 | 53428.3984375 | 115.33309173583984 | True | False | False | 78156.4453125 | 143.9309844970703 | True | False | True | 91113.3515625 | 161.3653106689453 | True | False | True | nan | nan | True | True | True | nan | nan | nan | nan | nan | nan | True | True | True | True | True | True | True | True | True | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | 89952.56624185896 | 89952.56624185896 | 89952.56624185896 | 213.4296971520307 | 213.4296971520307 | 213.4296971520307 | False | False | False | 0.8229588614296744 | 7.202598723764487 | True | False | False | False | 0.30400361311863466 | 0.0 | False | -2.861335974127063e-10 | 8.011826244302796e-07 | 7.74076557115095e-07 | 6.526109431351832e-10 | False | False | True | False | False | False | False | False | False | False | False | False | 91684.83982850639 | 91684.83982850639 | 184.37163172134146 | 184.37163172134146 | 67.54543 | 67.54543 | True | True | False | False | True | True | False | 78.81326293945312 | False | nan | nan | nan | nan | nan | True | True | False | False | False | False | False | False | False | True | True | 1.157142856441042 | 1.157142856441042 | 1.157142856441042 | 0.0 | 0.0 | 0.0 | False | False | False | 0.971588258470061 | 0.971588258470061 | 0.0 | 0.0 | False | False | 1.052940464378977 | 0.0 | False | nan | True | 689 | False | False | False |
| 775968331164286980 | 5.598239774246505 | -0.005379483314820349 | 0 | False | False | False | False | 0 | False | nan | nan | nan | False | False | False | False | False | False | False | 0 | 0 | 0 | 0 | 0 | False | 1671.8431670453706 | 7.230188273676009 | False | False | False | False | 1672.0 | 1672.0 | 7.0 | 7.0 | nan | nan | nan | nan | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.0 | 0.0 | 303.2410415733889 | 303.2410415733889 | 0.0 | 313.2442999906114 | 313.2442999906114 | 3.9621293177554127 | 5.251439555643172 | 2.145834839628317 | 3.9621293177554127 | 5.251439555643172 | 2.145834839628317 | 4.760766953020198 | 6.379185162946517 | 2.076868447760541 | 4.760766953020198 | 6.379185162946517 | 2.076868447760541 | True | True | True | 181.35186484163165 | -1.0615648679308483 | False | False | 0.9352381813801839 | False | 3.943508037862268 | 5.848194955530009 | 2.2982917115776877 | 1.7013415 | 1.624159 | 2.5230775 | 1671.8688535072552 | 6.949974903657405 | 327.1294509704458 | 70.56647545957796 | 4.124961657484272 | 3.815938989241773 | -0.5706214937474788 | -60.028835 | -34.98503 | -89.02235 | False | False | False | False | False | False | 0.0017636769300133457 | 0.0017636769300133457 | 0.003193608137926492 | 0.003193608137926492 | 4.128160131099101 | 4.128160131099101 | 3.8175440252542465 | 3.8175440252542465 | -0.5705311661531121 | -0.5705311661531121 | True | True | False | False | False | False | False | False | -0.3123283386230469 | 1.4150735139846802 | 6.155204772949219 | 0.06120503321290016 | False | False | False | False | False | 1671.655040960989 | 1671.655040960989 | 6.77818333783998 | 6.77818333783998 | 3.787172379640929 | 3.787172379640929 | 4.713484684547161 | 4.713484684547161 | 2.0285196213450156 | 2.0285196213450156 | True | True | True | False | False | False | False | False | False | False | False | False | 1671.6749705589036 | 1671.6749705589036 | 6.63760954506472 | 6.63760954506472 | 3.7374020246885715 | 3.7374020246885715 | 3.7370330432702574 | 3.7370330432702574 | 1.3112090682934086 | 1.3112090682934086 | True | True | False | False | False | False | False | False | 282.75833 | 282.75833 | 220.77774047851562 | 34.946563720703125 | True | False | False | 255.48028564453125 | 52.401573181152344 | True | False | True | 310.30279541015625 | 69.9767837524414 | True | False | True | nan | nan | True | True | True | nan | nan | nan | nan | nan | nan | True | True | True | True | True | True | True | True | True | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | 353.80882360730595 | 353.80882360730595 | 353.80882360730595 | 54.129292681083015 | 54.129292681083015 | 54.129292681083015 | False | False | False | -0.041874520905591475 | 7.181228885880922 | True | False | False | False | 0.30400361311863466 | 0.0 | False | -2.860128990916573e-10 | 8.012565443953683e-07 | 7.743134572176211e-07 | 6.516566413096815e-10 | False | False | True | False | False | False | False | False | False | False | False | False | 331.6280077526664 | 331.6280077526664 | 54.72134983269225 | 54.72134983269225 | 67.4606 | 67.4606 | True | True | False | False | True | True | False | 43.9741096496582 | False | nan | nan | nan | nan | nan | True | True | False | False | False | False | False | False | False | True | True | 1.1570956344000867 | 1.1570956344000867 | 1.1570956344000867 | 0.0 | 0.0 | 0.0 | False | False | False | 0.9714887708314386 | 0.9714887708314386 | 0.0 | 0.0 | False | False | 1.052941029222607 | 0.0 | False | nan | True | 81 | False | False | False |
| 775968331164286981 | 5.5982398287034085 | -0.005179266693622864 | 0 | False | False | False | False | 0 | False | nan | nan | nan | False | False | False | False | False | False | False | 0 | 0 | 0 | 0 | 0 | False | 1929.1451928371498 | 6.7601881206224 | False | False | False | False | 1929.0 | 1929.0 | 7.0 | 7.0 | nan | nan | nan | nan | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.0 | 0.0 | 902.5097349085748 | 902.5097349085748 | 0.0 | 910.000691509494 | 910.000691509494 | 26.812751500493807 | 1.7617619972136809 | 0.33572978492920574 | 26.812751500493807 | 1.7617619972136809 | 0.33572978492920574 | 26.937146355638856 | 1.7626517368425212 | 0.29512806373734324 | 26.937146355638856 | 1.7626517368425212 | 0.29512806373734324 | True | True | True | 177.49686530879202 | -1.059667025419031 | False | False | 0.9380936839555694 | False | 8.426054972489437 | 14.461190080229139 | 0.8561808311122834 | nan | nan | nan | 1929.0637162761973 | 6.577297689895488 | nan | nan | 4.013943127491184 | 3.841960920271598 | -0.5474072156918174 | nan | nan | nan | True | False | True | False | False | False | 0.0006531572594421199 | 0.0006531572594421199 | 0.002893623934431273 | 0.002893623934431273 | 4.016531974107199 | 4.016531974107199 | 3.8435796381132636 | 3.8435796381132636 | -0.5472194933024155 | -0.5472194933024155 | True | True | False | False | False | False | False | False | 1.5915782451629639 | 0.13533622026443481 | 0.03538159653544426 | 0.6548823118209839 | False | False | False | False | False | 1928.2011217185789 | 1928.2011217185789 | 2.5049256305135152 | 2.5049256305135152 | 21.664309303530576 | 21.664309303530576 | 0.8267534214596626 | 0.8267534214596626 | 0.19466746894179696 | 0.19466746894179696 | True | True | True | False | False | False | False | False | False | False | False | False | 1928.3431604099135 | 1928.3431604099135 | 3.3285539855239885 | 3.3285539855239885 | 13.742447744694573 | 13.742447744694573 | 5.275167772729644 | 5.275167772729644 | 0.2735624102709942 | 0.2735624102709942 | True | True | False | False | False | False | False | False | 4708.015 | 4708.015 | 693.4555053710938 | 36.27375411987305 | True | False | False | 1693.3336181640625 | 55.23127746582031 | True | False | True | 3957.095947265625 | 75.48178100585938 | True | False | True | nan | nan | True | True | True | nan | nan | nan | nan | nan | nan | True | True | True | True | True | True | True | True | True | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | 1063.7107024841532 | 1063.7107024841532 | 1063.7107024841532 | 58.00675216255652 | 58.00675216255652 | 58.00675216255652 | False | False | False | 0.15067658042924448 | 7.137151936315396 | True | False | False | False | 0.30400361311863466 | 0.0 | False | -2.8465203093327505e-10 | 8.018241163821888e-07 | 7.761279616877971e-07 | 6.443876550854385e-10 | False | False | True | False | False | False | False | False | False | False | False | False | 2224.180034144362 | 2224.180034144362 | 56.5526572845242 | 56.5526572845242 | 66.763084 | 66.763084 | True | True | False | False | True | True | False | 43.971771240234375 | False | nan | nan | nan | nan | nan | True | True | False | False | False | False | False | False | False | True | True | 1.1567116924342633 | 1.1567116924342633 | 1.1567116924342633 | 0.0 | 0.0 | 0.0 | False | False | False | 0.9705897817281528 | 0.9705897817281528 | 0.0 | 0.0 | False | False | 1.0528929338503672 | 0.0 | False | nan | True | 418 | False | False | False |
| 775968331164286982 | 5.598248397936587 | -0.006334498185045286 | 0 | True | False | False | False | 0 | False | nan | nan | nan | False | False | False | False | False | False | False | 0 | 0 | 0 | 0 | 0 | False | 436.90895757180044 | 17.998469280373335 | False | False | False | False | 437.0 | 437.0 | 18.0 | 18.0 | nan | nan | nan | nan | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.0 | 0.0 | 3856.161760024614 | 3856.161760024614 | 0.0 | 3856.817605671586 | 3856.817605671586 | 4.627014893958322 | 3.5329233648492626 | -0.6183888790120347 | 4.627014893958322 | 3.5329233648492626 | -0.6183888790120347 | 4.629773934279202 | 3.5399017468016587 | -0.6161316490419674 | 4.629773934279202 | 3.5399017468016587 | -0.6161316490419674 | True | True | True | 199.8767813661037 | -1.2356848304340788 | False | False | 0.9203650251335719 | False | 4.73229217649534 | 3.5730427813427243 | -0.5991295865248731 | 0.22143626 | 0.13749239 | 0.16719197 | 436.86740703346 | 17.925426483655894 | 3941.8240126124583 | 92.22410234706366 | 4.512391355206638 | 3.7385036817720043 | -0.6218817908281701 | -10.21088 | 1.2927436 | -7.709564 | False | False | False | False | False | False | 0.010637633187819488 | 0.010637633187819488 | 0.004070846637451909 | 0.004070846637451909 | 4.519874414289138 | 4.519874414289138 | 3.740998305880093 | 3.740998305880093 | -0.6227646360655884 | -0.6227646360655884 | True | True | False | False | False | False | False | False | nan | nan | nan | nan | True | False | False | False | True | 436.7367963466079 | 436.7367963466079 | 17.85290339387149 | 17.85290339387149 | 4.573650760020098 | 4.573650760020098 | 3.558910221820381 | 3.558910221820381 | -0.6366089513459893 | -0.6366089513459893 | True | True | True | False | False | False | False | False | False | False | False | False | 436.7237012211045 | 436.7237012211045 | 17.85279815030717 | 17.85279815030717 | 4.29400421329716 | 4.29400421329716 | 3.841904762687917 | 3.841904762687917 | -0.29102527504326864 | -0.29102527504326864 | True | True | False | False | False | False | False | False | 3939.624 | 3939.624 | 2588.56884765625 | 42.551815032958984 | True | False | False | 3579.883056640625 | 60.105255126953125 | True | False | False | 4026.902587890625 | 76.95498657226562 | True | False | False | 4460.39208984375 | 111.0852279663086 | True | False | True | 4629.0078125 | 4629.0078125 | 4629.0078125 | 145.72276306152344 | 145.72276306152344 | 145.72276306152344 | True | True | True | False | False | False | True | True | True | 4846.436648458242 | 204.5882369977181 | True | False | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | 4518.947324275693 | 4518.947324275693 | 4518.947324275693 | 74.76764122238828 | 74.76764122238828 | 74.76764122238828 | False | False | False | 0.04182106689118833 | 7.097371955661373 | True | False | False | False | 0.30400361311863466 | 0.0 | False | -2.5429065591063195e-10 | 7.983224764774984e-07 | 7.64799477002587e-07 | 7.170541572098058e-10 | False | False | True | False | False | False | False | False | False | False | False | False | 4573.407103885638 | 4573.407103885638 | 69.25998094837867 | 69.25998094837867 | 71.72932 | 71.72932 | True | True | False | False | True | True | True | nan | True | 4645.933166194931 | 106.94477519418413 | 3.26995 | 12.048778 | 2.5253265 | True | False | False | False | False | False | False | False | False | True | True | 1.158575734743443 | 1.158575734743443 | 1.158575734743443 | 0.0 | 0.0 | 0.0 | False | False | False | 0.9727058729345224 | 0.9727058729345224 | 0.0 | 0.0 | False | False | 1.0518758272639757 | 0.0 | False | nan | True | 453 | False | False | False |
| 775968331164286983 | 5.598246158852938 | -0.00559162007105259 | 0 | False | False | False | False | 0 | False | nan | nan | nan | False | False | False | False | False | False | False | 0 | 0 | 0 | 0 | 0 | False | 1398.7812050850066 | 14.875478540237966 | False | False | False | False | 1399.0 | 1399.0 | 15.0 | 15.0 | nan | nan | nan | nan | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.0 | 0.0 | 398.1977335856894 | 398.1977335856894 | 0.0 | 451.8799953552394 | 451.8799953552394 | 2.45797109449376 | 10.984560032164453 | -0.5198968247301986 | 2.45797109449376 | 10.984560032164453 | -0.5198968247301986 | 3.470498603064913 | 15.188967520856158 | -0.5102781007069204 | 3.470498603064913 | 15.188967520856158 | -0.5102781007069204 | True | True | True | 185.44680526857766 | -1.1835808495201212 | False | False | 0.9321166868754651 | False | 1.891176393853841 | 6.374812758636681 | -1.128397202942779 | nan | nan | nan | 1398.7931025840535 | 14.957975285377373 | nan | nan | 4.232719807945789 | 3.7922490800218402 | -0.5912774473370381 | nan | nan | nan | True | False | True | False | False | False | 0.003332024681969069 | 0.003332024681969069 | 0.0034269630386605473 | 0.0034269630386605473 | 4.236416053497007 | 4.236416053497007 | 3.793872022444868 | 3.793872022444868 | -0.591528140446926 | -0.591528140446926 | True | True | False | False | False | False | False | False | -1.372188687324524 | -0.05648278445005417 | 0.7303656935691833 | 0.38170164823532104 | False | False | False | False | False | 1398.665352354109 | 1398.665352354109 | 14.776509343362388 | 14.776509343362388 | 2.272744107954493 | 2.272744107954493 | 11.06061911541239 | 11.06061911541239 | -0.6564612004969993 | -0.6564612004969993 | True | True | True | False | False | False | False | False | False | False | False | False | 1398.7190227009892 | 1398.7190227009892 | 14.855929567301105 | 14.855929567301105 | 4.0563734081407965 | 4.0563734081407965 | 7.336506435877702 | 7.336506435877702 | -0.7876317554319868 | -0.7876317554319868 | True | True | False | False | False | False | False | False | 401.96356 | 401.96356 | 239.08782958984375 | 35.190773010253906 | True | False | False | 375.8118591308594 | 52.916011810302734 | True | False | False | 361.2694091796875 | 70.42877197265625 | True | False | False | 540.8087158203125 | 105.84420776367188 | True | False | True | 900.4876708984375 | 900.4876708984375 | 900.4876708984375 | 141.47744750976562 | 141.47744750976562 | 141.47744750976562 | True | True | True | False | False | False | True | True | True | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | 468.05093842950095 | 468.05093842950095 | 468.05093842950095 | 63.83426071561309 | 63.83426071561309 | 63.83426071561309 | False | False | False | 1.1900166485689372 | 6.902508450688781 | True | False | False | False | 0.30400361311863466 | 0.0 | False | -2.6828245426706706e-10 | 8.006374408931663e-07 | 7.723257153385341e-07 | 6.781490100599058e-10 | False | False | False | False | False | False | False | False | False | False | False | False | 390.2862572283956 | 390.2862572283956 | 55.35250574024862 | 55.35250574024862 | 69.80389 | 69.80389 | True | True | False | False | True | True | False | 44.739418029785156 | False | 1262.5429420780895 | 199.91892025948198 | 6.4067283 | 12.048778 | 2.4948633 | True | False | False | False | False | False | False | False | False | True | True | 1.1574943897680239 | 1.1574943897680239 | 1.1574943897680239 | 0.0 | 0.0 | 0.0 | False | False | False | 0.9721803066924892 | 0.9721803066924892 | 0.0 | 0.0 | False | False | 1.0528900539517783 | 0.0 | False | nan | True | 130 | False | False | False |
| 775968331164286984 | 5.598258914434359 | -0.0052404523269397795 | 0 | False | False | False | False | 2 | False | nan | nan | nan | True | False | False | False | False | False | False | 0 | 0 | 0 | 0 | 0 | False | 1850.084608790427 | 30.179588592391003 | False | False | False | False | 1850.512395649466 | 1850.512395649466 | 30.707588743686184 | 30.707588743686184 | 0.009170476 | 0.009170476 | 0.0087281745 | 0.0087281745 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.0 | 0.0 | 44059.05694836417 | 44059.05694836417 | 0.0 | 44059.05694824634 | 44059.05694824634 | 4.105943845145342 | 3.829192395336021 | -0.6004725514657119 | 4.105943845145342 | 3.829192395336021 | -0.6004725514657119 | 4.105943845146058 | 3.8291923952163294 | -0.6004725515038394 | 4.105943845146058 | 3.8291923952163294 | -0.6004725515038394 | False | False | False | 178.67400416029102 | -1.4158604131382977 | False | False | 0.9372276892956156 | False | 4.12556005945937 | 3.847604646331364 | -0.6025551784304494 | 0.03971565 | 0.027429081 | 0.03703985 | 1850.5146413812345 | 30.707075513551654 | 44579.66673645191 | 214.57818519659523 | 4.049844497329779 | 3.8343220422137945 | -0.5572232729182373 | -4.261056 | 0.62234485 | -3.9739718 | False | False | False | False | False | False | 0.001029083281346313 | 0.001029083281346313 | 0.0029666892569818167 | 0.0029666892569818167 | 4.052609522145519 | 4.052609522145519 | 3.8359344490756424 | 3.8359344490756424 | -0.5570457790454194 | -0.5570457790454194 | False | False | False | False | False | False | False | False | nan | nan | nan | nan | True | False | False | True | False | 1850.5169577222525 | 1850.5169577222525 | 30.706445163969804 | 30.706445163969804 | 4.129895936561074 | 4.129895936561074 | 3.851206803626396 | 3.851206803626396 | -0.6030509618575466 | -0.6030509618575466 | False | False | False | False | False | False | False | False | False | False | False | False | 1850.508513527556 | 1850.508513527556 | 30.70688261590398 | 30.70688261590398 | 4.040906799859139 | 4.040906799859139 | 3.9115115144246384 | 3.9115115144246384 | -0.2789874009067067 | -0.2789874009067067 | False | False | False | False | False | False | False | False | 44610.527 | 44610.527 | 30404.708984375 | 89.31813049316406 | False | False | False | 40763.94140625 | 109.75473022460938 | False | False | False | 45872.00390625 | 124.15411376953125 | False | False | False | 49993.43359375 | 150.0718536376953 | False | False | False | 51763.35546875 | 51763.35546875 | 51763.35546875 | 177.57077026367188 | 177.57077026367188 | 177.57077026367188 | False | False | False | False | False | False | False | False | False | 54947.94801235944 | 229.6691853597842 | False | False | 56886.00198505074 | 315.53453833124723 | False | False | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | 51599.63692146646 | 51599.63692146646 | 51599.63692146646 | 166.5138289208759 | 166.5138289208759 | 166.5138289208759 | False | False | False | 0.37500786153459686 | 7.132480690324984 | False | False | False | False | 0.30400361311863466 | 0.0 | False | -2.3312187666930977e-10 | 8.016511357639309e-07 | 7.755788220109321e-07 | 6.990717129457895e-10 | False | False | False | False | False | False | False | False | False | False | False | False | 51300.28653728546 | 51300.28653728546 | 146.39970864036027 | 146.39970864036027 | 68.69479 | 68.69479 | False | False | False | False | False | False | True | nan | True | 51638.03099375984 | 148.52969369481235 | 3.1851778 | 11.9130745 | 2.4754188 | False | False | False | False | False | False | False | False | False | False | False | 1.1568934439253016 | 1.1568934439253016 | 1.1568934439253016 | 0.0 | 0.0 | 0.0 | False | False | False | 0.9708238717229296 | 0.9708238717229296 | 0.0 | 0.0 | False | False | 1.0529153108826907 | 0.0 | False | 0.0 | False | 708 | True | False | False |
| 775968331164286985 | 5.598261338979812 | -0.00575901380816189 | 0 | True | True | True | False | 0 | False | nan | nan | nan | False | False | False | False | False | False | False | 0 | 0 | 0 | 0 | 0 | False | 1183.0020106235784 | 33.20361051946686 | False | False | False | False | 1183.0505406418279 | 1183.0505406418279 | 33.92854758204483 | 33.92854758204483 | 0.005838482 | 0.005838482 | 0.0051527796 | 0.0051527796 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.0 | 0.0 | 111116.39946472208 | 111116.39946472208 | 0.0 | 111116.39946472208 | 111116.39946472208 | 4.335912777163906 | 3.789273799637755 | -0.6059404334985469 | 4.335912777163906 | 3.789273799637755 | -0.6059404334985469 | 4.335912777163906 | 3.789273799637755 | -0.6059404334985469 | 4.335912777163906 | 3.789273799637755 | -0.6059404334985469 | False | False | False | 188.68590698663382 | -1.4691037294831153 | False | False | 0.9295807243170243 | False | 4.354174225005134 | 3.8130185344949754 | -0.6058568004951986 | 0.026608182 | 0.017800422 | 0.023301203 | 1183.0541497223055 | 33.92914546417364 | 112470.32480030505 | 343.6507651900199 | 4.310042340804873 | 3.776127222796957 | -0.6058205687532886 | -4.571961 | 0.6361605 | -4.003738 | False | False | False | False | False | False | 0.0048270518562183685 | 0.0048270518562183685 | 0.003546369770523878 | 0.003546369770523878 | 4.314216021771755 | 4.314216021771755 | 3.778279532442859 | 3.778279532442859 | -0.6059411372669153 | -0.6059411372669153 | False | False | False | False | False | False | False | False | -0.04330863058567047 | -0.22473075985908508 | 0.08477344363927841 | 0.009444953873753548 | False | False | False | False | False | 1183.05793260211 | 1183.05793260211 | 33.92959813454407 | 33.92959813454407 | 4.359794852142086 | 4.359794852142086 | 3.81603486019195 | 3.81603486019195 | -0.6064386374204557 | -0.6064386374204557 | False | False | False | False | False | False | False | False | False | False | False | False | 1183.0480044156038 | 1183.0480044156038 | 33.928810046056405 | 33.928810046056405 | 4.20210184700683 | 4.20210184700683 | 3.9491320494593065 | 3.9491320494593065 | -0.2822776597742437 | -0.2822776597742437 | False | False | False | False | False | False | False | False | 112603.016 | 112603.016 | 74825.734375 | 136.16151428222656 | False | False | False | 102190.609375 | 163.6783905029297 | False | False | False | 115214.5078125 | 179.52792358398438 | False | False | False | 126141.734375 | 202.8518524169922 | False | False | False | 130337.25 | 130337.25 | 130337.25 | 225.6505126953125 | 225.6505126953125 | 225.6505126953125 | False | False | False | False | False | False | False | False | False | 133411.68370100856 | 268.3186022306486 | False | False | 134741.52705731988 | 345.90364695024573 | False | False | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | 130288.73420136888 | 130288.73420136888 | 130288.73420136888 | 254.07983927061014 | 254.07983927061014 | 254.07983927061014 | False | False | False | 1.1738288641457408 | 7.295368071307342 | False | False | False | False | 0.30400361311863466 | 0.0 | False | -2.2343279844514696e-10 | 8.001352400745852e-07 | 7.707078407089944e-07 | 7.297429543785153e-10 | False | False | False | False | False | False | False | False | False | False | False | False | 129739.60482790557 | 129739.60482790557 | 225.93248906920772 | 225.93248906920772 | 70.35747 | 70.35747 | False | False | False | False | False | False | True | nan | True | 130383.87475587634 | 206.21667529630656 | 3.2324643 | 12.05019 | 2.503027 | False | False | False | False | False | False | False | False | False | False | True | 1.157824282869432 | 1.157824282869432 | 1.157824282869432 | 0.0 | 0.0 | 0.0 | False | False | False | 0.9725157887783131 | 0.9725157887783131 | 0.0 | 0.0 | False | False | 1.052776080140289 | 0.0 | False | 0.0 | False | 1310 | True | True | False |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 775968331164288364 | 5.601478080556699 | -0.006589085500946451 | 775968331164287932 | False | False | False | False | 0 | True | 75.0 | 4057.0 | 226.45881211755486 | False | False | False | False | False | False | False | 75 | 4057 | 3366460 | 1 | 11 | False | 73.77230117248827 | 4056.4131142754445 | False | False | False | False | 74.76704389722373 | 74.76704389722373 | 4056.9702364370382 | 4056.9702364370382 | 0.6918593 | 0.6918593 | 0.5543718 | 0.5543718 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.5509448851659072 | 0.4258111167076116 | 859.7330440016817 | 1497.3000505896046 | 0.49380870047295333 | 964.6434229860998 | 1905.6894574983844 | 41.850857305117295 | 22.573434138282344 | 16.65391370191242 | 76.63374099380412 | 39.74947657679978 | 34.81625156589795 | 44.16905175566491 | 33.08904981927123 | 23.206640481648595 | 78.48914968518365 | 43.77251157858132 | 35.04260712899093 | False | False | False | 205.28044886468987 | -61.82290598110039 | False | False | 0.9071889703279294 | False | 982.5824261619905 | 5174.05526694218 | 50.141556241295184 | 175.29303 | 284.50378 | 923.0532 | 67.49602174676531 | 4048.0247040724685 | 18989.421414851262 | 1693.8596108792915 | 4.4921667894977135 | 3.8556449254225384 | -0.8429122530372553 | -148460.89 | -7576.016 | -781761.25 | True | False | False | True | False | False | 0.014870626549126468 | 0.014870626549126468 | -0.005219147396957164 | -0.005219147396957164 | 4.501887478442793 | 4.501887478442793 | 3.862382242684113 | 3.862382242684113 | -0.8472246905061563 | -0.8472246905061563 | False | False | False | False | False | False | False | False | 0.40274927020072937 | 0.7578575611114502 | 0.2619057297706604 | 0.8496730923652649 | False | False | False | False | False | 76.76719542148574 | 76.76719542148574 | 4057.659327748727 | 4057.659327748727 | 40.100321874865465 | 40.100321874865465 | 21.633196681858696 | 21.633196681858696 | 15.91920149356754 | 15.91920149356754 | False | False | False | False | False | False | False | False | False | False | False | False | 75.85226630584593 | 75.85226630584593 | 4057.0473216353694 | 4057.0473216353694 | 32.695303644476994 | 32.695303644476994 | 29.290436760558798 | 29.290436760558798 | 4.404295799381686 | 4.404295799381686 | False | False | False | False | False | False | False | False | 952.3638 | 952.3638 | 175.30648803710938 | 35.94327926635742 | False | False | False | 311.3639221191406 | 53.920413970947266 | False | False | False | 408.23590087890625 | 72.1200180053711 | False | False | False | 669.5601806640625 | 108.54521179199219 | False | False | False | 807.413818359375 | 807.413818359375 | 807.413818359375 | 145.12493896484375 | 145.12493896484375 | 145.12493896484375 | False | False | False | False | False | False | False | False | False | 1208.2711300278315 | 207.2543161400633 | False | False | 2693.5420626415385 | 309.54093594596844 | False | False | 4204.2832991866835 | 438.49787069780206 | False | False | 7247.146712960161 | 729.1245744986153 | False | False | 10323.859033876515 | 1185.2308653353255 | False | False | 1015.0424810316175 | 1015.0424810316175 | 1015.0424810316175 | 142.76163844160035 | 142.76163844160035 | 142.76163844160035 | False | False | False | 1.0519851144365464 | 6.37470394065514 | False | False | False | False | 0.30400361311863466 | 0.0 | False | 1.044087208208276e-08 | 7.924727049534423e-07 | 7.595670439169657e-07 | 1.1441136962618497e-08 | False | False | False | False | False | False | False | False | False | False | False | False | 366.27094490932313 | 366.27094490932313 | 57.649556344515595 | 57.649556344515595 | 71.67894 | 71.67894 | False | False | False | False | False | False | False | 46.885372161865234 | False | 5031.366523870603 | 879.6426984575163 | 18.165903 | 29.868057 | 2.5301018 | False | False | False | False | False | False | False | False | False | False | True | 1.1648417003012546 | 1.1648417003012546 | 1.1648417003012546 | 0.0 | 0.0 | 0.0 | False | False | False | 0.9790040010554881 | 0.9790040010554881 | 0.0 | 0.0 | False | False | 1.0525399965740267 | 0.0 | False | 1.0 | False | 832 | False | False | False |
| 775968331164288365 | 5.601479558298078 | -0.006596154427453187 | 775968331164287932 | False | False | False | False | 0 | False | nan | nan | nan | False | False | False | False | False | False | False | 65 | 4059 | 3366461 | 1 | 11 | False | 64.97478394597779 | 4058.531966435043 | False | False | False | False | 65.47976205822543 | 65.47976205822543 | 4058.9523921305895 | 4058.9523921305895 | 0.49871784 | 0.49871784 | 0.5018155 | 0.5018155 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.46260365860334046 | 0.4007632921106927 | 669.1685520419676 | 1116.701535857143 | 0.37081038581700754 | 874.0542979103177 | 1389.1747069685566 | 10.700088104386975 | 31.132694700323274 | 1.3162233131535304 | 21.47300212818069 | 53.23656018365714 | 4.831810138346386 | 13.167091226778895 | 47.238067808145594 | 7.880389732209248 | 21.605870664026487 | 53.73158997019067 | 4.55430668943374 | False | False | False | 205.4197434379636 | -61.85270689577334 | False | False | 0.9070542208358994 | False | 1034.473132080038 | 4851.871390344386 | -621.7764946465827 | 175.86646 | 279.4964 | 824.8464 | 62.063540767954024 | 4053.361976094374 | 19501.362298120235 | 1657.672510878867 | 4.492116248362815 | 3.8557318385054216 | -0.8428112120496493 | -145764.48 | 87612.65 | -683662.56 | True | False | False | True | False | False | 0.01488786987422557 | 0.01488786987422557 | -0.005228706951551875 | -0.005228706951551875 | 4.502223936385828 | 4.502223936385828 | 3.862310224824702 | 3.862310224824702 | -0.8470108559138552 | -0.8470108559138552 | False | False | False | False | False | False | False | False | -0.6627128720283508 | 0.31474417448043823 | 0.35371407866477966 | 0.7571649551391602 | False | False | False | False | False | 64.968920484907 | 64.968920484907 | 4058.6303297093277 | 4058.6303297093277 | 11.202510268201342 | 11.202510268201342 | 26.819585190427173 | 26.819585190427173 | 2.938881243540108 | 2.938881243540108 | False | False | False | False | False | False | False | False | False | False | False | False | 65.11241349557571 | 65.11241349557571 | 4058.5258503075465 | 4058.5258503075465 | 15.58286037734309 | 15.58286037734309 | 24.271238394963795 | 24.271238394963795 | 1.0143404322329816 | 1.0143404322329816 | False | False | False | False | False | False | False | False | 677.342 | 677.342 | 187.59190368652344 | 35.94329833984375 | False | False | False | 233.16001892089844 | 53.58852767944336 | False | False | False | 353.301513671875 | 71.96493530273438 | False | False | False | 627.4303588867188 | 108.82804107666016 | False | False | False | 770.0253295898438 | 770.0253295898438 | 770.0253295898438 | 145.51992797851562 | 145.51992797851562 | 145.51992797851562 | False | False | False | False | False | False | False | False | False | 1010.866230447311 | 208.00022525958556 | False | False | 2216.8393831481226 | 307.28560235370514 | False | False | 4222.105513580609 | 455.8220768033224 | False | False | 7524.223341003526 | 880.5350682100379 | False | False | nan | nan | True | True | 790.6622291336654 | 790.6622291336654 | 790.6622291336654 | 118.24635212275442 | 118.24635212275442 | 118.24635212275442 | False | False | False | 1.2471817327230936 | 7.014989856464009 | False | False | False | False | 0.30400361311863466 | 0.0 | False | 1.0456098704727155e-08 | 7.924425522400299e-07 | 7.594835580438771e-07 | 1.1456297843896075e-08 | False | False | False | False | False | False | False | False | False | False | False | False | 356.0384174596237 | 356.0384174596237 | 57.63446591869335 | 57.63446591869335 | 71.69249 | 71.69249 | False | False | False | False | False | False | False | 46.706878662109375 | False | 4504.782675173675 | 486.95396582992873 | 14.398875 | 24.798542 | 2.5301495 | False | False | False | False | False | False | False | False | False | False | True | 1.1648637695514878 | 1.1648637695514878 | 1.1648637695514878 | 0.0 | 0.0 | 0.0 | False | False | False | 0.9789889784810244 | 0.9789889784810244 | 0.0 | 0.0 | False | False | 1.0525261699804616 | 0.0 | False | 1.0 | False | 349 | False | False | False |
| 775968331164288366 | 5.601490544599555 | -0.006610104372218745 | 775968331164287932 | False | False | False | False | 0 | True | 47.0 | 4073.0 | 195.09292744814115 | False | False | False | False | False | False | False | 47 | 4073 | 3366444 | 1 | 11 | False | 46.779485973911605 | 4073.038864297281 | False | False | False | False | 47.0 | 47.0 | 4073.0 | 4073.0 | nan | nan | nan | nan | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.3370607882367114 | 0.3340704196755847 | 1059.5803644888138 | 1591.1297467408294 | 0.3802537069870766 | 1399.5706054606803 | 2258.296049915212 | 127.53302924577378 | 17.775843330731206 | -6.989182849600261 | 112.49419062607898 | 25.708101951775106 | -4.142429616965588 | 125.19912592509642 | 15.338020504550242 | -4.075615694086359 | 111.83371096312058 | 23.956832424522254 | -2.9121798209600205 | True | True | True | 205.69683609926338 | -62.06355745395287 | False | False | 0.9067439892167758 | False | 1330.0222679318126 | 6118.267310557226 | -1072.5198533402624 | 230.51427 | 373.48978 | 1060.3942 | 51.488617524218974 | 4061.0220628255674 | 20515.009913707763 | 1777.7909288826484 | 4.492149591361602 | 3.855819335233001 | -0.8425870494770402 | -204903.1 | 165232.3 | -942579.6 | True | False | False | True | False | False | 0.014897453512836528 | 0.014897453512836528 | -0.0052591115556066 | -0.0052591115556066 | 4.502251648878273 | 4.502251648878273 | 3.8624971415513096 | 3.8624971415513096 | -0.8466278068171391 | -0.8466278068171391 | True | True | False | False | False | False | False | False | 0.812917947769165 | -0.07132233679294586 | 0.3971443474292755 | 0.9208018779754639 | False | False | False | False | False | 51.75437025850545 | 51.75437025850545 | 4072.825544009239 | 4072.825544009239 | 95.41219852340349 | 95.41219852340349 | 12.85060771105707 | 12.85060771105707 | -4.643896418514741 | -4.643896418514741 | True | True | True | False | False | False | False | False | False | False | False | False | 53.12923800647446 | 53.12923800647446 | 4072.432825087345 | 4072.432825087345 | 77.83028425636748 | 77.83028425636748 | 20.384541677788214 | 20.384541677788214 | -2.105830261779238 | -2.105830261779238 | True | True | False | False | False | False | False | False | 899.81006 | 899.81006 | 124.01749420166016 | 35.777652740478516 | True | False | False | 224.20138549804688 | 54.06142044067383 | True | False | False | 298.31829833984375 | 72.36868286132812 | True | False | False | 643.8187866210938 | 109.02771759033203 | True | False | False | 855.6591796875 | 855.6591796875 | 855.6591796875 | 148.38812255859375 | 148.38812255859375 | 148.38812255859375 | True | True | True | False | False | False | False | False | False | 1491.837910528302 | 229.98425578258053 | True | False | 2347.98236535075 | 380.4271581706511 | True | False | 3682.8177047032386 | 568.8514251618707 | True | False | nan | nan | True | True | nan | nan | True | True | 1250.8574371015316 | 1250.8574371015316 | 1250.8574371015316 | 167.79775551860658 | 167.79775551860658 | 167.79775551860658 | False | False | False | 0.8515332737408329 | 6.119014009370712 | True | False | False | False | 0.30400361311863466 | 0.0 | False | 1.0514074168710131e-08 | 7.923579874515321e-07 | 7.593064611201027e-07 | 1.151396587712444e-08 | False | False | False | True | False | False | True | False | False | False | False | False | 268.73015087800303 | 268.73015087800303 | 57.62391949164806 | 57.62391949164806 | 71.689995 | 71.689995 | True | True | False | False | False | False | False | 46.831363677978516 | False | 1687.1160877004272 | 259.7423815131703 | 7.0653243 | 12.048778 | 2.530206 | True | False | False | False | False | False | False | False | False | True | True | 1.1649036691131947 | 1.1649036691131947 | 1.1649036691131947 | 0.0 | 0.0 | 0.0 | False | False | False | 0.9790233543044875 | 0.9790233543044875 | 0.0 | 0.0 | False | False | 1.0525033120277603 | 0.0 | False | nan | True | 730 | False | False | False |
| 775968331164288367 | 5.601473425394161 | -0.006582101785749897 | 775968331164287932 | False | False | False | False | 0 | True | 84.0 | 4051.0 | 190.84339037052703 | False | False | False | False | False | False | False | 84 | 4051 | 3366457 | 1 | 11 | False | 83.81236832608434 | 4051.003608277855 | False | False | False | False | 84.0 | 84.0 | 4051.0 | 4051.0 | nan | nan | nan | nan | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.25382294515379916 | 0.5200295578259144 | 1443.992484331577 | 3008.5029357033623 | 0.41862264896304047 | 2256.8686382945675 | 3881.9342278627796 | 19.04321842458168 | 146.1223164384758 | 5.383015594540438 | 17.855245955266586 | 761.4320133726494 | 23.377629799904835 | 17.51453829800362 | 205.03481451848324 | 5.052751047448163 | 18.200260670852188 | 639.9835973104193 | 17.639369116374603 | True | True | True | 205.14199862774663 | -61.73328426369835 | False | False | 0.9073392311733606 | False | 804.2516166194124 | 4881.587812302835 | 774.3632845196373 | 150.057 | 280.6664 | 910.80505 | 74.98401654619502 | 4037.9500998176363 | 16205.970725173336 | 1511.8524200045133 | 4.492373232735185 | 3.8554402752023 | -0.8430268075897333 | -113432.02 | -109216.555 | -688501.44 | True | False | False | True | False | False | 0.014862441798805739 | 0.014862441798805739 | -0.00520474130712448 | -0.00520474130712448 | 4.501760662147435 | 4.501760662147435 | 3.862330926912408 | 3.862330926912408 | -0.8474028846416951 | -0.8474028846416951 | True | True | False | False | False | False | False | False | -0.8672072887420654 | 0.050694115459918976 | 0.26302582025527954 | 0.9329829812049866 | False | False | False | False | False | 83.812585454315 | 83.812585454315 | 4048.266187109153 | 4048.266187109153 | 12.658158069043202 | 12.658158069043202 | 116.19959091158074 | 116.19959091158074 | 2.4185058535488055 | 2.4185058535488055 | True | True | True | False | False | False | False | False | False | False | False | False | 83.00528668904 | 83.00528668904 | 4047.3005586394966 | 4047.3005586394966 | 28.33434989934121 | 28.33434989934121 | 95.90690283302617 | 95.90690283302617 | 6.085710235451485 | 6.085710235451485 | True | True | False | False | False | False | False | False | 1276.631 | 1276.631 | 181.8684539794922 | 35.76887893676758 | True | False | False | 335.92523193359375 | 53.976558685302734 | True | False | False | 435.7799377441406 | 72.10562896728516 | True | False | False | 815.8215942382812 | 108.59181213378906 | True | False | False | 1257.4246826171875 | 1257.4246826171875 | 1257.4246826171875 | 145.14210510253906 | 145.14210510253906 | 145.14210510253906 | True | True | True | False | False | False | False | False | False | 1858.8003082264913 | 206.351068986509 | True | False | 2655.3819073099585 | 304.7790463181237 | True | False | 4649.150253507862 | 436.62110060843486 | True | False | 7037.066238853702 | 632.4876803106773 | True | False | 9497.000591475138 | 1103.3465411823781 | True | False | 1706.3479811171662 | 1706.3479811171662 | 1706.3479811171662 | 180.39383179744402 | 180.39383179744402 | 180.39383179744402 | False | False | False | 0.8604202644524592 | 6.4891575866727305 | True | False | False | False | 0.30400361311863466 | 0.0 | False | 1.0414861629365671e-08 | 7.925122910163249e-07 | 7.596541404524936e-07 | 1.1415243440170759e-08 | False | False | False | False | False | False | False | False | False | False | False | False | 369.32087104493127 | 369.32087104493127 | 57.54742524296616 | 57.54742524296616 | 71.68959 | 71.68959 | True | True | False | False | False | False | False | 46.800777435302734 | False | 1979.4136388130323 | 231.43914935087338 | 7.2214303 | 12.048778 | 2.5300646 | True | False | False | False | False | False | False | False | False | True | True | 1.1648213011670547 | 1.1648213011670547 | 1.1648213011670547 | 0.0 | 0.0 | 0.0 | False | False | False | 0.9789929898020113 | 0.9789929898020113 | 0.0 | 0.0 | False | False | 1.0525516782764763 | 0.0 | False | nan | True | 635 | False | False | False |
| 775968331164288368 | 5.60150177121434 | -0.00514638767046553 | 775968331164287950 | False | False | False | False | 0 | True | 1947.0 | 4064.0 | 285.82523842871905 | False | False | False | False | False | False | False | 1947 | 4064 | 3366465 | 1 | 2 | False | 1945.626118586833 | 4063.306100578642 | False | False | False | False | 1946.0233644358 | 1946.0233644358 | 4063.304276424021 | 4063.304276424021 | 1.2558887 | 1.2558887 | 0.73528945 | 0.73528945 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.10229594150243347 | 0.06403231545422827 | 578.5213106584615 | 618.0996632797422 | 0.08099189997032596 | 606.4683269155865 | 659.9161932261578 | 12.141112296532917 | 4.561288206756321 | 1.644529951824182 | 15.870516168509802 | 4.805284834421092 | 2.30025713361614 | 13.178910687574668 | 5.487825719679682 | 2.0580926793154806 | 17.74001038480365 | 5.884518657646537 | 3.0745949099119367 | False | False | False | 177.21156068371795 | -61.904098087696426 | False | False | 0.9302706914571207 | False | 12.95844297662034 | 4.625465453136294 | 1.295347582700954 | 4.136268 | 1.7717004 | 1.4764247 | 1946.145449933368 | 4063.496602536291 | 602.0255832010363 | 96.08173050326015 | 4.071276182774696 | 3.9718372213373967 | -0.7561590167764632 | -198.7099 | -19.86337 | -70.92872 | False | False | False | False | False | False | 0.009147674546196654 | 0.009147674546196654 | -0.0010318751358251946 | -0.0010318751358251946 | 4.076965063860761 | 4.076965063860761 | 3.975661907712898 | 3.975661907712898 | -0.7582175205018077 | -0.7582175205018077 | False | False | False | False | False | False | False | False | 1.0305371284484863 | 0.7513005137443542 | 0.38726434111595154 | 0.48690125346183777 | False | False | False | False | False | 1946.3324588555604 | 1946.3324588555604 | 4063.7183952463506 | 4063.7183952463506 | 11.98638148172337 | 11.98638148172337 | 4.630626733549229 | 4.630626733549229 | 1.792417085783983 | 1.792417085783983 | False | False | False | False | False | False | False | False | False | False | False | False | 1946.465111849728 | 1946.465111849728 | 4063.7076881866433 | 4063.7076881866433 | 10.78999545540301 | 10.78999545540301 | 8.443386674337027 | 8.443386674337027 | 1.2349711224324353 | 1.2349711224324353 | False | False | False | False | False | False | False | False | 660.752 | 660.752 | 261.30609130859375 | 35.26323318481445 | False | False | False | 427.98907470703125 | 52.690574645996094 | False | False | False | 529.6880493164062 | 70.27789306640625 | False | False | False | 743.576171875 | 105.5926513671875 | False | False | False | 695.8198852539062 | 695.8198852539062 | 695.8198852539062 | 140.6526641845703 | 140.6526641845703 | 140.6526641845703 | False | False | False | False | False | False | False | False | False | 836.7737028517295 | 200.24898899313683 | False | False | 1191.139534681337 | 293.9958267823989 | False | False | 1886.0512035295833 | 411.0979755551269 | False | False | 2629.8285628512967 | 597.5579118475691 | False | False | 6655.6523249626625 | 903.9235119573782 | False | False | 678.807058411067 | 678.807058411067 | 678.807058411067 | 76.67408558237295 | 76.67408558237295 | 76.67408558237295 | False | False | False | 0.4499454971449984 | 7.063754433513277 | False | False | False | False | 0.30400361311863466 | 0.0 | False | 8.63542916180859e-09 | 7.971066616597983e-07 | 7.743159014867679e-07 | 9.598352634621386e-09 | False | False | False | False | False | False | False | False | False | False | False | False | 456.61247397712543 | 456.61247397712543 | 55.41970422658614 | 55.41970422658614 | 69.298515 | 69.298515 | False | False | False | False | False | False | False | 44.0506591796875 | False | 941.8531274306573 | 195.70785751632835 | 6.3069673 | 16.134645 | 2.4907637 | False | False | False | False | False | False | False | False | False | False | True | 1.1594683775701433 | 1.1594683775701433 | 1.1594683775701433 | 0.0 | 0.0 | 0.0 | False | False | False | 0.9787757910758983 | 0.9787757910758983 | 0.0 | 0.0 | False | False | 1.0530445207649197 | 0.0 | False | 1.0 | False | 273 | False | False | False |
| 775968331164288369 | 5.601501654881336 | -0.0051377415909435575 | 775968331164287950 | False | False | False | False | 0 | True | 1955.0 | 4065.0 | 207.39814586856923 | False | False | False | False | False | False | False | 1955 | 4065 | 3366466 | 1 | 2 | False | 1957.347002249035 | 4063.061870951873 | False | False | False | False | 1957.1410468454797 | 1957.1410468454797 | 4063.033684977977 | 4063.033684977977 | 2.0993974 | 2.0993974 | 5.069499 | 5.069499 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.21005689260319443 | 0.03591824539093269 | 501.3710047785756 | 520.0502990349405 | 0.04530038343655207 | 596.0141207029438 | 624.2949199543683 | 8.904467223965533 | 23.371604872134125 | -10.622119817334676 | 9.101735427476633 | 23.189000892319843 | -10.66048099722057 | 10.388855818019696 | 29.723586214339864 | -12.843947973641349 | 10.688654431196353 | 29.574121514350328 | -12.913633895542514 | False | False | False | 177.0447974659918 | -61.89995711684662 | False | False | 0.9303955683665921 | False | 7.997807196692031 | 8.39121044603892 | -2.8728280757938567 | nan | nan | nan | 1956.9960591186468 | 4062.929352652937 | nan | nan | 4.067107431893289 | 3.972994955765772 | -0.7549344310345958 | nan | nan | nan | True | False | True | False | False | False | 0.009118141562990937 | 0.009118141562990937 | -0.0009958497069480997 | -0.0009958497069480997 | 4.072656296403698 | 4.072656296403698 | 3.976844571400504 | 3.976844571400504 | -0.7569526830461457 | -0.7569526830461457 | False | False | False | False | False | False | False | False | -0.6912124156951904 | -0.8088523149490356 | 0.40296071767807007 | 0.6786385178565979 | False | False | False | False | False | 1956.4210907757167 | 1956.4210907757167 | 4063.0923150695266 | 4063.0923150695266 | 6.677890913970014 | 6.677890913970014 | 19.21817406266375 | 19.21817406266375 | -7.9727890124592875 | -7.9727890124592875 | False | False | False | False | False | False | False | False | False | False | False | False | 1955.766133531798 | 1955.766133531798 | 4064.1167400731724 | 4064.1167400731724 | 9.46817537374455 | 9.46817537374455 | 14.111904254108369 | 14.111904254108369 | -2.693079714591484 | -2.693079714591484 | False | False | False | False | False | False | False | False | 522.0997 | 522.0997 | 149.57394409179688 | 34.789268493652344 | False | False | False | 325.963623046875 | 52.37085723876953 | False | False | False | 421.7164611816406 | 69.99563598632812 | False | False | False | 706.179443359375 | 105.40673828125 | False | False | False | 735.34423828125 | 735.34423828125 | 735.34423828125 | 140.5562744140625 | 140.5562744140625 | 140.5562744140625 | False | False | False | False | False | False | False | False | False | 782.1887167043751 | 199.68084352290666 | False | False | 1311.192799954093 | 293.8262801583312 | False | False | 2079.5734129123157 | 411.58808707930086 | False | False | 3024.8279875203734 | 628.722960950556 | False | False | 7585.074856309569 | 968.1567527178912 | False | False | 590.5263034432619 | 590.5263034432619 | 590.5263034432619 | 79.05475779898019 | 79.05475779898019 | 79.05475779898019 | False | False | False | 0.36361340914005363 | 6.905546447817181 | False | False | False | False | 0.30400361311863466 | 0.0 | False | 8.624860537128723e-09 | 7.971323223546722e-07 | 7.743946547144696e-07 | 9.587343309849936e-09 | False | False | False | False | False | False | False | False | False | False | False | False | 319.7293677273127 | 319.7293677273127 | 54.74419050736029 | 54.74419050736029 | 69.24825 | 69.24825 | False | False | False | False | False | False | False | 43.9471549987793 | False | 915.3457265166969 | 174.52810458517246 | 5.672895 | 17.021477 | 2.4903555 | False | False | False | False | False | False | False | False | False | False | True | 1.1594322473296286 | 1.1594322473296286 | 1.1594322473296286 | 0.0 | 0.0 | 0.0 | False | False | False | 0.9787374881071476 | 0.9787374881071476 | 0.0 | 0.0 | False | False | 1.0530327098411643 | 0.0 | False | 1.0 | False | 273 | False | False | False |
| 775968331164288370 | 5.601559665691128 | -0.005753228273785559 | 775968331164287964 | False | False | False | False | 0 | True | 1162.0 | 4145.0 | 211.32490684646007 | False | False | False | False | False | False | False | 1162 | 4145 | 3366480 | 1 | 2 | False | 1162.0869670920185 | 4144.862183981795 | False | False | False | False | 1162.0 | 1162.0 | 4145.0 | 4145.0 | nan | nan | nan | nan | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.5600200383937056 | 0.4134550991221312 | 585.9972165703313 | 999.0662533989847 | 0.5010720313902897 | 544.1524204807585 | 1090.6432485576395 | 11.371084817476028 | 11.894574464179843 | -1.3601961339342181 | 12.902794448535358 | 15.94800416200044 | -3.3818367992344758 | 13.783505902684336 | 11.77117311221234 | -0.2851468120119423 | 16.387553055877632 | 17.979511377158694 | -2.5917251505452814 | True | True | True | 188.9713064347613 | -63.13532349272242 | False | False | 0.920821217512308 | False | 12.894437768987409 | 15.064591860612273 | -3.5002138477705778 | 5.1028643 | 4.021218 | 5.9616838 | 1162.5583619100198 | 4143.93490894219 | 644.8961117145955 | 127.60607495320812 | 4.320587186406649 | 3.9044930781316487 | -0.8242025941019325 | -325.57822 | 88.37868 | -380.37354 | False | False | False | False | False | False | 0.011532698607995837 | 0.011532698607995837 | -0.0033970596748914205 | -0.0033970596748914205 | 4.328796053821257 | 4.328796053821257 | 3.9098850519759063 | 3.9098850519759063 | -0.8271259005645395 | -0.8271259005645395 | True | True | False | False | False | False | False | False | 0.12713772058486938 | 0.12530110776424408 | 0.3745305836200714 | 0.5865553021430969 | False | False | False | False | False | 1162.862090570893 | 1162.862090570893 | 4143.2347303185325 | 4143.2347303185325 | 12.158293153008145 | 12.158293153008145 | 11.033112034188193 | 11.033112034188193 | -0.9858949517100669 | -0.9858949517100669 | True | True | True | False | False | False | False | False | False | False | False | False | 1162.8061323992602 | 1162.8061323992602 | 4143.2573482519965 | 4143.2573482519965 | 11.765682107981917 | 11.765682107981917 | 11.055876393034564 | 11.055876393034564 | -0.3104900129911228 | -0.3104900129911228 | True | True | False | False | False | False | False | False | 641.49603 | 641.49603 | 185.95599365234375 | 35.48836898803711 | True | False | False | 344.8758239746094 | 53.71665573120117 | True | False | False | 464.92694091796875 | 71.7778549194336 | True | False | False | 594.9509887695312 | 107.49163055419922 | True | False | True | 715.6614990234375 | 715.6614990234375 | 715.6614990234375 | 153.53578186035156 | 153.53578186035156 | 153.53578186035156 | True | True | True | False | False | False | True | True | True | 892.6990525368601 | 246.3225804288969 | True | False | 1216.8560386430472 | 398.2066411842625 | True | False | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | 689.7551399114797 | 689.7551399114797 | 689.7551399114797 | 96.95843737673638 | 96.95843737673638 | 96.95843737673638 | False | False | False | 0.009330862138706274 | 6.848419078709328 | True | False | False | False | 0.30400361311863466 | 0.0 | False | 9.561600098543934e-09 | 7.950718758780087e-07 | 7.684354782640133e-07 | 1.0549469646862023e-08 | False | False | False | True | False | False | True | False | False | False | False | False | 373.08954750284624 | 373.08954750284624 | 56.87512648117651 | 56.87512648117651 | 70.54315 | 70.54315 | True | True | False | False | False | False | False | 45.32814025878906 | False | 697.5367715416038 | 171.87293022328905 | 5.0101304 | 12.048778 | 2.5140655 | True | False | False | False | False | False | False | False | False | True | True | 1.161830552629457 | 1.161830552629457 | 1.161830552629457 | 0.0 | 0.0 | 0.0 | False | False | False | 0.9808584915860215 | 0.9808584915860215 | 0.0 | 0.0 | False | False | 1.0534606668786555 | 0.0 | False | nan | True | 305 | False | False | False |
| 775968331164288371 | 5.601562042757234 | -0.005754741372682286 | 775968331164287964 | False | False | False | False | 0 | True | 1160.0 | 4148.0 | 245.0120463392534 | False | False | False | False | False | False | False | 1160 | 4148 | 3366481 | 1 | 2 | False | 1160.0959673386574 | 4147.974574718166 | False | False | False | False | 1160.0 | 1160.0 | 4148.0 | 4148.0 | nan | nan | nan | nan | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.41497735520552476 | 0.2885857536034818 | 437.19043120785483 | 614.537076565908 | 0.3287696862377515 | 433.08792373619417 | 645.2150846834296 | 4.488130498741856 | 9.872380313454244 | 0.23647163641757568 | 5.129603108915555 | 12.559266879549005 | -0.6733034064025974 | 5.165243144897928 | 9.575912270801231 | 0.4839425433932871 | 5.938487607861958 | 13.038420866367197 | -0.2805014676935608 | True | True | True | 189.00128427732216 | -63.180338256471614 | False | False | 0.9207847104534976 | False | 6.989319636378529 | 14.772722364173719 | -0.6020700661249481 | 2.6954975 | 2.7758613 | 5.6972404 | 1159.933026268493 | 4148.6437989701635 | 590.5532271316042 | 113.87622612942226 | 4.321101308836171 | 3.904465249907209 | -0.8243783157778772 | -153.47655 | 13.220691 | -324.3901 | False | False | False | False | False | False | 0.01153673784321452 | 0.01153673784321452 | -0.0034044964997744526 | -0.0034044964997744526 | 4.329210421496816 | 4.329210421496816 | 3.9098470817059283 | 3.9098470817059283 | -0.827259635088436 | -0.827259635088436 | True | True | False | False | False | False | False | False | 2.2459070682525635 | -1.494351863861084 | 0.7156626582145691 | 0.25690823793411255 | False | False | False | False | False | 1159.8815154058946 | 1159.8815154058946 | 4149.297811625732 | 4149.297811625732 | 4.3811834500336655 | 4.3811834500336655 | 8.051657306734375 | 8.051657306734375 | 0.25815155433544695 | 0.25815155433544695 | True | True | True | False | False | False | False | False | False | False | False | False | 1159.8698137710533 | 1159.8698137710533 | 4149.296583155861 | 4149.296583155861 | 6.8016796626332034 | 6.8016796626332034 | 7.77534750691224 | 7.77534750691224 | 0.11151983138983686 | 0.11151983138983686 | True | True | False | False | False | False | False | False | 512.5553 | 512.5553 | 201.4716033935547 | 35.46084213256836 | True | False | False | 343.1047668457031 | 53.581336975097656 | True | False | False | 485.1086120605469 | 71.67376708984375 | True | False | False | 608.2388305664062 | 119.1242904663086 | True | False | True | 753.5084838867188 | 753.5084838867188 | 753.5084838867188 | 175.07887268066406 | 175.07887268066406 | 175.07887268066406 | True | True | True | False | False | False | True | True | True | 952.6428779019043 | 269.95181032277856 | True | False | 1422.1298563769087 | 421.625250188876 | True | False | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | 514.0819217538328 | 514.0819217538328 | 514.0819217538328 | 71.55399653192225 | 71.55399653192225 | 71.55399653192225 | False | False | False | -0.1322211788249098 | 6.787754466339387 | True | False | False | False | 0.30400361311863466 | 0.0 | False | 9.570894518395653e-09 | 7.950597452673694e-07 | 7.684169849812617e-07 | 1.0558782791960047e-08 | False | False | False | True | False | False | True | False | False | False | False | False | 403.5172330704097 | 403.5172330704097 | 56.95462955243435 | 56.95462955243435 | 70.543526 | 70.543526 | True | True | False | False | False | False | False | 45.45539474487305 | False | 879.5499655231333 | 199.61753511630673 | 5.0802784 | 12.048778 | 2.5141125 | True | False | False | False | False | False | False | False | False | True | True | 1.1618336904448616 | 1.1618336904448616 | 1.1618336904448616 | 0.0 | 0.0 | 0.0 | False | False | False | 0.9808802321001109 | 0.9808802321001109 | 0.0 | 0.0 | False | False | 1.0534615410261348 | 0.0 | False | nan | True | 305 | False | False | False |
| 775968331164288372 | 5.601555093320311 | -0.0065572084406972575 | 775968331164287966 | True | False | False | False | 0 | False | nan | nan | nan | False | False | False | False | False | False | False | 115 | 4153 | 3366485 | 1 | 2 | False | 114.99738446329742 | 4153.375099821489 | False | False | False | False | 115.08645407232704 | 115.08645407232704 | 4153.109999511786 | 4153.109999511786 | 0.058355223 | 0.058355223 | 0.021364192 | 0.021364192 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.0 | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | True | False | True | 204.67494783154268 | -63.264704509698774 | False | False | 0.907337367442151 | False | 8.589721028032901 | 1.3089794314631698 | -0.23742636526523797 | 0.19281131 | 0.053355645 | 0.029382333 | 114.97242401257768 | 4153.295013335388 | 9374.184555908374 | 105.20999215647677 | 4.483861971957112 | 3.859719350954316 | -0.8446298635163588 | -10.1428385 | 0.28035572 | -1.5456575 | False | False | False | False | False | False | 0.014548989138723134 | 0.014548989138723134 | -0.005295475860103849 | -0.005295475860103849 | 4.49423459240953 | 4.49423459240953 | 3.866034509303022 | 3.866034509303022 | -0.8486475174566668 | -0.8486475174566668 | False | False | False | False | False | False | False | False | nan | nan | nan | nan | True | False | False | False | True | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | True | True | True | False | False | False | False | False | False | False | False | False | 114.89790022921873 | 114.89790022921873 | 4153.256114204235 | 4153.256114204235 | 4.818406526291932 | 4.818406526291932 | 1.8785987649839724 | 1.8785987649839724 | -0.03102131045861704 | -0.03102131045861704 | False | False | False | False | False | False | False | False | 8033.208 | 8033.208 | 5942.58349609375 | 58.52750778198242 | False | False | False | 8058.46337890625 | 85.17617797851562 | False | False | False | 9403.2099609375 | 111.94913482666016 | False | False | False | 10784.921875 | 165.9307861328125 | False | False | True | 11578.048828125 | 11578.048828125 | 11578.048828125 | 220.79681396484375 | 220.79681396484375 | 220.79681396484375 | False | False | False | False | False | False | True | True | True | 12375.476561918855 | 314.6157215434077 | False | False | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | nan | nan | nan | nan | nan | nan | True | True | True | 0.33471368377407157 | 7.160040066672589 | False | False | False | False | 0.30400361311863466 | 0.0 | False | 1.0659569307196608e-08 | 7.923477208642759e-07 | 7.59817205149268e-07 | 1.1658498213493562e-08 | False | False | False | True | False | False | True | False | False | False | False | False | 11126.759234088093 | 11126.759234088093 | 95.12634556150313 | 95.12634556150313 | 71.5614 | 71.5614 | False | False | False | False | False | False | True | nan | True | 11451.645287617323 | 180.37366479165829 | 3.7255144 | 12.048778 | 2.5295396 | True | False | False | False | False | False | False | False | False | True | True | 1.1646985692550766 | 1.1646985692550766 | 1.1646985692550766 | 0.0 | 0.0 | 0.0 | False | False | False | 0.9797502630514925 | 0.9797502630514925 | 0.0 | 0.0 | False | False | 1.0526495829450293 | 0.0 | False | nan | True | 466 | False | False | False |
| 775968331164288373 | 5.6015511554439374 | -0.006574142448364473 | 775968331164287966 | False | False | False | False | 0 | False | nan | nan | nan | False | False | False | False | False | False | False | 93 | 4148 | 3366483 | 1 | 2 | False | 92.16733676953965 | 4148.172200336253 | False | False | False | False | 92.98282463437299 | 92.98282463437299 | 4148.472999258422 | 4148.472999258422 | 0.046280753 | 0.046280753 | 0.0396056 | 0.0396056 | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | 0.0 | 0.0 | 4480.181687074007 | 4480.181687074007 | 0.0 | 4480.622147262241 | 4480.622147262241 | 4.409927824848226 | 3.739095026317329 | -1.0178358201435613 | 4.409927824848226 | 3.739095026317329 | -1.0178358201435613 | 4.406896090846493 | 3.745349784047676 | -1.018118227334851 | 4.406896090846493 | 3.745349784047676 | -1.018118227334851 | False | False | False | 205.00653647533093 | -63.195312740815965 | False | False | 0.9070564053924074 | False | 4.428018358180668 | 3.7588893409791204 | -1.0159196754910798 | 0.18443994 | 0.1238309 | 0.15656877 | 92.9896521691794 | 4148.473014363811 | 4529.819106721551 | 94.34012615830277 | 4.485267571044155 | 3.859196356204598 | -0.8441167853627614 | -8.700044 | 1.9960501 | -7.385359 | False | False | False | False | False | False | 0.01461038581865713 | 0.01461038581865713 | -0.005309539386718806 | -0.005309539386718806 | 4.495679870195096 | 4.495679870195096 | 3.8655301196881817 | 3.8655301196881817 | -0.8481480387883067 | -0.8481480387883067 | False | False | False | False | False | False | False | False | nan | nan | nan | nan | True | False | False | False | True | 92.99686978997968 | 92.99686978997968 | 4148.472504061268 | 4148.472504061268 | 4.437320297906425 | 4.437320297906425 | 3.762932765953329 | 3.762932765953329 | -1.0178800872352187 | -1.0178800872352187 | False | False | False | False | False | False | False | False | False | False | False | False | 92.97567688365987 | 92.97567688365987 | 4148.480370457786 | 4148.480370457786 | 4.140165706154972 | 4.140165706154972 | 3.880421188003176 | 3.880421188003176 | -0.4213135264408258 | -0.4213135264408258 | False | False | False | False | False | False | False | False | 4516.441 | 4516.441 | 3035.856201171875 | 44.4947509765625 | False | False | False | 4119.82275390625 | 62.02000045776367 | False | False | False | 4676.728515625 | 79.04793548583984 | False | False | False | 5063.0361328125 | 127.44880676269531 | False | False | True | 5317.8623046875 | 5317.8623046875 | 5317.8623046875 | 182.5872802734375 | 182.5872802734375 | 182.5872802734375 | False | False | False | False | False | False | True | True | True | 5575.517226554453 | 278.0477576503051 | False | False | 5967.2873758897185 | 430.3187277260812 | False | False | nan | nan | True | True | nan | nan | True | True | nan | nan | True | True | 5280.2624226357575 | 5280.2624226357575 | 5280.2624226357575 | 77.65380744063684 | 77.65380744063684 | 77.65380744063684 | False | False | False | 0.05316537075329741 | 7.116663404021189 | False | False | False | False | 0.30400361311863466 | 0.0 | False | 1.0670816684654828e-08 | 7.922989032938049e-07 | 7.596290870202657e-07 | 1.1669725354790424e-08 | False | False | False | True | False | False | True | False | False | False | False | False | 5377.68989110548 | 5377.68989110548 | 72.98461559713645 | 72.98461559713645 | 71.640495 | 71.640495 | False | False | False | False | False | False | True | nan | True | 5327.868373773032 | 120.09274771884449 | 3.317277 | 11.935975 | 2.5296898 | False | False | False | False | False | False | False | False | False | False | True | 1.1647564051526267 | 1.1647564051526267 | 1.1647564051526267 | 0.0 | 0.0 | 0.0 | False | False | False | 0.9796555015855863 | 0.9796555015855863 | 0.0 | 0.0 | False | False | 1.0526134741484383 | 0.0 | False | 0.0 | False | 262 | False | False | False |
# And plot!
afwDisplay.setDefaultBackend('matplotlib')
fig = plt.figure(figsize=(10,8))
afw_display = afwDisplay.Display(1)
afw_display.scale('asinh', 'zscale')
afw_display.mtv(calexp)
plt.gca().axis('off')
with afw_display.Buffering():
for s in src:
afw_display.dot('+', s.getX(), s.getY(), ctype=afwDisplay.RED)
afw_display.dot('o', s.getX(), s.getY(), size=20, ctype='orange')
Raw_URI=[]
Raw_URIs=[]
for ref in butler.registry.queryDatasets("calexp", collections=['shared/HSC/rerun/processCcdOutputs']):#, where="detector = 22"):
uri = butler.getURI(ref)
Raw_URI.append(uri)
print("{}\n".format(uri))
#for ref in butler.registry.queryDatasets("raw", collections=['HSC/raw/all']):#, where="detector = 22"):
#uri = butler.getURIs(ref)
#print("{}\n".format(uri))
#print("{}\n".format(Raw_URI))
#print("{}\n".format(Raw_URIs))
s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/i/HSC-I/904014/calexp_i_HSC-I_904014_1_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/i/HSC-I/904014/calexp_i_HSC-I_904014_12_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/i/HSC-I/904010/calexp_i_HSC-I_904010_10_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/i/HSC-I/903990/calexp_i_HSC-I_903990_25_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/i/HSC-I/903988/calexp_i_HSC-I_903988_23_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/i/HSC-I/903990/calexp_i_HSC-I_903990_18_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/i/HSC-I/904014/calexp_i_HSC-I_904014_6_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/i/HSC-I/903986/calexp_i_HSC-I_903986_100_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/i/HSC-I/903986/calexp_i_HSC-I_903986_16_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/i/HSC-I/903988/calexp_i_HSC-I_903988_24_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/i/HSC-I/904010/calexp_i_HSC-I_904010_4_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/i/HSC-I/903986/calexp_i_HSC-I_903986_23_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/i/HSC-I/903988/calexp_i_HSC-I_903988_17_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/i/HSC-I/903988/calexp_i_HSC-I_903988_16_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/i/HSC-I/904010/calexp_i_HSC-I_904010_100_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/i/HSC-I/903986/calexp_i_HSC-I_903986_22_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/r/HSC-R/903346/calexp_r_HSC-R_903346_6_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/r/HSC-R/903342/calexp_r_HSC-R_903342_4_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/r/HSC-R/903344/calexp_r_HSC-R_903344_11_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/r/HSC-R/903346/calexp_r_HSC-R_903346_12_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/r/HSC-R/903344/calexp_r_HSC-R_903344_5_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/r/HSC-R/903338/calexp_r_HSC-R_903338_18_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/r/HSC-R/903336/calexp_r_HSC-R_903336_24_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/r/HSC-R/903346/calexp_r_HSC-R_903346_1_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/r/HSC-R/903336/calexp_r_HSC-R_903336_17_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/r/HSC-R/903334/calexp_r_HSC-R_903334_23_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/r/HSC-R/903342/calexp_r_HSC-R_903342_100_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/r/HSC-R/903334/calexp_r_HSC-R_903334_100_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/r/HSC-R/903338/calexp_r_HSC-R_903338_25_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/r/HSC-R/903342/calexp_r_HSC-R_903342_10_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/r/HSC-R/903334/calexp_r_HSC-R_903334_22_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/r/HSC-R/903344/calexp_r_HSC-R_903344_0_HSC_shared_HSC_rerun_processCcdOutputs.fits s3://joshuakitenge-DATA-ed/shared/HSC/rerun/processCcdOutputs/calexp/r/HSC-R/903334/calexp_r_HSC-R_903334_16_HSC_shared_HSC_rerun_processCcdOutputs.fits
with butler.export(filename = "exports.yaml") as export:
# Raw files
export.saveDatasets(butler.registry.queryDatasets("raw", collections=['HSC/raw/all']))
# defects files
for collection in ('HSC/calib/curated/1970-01-01T00:00:00', 'HSC/calib/curated/2013-01-31T00:00:00',
'HSC/calib/curated/2014-04-03T00:00:00', 'HSC/calib/curated/2014-06-01T00:00:00',
'HSC/calib/curated/2015-11-06T00:00:00', 'HSC/calib/curated/2016-04-01T00:00:00',
'HSC/calib/curated/2016-11-22T00:00:00','HSC/calib/curated/2016-12-23T00:00:00'):
export.saveDatasets(registry.queryDatasets(datasetType='defects',collections=collection))
# Calibrations
for datasetTypeName in ('camera','bfKernal', 'transmission_optics', 'transmission_sensor',
'transmission_filter', 'transmission_atmosphere'):
export.saveDatasets(butler.registry.queryDatasets(datasetTypeName, collections=['HSC/calib/unbounded']))
# Reference catalog
export.saveDatasets(registry.queryDatasets(datasetType='ps1_pv3_3pi_20170110',collections=['refcats']))
# Gen 2 calibrations
export.saveDatasets(registry.queryDatasets(datasetType='sky',collections=['HSC/calib/gen2/2014-11-12']))
export.saveDatasets(registry.queryDatasets(datasetType='sky',collections=['HSC/calib/gen2/2014-07-14']))
for datasetTypeName in ('dark', 'bias', 'flat'):
export.saveDatasets(butler.registry.queryDatasets(datasetTypeName, collections=['HSC/calib/gen2/2013-11-03']))
export.saveDatasets(registry.queryDatasets(datasetType='flat',collections=['HSC/calib/gen2/2013-06-17']))
# Coadditions
for datasetTypeName in ('deepCoadd', 'deepCoadd_directWarp', 'deepCoadd_nImage','deepCoadd_psfMatchedWarp',
'deepCoadd_skyMap','deep_compareWarpAssembleCoadd_metadata','deep_makeCoaddTempExp_config',
'deep_makeCoaddTempExp_metadata','deep_safeClipAssembleCoadd_config','packages'):
export.saveDatasets(butler.registry.queryDatasets(datasetTypeName, collections=['shared/HSC/rerun/coadd']))
# Forced coaddition photometry
for datasetTypeName in ('deepCoadd_forced_config', 'deblendCoaddSources_metadata', 'deepCoadd_forced_src',
'deepCoadd_forced_src_schema','deepCoadd_skyMap','deepCoadd_skyMap','packages'):
export.saveDatasets(butler.registry.queryDatasets(datasetTypeName, collections=['shared/HSC/rerun/coaddForcedPhot']))
# Coaddition photometry
for datasetTypeName in ('deblendCoaddSources_config', 'deepCoadd_calexp', 'deepCoadd_deblendedModel_schema',
'deepCoadd_deblendedFlux_schema','deepCoadd_det_schema','deepCoadd_meas_schema',
'deepCoadd_peak_schema','deepCoadd_ref','deepCoadd_mergeDet_schema','deepCoadd_ref_schema',
'deblendCoaddSources_metadata','deepCoadd_measMatchFull','deepCoadd_skyMap','deepCoadd_mergeDet',
'detectCoaddSources_config','deepCoadd_measMatch','deepCoadd_calexp_background',
'deepCoadd_meas','deepCoadd_det','measureCoaddSources_config','deepCoadd_deblendedFlux',
'detectCoaddSources_metadata','mergeCoaddDetections_config','mergeCoaddMeasurements_config',
'packages','measureCoaddSources_metadata'):
export.saveDatasets(butler.registry.queryDatasets(datasetTypeName, collections=['shared/HSC/rerun/coaddPhot']))
# Process CCD outputs
for datasetTypeName in ('icSrc_schema', 'packages', 'srcMatchFull',
'srcMatch','processCcd_config','src_schema',
'processCcd_metadata','calexpBackground','src','icSrc',
'calexp'):
export.saveDatasets(butler.registry.queryDatasets(datasetTypeName, collections=['shared/HSC/rerun/processCcdOutputs']))
butler_im = Butler.Butler("s3://joshkite-data-up-test-ed",writeable=True)
butler_im.import_(directory="/home/vrs42921/lsst_stack/DATA_gen3",filename="exports.yaml",transfer="auto")
Check if the files transfered
butler_im_test = dafButler.Butler("s3://joshkite-data-up-test-ed")
reg =butler_im_test.registry
for c in reg.queryCollections():
print(c)
HSC/calib/curated/1970-01-01T00:00:00 HSC/calib/curated/2013-01-31T00:00:00 HSC/calib/curated/2014-04-03T00:00:00 HSC/calib/curated/2014-06-01T00:00:00 HSC/calib/curated/2015-11-06T00:00:00 HSC/calib/curated/2016-04-01T00:00:00 HSC/calib/curated/2016-11-22T00:00:00 HSC/calib/curated/2016-12-23T00:00:00 HSC/calib/gen2/2013-06-17 HSC/calib/gen2/2013-11-03 HSC/calib/gen2/2014-07-14 HSC/calib/gen2/2014-11-12 HSC/calib/unbounded HSC/raw/all refcats shared/HSC/rerun/coadd shared/HSC/rerun/coaddForcedPhot shared/HSC/rerun/coaddPhot shared/HSC/rerun/processCcdOutputs
datasetRefs_test = list(reg.queryDatasets(datasetType='raw',collections=['HSC/raw/all']))
for ref2 in datasetRefs_test:
print(ref2.dataId)
{band: i, instrument: HSC, detector: 100, physical_filter: HSC-I, exposure: 903986}
{band: i, instrument: HSC, detector: 16, physical_filter: HSC-I, exposure: 903986}
{band: i, instrument: HSC, detector: 22, physical_filter: HSC-I, exposure: 903986}
{band: i, instrument: HSC, detector: 23, physical_filter: HSC-I, exposure: 903986}
{band: i, instrument: HSC, detector: 16, physical_filter: HSC-I, exposure: 903988}
{band: i, instrument: HSC, detector: 17, physical_filter: HSC-I, exposure: 903988}
{band: i, instrument: HSC, detector: 23, physical_filter: HSC-I, exposure: 903988}
{band: i, instrument: HSC, detector: 24, physical_filter: HSC-I, exposure: 903988}
{band: i, instrument: HSC, detector: 18, physical_filter: HSC-I, exposure: 903990}
{band: i, instrument: HSC, detector: 25, physical_filter: HSC-I, exposure: 903990}
{band: i, instrument: HSC, detector: 100, physical_filter: HSC-I, exposure: 904010}
{band: i, instrument: HSC, detector: 10, physical_filter: HSC-I, exposure: 904010}
{band: i, instrument: HSC, detector: 4, physical_filter: HSC-I, exposure: 904010}
{band: i, instrument: HSC, detector: 12, physical_filter: HSC-I, exposure: 904014}
{band: i, instrument: HSC, detector: 1, physical_filter: HSC-I, exposure: 904014}
{band: i, instrument: HSC, detector: 6, physical_filter: HSC-I, exposure: 904014}
{band: r, instrument: HSC, detector: 100, physical_filter: HSC-R, exposure: 903334}
{band: r, instrument: HSC, detector: 16, physical_filter: HSC-R, exposure: 903334}
{band: r, instrument: HSC, detector: 22, physical_filter: HSC-R, exposure: 903334}
{band: r, instrument: HSC, detector: 23, physical_filter: HSC-R, exposure: 903334}
{band: r, instrument: HSC, detector: 17, physical_filter: HSC-R, exposure: 903336}
{band: r, instrument: HSC, detector: 24, physical_filter: HSC-R, exposure: 903336}
{band: r, instrument: HSC, detector: 18, physical_filter: HSC-R, exposure: 903338}
{band: r, instrument: HSC, detector: 25, physical_filter: HSC-R, exposure: 903338}
{band: r, instrument: HSC, detector: 100, physical_filter: HSC-R, exposure: 903342}
{band: r, instrument: HSC, detector: 10, physical_filter: HSC-R, exposure: 903342}
{band: r, instrument: HSC, detector: 4, physical_filter: HSC-R, exposure: 903342}
{band: r, instrument: HSC, detector: 0, physical_filter: HSC-R, exposure: 903344}
{band: r, instrument: HSC, detector: 11, physical_filter: HSC-R, exposure: 903344}
{band: r, instrument: HSC, detector: 5, physical_filter: HSC-R, exposure: 903344}
{band: r, instrument: HSC, detector: 12, physical_filter: HSC-R, exposure: 903346}
{band: r, instrument: HSC, detector: 1, physical_filter: HSC-R, exposure: 903346}
{band: r, instrument: HSC, detector: 6, physical_filter: HSC-R, exposure: 903346}