Accessing Rubin Data Preview 1 (DP1)

In this tutorial, we will:

• get a list of known variable stars in Rubin DP1

• cross-match the catalog with VSX

• select objects by variability type

Introduction

Prerequisites

In order to access Rubin data, you must be a Rubin data rights holder.

At present, there are two ways to access this data: RSP and CANFAR, described here.

NOTE: Any Rubin data rights holder can access data from any Independent Data Access Center (IDAC), or Rubin Science Platform (RSP). (CANFAR is an example of a platform served by a Canadian IDAC.)

1. Cross-match Rubin DP1 and VSX

We load both catalogs with LSDB. You may need to change Rubin DP1 path, while HATS version of VSX is hosted by https://data.lsb.io

import lsdb
from dask.distributed import Client
from upath import UPath

1.1 Load the catalog metadata

DP1_PATH = UPath("/rubin/lsdb_data")

dp1_objects = lsdb.open_catalog(DP1_PATH / "object_collection", columns="all")
dp1_objects

lsdb Catalog object_lc:

	tract	patch	z_ra	z_dec	z_raErr	z_decErr	z_ra_dec_Cov	z_psfFlux	z_psfFluxErr	z_free_psfFlux	z_free_psfFluxErr	z_free_psfFlux_flag	z_bdE1	z_bdE2	z_bdReB	z_bdReD	z_bdChi2	z_bdFluxB	z_bdFluxBErr	z_bdFluxD	z_bdFluxDErr	z_gaapPsfFlux	z_gaapPsfFluxErr	z_gaap0p7Flux	z_gaap0p7FluxErr	z_gaap1p0Flux	z_gaap1p0FluxErr	z_gaap1p5Flux	z_gaap1p5FluxErr	z_gaap2p5Flux	z_gaap2p5FluxErr	z_gaap3p0Flux	z_gaap3p0FluxErr	z_gaapOptimalFlux	z_gaapOptimalFluxErr	z_ixx	z_iyy	z_ixy	z_i_flag	z_ixxPSF	z_iyyPSF	z_ixyPSF	z_iPSF_flag	z_ixxRound	z_iyyRound	z_ixyRound	z_iRound_flag	z_ixxDebiasedPSF	z_iyyDebiasedPSF	z_ixyDebiasedPSF	z_iDebiasedPSF_flag	z_kronRad	z_kronFlux	z_kronFluxErr	z_calibFlux	z_calibFluxErr	z_ap03Flux	z_ap03FluxErr	z_ap03Flux_flag	z_ap06Flux	z_ap06FluxErr	z_ap06Flux_flag	z_ap09Flux	z_ap09FluxErr	z_ap09Flux_flag	z_ap12Flux	z_ap12FluxErr	z_ap12Flux_flag	z_ap17Flux	z_ap17FluxErr	z_ap17Flux_flag	z_ap25Flux	z_ap25FluxErr	z_ap25Flux_flag	z_ap35Flux	z_ap35FluxErr	z_ap35Flux_flag	z_ap50Flux	z_ap50FluxErr	z_ap50Flux_flag	z_ap70Flux	z_ap70FluxErr	z_ap70Flux_flag	z_extendedness	z_sizeExtendedness	z_blendedness	z_fwhm	z_cModelFlux	z_cModelFluxErr	z_cModelFlux_inner	z_free_cModelFlux	z_free_cModelFluxErr	z_free_cModelFlux_inner	z_free_cModelFlux_flag	z_hsmShapeRegauss_e1	z_hsmShapeRegauss_e2	z_hsmShapeRegauss_sigma	z_hsmShapeRegauss_flag	z_hsm_moments_30	z_hsm_momentsPsf_30	z_hsm_moments_21	z_hsm_momentsPsf_21	z_hsm_moments_12	z_hsm_momentsPsf_12	z_hsm_moments_03	z_hsm_momentsPsf_03	z_hsm_moments_40	z_hsm_momentsPsf_40	z_hsm_moments_31	z_hsm_momentsPsf_31	z_hsm_moments_22	z_hsm_momentsPsf_22	z_hsm_moments_13	z_hsm_momentsPsf_13	z_hsm_moments_04	z_hsm_momentsPsf_04	z_hsm_moments_flag	z_hsm_momentsPsf_flag	z_inputCount	z_deblend_dataCoverage	z_deblend_blendedness	z_deblend_fluxOverlap	z_deblend_fluxOverlapFraction	z_deblend_zeroFlux	z_psfModel_TwoGaussian_gauss1_sigma_x	z_psfModel_TwoGaussian_gauss1_sigma_y	z_psfModel_TwoGaussian_gauss1_rho	z_psfModel_TwoGaussian_gauss1_fluxfrac	z_psfModel_TwoGaussian_gauss2_sigma_x	z_psfModel_TwoGaussian_gauss2_sigma_y	z_psfModel_TwoGaussian_gauss2_rho	z_psfModel_TwoGaussian_n_iter	z_psfModel_TwoGaussian_chisq_reduced	z_psfModel_TwoGaussian_unknown_flag	z_psfModel_TwoGaussian_no_inputs_flag	z_inputCount_flag	z_inputCount_flag_noInputs	z_psfFlux_area	z_psfFlux_flag	z_psfFlux_flag_apCorr	z_psfFlux_flag_edge	z_psfFlux_flag_noGoodPixels	z_cModel_flag	z_cModel_flag_apCorr	z_gaapFlux_flag	z_gaapFlux_flag_edge	z_gaapFlux_flag_gaussianization	z_gaapOptimalFlux_flag_bigPsf	z_gaap0p7Flux_flag_bigPsf	z_gaap1p0Flux_flag_bigPsf	z_gaap1p5Flux_flag_bigPsf	z_gaap2p5Flux_flag_bigPsf	z_gaap3p0Flux_flag_bigPsf	z_blendedness_flag	z_pixelFlags_bad	z_pixelFlags_clipped	z_pixelFlags_clippedCenter	z_pixelFlags_cr	z_pixelFlags_crCenter	z_pixelFlags_edge	z_pixelFlags_inexact_psf	z_pixelFlags_inexact_psfCenter	z_pixelFlags_interpolated	z_pixelFlags_interpolatedCenter	z_pixelFlags_nodata	z_pixelFlags_offimage	z_pixelFlags_saturated	z_pixelFlags_saturatedCenter	z_pixelFlags_sensor_edge	z_pixelFlags_sensor_edgeCenter	z_pixelFlags_suspect	z_pixelFlags_suspectCenter	z_extendedness_flag	z_sizeExtendedness_flag	z_invalidPsfFlag	z_calib_astrometry_used	z_calib_photometry_reserved	z_calib_photometry_used	z_calib_psf_candidate	z_calib_psf_reserved	z_calib_psf_used	z_apFlux_flag	z_apFlux_flag_apertureTruncated	z_apFlux_flag_sincCoeffsTruncated	z_calibFlux_flag	z_calibFlux_flag_apertureTruncated	z_calibFlux_flag_sincCoeffsTruncated	z_centroid_flag	z_centroid_x	z_centroid_xErr	z_centroid_y	z_centroid_yErr	z_kronFlux_flag	z_kronFlux_flag_bad_radius	z_kronFlux_flag_bad_shape	z_kronFlux_flag_bad_shape_no_psf	z_kronFlux_flag_edge	z_kronFlux_flag_no_fallback_radius	z_kronFlux_flag_no_minimum_radius	z_kronFlux_flag_small_radius	z_kronFlux_flag_used_minimum_radius	z_kronFlux_flag_used_psf_radius	u_ra	u_dec	u_raErr	u_decErr	u_ra_dec_Cov	u_psfFlux	u_psfFluxErr	u_free_psfFlux	u_free_psfFluxErr	u_free_psfFlux_flag	u_bdE1	u_bdE2	u_bdReB	u_bdReD	u_bdChi2	u_bdFluxB	u_bdFluxBErr	u_bdFluxD	u_bdFluxDErr	u_gaapPsfFlux	u_gaapPsfFluxErr	u_gaap0p7Flux	u_gaap0p7FluxErr	u_gaap1p0Flux	u_gaap1p0FluxErr	u_gaap1p5Flux	u_gaap1p5FluxErr	u_gaap2p5Flux	u_gaap2p5FluxErr	u_gaap3p0Flux	u_gaap3p0FluxErr	u_gaapOptimalFlux	u_gaapOptimalFluxErr	u_ixx	u_iyy	u_ixy	u_i_flag	u_ixxPSF	u_iyyPSF	u_ixyPSF	u_iPSF_flag	u_ixxRound	u_iyyRound	u_ixyRound	u_iRound_flag	u_ixxDebiasedPSF	u_iyyDebiasedPSF	u_ixyDebiasedPSF	u_iDebiasedPSF_flag	u_kronRad	u_kronFlux	u_kronFluxErr	u_calibFlux	u_calibFluxErr	u_ap03Flux	u_ap03FluxErr	u_ap03Flux_flag	u_ap06Flux	u_ap06FluxErr	u_ap06Flux_flag	u_ap09Flux	u_ap09FluxErr	u_ap09Flux_flag	u_ap12Flux	u_ap12FluxErr	u_ap12Flux_flag	u_ap17Flux	u_ap17FluxErr	u_ap17Flux_flag	u_ap25Flux	u_ap25FluxErr	u_ap25Flux_flag	u_ap35Flux	u_ap35FluxErr	u_ap35Flux_flag	u_ap50Flux	u_ap50FluxErr	u_ap50Flux_flag	u_ap70Flux	u_ap70FluxErr	u_ap70Flux_flag	u_extendedness	u_sizeExtendedness	u_blendedness	u_fwhm	u_cModelFlux	u_cModelFluxErr	u_cModelFlux_inner	u_free_cModelFlux	u_free_cModelFluxErr	u_free_cModelFlux_inner	u_free_cModelFlux_flag	u_hsmShapeRegauss_e1	u_hsmShapeRegauss_e2	u_hsmShapeRegauss_sigma	u_hsmShapeRegauss_flag	u_hsm_moments_30	u_hsm_momentsPsf_30	u_hsm_moments_21	u_hsm_momentsPsf_21	u_hsm_moments_12	u_hsm_momentsPsf_12	u_hsm_moments_03	u_hsm_momentsPsf_03	u_hsm_moments_40	u_hsm_momentsPsf_40	u_hsm_moments_31	u_hsm_momentsPsf_31	u_hsm_moments_22	u_hsm_momentsPsf_22	u_hsm_moments_13	u_hsm_momentsPsf_13	u_hsm_moments_04	u_hsm_momentsPsf_04	u_hsm_moments_flag	u_hsm_momentsPsf_flag	u_inputCount	u_deblend_dataCoverage	u_deblend_blendedness	u_deblend_fluxOverlap	u_deblend_fluxOverlapFraction	u_deblend_zeroFlux	u_psfModel_TwoGaussian_gauss1_sigma_x	u_psfModel_TwoGaussian_gauss1_sigma_y	u_psfModel_TwoGaussian_gauss1_rho	u_psfModel_TwoGaussian_gauss1_fluxfrac	u_psfModel_TwoGaussian_gauss2_sigma_x	u_psfModel_TwoGaussian_gauss2_sigma_y	u_psfModel_TwoGaussian_gauss2_rho	u_psfModel_TwoGaussian_n_iter	u_psfModel_TwoGaussian_chisq_reduced	u_psfModel_TwoGaussian_unknown_flag	u_psfModel_TwoGaussian_no_inputs_flag	u_inputCount_flag	u_inputCount_flag_noInputs	u_psfFlux_area	u_psfFlux_flag	u_psfFlux_flag_apCorr	u_psfFlux_flag_edge	u_psfFlux_flag_noGoodPixels	u_cModel_flag	u_cModel_flag_apCorr	u_gaapFlux_flag	u_gaapFlux_flag_edge	u_gaapFlux_flag_gaussianization	u_gaapOptimalFlux_flag_bigPsf	u_gaap0p7Flux_flag_bigPsf	u_gaap1p0Flux_flag_bigPsf	u_gaap1p5Flux_flag_bigPsf	u_gaap2p5Flux_flag_bigPsf	u_gaap3p0Flux_flag_bigPsf	u_blendedness_flag	u_pixelFlags_bad	u_pixelFlags_clipped	u_pixelFlags_clippedCenter	u_pixelFlags_cr	u_pixelFlags_crCenter	u_pixelFlags_edge	u_pixelFlags_inexact_psf	u_pixelFlags_inexact_psfCenter	u_pixelFlags_interpolated	u_pixelFlags_interpolatedCenter	u_pixelFlags_nodata	u_pixelFlags_offimage	u_pixelFlags_saturated	u_pixelFlags_saturatedCenter	u_pixelFlags_sensor_edge	u_pixelFlags_sensor_edgeCenter	u_pixelFlags_suspect	u_pixelFlags_suspectCenter	u_extendedness_flag	u_sizeExtendedness_flag	u_invalidPsfFlag	u_calib_astrometry_used	u_calib_photometry_reserved	u_calib_photometry_used	u_calib_psf_candidate	u_calib_psf_reserved	u_calib_psf_used	u_apFlux_flag	u_apFlux_flag_apertureTruncated	u_apFlux_flag_sincCoeffsTruncated	u_calibFlux_flag	u_calibFlux_flag_apertureTruncated	u_calibFlux_flag_sincCoeffsTruncated	u_centroid_flag	u_centroid_x	u_centroid_xErr	u_centroid_y	u_centroid_yErr	u_kronFlux_flag	u_kronFlux_flag_bad_radius	u_kronFlux_flag_bad_shape	u_kronFlux_flag_bad_shape_no_psf	u_kronFlux_flag_edge	u_kronFlux_flag_no_fallback_radius	u_kronFlux_flag_no_minimum_radius	u_kronFlux_flag_small_radius	u_kronFlux_flag_used_minimum_radius	u_kronFlux_flag_used_psf_radius	g_ra	g_dec	g_raErr	g_decErr	g_ra_dec_Cov	g_psfFlux	g_psfFluxErr	g_free_psfFlux	g_free_psfFluxErr	g_free_psfFlux_flag	g_bdE1	g_bdE2	g_bdReB	g_bdReD	g_bdChi2	g_bdFluxB	g_bdFluxBErr	g_bdFluxD	g_bdFluxDErr	g_gaapPsfFlux	g_gaapPsfFluxErr	g_gaap0p7Flux	g_gaap0p7FluxErr	g_gaap1p0Flux	g_gaap1p0FluxErr	g_gaap1p5Flux	g_gaap1p5FluxErr	g_gaap2p5Flux	g_gaap2p5FluxErr	g_gaap3p0Flux	g_gaap3p0FluxErr	g_gaapOptimalFlux	g_gaapOptimalFluxErr	g_ixx	g_iyy	g_ixy	g_i_flag	g_ixxPSF	g_iyyPSF	g_ixyPSF	g_iPSF_flag	g_ixxRound	g_iyyRound	g_ixyRound	g_iRound_flag	g_ixxDebiasedPSF	g_iyyDebiasedPSF	g_ixyDebiasedPSF	g_iDebiasedPSF_flag	g_kronRad	g_kronFlux	g_kronFluxErr	g_calibFlux	g_calibFluxErr	g_ap03Flux	g_ap03FluxErr	g_ap03Flux_flag	g_ap06Flux	g_ap06FluxErr	g_ap06Flux_flag	g_ap09Flux	g_ap09FluxErr	g_ap09Flux_flag	g_ap12Flux	g_ap12FluxErr	g_ap12Flux_flag	g_ap17Flux	g_ap17FluxErr	g_ap17Flux_flag	g_ap25Flux	g_ap25FluxErr	g_ap25Flux_flag	g_ap35Flux	g_ap35FluxErr	g_ap35Flux_flag	g_ap50Flux	g_ap50FluxErr	g_ap50Flux_flag	g_ap70Flux	g_ap70FluxErr	g_ap70Flux_flag	g_extendedness	g_sizeExtendedness	g_blendedness	g_fwhm	g_cModelFlux	g_cModelFluxErr	g_cModelFlux_inner	g_free_cModelFlux	g_free_cModelFluxErr	g_free_cModelFlux_inner	g_free_cModelFlux_flag	g_hsmShapeRegauss_e1	g_hsmShapeRegauss_e2	g_hsmShapeRegauss_sigma	g_hsmShapeRegauss_flag	g_hsm_moments_30	g_hsm_momentsPsf_30	g_hsm_moments_21	g_hsm_momentsPsf_21	g_hsm_moments_12	g_hsm_momentsPsf_12	g_hsm_moments_03	g_hsm_momentsPsf_03	g_hsm_moments_40	g_hsm_momentsPsf_40	g_hsm_moments_31	g_hsm_momentsPsf_31	g_hsm_moments_22	g_hsm_momentsPsf_22	g_hsm_moments_13	g_hsm_momentsPsf_13	g_hsm_moments_04	g_hsm_momentsPsf_04	g_hsm_moments_flag	g_hsm_momentsPsf_flag	g_inputCount	g_deblend_dataCoverage	g_deblend_blendedness	g_deblend_fluxOverlap	g_deblend_fluxOverlapFraction	g_deblend_zeroFlux	g_psfModel_TwoGaussian_gauss1_sigma_x	g_psfModel_TwoGaussian_gauss1_sigma_y	g_psfModel_TwoGaussian_gauss1_rho	g_psfModel_TwoGaussian_gauss1_fluxfrac	g_psfModel_TwoGaussian_gauss2_sigma_x	g_psfModel_TwoGaussian_gauss2_sigma_y	g_psfModel_TwoGaussian_gauss2_rho	g_psfModel_TwoGaussian_n_iter	g_psfModel_TwoGaussian_chisq_reduced	g_psfModel_TwoGaussian_unknown_flag	g_psfModel_TwoGaussian_no_inputs_flag	g_inputCount_flag	g_inputCount_flag_noInputs	g_psfFlux_area	g_psfFlux_flag	g_psfFlux_flag_apCorr	g_psfFlux_flag_edge	g_psfFlux_flag_noGoodPixels	g_cModel_flag	g_cModel_flag_apCorr	g_gaapFlux_flag	g_gaapFlux_flag_edge	g_gaapFlux_flag_gaussianization	g_gaapOptimalFlux_flag_bigPsf	g_gaap0p7Flux_flag_bigPsf	g_gaap1p0Flux_flag_bigPsf	g_gaap1p5Flux_flag_bigPsf	g_gaap2p5Flux_flag_bigPsf	g_gaap3p0Flux_flag_bigPsf	g_blendedness_flag	g_pixelFlags_bad	g_pixelFlags_clipped	g_pixelFlags_clippedCenter	g_pixelFlags_cr	g_pixelFlags_crCenter	g_pixelFlags_edge	g_pixelFlags_inexact_psf	g_pixelFlags_inexact_psfCenter	g_pixelFlags_interpolated	g_pixelFlags_interpolatedCenter	g_pixelFlags_nodata	g_pixelFlags_offimage	g_pixelFlags_saturated	g_pixelFlags_saturatedCenter	g_pixelFlags_sensor_edge	g_pixelFlags_sensor_edgeCenter	g_pixelFlags_suspect	g_pixelFlags_suspectCenter	g_extendedness_flag	g_sizeExtendedness_flag	g_invalidPsfFlag	g_calib_astrometry_used	g_calib_photometry_reserved	g_calib_photometry_used	g_calib_psf_candidate	g_calib_psf_reserved	g_calib_psf_used	g_apFlux_flag	g_apFlux_flag_apertureTruncated	g_apFlux_flag_sincCoeffsTruncated	g_calibFlux_flag	g_calibFlux_flag_apertureTruncated	g_calibFlux_flag_sincCoeffsTruncated	g_centroid_flag	g_centroid_x	g_centroid_xErr	g_centroid_y	g_centroid_yErr	g_kronFlux_flag	g_kronFlux_flag_bad_radius	g_kronFlux_flag_bad_shape	g_kronFlux_flag_bad_shape_no_psf	g_kronFlux_flag_edge	g_kronFlux_flag_no_fallback_radius	g_kronFlux_flag_no_minimum_radius	g_kronFlux_flag_small_radius	g_kronFlux_flag_used_minimum_radius	g_kronFlux_flag_used_psf_radius	r_ra	r_dec	r_raErr	r_decErr	r_ra_dec_Cov	r_psfFlux	r_psfFluxErr	r_free_psfFlux	r_free_psfFluxErr	r_free_psfFlux_flag	r_bdE1	r_bdE2	r_bdReB	r_bdReD	r_bdChi2	r_bdFluxB	r_bdFluxBErr	r_bdFluxD	r_bdFluxDErr	r_gaapPsfFlux	r_gaapPsfFluxErr	r_gaap0p7Flux	r_gaap0p7FluxErr	r_gaap1p0Flux	r_gaap1p0FluxErr	r_gaap1p5Flux	r_gaap1p5FluxErr	r_gaap2p5Flux	r_gaap2p5FluxErr	r_gaap3p0Flux	r_gaap3p0FluxErr	r_gaapOptimalFlux	r_gaapOptimalFluxErr	r_ixx	r_iyy	r_ixy	r_i_flag	r_ixxPSF	r_iyyPSF	r_ixyPSF	r_iPSF_flag	r_ixxRound	r_iyyRound	r_ixyRound	r_iRound_flag	r_ixxDebiasedPSF	r_iyyDebiasedPSF	r_ixyDebiasedPSF	r_iDebiasedPSF_flag	r_kronRad	r_kronFlux	r_kronFluxErr	r_calibFlux	r_calibFluxErr	r_ap03Flux	r_ap03FluxErr	r_ap03Flux_flag	r_ap06Flux	r_ap06FluxErr	r_ap06Flux_flag	r_ap09Flux	r_ap09FluxErr	r_ap09Flux_flag	r_ap12Flux	r_ap12FluxErr	r_ap12Flux_flag	r_ap17Flux	r_ap17FluxErr	r_ap17Flux_flag	r_ap25Flux	r_ap25FluxErr	r_ap25Flux_flag	r_ap35Flux	r_ap35FluxErr	r_ap35Flux_flag	r_ap50Flux	r_ap50FluxErr	r_ap50Flux_flag	r_ap70Flux	r_ap70FluxErr	r_ap70Flux_flag	r_extendedness	r_sizeExtendedness	r_blendedness	r_fwhm	r_cModelFlux	r_cModelFluxErr	r_cModelFlux_inner	r_free_cModelFlux	r_free_cModelFluxErr	r_free_cModelFlux_inner	r_free_cModelFlux_flag	r_hsmShapeRegauss_e1	r_hsmShapeRegauss_e2	r_hsmShapeRegauss_sigma	r_hsmShapeRegauss_flag	r_hsm_moments_30	r_hsm_momentsPsf_30	r_hsm_moments_21	r_hsm_momentsPsf_21	r_hsm_moments_12	r_hsm_momentsPsf_12	r_hsm_moments_03	r_hsm_momentsPsf_03	r_hsm_moments_40	r_hsm_momentsPsf_40	r_hsm_moments_31	r_hsm_momentsPsf_31	r_hsm_moments_22	r_hsm_momentsPsf_22	r_hsm_moments_13	r_hsm_momentsPsf_13	r_hsm_moments_04	r_hsm_momentsPsf_04	r_hsm_moments_flag	r_hsm_momentsPsf_flag	r_inputCount	r_deblend_dataCoverage	r_deblend_blendedness	r_deblend_fluxOverlap	r_deblend_fluxOverlapFraction	r_deblend_zeroFlux	r_psfModel_TwoGaussian_gauss1_sigma_x	r_psfModel_TwoGaussian_gauss1_sigma_y	r_psfModel_TwoGaussian_gauss1_rho	r_psfModel_TwoGaussian_gauss1_fluxfrac	r_psfModel_TwoGaussian_gauss2_sigma_x	r_psfModel_TwoGaussian_gauss2_sigma_y	r_psfModel_TwoGaussian_gauss2_rho	r_psfModel_TwoGaussian_n_iter	r_psfModel_TwoGaussian_chisq_reduced	r_psfModel_TwoGaussian_unknown_flag	r_psfModel_TwoGaussian_no_inputs_flag	r_inputCount_flag	r_inputCount_flag_noInputs	r_psfFlux_area	r_psfFlux_flag	r_psfFlux_flag_apCorr	r_psfFlux_flag_edge	r_psfFlux_flag_noGoodPixels	r_cModel_flag	r_cModel_flag_apCorr	r_gaapFlux_flag	r_gaapFlux_flag_edge	r_gaapFlux_flag_gaussianization	r_gaapOptimalFlux_flag_bigPsf	r_gaap0p7Flux_flag_bigPsf	r_gaap1p0Flux_flag_bigPsf	r_gaap1p5Flux_flag_bigPsf	r_gaap2p5Flux_flag_bigPsf	r_gaap3p0Flux_flag_bigPsf	r_blendedness_flag	r_pixelFlags_bad	r_pixelFlags_clipped	r_pixelFlags_clippedCenter	r_pixelFlags_cr	r_pixelFlags_crCenter	r_pixelFlags_edge	r_pixelFlags_inexact_psf	r_pixelFlags_inexact_psfCenter	r_pixelFlags_interpolated	r_pixelFlags_interpolatedCenter	r_pixelFlags_nodata	r_pixelFlags_offimage	r_pixelFlags_saturated	r_pixelFlags_saturatedCenter	r_pixelFlags_sensor_edge	r_pixelFlags_sensor_edgeCenter	r_pixelFlags_suspect	r_pixelFlags_suspectCenter	r_extendedness_flag	r_sizeExtendedness_flag	r_invalidPsfFlag	r_calib_astrometry_used	r_calib_photometry_reserved	r_calib_photometry_used	r_calib_psf_candidate	r_calib_psf_reserved	r_calib_psf_used	r_apFlux_flag	r_apFlux_flag_apertureTruncated	r_apFlux_flag_sincCoeffsTruncated	r_calibFlux_flag	r_calibFlux_flag_apertureTruncated	r_calibFlux_flag_sincCoeffsTruncated	r_centroid_flag	r_centroid_x	r_centroid_xErr	r_centroid_y	r_centroid_yErr	r_kronFlux_flag	r_kronFlux_flag_bad_radius	r_kronFlux_flag_bad_shape	r_kronFlux_flag_bad_shape_no_psf	r_kronFlux_flag_edge	r_kronFlux_flag_no_fallback_radius	r_kronFlux_flag_no_minimum_radius	r_kronFlux_flag_small_radius	r_kronFlux_flag_used_minimum_radius	r_kronFlux_flag_used_psf_radius	i_ra	i_dec	i_raErr	i_decErr	i_ra_dec_Cov	i_psfFlux	i_psfFluxErr	i_free_psfFlux	i_free_psfFluxErr	i_free_psfFlux_flag	i_bdE1	i_bdE2	i_bdReB	i_bdReD	i_bdChi2	i_bdFluxB	i_bdFluxBErr	i_bdFluxD	i_bdFluxDErr	i_gaapPsfFlux	i_gaapPsfFluxErr	i_gaap0p7Flux	i_gaap0p7FluxErr	i_gaap1p0Flux	i_gaap1p0FluxErr	i_gaap1p5Flux	i_gaap1p5FluxErr	i_gaap2p5Flux	i_gaap2p5FluxErr	i_gaap3p0Flux	i_gaap3p0FluxErr	i_gaapOptimalFlux	i_gaapOptimalFluxErr	i_ixx	i_iyy	i_ixy	i_i_flag	i_ixxPSF	i_iyyPSF	i_ixyPSF	i_iPSF_flag	i_ixxRound	i_iyyRound	i_ixyRound	i_iRound_flag	i_ixxDebiasedPSF	i_iyyDebiasedPSF	i_ixyDebiasedPSF	i_iDebiasedPSF_flag	i_kronRad	i_kronFlux	i_kronFluxErr	i_calibFlux	i_calibFluxErr	i_ap03Flux	i_ap03FluxErr	i_ap03Flux_flag	i_ap06Flux	i_ap06FluxErr	i_ap06Flux_flag	i_ap09Flux	i_ap09FluxErr	i_ap09Flux_flag	i_ap12Flux	i_ap12FluxErr	i_ap12Flux_flag	i_ap17Flux	i_ap17FluxErr	i_ap17Flux_flag	i_ap25Flux	i_ap25FluxErr	i_ap25Flux_flag	i_ap35Flux	i_ap35FluxErr	i_ap35Flux_flag	i_ap50Flux	i_ap50FluxErr	i_ap50Flux_flag	i_ap70Flux	i_ap70FluxErr	i_ap70Flux_flag	i_extendedness	i_sizeExtendedness	i_blendedness	i_fwhm	i_cModelFlux	i_cModelFluxErr	i_cModelFlux_inner	i_free_cModelFlux	i_free_cModelFluxErr	i_free_cModelFlux_inner	i_free_cModelFlux_flag	i_hsmShapeRegauss_e1	i_hsmShapeRegauss_e2	i_hsmShapeRegauss_sigma	i_hsmShapeRegauss_flag	i_hsm_moments_30	i_hsm_momentsPsf_30	i_hsm_moments_21	i_hsm_momentsPsf_21	i_hsm_moments_12	i_hsm_momentsPsf_12	i_hsm_moments_03	i_hsm_momentsPsf_03	i_hsm_moments_40	i_hsm_momentsPsf_40	i_hsm_moments_31	i_hsm_momentsPsf_31	i_hsm_moments_22	i_hsm_momentsPsf_22	i_hsm_moments_13	i_hsm_momentsPsf_13	i_hsm_moments_04	i_hsm_momentsPsf_04	i_hsm_moments_flag	i_hsm_momentsPsf_flag	i_inputCount	i_deblend_dataCoverage	i_deblend_blendedness	i_deblend_fluxOverlap	i_deblend_fluxOverlapFraction	i_deblend_zeroFlux	i_psfModel_TwoGaussian_gauss1_sigma_x	i_psfModel_TwoGaussian_gauss1_sigma_y	i_psfModel_TwoGaussian_gauss1_rho	i_psfModel_TwoGaussian_gauss1_fluxfrac	i_psfModel_TwoGaussian_gauss2_sigma_x	i_psfModel_TwoGaussian_gauss2_sigma_y	i_psfModel_TwoGaussian_gauss2_rho	i_psfModel_TwoGaussian_n_iter	i_psfModel_TwoGaussian_chisq_reduced	i_psfModel_TwoGaussian_unknown_flag	i_psfModel_TwoGaussian_no_inputs_flag	i_inputCount_flag	i_inputCount_flag_noInputs	i_psfFlux_area	i_psfFlux_flag	i_psfFlux_flag_apCorr	i_psfFlux_flag_edge	i_psfFlux_flag_noGoodPixels	i_cModel_flag	i_cModel_flag_apCorr	i_gaapFlux_flag	i_gaapFlux_flag_edge	i_gaapFlux_flag_gaussianization	i_gaapOptimalFlux_flag_bigPsf	i_gaap0p7Flux_flag_bigPsf	i_gaap1p0Flux_flag_bigPsf	i_gaap1p5Flux_flag_bigPsf	i_gaap2p5Flux_flag_bigPsf	i_gaap3p0Flux_flag_bigPsf	i_blendedness_flag	i_pixelFlags_bad	i_pixelFlags_clipped	i_pixelFlags_clippedCenter	i_pixelFlags_cr	i_pixelFlags_crCenter	i_pixelFlags_edge	i_pixelFlags_inexact_psf	i_pixelFlags_inexact_psfCenter	i_pixelFlags_interpolated	i_pixelFlags_interpolatedCenter	i_pixelFlags_nodata	i_pixelFlags_offimage	i_pixelFlags_saturated	i_pixelFlags_saturatedCenter	i_pixelFlags_sensor_edge	i_pixelFlags_sensor_edgeCenter	i_pixelFlags_suspect	i_pixelFlags_suspectCenter	i_extendedness_flag	i_sizeExtendedness_flag	i_invalidPsfFlag	i_calib_astrometry_used	i_calib_photometry_reserved	i_calib_photometry_used	i_calib_psf_candidate	i_calib_psf_reserved	i_calib_psf_used	i_apFlux_flag	i_apFlux_flag_apertureTruncated	i_apFlux_flag_sincCoeffsTruncated	i_calibFlux_flag	i_calibFlux_flag_apertureTruncated	i_calibFlux_flag_sincCoeffsTruncated	i_centroid_flag	i_centroid_x	i_centroid_xErr	i_centroid_y	i_centroid_yErr	i_kronFlux_flag	i_kronFlux_flag_bad_radius	i_kronFlux_flag_bad_shape	i_kronFlux_flag_bad_shape_no_psf	i_kronFlux_flag_edge	i_kronFlux_flag_no_fallback_radius	i_kronFlux_flag_no_minimum_radius	i_kronFlux_flag_small_radius	i_kronFlux_flag_used_minimum_radius	i_kronFlux_flag_used_psf_radius	y_ra	y_dec	y_raErr	y_decErr	y_ra_dec_Cov	y_psfFlux	y_psfFluxErr	y_free_psfFlux	y_free_psfFluxErr	y_free_psfFlux_flag	y_bdE1	y_bdE2	y_bdReB	y_bdReD	y_bdChi2	y_bdFluxB	y_bdFluxBErr	y_bdFluxD	y_bdFluxDErr	y_gaapPsfFlux	y_gaapPsfFluxErr	y_gaap0p7Flux	y_gaap0p7FluxErr	y_gaap1p0Flux	y_gaap1p0FluxErr	y_gaap1p5Flux	y_gaap1p5FluxErr	y_gaap2p5Flux	y_gaap2p5FluxErr	y_gaap3p0Flux	y_gaap3p0FluxErr	y_gaapOptimalFlux	y_gaapOptimalFluxErr	y_ixx	y_iyy	y_ixy	y_i_flag	y_ixxPSF	y_iyyPSF	y_ixyPSF	y_iPSF_flag	y_ixxRound	y_iyyRound	y_ixyRound	y_iRound_flag	y_ixxDebiasedPSF	y_iyyDebiasedPSF	y_ixyDebiasedPSF	y_iDebiasedPSF_flag	y_kronRad	y_kronFlux	y_kronFluxErr	y_calibFlux	y_calibFluxErr	y_ap03Flux	y_ap03FluxErr	y_ap03Flux_flag	y_ap06Flux	y_ap06FluxErr	y_ap06Flux_flag	y_ap09Flux	y_ap09FluxErr	y_ap09Flux_flag	y_ap12Flux	y_ap12FluxErr	y_ap12Flux_flag	y_ap17Flux	y_ap17FluxErr	y_ap17Flux_flag	y_ap25Flux	y_ap25FluxErr	y_ap25Flux_flag	y_ap35Flux	y_ap35FluxErr	y_ap35Flux_flag	y_ap50Flux	y_ap50FluxErr	y_ap50Flux_flag	y_ap70Flux	y_ap70FluxErr	y_ap70Flux_flag	y_extendedness	y_sizeExtendedness	y_blendedness	y_fwhm	y_cModelFlux	y_cModelFluxErr	y_cModelFlux_inner	y_free_cModelFlux	y_free_cModelFluxErr	y_free_cModelFlux_inner	y_free_cModelFlux_flag	y_hsmShapeRegauss_e1	y_hsmShapeRegauss_e2	y_hsmShapeRegauss_sigma	y_hsmShapeRegauss_flag	y_hsm_moments_30	y_hsm_momentsPsf_30	y_hsm_moments_21	y_hsm_momentsPsf_21	y_hsm_moments_12	y_hsm_momentsPsf_12	y_hsm_moments_03	y_hsm_momentsPsf_03	y_hsm_moments_40	y_hsm_momentsPsf_40	y_hsm_moments_31	y_hsm_momentsPsf_31	y_hsm_moments_22	y_hsm_momentsPsf_22	y_hsm_moments_13	y_hsm_momentsPsf_13	y_hsm_moments_04	y_hsm_momentsPsf_04	y_hsm_moments_flag	y_hsm_momentsPsf_flag	y_inputCount	y_deblend_dataCoverage	y_deblend_blendedness	y_deblend_fluxOverlap	y_deblend_fluxOverlapFraction	y_deblend_zeroFlux	y_psfModel_TwoGaussian_gauss1_sigma_x	y_psfModel_TwoGaussian_gauss1_sigma_y	y_psfModel_TwoGaussian_gauss1_rho	y_psfModel_TwoGaussian_gauss1_fluxfrac	y_psfModel_TwoGaussian_gauss2_sigma_x	y_psfModel_TwoGaussian_gauss2_sigma_y	y_psfModel_TwoGaussian_gauss2_rho	y_psfModel_TwoGaussian_n_iter	y_psfModel_TwoGaussian_chisq_reduced	y_psfModel_TwoGaussian_unknown_flag	y_psfModel_TwoGaussian_no_inputs_flag	y_inputCount_flag	y_inputCount_flag_noInputs	y_psfFlux_area	y_psfFlux_flag	y_psfFlux_flag_apCorr	y_psfFlux_flag_edge	y_psfFlux_flag_noGoodPixels	y_cModel_flag	y_cModel_flag_apCorr	y_gaapFlux_flag	y_gaapFlux_flag_edge	y_gaapFlux_flag_gaussianization	y_gaapOptimalFlux_flag_bigPsf	y_gaap0p7Flux_flag_bigPsf	y_gaap1p0Flux_flag_bigPsf	y_gaap1p5Flux_flag_bigPsf	y_gaap2p5Flux_flag_bigPsf	y_gaap3p0Flux_flag_bigPsf	y_blendedness_flag	y_pixelFlags_bad	y_pixelFlags_clipped	y_pixelFlags_clippedCenter	y_pixelFlags_cr	y_pixelFlags_crCenter	y_pixelFlags_edge	y_pixelFlags_inexact_psf	y_pixelFlags_inexact_psfCenter	y_pixelFlags_interpolated	y_pixelFlags_interpolatedCenter	y_pixelFlags_nodata	y_pixelFlags_offimage	y_pixelFlags_saturated	y_pixelFlags_saturatedCenter	y_pixelFlags_sensor_edge	y_pixelFlags_sensor_edgeCenter	y_pixelFlags_suspect	y_pixelFlags_suspectCenter	y_extendedness_flag	y_sizeExtendedness_flag	y_invalidPsfFlag	y_calib_astrometry_used	y_calib_photometry_reserved	y_calib_photometry_used	y_calib_psf_candidate	y_calib_psf_reserved	y_calib_psf_used	y_apFlux_flag	y_apFlux_flag_apertureTruncated	y_apFlux_flag_sincCoeffsTruncated	y_calibFlux_flag	y_calibFlux_flag_apertureTruncated	y_calibFlux_flag_sincCoeffsTruncated	y_centroid_flag	y_centroid_x	y_centroid_xErr	y_centroid_y	y_centroid_yErr	y_kronFlux_flag	y_kronFlux_flag_bad_radius	y_kronFlux_flag_bad_shape	y_kronFlux_flag_bad_shape_no_psf	y_kronFlux_flag_edge	y_kronFlux_flag_no_fallback_radius	y_kronFlux_flag_no_minimum_radius	y_kronFlux_flag_small_radius	y_kronFlux_flag_used_minimum_radius	y_kronFlux_flag_used_psf_radius	g_epoch	i_epoch	r_epoch	u_epoch	y_epoch	z_epoch	parentObjectId	coord_ra	coord_dec	coord_raErr	coord_decErr	coord_ra_dec_Cov	refBand	refExtendedness	refSizeExtendedness	x	y	xErr	yErr	xy_flag	refFwhm	footprintArea	ebv	shape_xx	shape_yy	shape_xy	detect_isIsolated	detect_fromBlend	detect_isDeblendedModelSource	deblend_nChild	deblend_nPeaks	deblend_failed	deblend_skipped	deblend_isolatedParent	deblend_parentTooBig	deblend_tooManyPeaks	deblend_masked	deblend_incompleteData	deblend_iterations	deblend_peak_center_x	deblend_peak_center_y	deblend_logL	shape_flag	sersic_x	sersic_y	sersic_ra	sersic_dec	sersic_reff_x	sersic_reff_y	sersic_rho	g_sersicFlux	i_sersicFlux	r_sersicFlux	u_sersicFlux	y_sersicFlux	z_sersicFlux	sersic_index	sersic_xErr	sersic_yErr	sersic_raErr	sersic_decErr	sersic_reff_xErr	sersic_reff_yErr	sersic_rhoErr	g_sersicFluxErr	i_sersicFluxErr	r_sersicFluxErr	u_sersicFluxErr	y_sersicFluxErr	z_sersicFluxErr	sersic_indexErr	sersic_n_eval_jac	sersic_n_iter	sersic_chisq_reduced	sersic_unknown_flag	sersic_no_data_flag	objectId	u_psfMag	u_psfMagErr	u_kronMag	u_kronMagErr	g_psfMag	g_psfMagErr	g_kronMag	g_kronMagErr	r_psfMag	r_psfMagErr	r_kronMag	r_kronMagErr	i_psfMag	i_psfMagErr	i_kronMag	i_kronMagErr	z_psfMag	z_psfMagErr	z_kronMag	z_kronMagErr	y_psfMag	y_psfMagErr	y_kronMag	y_kronMagErr	objectForcedSource
npartitions=389
Order: 6, Pixel: 130	int64[pyarrow]	int64[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	int32[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	int32[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	int32[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	int32[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	int32[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	int32[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	int32[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	int32[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	int32[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	int32[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	int32[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	int32[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	int64[pyarrow]	double[pyarrow]	double[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	string[pyarrow]	float[pyarrow]	float[pyarrow]	double[pyarrow]	double[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	int32[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	int32[pyarrow]	int32[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	int32[pyarrow]	int32[pyarrow]	int32[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	int32[pyarrow]	int32[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	int64[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	nested<parentObjectId: [int64], coord_ra: [dou...
Order: 8, Pixel: 2176	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
Order: 9, Pixel: 2302101	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
Order: 7, Pixel: 143884	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...

1304 out of 1304 available columns in the catalog have been loaded lazily, meaning no data has been read, only the catalog schema

vsx = lsdb.open_catalog("https://data.lsdb.io/hats/vsx/")
vsx

lsdb Catalog 2026-01:

	OID	Name	VarFlag	RAdeg	DEdeg	Type	LimitFlagOnMax	MagMax	MaxUncertaintyFlag	MaxPassband	MinIsAmplitude	LimitFlagOnMin	MagMin	MinUncertaintyFlag	MinPassband	Epoch	EpochUncertaintyFlag	LimitFlagOnPeriod	Period	PeriodUncertaintyFlag	SpectralType
npartitions=30
Order: 0, Pixel: 0	int64[pyarrow]	string	int64[pyarrow]	double[pyarrow]	double[pyarrow]	string	string	double[pyarrow]	string	string	string	string	double[pyarrow]	string	string	double[pyarrow]	string	string	double[pyarrow]	string	string
Order: 0, Pixel: 1	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
Order: 1, Pixel: 43	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
Order: 0, Pixel: 11	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...

21 out of 21 available columns in the catalog have been loaded lazily, meaning no data has been read, only the catalog schema

1.2 Select eclipsing binaries

eclipsing = vsx.query("'EA' in Type or 'EB' in Type or 'EW' in Type")

1.2 Plan the cross-match

Since LSDB loads and plans operations lazily (see this doc page), no data has been loaded yet, and the next cell does not run the cross-match pipeline either.

dp1_eclipsing = eclipsing.crossmatch(dp1_objects, radius_arcsec=0.1, suffixes=["_vsx", "_rubin"])
dp1_eclipsing

/home/olynn/lsdb/src/lsdb/catalog/catalog.py:317: FutureWarning: The default suffix behavior will change from applying suffixes to all columns to only applying suffixes to overlapping columns in a future release.To maintain the current behavior, explicitly set `suffix_method='all_columns'`. To change to the new behavior, set `suffix_method='overlapping_columns'`.
  warnings.warn(

lsdb Catalog 2026-01_x_object_lc:

	OID_vsx	Name_vsx	VarFlag_vsx	RAdeg_vsx	DEdeg_vsx	Type_vsx	LimitFlagOnMax_vsx	MagMax_vsx	MaxUncertaintyFlag_vsx	MaxPassband_vsx	MinIsAmplitude_vsx	LimitFlagOnMin_vsx	MagMin_vsx	MinUncertaintyFlag_vsx	MinPassband_vsx	Epoch_vsx	EpochUncertaintyFlag_vsx	LimitFlagOnPeriod_vsx	Period_vsx	PeriodUncertaintyFlag_vsx	SpectralType_vsx	tract_rubin	patch_rubin	z_ra_rubin	z_dec_rubin	z_raErr_rubin	z_decErr_rubin	z_ra_dec_Cov_rubin	z_psfFlux_rubin	z_psfFluxErr_rubin	z_free_psfFlux_rubin	z_free_psfFluxErr_rubin	z_free_psfFlux_flag_rubin	z_bdE1_rubin	z_bdE2_rubin	z_bdReB_rubin	z_bdReD_rubin	z_bdChi2_rubin	z_bdFluxB_rubin	z_bdFluxBErr_rubin	z_bdFluxD_rubin	z_bdFluxDErr_rubin	z_gaapPsfFlux_rubin	z_gaapPsfFluxErr_rubin	z_gaap0p7Flux_rubin	z_gaap0p7FluxErr_rubin	z_gaap1p0Flux_rubin	z_gaap1p0FluxErr_rubin	z_gaap1p5Flux_rubin	z_gaap1p5FluxErr_rubin	z_gaap2p5Flux_rubin	z_gaap2p5FluxErr_rubin	z_gaap3p0Flux_rubin	z_gaap3p0FluxErr_rubin	z_gaapOptimalFlux_rubin	z_gaapOptimalFluxErr_rubin	z_ixx_rubin	z_iyy_rubin	z_ixy_rubin	z_i_flag_rubin	z_ixxPSF_rubin	z_iyyPSF_rubin	z_ixyPSF_rubin	z_iPSF_flag_rubin	z_ixxRound_rubin	z_iyyRound_rubin	z_ixyRound_rubin	z_iRound_flag_rubin	z_ixxDebiasedPSF_rubin	z_iyyDebiasedPSF_rubin	z_ixyDebiasedPSF_rubin	z_iDebiasedPSF_flag_rubin	z_kronRad_rubin	z_kronFlux_rubin	z_kronFluxErr_rubin	z_calibFlux_rubin	z_calibFluxErr_rubin	z_ap03Flux_rubin	z_ap03FluxErr_rubin	z_ap03Flux_flag_rubin	z_ap06Flux_rubin	z_ap06FluxErr_rubin	z_ap06Flux_flag_rubin	z_ap09Flux_rubin	z_ap09FluxErr_rubin	z_ap09Flux_flag_rubin	z_ap12Flux_rubin	z_ap12FluxErr_rubin	z_ap12Flux_flag_rubin	z_ap17Flux_rubin	z_ap17FluxErr_rubin	z_ap17Flux_flag_rubin	z_ap25Flux_rubin	z_ap25FluxErr_rubin	z_ap25Flux_flag_rubin	z_ap35Flux_rubin	z_ap35FluxErr_rubin	z_ap35Flux_flag_rubin	z_ap50Flux_rubin	z_ap50FluxErr_rubin	z_ap50Flux_flag_rubin	z_ap70Flux_rubin	z_ap70FluxErr_rubin	z_ap70Flux_flag_rubin	z_extendedness_rubin	z_sizeExtendedness_rubin	z_blendedness_rubin	z_fwhm_rubin	z_cModelFlux_rubin	z_cModelFluxErr_rubin	z_cModelFlux_inner_rubin	z_free_cModelFlux_rubin	z_free_cModelFluxErr_rubin	z_free_cModelFlux_inner_rubin	z_free_cModelFlux_flag_rubin	z_hsmShapeRegauss_e1_rubin	z_hsmShapeRegauss_e2_rubin	z_hsmShapeRegauss_sigma_rubin	z_hsmShapeRegauss_flag_rubin	z_hsm_moments_30_rubin	z_hsm_momentsPsf_30_rubin	z_hsm_moments_21_rubin	z_hsm_momentsPsf_21_rubin	z_hsm_moments_12_rubin	z_hsm_momentsPsf_12_rubin	z_hsm_moments_03_rubin	z_hsm_momentsPsf_03_rubin	z_hsm_moments_40_rubin	z_hsm_momentsPsf_40_rubin	z_hsm_moments_31_rubin	z_hsm_momentsPsf_31_rubin	z_hsm_moments_22_rubin	z_hsm_momentsPsf_22_rubin	z_hsm_moments_13_rubin	z_hsm_momentsPsf_13_rubin	z_hsm_moments_04_rubin	z_hsm_momentsPsf_04_rubin	z_hsm_moments_flag_rubin	z_hsm_momentsPsf_flag_rubin	z_inputCount_rubin	z_deblend_dataCoverage_rubin	z_deblend_blendedness_rubin	z_deblend_fluxOverlap_rubin	z_deblend_fluxOverlapFraction_rubin	z_deblend_zeroFlux_rubin	z_psfModel_TwoGaussian_gauss1_sigma_x_rubin	z_psfModel_TwoGaussian_gauss1_sigma_y_rubin	z_psfModel_TwoGaussian_gauss1_rho_rubin	z_psfModel_TwoGaussian_gauss1_fluxfrac_rubin	z_psfModel_TwoGaussian_gauss2_sigma_x_rubin	z_psfModel_TwoGaussian_gauss2_sigma_y_rubin	z_psfModel_TwoGaussian_gauss2_rho_rubin	z_psfModel_TwoGaussian_n_iter_rubin	z_psfModel_TwoGaussian_chisq_reduced_rubin	z_psfModel_TwoGaussian_unknown_flag_rubin	z_psfModel_TwoGaussian_no_inputs_flag_rubin	z_inputCount_flag_rubin	z_inputCount_flag_noInputs_rubin	z_psfFlux_area_rubin	z_psfFlux_flag_rubin	z_psfFlux_flag_apCorr_rubin	z_psfFlux_flag_edge_rubin	z_psfFlux_flag_noGoodPixels_rubin	z_cModel_flag_rubin	z_cModel_flag_apCorr_rubin	z_gaapFlux_flag_rubin	z_gaapFlux_flag_edge_rubin	z_gaapFlux_flag_gaussianization_rubin	z_gaapOptimalFlux_flag_bigPsf_rubin	z_gaap0p7Flux_flag_bigPsf_rubin	z_gaap1p0Flux_flag_bigPsf_rubin	z_gaap1p5Flux_flag_bigPsf_rubin	z_gaap2p5Flux_flag_bigPsf_rubin	z_gaap3p0Flux_flag_bigPsf_rubin	z_blendedness_flag_rubin	z_pixelFlags_bad_rubin	z_pixelFlags_clipped_rubin	z_pixelFlags_clippedCenter_rubin	z_pixelFlags_cr_rubin	z_pixelFlags_crCenter_rubin	z_pixelFlags_edge_rubin	z_pixelFlags_inexact_psf_rubin	z_pixelFlags_inexact_psfCenter_rubin	z_pixelFlags_interpolated_rubin	z_pixelFlags_interpolatedCenter_rubin	z_pixelFlags_nodata_rubin	z_pixelFlags_offimage_rubin	z_pixelFlags_saturated_rubin	z_pixelFlags_saturatedCenter_rubin	z_pixelFlags_sensor_edge_rubin	z_pixelFlags_sensor_edgeCenter_rubin	z_pixelFlags_suspect_rubin	z_pixelFlags_suspectCenter_rubin	z_extendedness_flag_rubin	z_sizeExtendedness_flag_rubin	z_invalidPsfFlag_rubin	z_calib_astrometry_used_rubin	z_calib_photometry_reserved_rubin	z_calib_photometry_used_rubin	z_calib_psf_candidate_rubin	z_calib_psf_reserved_rubin	z_calib_psf_used_rubin	z_apFlux_flag_rubin	z_apFlux_flag_apertureTruncated_rubin	z_apFlux_flag_sincCoeffsTruncated_rubin	z_calibFlux_flag_rubin	z_calibFlux_flag_apertureTruncated_rubin	z_calibFlux_flag_sincCoeffsTruncated_rubin	z_centroid_flag_rubin	z_centroid_x_rubin	z_centroid_xErr_rubin	z_centroid_y_rubin	z_centroid_yErr_rubin	z_kronFlux_flag_rubin	z_kronFlux_flag_bad_radius_rubin	z_kronFlux_flag_bad_shape_rubin	z_kronFlux_flag_bad_shape_no_psf_rubin	z_kronFlux_flag_edge_rubin	z_kronFlux_flag_no_fallback_radius_rubin	z_kronFlux_flag_no_minimum_radius_rubin	z_kronFlux_flag_small_radius_rubin	z_kronFlux_flag_used_minimum_radius_rubin	z_kronFlux_flag_used_psf_radius_rubin	u_ra_rubin	u_dec_rubin	u_raErr_rubin	u_decErr_rubin	u_ra_dec_Cov_rubin	u_psfFlux_rubin	u_psfFluxErr_rubin	u_free_psfFlux_rubin	u_free_psfFluxErr_rubin	u_free_psfFlux_flag_rubin	u_bdE1_rubin	u_bdE2_rubin	u_bdReB_rubin	u_bdReD_rubin	u_bdChi2_rubin	u_bdFluxB_rubin	u_bdFluxBErr_rubin	u_bdFluxD_rubin	u_bdFluxDErr_rubin	u_gaapPsfFlux_rubin	u_gaapPsfFluxErr_rubin	u_gaap0p7Flux_rubin	u_gaap0p7FluxErr_rubin	u_gaap1p0Flux_rubin	u_gaap1p0FluxErr_rubin	u_gaap1p5Flux_rubin	u_gaap1p5FluxErr_rubin	u_gaap2p5Flux_rubin	u_gaap2p5FluxErr_rubin	u_gaap3p0Flux_rubin	u_gaap3p0FluxErr_rubin	u_gaapOptimalFlux_rubin	u_gaapOptimalFluxErr_rubin	u_ixx_rubin	u_iyy_rubin	u_ixy_rubin	u_i_flag_rubin	u_ixxPSF_rubin	u_iyyPSF_rubin	u_ixyPSF_rubin	u_iPSF_flag_rubin	u_ixxRound_rubin	u_iyyRound_rubin	u_ixyRound_rubin	u_iRound_flag_rubin	u_ixxDebiasedPSF_rubin	u_iyyDebiasedPSF_rubin	u_ixyDebiasedPSF_rubin	u_iDebiasedPSF_flag_rubin	u_kronRad_rubin	u_kronFlux_rubin	u_kronFluxErr_rubin	u_calibFlux_rubin	u_calibFluxErr_rubin	u_ap03Flux_rubin	u_ap03FluxErr_rubin	u_ap03Flux_flag_rubin	u_ap06Flux_rubin	u_ap06FluxErr_rubin	u_ap06Flux_flag_rubin	u_ap09Flux_rubin	u_ap09FluxErr_rubin	u_ap09Flux_flag_rubin	u_ap12Flux_rubin	u_ap12FluxErr_rubin	u_ap12Flux_flag_rubin	u_ap17Flux_rubin	u_ap17FluxErr_rubin	u_ap17Flux_flag_rubin	u_ap25Flux_rubin	u_ap25FluxErr_rubin	u_ap25Flux_flag_rubin	u_ap35Flux_rubin	u_ap35FluxErr_rubin	u_ap35Flux_flag_rubin	u_ap50Flux_rubin	u_ap50FluxErr_rubin	u_ap50Flux_flag_rubin	u_ap70Flux_rubin	u_ap70FluxErr_rubin	u_ap70Flux_flag_rubin	u_extendedness_rubin	u_sizeExtendedness_rubin	u_blendedness_rubin	u_fwhm_rubin	u_cModelFlux_rubin	u_cModelFluxErr_rubin	u_cModelFlux_inner_rubin	u_free_cModelFlux_rubin	u_free_cModelFluxErr_rubin	u_free_cModelFlux_inner_rubin	u_free_cModelFlux_flag_rubin	u_hsmShapeRegauss_e1_rubin	u_hsmShapeRegauss_e2_rubin	u_hsmShapeRegauss_sigma_rubin	u_hsmShapeRegauss_flag_rubin	u_hsm_moments_30_rubin	u_hsm_momentsPsf_30_rubin	u_hsm_moments_21_rubin	u_hsm_momentsPsf_21_rubin	u_hsm_moments_12_rubin	u_hsm_momentsPsf_12_rubin	u_hsm_moments_03_rubin	u_hsm_momentsPsf_03_rubin	u_hsm_moments_40_rubin	u_hsm_momentsPsf_40_rubin	u_hsm_moments_31_rubin	u_hsm_momentsPsf_31_rubin	u_hsm_moments_22_rubin	u_hsm_momentsPsf_22_rubin	u_hsm_moments_13_rubin	u_hsm_momentsPsf_13_rubin	u_hsm_moments_04_rubin	u_hsm_momentsPsf_04_rubin	u_hsm_moments_flag_rubin	u_hsm_momentsPsf_flag_rubin	u_inputCount_rubin	u_deblend_dataCoverage_rubin	u_deblend_blendedness_rubin	u_deblend_fluxOverlap_rubin	u_deblend_fluxOverlapFraction_rubin	u_deblend_zeroFlux_rubin	u_psfModel_TwoGaussian_gauss1_sigma_x_rubin	u_psfModel_TwoGaussian_gauss1_sigma_y_rubin	u_psfModel_TwoGaussian_gauss1_rho_rubin	u_psfModel_TwoGaussian_gauss1_fluxfrac_rubin	u_psfModel_TwoGaussian_gauss2_sigma_x_rubin	u_psfModel_TwoGaussian_gauss2_sigma_y_rubin	u_psfModel_TwoGaussian_gauss2_rho_rubin	u_psfModel_TwoGaussian_n_iter_rubin	u_psfModel_TwoGaussian_chisq_reduced_rubin	u_psfModel_TwoGaussian_unknown_flag_rubin	u_psfModel_TwoGaussian_no_inputs_flag_rubin	u_inputCount_flag_rubin	u_inputCount_flag_noInputs_rubin	u_psfFlux_area_rubin	u_psfFlux_flag_rubin	u_psfFlux_flag_apCorr_rubin	u_psfFlux_flag_edge_rubin	u_psfFlux_flag_noGoodPixels_rubin	u_cModel_flag_rubin	u_cModel_flag_apCorr_rubin	u_gaapFlux_flag_rubin	u_gaapFlux_flag_edge_rubin	u_gaapFlux_flag_gaussianization_rubin	u_gaapOptimalFlux_flag_bigPsf_rubin	u_gaap0p7Flux_flag_bigPsf_rubin	u_gaap1p0Flux_flag_bigPsf_rubin	u_gaap1p5Flux_flag_bigPsf_rubin	u_gaap2p5Flux_flag_bigPsf_rubin	u_gaap3p0Flux_flag_bigPsf_rubin	u_blendedness_flag_rubin	u_pixelFlags_bad_rubin	u_pixelFlags_clipped_rubin	u_pixelFlags_clippedCenter_rubin	u_pixelFlags_cr_rubin	u_pixelFlags_crCenter_rubin	u_pixelFlags_edge_rubin	u_pixelFlags_inexact_psf_rubin	u_pixelFlags_inexact_psfCenter_rubin	u_pixelFlags_interpolated_rubin	u_pixelFlags_interpolatedCenter_rubin	u_pixelFlags_nodata_rubin	u_pixelFlags_offimage_rubin	u_pixelFlags_saturated_rubin	u_pixelFlags_saturatedCenter_rubin	u_pixelFlags_sensor_edge_rubin	u_pixelFlags_sensor_edgeCenter_rubin	u_pixelFlags_suspect_rubin	u_pixelFlags_suspectCenter_rubin	u_extendedness_flag_rubin	u_sizeExtendedness_flag_rubin	u_invalidPsfFlag_rubin	u_calib_astrometry_used_rubin	u_calib_photometry_reserved_rubin	u_calib_photometry_used_rubin	u_calib_psf_candidate_rubin	u_calib_psf_reserved_rubin	u_calib_psf_used_rubin	u_apFlux_flag_rubin	u_apFlux_flag_apertureTruncated_rubin	u_apFlux_flag_sincCoeffsTruncated_rubin	u_calibFlux_flag_rubin	u_calibFlux_flag_apertureTruncated_rubin	u_calibFlux_flag_sincCoeffsTruncated_rubin	u_centroid_flag_rubin	u_centroid_x_rubin	u_centroid_xErr_rubin	u_centroid_y_rubin	u_centroid_yErr_rubin	u_kronFlux_flag_rubin	u_kronFlux_flag_bad_radius_rubin	u_kronFlux_flag_bad_shape_rubin	u_kronFlux_flag_bad_shape_no_psf_rubin	u_kronFlux_flag_edge_rubin	u_kronFlux_flag_no_fallback_radius_rubin	u_kronFlux_flag_no_minimum_radius_rubin	u_kronFlux_flag_small_radius_rubin	u_kronFlux_flag_used_minimum_radius_rubin	u_kronFlux_flag_used_psf_radius_rubin	g_ra_rubin	g_dec_rubin	g_raErr_rubin	g_decErr_rubin	g_ra_dec_Cov_rubin	g_psfFlux_rubin	g_psfFluxErr_rubin	g_free_psfFlux_rubin	g_free_psfFluxErr_rubin	g_free_psfFlux_flag_rubin	g_bdE1_rubin	g_bdE2_rubin	g_bdReB_rubin	g_bdReD_rubin	g_bdChi2_rubin	g_bdFluxB_rubin	g_bdFluxBErr_rubin	g_bdFluxD_rubin	g_bdFluxDErr_rubin	g_gaapPsfFlux_rubin	g_gaapPsfFluxErr_rubin	g_gaap0p7Flux_rubin	g_gaap0p7FluxErr_rubin	g_gaap1p0Flux_rubin	g_gaap1p0FluxErr_rubin	g_gaap1p5Flux_rubin	g_gaap1p5FluxErr_rubin	g_gaap2p5Flux_rubin	g_gaap2p5FluxErr_rubin	g_gaap3p0Flux_rubin	g_gaap3p0FluxErr_rubin	g_gaapOptimalFlux_rubin	g_gaapOptimalFluxErr_rubin	g_ixx_rubin	g_iyy_rubin	g_ixy_rubin	g_i_flag_rubin	g_ixxPSF_rubin	g_iyyPSF_rubin	g_ixyPSF_rubin	g_iPSF_flag_rubin	g_ixxRound_rubin	g_iyyRound_rubin	g_ixyRound_rubin	g_iRound_flag_rubin	g_ixxDebiasedPSF_rubin	g_iyyDebiasedPSF_rubin	g_ixyDebiasedPSF_rubin	g_iDebiasedPSF_flag_rubin	g_kronRad_rubin	g_kronFlux_rubin	g_kronFluxErr_rubin	g_calibFlux_rubin	g_calibFluxErr_rubin	g_ap03Flux_rubin	g_ap03FluxErr_rubin	g_ap03Flux_flag_rubin	g_ap06Flux_rubin	g_ap06FluxErr_rubin	g_ap06Flux_flag_rubin	g_ap09Flux_rubin	g_ap09FluxErr_rubin	g_ap09Flux_flag_rubin	g_ap12Flux_rubin	g_ap12FluxErr_rubin	g_ap12Flux_flag_rubin	g_ap17Flux_rubin	g_ap17FluxErr_rubin	g_ap17Flux_flag_rubin	g_ap25Flux_rubin	g_ap25FluxErr_rubin	g_ap25Flux_flag_rubin	g_ap35Flux_rubin	g_ap35FluxErr_rubin	g_ap35Flux_flag_rubin	g_ap50Flux_rubin	g_ap50FluxErr_rubin	g_ap50Flux_flag_rubin	g_ap70Flux_rubin	g_ap70FluxErr_rubin	g_ap70Flux_flag_rubin	g_extendedness_rubin	g_sizeExtendedness_rubin	g_blendedness_rubin	g_fwhm_rubin	g_cModelFlux_rubin	g_cModelFluxErr_rubin	g_cModelFlux_inner_rubin	g_free_cModelFlux_rubin	g_free_cModelFluxErr_rubin	g_free_cModelFlux_inner_rubin	g_free_cModelFlux_flag_rubin	g_hsmShapeRegauss_e1_rubin	g_hsmShapeRegauss_e2_rubin	g_hsmShapeRegauss_sigma_rubin	g_hsmShapeRegauss_flag_rubin	g_hsm_moments_30_rubin	g_hsm_momentsPsf_30_rubin	g_hsm_moments_21_rubin	g_hsm_momentsPsf_21_rubin	g_hsm_moments_12_rubin	g_hsm_momentsPsf_12_rubin	g_hsm_moments_03_rubin	g_hsm_momentsPsf_03_rubin	g_hsm_moments_40_rubin	g_hsm_momentsPsf_40_rubin	g_hsm_moments_31_rubin	g_hsm_momentsPsf_31_rubin	g_hsm_moments_22_rubin	g_hsm_momentsPsf_22_rubin	g_hsm_moments_13_rubin	g_hsm_momentsPsf_13_rubin	g_hsm_moments_04_rubin	g_hsm_momentsPsf_04_rubin	g_hsm_moments_flag_rubin	g_hsm_momentsPsf_flag_rubin	g_inputCount_rubin	g_deblend_dataCoverage_rubin	g_deblend_blendedness_rubin	g_deblend_fluxOverlap_rubin	g_deblend_fluxOverlapFraction_rubin	g_deblend_zeroFlux_rubin	g_psfModel_TwoGaussian_gauss1_sigma_x_rubin	g_psfModel_TwoGaussian_gauss1_sigma_y_rubin	g_psfModel_TwoGaussian_gauss1_rho_rubin	g_psfModel_TwoGaussian_gauss1_fluxfrac_rubin	g_psfModel_TwoGaussian_gauss2_sigma_x_rubin	g_psfModel_TwoGaussian_gauss2_sigma_y_rubin	g_psfModel_TwoGaussian_gauss2_rho_rubin	g_psfModel_TwoGaussian_n_iter_rubin	g_psfModel_TwoGaussian_chisq_reduced_rubin	g_psfModel_TwoGaussian_unknown_flag_rubin	g_psfModel_TwoGaussian_no_inputs_flag_rubin	g_inputCount_flag_rubin	g_inputCount_flag_noInputs_rubin	g_psfFlux_area_rubin	g_psfFlux_flag_rubin	g_psfFlux_flag_apCorr_rubin	g_psfFlux_flag_edge_rubin	g_psfFlux_flag_noGoodPixels_rubin	g_cModel_flag_rubin	g_cModel_flag_apCorr_rubin	g_gaapFlux_flag_rubin	g_gaapFlux_flag_edge_rubin	g_gaapFlux_flag_gaussianization_rubin	g_gaapOptimalFlux_flag_bigPsf_rubin	g_gaap0p7Flux_flag_bigPsf_rubin	g_gaap1p0Flux_flag_bigPsf_rubin	g_gaap1p5Flux_flag_bigPsf_rubin	g_gaap2p5Flux_flag_bigPsf_rubin	g_gaap3p0Flux_flag_bigPsf_rubin	g_blendedness_flag_rubin	g_pixelFlags_bad_rubin	g_pixelFlags_clipped_rubin	g_pixelFlags_clippedCenter_rubin	g_pixelFlags_cr_rubin	g_pixelFlags_crCenter_rubin	g_pixelFlags_edge_rubin	g_pixelFlags_inexact_psf_rubin	g_pixelFlags_inexact_psfCenter_rubin	g_pixelFlags_interpolated_rubin	g_pixelFlags_interpolatedCenter_rubin	g_pixelFlags_nodata_rubin	g_pixelFlags_offimage_rubin	g_pixelFlags_saturated_rubin	g_pixelFlags_saturatedCenter_rubin	g_pixelFlags_sensor_edge_rubin	g_pixelFlags_sensor_edgeCenter_rubin	g_pixelFlags_suspect_rubin	g_pixelFlags_suspectCenter_rubin	g_extendedness_flag_rubin	g_sizeExtendedness_flag_rubin	g_invalidPsfFlag_rubin	g_calib_astrometry_used_rubin	g_calib_photometry_reserved_rubin	g_calib_photometry_used_rubin	g_calib_psf_candidate_rubin	g_calib_psf_reserved_rubin	g_calib_psf_used_rubin	g_apFlux_flag_rubin	g_apFlux_flag_apertureTruncated_rubin	g_apFlux_flag_sincCoeffsTruncated_rubin	g_calibFlux_flag_rubin	g_calibFlux_flag_apertureTruncated_rubin	g_calibFlux_flag_sincCoeffsTruncated_rubin	g_centroid_flag_rubin	g_centroid_x_rubin	g_centroid_xErr_rubin	g_centroid_y_rubin	g_centroid_yErr_rubin	g_kronFlux_flag_rubin	g_kronFlux_flag_bad_radius_rubin	g_kronFlux_flag_bad_shape_rubin	g_kronFlux_flag_bad_shape_no_psf_rubin	g_kronFlux_flag_edge_rubin	g_kronFlux_flag_no_fallback_radius_rubin	g_kronFlux_flag_no_minimum_radius_rubin	g_kronFlux_flag_small_radius_rubin	g_kronFlux_flag_used_minimum_radius_rubin	g_kronFlux_flag_used_psf_radius_rubin	r_ra_rubin	r_dec_rubin	r_raErr_rubin	r_decErr_rubin	r_ra_dec_Cov_rubin	r_psfFlux_rubin	r_psfFluxErr_rubin	r_free_psfFlux_rubin	r_free_psfFluxErr_rubin	r_free_psfFlux_flag_rubin	r_bdE1_rubin	r_bdE2_rubin	r_bdReB_rubin	r_bdReD_rubin	r_bdChi2_rubin	r_bdFluxB_rubin	r_bdFluxBErr_rubin	r_bdFluxD_rubin	r_bdFluxDErr_rubin	r_gaapPsfFlux_rubin	r_gaapPsfFluxErr_rubin	r_gaap0p7Flux_rubin	r_gaap0p7FluxErr_rubin	r_gaap1p0Flux_rubin	r_gaap1p0FluxErr_rubin	r_gaap1p5Flux_rubin	r_gaap1p5FluxErr_rubin	r_gaap2p5Flux_rubin	r_gaap2p5FluxErr_rubin	r_gaap3p0Flux_rubin	r_gaap3p0FluxErr_rubin	r_gaapOptimalFlux_rubin	r_gaapOptimalFluxErr_rubin	r_ixx_rubin	r_iyy_rubin	r_ixy_rubin	r_i_flag_rubin	r_ixxPSF_rubin	r_iyyPSF_rubin	r_ixyPSF_rubin	r_iPSF_flag_rubin	r_ixxRound_rubin	r_iyyRound_rubin	r_ixyRound_rubin	r_iRound_flag_rubin	r_ixxDebiasedPSF_rubin	r_iyyDebiasedPSF_rubin	r_ixyDebiasedPSF_rubin	r_iDebiasedPSF_flag_rubin	r_kronRad_rubin	r_kronFlux_rubin	r_kronFluxErr_rubin	r_calibFlux_rubin	r_calibFluxErr_rubin	r_ap03Flux_rubin	r_ap03FluxErr_rubin	r_ap03Flux_flag_rubin	r_ap06Flux_rubin	r_ap06FluxErr_rubin	r_ap06Flux_flag_rubin	r_ap09Flux_rubin	r_ap09FluxErr_rubin	r_ap09Flux_flag_rubin	r_ap12Flux_rubin	r_ap12FluxErr_rubin	r_ap12Flux_flag_rubin	r_ap17Flux_rubin	r_ap17FluxErr_rubin	r_ap17Flux_flag_rubin	r_ap25Flux_rubin	r_ap25FluxErr_rubin	r_ap25Flux_flag_rubin	r_ap35Flux_rubin	r_ap35FluxErr_rubin	r_ap35Flux_flag_rubin	r_ap50Flux_rubin	r_ap50FluxErr_rubin	r_ap50Flux_flag_rubin	r_ap70Flux_rubin	r_ap70FluxErr_rubin	r_ap70Flux_flag_rubin	r_extendedness_rubin	r_sizeExtendedness_rubin	r_blendedness_rubin	r_fwhm_rubin	r_cModelFlux_rubin	r_cModelFluxErr_rubin	r_cModelFlux_inner_rubin	r_free_cModelFlux_rubin	r_free_cModelFluxErr_rubin	r_free_cModelFlux_inner_rubin	r_free_cModelFlux_flag_rubin	r_hsmShapeRegauss_e1_rubin	r_hsmShapeRegauss_e2_rubin	r_hsmShapeRegauss_sigma_rubin	r_hsmShapeRegauss_flag_rubin	r_hsm_moments_30_rubin	r_hsm_momentsPsf_30_rubin	r_hsm_moments_21_rubin	r_hsm_momentsPsf_21_rubin	r_hsm_moments_12_rubin	r_hsm_momentsPsf_12_rubin	r_hsm_moments_03_rubin	r_hsm_momentsPsf_03_rubin	r_hsm_moments_40_rubin	r_hsm_momentsPsf_40_rubin	r_hsm_moments_31_rubin	r_hsm_momentsPsf_31_rubin	r_hsm_moments_22_rubin	r_hsm_momentsPsf_22_rubin	r_hsm_moments_13_rubin	r_hsm_momentsPsf_13_rubin	r_hsm_moments_04_rubin	r_hsm_momentsPsf_04_rubin	r_hsm_moments_flag_rubin	r_hsm_momentsPsf_flag_rubin	r_inputCount_rubin	r_deblend_dataCoverage_rubin	r_deblend_blendedness_rubin	r_deblend_fluxOverlap_rubin	r_deblend_fluxOverlapFraction_rubin	r_deblend_zeroFlux_rubin	r_psfModel_TwoGaussian_gauss1_sigma_x_rubin	r_psfModel_TwoGaussian_gauss1_sigma_y_rubin	r_psfModel_TwoGaussian_gauss1_rho_rubin	r_psfModel_TwoGaussian_gauss1_fluxfrac_rubin	r_psfModel_TwoGaussian_gauss2_sigma_x_rubin	r_psfModel_TwoGaussian_gauss2_sigma_y_rubin	r_psfModel_TwoGaussian_gauss2_rho_rubin	r_psfModel_TwoGaussian_n_iter_rubin	r_psfModel_TwoGaussian_chisq_reduced_rubin	r_psfModel_TwoGaussian_unknown_flag_rubin	r_psfModel_TwoGaussian_no_inputs_flag_rubin	r_inputCount_flag_rubin	r_inputCount_flag_noInputs_rubin	r_psfFlux_area_rubin	r_psfFlux_flag_rubin	r_psfFlux_flag_apCorr_rubin	r_psfFlux_flag_edge_rubin	r_psfFlux_flag_noGoodPixels_rubin	r_cModel_flag_rubin	r_cModel_flag_apCorr_rubin	r_gaapFlux_flag_rubin	r_gaapFlux_flag_edge_rubin	r_gaapFlux_flag_gaussianization_rubin	r_gaapOptimalFlux_flag_bigPsf_rubin	r_gaap0p7Flux_flag_bigPsf_rubin	r_gaap1p0Flux_flag_bigPsf_rubin	r_gaap1p5Flux_flag_bigPsf_rubin	r_gaap2p5Flux_flag_bigPsf_rubin	r_gaap3p0Flux_flag_bigPsf_rubin	r_blendedness_flag_rubin	r_pixelFlags_bad_rubin	r_pixelFlags_clipped_rubin	r_pixelFlags_clippedCenter_rubin	r_pixelFlags_cr_rubin	r_pixelFlags_crCenter_rubin	r_pixelFlags_edge_rubin	r_pixelFlags_inexact_psf_rubin	r_pixelFlags_inexact_psfCenter_rubin	r_pixelFlags_interpolated_rubin	r_pixelFlags_interpolatedCenter_rubin	r_pixelFlags_nodata_rubin	r_pixelFlags_offimage_rubin	r_pixelFlags_saturated_rubin	r_pixelFlags_saturatedCenter_rubin	r_pixelFlags_sensor_edge_rubin	r_pixelFlags_sensor_edgeCenter_rubin	r_pixelFlags_suspect_rubin	r_pixelFlags_suspectCenter_rubin	r_extendedness_flag_rubin	r_sizeExtendedness_flag_rubin	r_invalidPsfFlag_rubin	r_calib_astrometry_used_rubin	r_calib_photometry_reserved_rubin	r_calib_photometry_used_rubin	r_calib_psf_candidate_rubin	r_calib_psf_reserved_rubin	r_calib_psf_used_rubin	r_apFlux_flag_rubin	r_apFlux_flag_apertureTruncated_rubin	r_apFlux_flag_sincCoeffsTruncated_rubin	r_calibFlux_flag_rubin	r_calibFlux_flag_apertureTruncated_rubin	r_calibFlux_flag_sincCoeffsTruncated_rubin	r_centroid_flag_rubin	r_centroid_x_rubin	r_centroid_xErr_rubin	r_centroid_y_rubin	r_centroid_yErr_rubin	r_kronFlux_flag_rubin	r_kronFlux_flag_bad_radius_rubin	r_kronFlux_flag_bad_shape_rubin	r_kronFlux_flag_bad_shape_no_psf_rubin	r_kronFlux_flag_edge_rubin	r_kronFlux_flag_no_fallback_radius_rubin	r_kronFlux_flag_no_minimum_radius_rubin	r_kronFlux_flag_small_radius_rubin	r_kronFlux_flag_used_minimum_radius_rubin	r_kronFlux_flag_used_psf_radius_rubin	i_ra_rubin	i_dec_rubin	i_raErr_rubin	i_decErr_rubin	i_ra_dec_Cov_rubin	i_psfFlux_rubin	i_psfFluxErr_rubin	i_free_psfFlux_rubin	i_free_psfFluxErr_rubin	i_free_psfFlux_flag_rubin	i_bdE1_rubin	i_bdE2_rubin	i_bdReB_rubin	i_bdReD_rubin	i_bdChi2_rubin	i_bdFluxB_rubin	i_bdFluxBErr_rubin	i_bdFluxD_rubin	i_bdFluxDErr_rubin	i_gaapPsfFlux_rubin	i_gaapPsfFluxErr_rubin	i_gaap0p7Flux_rubin	i_gaap0p7FluxErr_rubin	i_gaap1p0Flux_rubin	i_gaap1p0FluxErr_rubin	i_gaap1p5Flux_rubin	i_gaap1p5FluxErr_rubin	i_gaap2p5Flux_rubin	i_gaap2p5FluxErr_rubin	i_gaap3p0Flux_rubin	i_gaap3p0FluxErr_rubin	i_gaapOptimalFlux_rubin	i_gaapOptimalFluxErr_rubin	i_ixx_rubin	i_iyy_rubin	i_ixy_rubin	i_i_flag_rubin	i_ixxPSF_rubin	i_iyyPSF_rubin	i_ixyPSF_rubin	i_iPSF_flag_rubin	i_ixxRound_rubin	i_iyyRound_rubin	i_ixyRound_rubin	i_iRound_flag_rubin	i_ixxDebiasedPSF_rubin	i_iyyDebiasedPSF_rubin	i_ixyDebiasedPSF_rubin	i_iDebiasedPSF_flag_rubin	i_kronRad_rubin	i_kronFlux_rubin	i_kronFluxErr_rubin	i_calibFlux_rubin	i_calibFluxErr_rubin	i_ap03Flux_rubin	i_ap03FluxErr_rubin	i_ap03Flux_flag_rubin	i_ap06Flux_rubin	i_ap06FluxErr_rubin	i_ap06Flux_flag_rubin	i_ap09Flux_rubin	i_ap09FluxErr_rubin	i_ap09Flux_flag_rubin	i_ap12Flux_rubin	i_ap12FluxErr_rubin	i_ap12Flux_flag_rubin	i_ap17Flux_rubin	i_ap17FluxErr_rubin	i_ap17Flux_flag_rubin	i_ap25Flux_rubin	i_ap25FluxErr_rubin	i_ap25Flux_flag_rubin	i_ap35Flux_rubin	i_ap35FluxErr_rubin	i_ap35Flux_flag_rubin	i_ap50Flux_rubin	i_ap50FluxErr_rubin	i_ap50Flux_flag_rubin	i_ap70Flux_rubin	i_ap70FluxErr_rubin	i_ap70Flux_flag_rubin	i_extendedness_rubin	i_sizeExtendedness_rubin	i_blendedness_rubin	i_fwhm_rubin	i_cModelFlux_rubin	i_cModelFluxErr_rubin	i_cModelFlux_inner_rubin	i_free_cModelFlux_rubin	i_free_cModelFluxErr_rubin	i_free_cModelFlux_inner_rubin	i_free_cModelFlux_flag_rubin	i_hsmShapeRegauss_e1_rubin	i_hsmShapeRegauss_e2_rubin	i_hsmShapeRegauss_sigma_rubin	i_hsmShapeRegauss_flag_rubin	i_hsm_moments_30_rubin	i_hsm_momentsPsf_30_rubin	i_hsm_moments_21_rubin	i_hsm_momentsPsf_21_rubin	i_hsm_moments_12_rubin	i_hsm_momentsPsf_12_rubin	i_hsm_moments_03_rubin	i_hsm_momentsPsf_03_rubin	i_hsm_moments_40_rubin	i_hsm_momentsPsf_40_rubin	i_hsm_moments_31_rubin	i_hsm_momentsPsf_31_rubin	i_hsm_moments_22_rubin	i_hsm_momentsPsf_22_rubin	i_hsm_moments_13_rubin	i_hsm_momentsPsf_13_rubin	i_hsm_moments_04_rubin	i_hsm_momentsPsf_04_rubin	i_hsm_moments_flag_rubin	i_hsm_momentsPsf_flag_rubin	i_inputCount_rubin	i_deblend_dataCoverage_rubin	i_deblend_blendedness_rubin	i_deblend_fluxOverlap_rubin	i_deblend_fluxOverlapFraction_rubin	i_deblend_zeroFlux_rubin	i_psfModel_TwoGaussian_gauss1_sigma_x_rubin	i_psfModel_TwoGaussian_gauss1_sigma_y_rubin	i_psfModel_TwoGaussian_gauss1_rho_rubin	i_psfModel_TwoGaussian_gauss1_fluxfrac_rubin	i_psfModel_TwoGaussian_gauss2_sigma_x_rubin	i_psfModel_TwoGaussian_gauss2_sigma_y_rubin	i_psfModel_TwoGaussian_gauss2_rho_rubin	i_psfModel_TwoGaussian_n_iter_rubin	i_psfModel_TwoGaussian_chisq_reduced_rubin	i_psfModel_TwoGaussian_unknown_flag_rubin	i_psfModel_TwoGaussian_no_inputs_flag_rubin	i_inputCount_flag_rubin	i_inputCount_flag_noInputs_rubin	i_psfFlux_area_rubin	i_psfFlux_flag_rubin	i_psfFlux_flag_apCorr_rubin	i_psfFlux_flag_edge_rubin	i_psfFlux_flag_noGoodPixels_rubin	i_cModel_flag_rubin	i_cModel_flag_apCorr_rubin	i_gaapFlux_flag_rubin	i_gaapFlux_flag_edge_rubin	i_gaapFlux_flag_gaussianization_rubin	i_gaapOptimalFlux_flag_bigPsf_rubin	i_gaap0p7Flux_flag_bigPsf_rubin	i_gaap1p0Flux_flag_bigPsf_rubin	i_gaap1p5Flux_flag_bigPsf_rubin	i_gaap2p5Flux_flag_bigPsf_rubin	i_gaap3p0Flux_flag_bigPsf_rubin	i_blendedness_flag_rubin	i_pixelFlags_bad_rubin	i_pixelFlags_clipped_rubin	i_pixelFlags_clippedCenter_rubin	i_pixelFlags_cr_rubin	i_pixelFlags_crCenter_rubin	i_pixelFlags_edge_rubin	i_pixelFlags_inexact_psf_rubin	i_pixelFlags_inexact_psfCenter_rubin	i_pixelFlags_interpolated_rubin	i_pixelFlags_interpolatedCenter_rubin	i_pixelFlags_nodata_rubin	i_pixelFlags_offimage_rubin	i_pixelFlags_saturated_rubin	i_pixelFlags_saturatedCenter_rubin	i_pixelFlags_sensor_edge_rubin	i_pixelFlags_sensor_edgeCenter_rubin	i_pixelFlags_suspect_rubin	i_pixelFlags_suspectCenter_rubin	i_extendedness_flag_rubin	i_sizeExtendedness_flag_rubin	i_invalidPsfFlag_rubin	i_calib_astrometry_used_rubin	i_calib_photometry_reserved_rubin	i_calib_photometry_used_rubin	i_calib_psf_candidate_rubin	i_calib_psf_reserved_rubin	i_calib_psf_used_rubin	i_apFlux_flag_rubin	i_apFlux_flag_apertureTruncated_rubin	i_apFlux_flag_sincCoeffsTruncated_rubin	i_calibFlux_flag_rubin	i_calibFlux_flag_apertureTruncated_rubin	i_calibFlux_flag_sincCoeffsTruncated_rubin	i_centroid_flag_rubin	i_centroid_x_rubin	i_centroid_xErr_rubin	i_centroid_y_rubin	i_centroid_yErr_rubin	i_kronFlux_flag_rubin	i_kronFlux_flag_bad_radius_rubin	i_kronFlux_flag_bad_shape_rubin	i_kronFlux_flag_bad_shape_no_psf_rubin	i_kronFlux_flag_edge_rubin	i_kronFlux_flag_no_fallback_radius_rubin	i_kronFlux_flag_no_minimum_radius_rubin	i_kronFlux_flag_small_radius_rubin	i_kronFlux_flag_used_minimum_radius_rubin	i_kronFlux_flag_used_psf_radius_rubin	y_ra_rubin	y_dec_rubin	y_raErr_rubin	y_decErr_rubin	y_ra_dec_Cov_rubin	y_psfFlux_rubin	y_psfFluxErr_rubin	y_free_psfFlux_rubin	y_free_psfFluxErr_rubin	y_free_psfFlux_flag_rubin	y_bdE1_rubin	y_bdE2_rubin	y_bdReB_rubin	y_bdReD_rubin	y_bdChi2_rubin	y_bdFluxB_rubin	y_bdFluxBErr_rubin	y_bdFluxD_rubin	y_bdFluxDErr_rubin	y_gaapPsfFlux_rubin	y_gaapPsfFluxErr_rubin	y_gaap0p7Flux_rubin	y_gaap0p7FluxErr_rubin	y_gaap1p0Flux_rubin	y_gaap1p0FluxErr_rubin	y_gaap1p5Flux_rubin	y_gaap1p5FluxErr_rubin	y_gaap2p5Flux_rubin	y_gaap2p5FluxErr_rubin	y_gaap3p0Flux_rubin	y_gaap3p0FluxErr_rubin	y_gaapOptimalFlux_rubin	y_gaapOptimalFluxErr_rubin	y_ixx_rubin	y_iyy_rubin	y_ixy_rubin	y_i_flag_rubin	y_ixxPSF_rubin	y_iyyPSF_rubin	y_ixyPSF_rubin	y_iPSF_flag_rubin	y_ixxRound_rubin	y_iyyRound_rubin	y_ixyRound_rubin	y_iRound_flag_rubin	y_ixxDebiasedPSF_rubin	y_iyyDebiasedPSF_rubin	y_ixyDebiasedPSF_rubin	y_iDebiasedPSF_flag_rubin	y_kronRad_rubin	y_kronFlux_rubin	y_kronFluxErr_rubin	y_calibFlux_rubin	y_calibFluxErr_rubin	y_ap03Flux_rubin	y_ap03FluxErr_rubin	y_ap03Flux_flag_rubin	y_ap06Flux_rubin	y_ap06FluxErr_rubin	y_ap06Flux_flag_rubin	y_ap09Flux_rubin	y_ap09FluxErr_rubin	y_ap09Flux_flag_rubin	y_ap12Flux_rubin	y_ap12FluxErr_rubin	y_ap12Flux_flag_rubin	y_ap17Flux_rubin	y_ap17FluxErr_rubin	y_ap17Flux_flag_rubin	y_ap25Flux_rubin	y_ap25FluxErr_rubin	y_ap25Flux_flag_rubin	y_ap35Flux_rubin	y_ap35FluxErr_rubin	y_ap35Flux_flag_rubin	y_ap50Flux_rubin	y_ap50FluxErr_rubin	y_ap50Flux_flag_rubin	y_ap70Flux_rubin	y_ap70FluxErr_rubin	y_ap70Flux_flag_rubin	y_extendedness_rubin	y_sizeExtendedness_rubin	y_blendedness_rubin	y_fwhm_rubin	y_cModelFlux_rubin	y_cModelFluxErr_rubin	y_cModelFlux_inner_rubin	y_free_cModelFlux_rubin	y_free_cModelFluxErr_rubin	y_free_cModelFlux_inner_rubin	y_free_cModelFlux_flag_rubin	y_hsmShapeRegauss_e1_rubin	y_hsmShapeRegauss_e2_rubin	y_hsmShapeRegauss_sigma_rubin	y_hsmShapeRegauss_flag_rubin	y_hsm_moments_30_rubin	y_hsm_momentsPsf_30_rubin	y_hsm_moments_21_rubin	y_hsm_momentsPsf_21_rubin	y_hsm_moments_12_rubin	y_hsm_momentsPsf_12_rubin	y_hsm_moments_03_rubin	y_hsm_momentsPsf_03_rubin	y_hsm_moments_40_rubin	y_hsm_momentsPsf_40_rubin	y_hsm_moments_31_rubin	y_hsm_momentsPsf_31_rubin	y_hsm_moments_22_rubin	y_hsm_momentsPsf_22_rubin	y_hsm_moments_13_rubin	y_hsm_momentsPsf_13_rubin	y_hsm_moments_04_rubin	y_hsm_momentsPsf_04_rubin	y_hsm_moments_flag_rubin	y_hsm_momentsPsf_flag_rubin	y_inputCount_rubin	y_deblend_dataCoverage_rubin	y_deblend_blendedness_rubin	y_deblend_fluxOverlap_rubin	y_deblend_fluxOverlapFraction_rubin	y_deblend_zeroFlux_rubin	y_psfModel_TwoGaussian_gauss1_sigma_x_rubin	y_psfModel_TwoGaussian_gauss1_sigma_y_rubin	y_psfModel_TwoGaussian_gauss1_rho_rubin	y_psfModel_TwoGaussian_gauss1_fluxfrac_rubin	y_psfModel_TwoGaussian_gauss2_sigma_x_rubin	y_psfModel_TwoGaussian_gauss2_sigma_y_rubin	y_psfModel_TwoGaussian_gauss2_rho_rubin	y_psfModel_TwoGaussian_n_iter_rubin	y_psfModel_TwoGaussian_chisq_reduced_rubin	y_psfModel_TwoGaussian_unknown_flag_rubin	y_psfModel_TwoGaussian_no_inputs_flag_rubin	y_inputCount_flag_rubin	y_inputCount_flag_noInputs_rubin	y_psfFlux_area_rubin	y_psfFlux_flag_rubin	y_psfFlux_flag_apCorr_rubin	y_psfFlux_flag_edge_rubin	y_psfFlux_flag_noGoodPixels_rubin	y_cModel_flag_rubin	y_cModel_flag_apCorr_rubin	y_gaapFlux_flag_rubin	y_gaapFlux_flag_edge_rubin	y_gaapFlux_flag_gaussianization_rubin	y_gaapOptimalFlux_flag_bigPsf_rubin	y_gaap0p7Flux_flag_bigPsf_rubin	y_gaap1p0Flux_flag_bigPsf_rubin	y_gaap1p5Flux_flag_bigPsf_rubin	y_gaap2p5Flux_flag_bigPsf_rubin	y_gaap3p0Flux_flag_bigPsf_rubin	y_blendedness_flag_rubin	y_pixelFlags_bad_rubin	y_pixelFlags_clipped_rubin	y_pixelFlags_clippedCenter_rubin	y_pixelFlags_cr_rubin	y_pixelFlags_crCenter_rubin	y_pixelFlags_edge_rubin	y_pixelFlags_inexact_psf_rubin	y_pixelFlags_inexact_psfCenter_rubin	y_pixelFlags_interpolated_rubin	y_pixelFlags_interpolatedCenter_rubin	y_pixelFlags_nodata_rubin	y_pixelFlags_offimage_rubin	y_pixelFlags_saturated_rubin	y_pixelFlags_saturatedCenter_rubin	y_pixelFlags_sensor_edge_rubin	y_pixelFlags_sensor_edgeCenter_rubin	y_pixelFlags_suspect_rubin	y_pixelFlags_suspectCenter_rubin	y_extendedness_flag_rubin	y_sizeExtendedness_flag_rubin	y_invalidPsfFlag_rubin	y_calib_astrometry_used_rubin	y_calib_photometry_reserved_rubin	y_calib_photometry_used_rubin	y_calib_psf_candidate_rubin	y_calib_psf_reserved_rubin	y_calib_psf_used_rubin	y_apFlux_flag_rubin	y_apFlux_flag_apertureTruncated_rubin	y_apFlux_flag_sincCoeffsTruncated_rubin	y_calibFlux_flag_rubin	y_calibFlux_flag_apertureTruncated_rubin	y_calibFlux_flag_sincCoeffsTruncated_rubin	y_centroid_flag_rubin	y_centroid_x_rubin	y_centroid_xErr_rubin	y_centroid_y_rubin	y_centroid_yErr_rubin	y_kronFlux_flag_rubin	y_kronFlux_flag_bad_radius_rubin	y_kronFlux_flag_bad_shape_rubin	y_kronFlux_flag_bad_shape_no_psf_rubin	y_kronFlux_flag_edge_rubin	y_kronFlux_flag_no_fallback_radius_rubin	y_kronFlux_flag_no_minimum_radius_rubin	y_kronFlux_flag_small_radius_rubin	y_kronFlux_flag_used_minimum_radius_rubin	y_kronFlux_flag_used_psf_radius_rubin	g_epoch_rubin	i_epoch_rubin	r_epoch_rubin	u_epoch_rubin	y_epoch_rubin	z_epoch_rubin	parentObjectId_rubin	coord_ra_rubin	coord_dec_rubin	coord_raErr_rubin	coord_decErr_rubin	coord_ra_dec_Cov_rubin	refBand_rubin	refExtendedness_rubin	refSizeExtendedness_rubin	x_rubin	y_rubin	xErr_rubin	yErr_rubin	xy_flag_rubin	refFwhm_rubin	footprintArea_rubin	ebv_rubin	shape_xx_rubin	shape_yy_rubin	shape_xy_rubin	detect_isIsolated_rubin	detect_fromBlend_rubin	detect_isDeblendedModelSource_rubin	deblend_nChild_rubin	deblend_nPeaks_rubin	deblend_failed_rubin	deblend_skipped_rubin	deblend_isolatedParent_rubin	deblend_parentTooBig_rubin	deblend_tooManyPeaks_rubin	deblend_masked_rubin	deblend_incompleteData_rubin	deblend_iterations_rubin	deblend_peak_center_x_rubin	deblend_peak_center_y_rubin	deblend_logL_rubin	shape_flag_rubin	sersic_x_rubin	sersic_y_rubin	sersic_ra_rubin	sersic_dec_rubin	sersic_reff_x_rubin	sersic_reff_y_rubin	sersic_rho_rubin	g_sersicFlux_rubin	i_sersicFlux_rubin	r_sersicFlux_rubin	u_sersicFlux_rubin	y_sersicFlux_rubin	z_sersicFlux_rubin	sersic_index_rubin	sersic_xErr_rubin	sersic_yErr_rubin	sersic_raErr_rubin	sersic_decErr_rubin	sersic_reff_xErr_rubin	sersic_reff_yErr_rubin	sersic_rhoErr_rubin	g_sersicFluxErr_rubin	i_sersicFluxErr_rubin	r_sersicFluxErr_rubin	u_sersicFluxErr_rubin	y_sersicFluxErr_rubin	z_sersicFluxErr_rubin	sersic_indexErr_rubin	sersic_n_eval_jac_rubin	sersic_n_iter_rubin	sersic_chisq_reduced_rubin	sersic_unknown_flag_rubin	sersic_no_data_flag_rubin	objectId_rubin	u_psfMag_rubin	u_psfMagErr_rubin	u_kronMag_rubin	u_kronMagErr_rubin	g_psfMag_rubin	g_psfMagErr_rubin	g_kronMag_rubin	g_kronMagErr_rubin	r_psfMag_rubin	r_psfMagErr_rubin	r_kronMag_rubin	r_kronMagErr_rubin	i_psfMag_rubin	i_psfMagErr_rubin	i_kronMag_rubin	i_kronMagErr_rubin	z_psfMag_rubin	z_psfMagErr_rubin	z_kronMag_rubin	z_kronMagErr_rubin	y_psfMag_rubin	y_psfMagErr_rubin	y_kronMag_rubin	y_kronMagErr_rubin	objectForcedSource_rubin	_dist_arcsec
npartitions=263
Order: 6, Pixel: 130	int64[pyarrow]	string	int64[pyarrow]	double[pyarrow]	double[pyarrow]	string	string	double[pyarrow]	string	string	string	string	double[pyarrow]	string	string	double[pyarrow]	string	string	double[pyarrow]	string	string	int64[pyarrow]	int64[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	int32[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	int32[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	int32[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	int32[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	int32[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	int32[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	int32[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	int32[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	int32[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	int32[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	int32[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	int32[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	int64[pyarrow]	double[pyarrow]	double[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	string[pyarrow]	float[pyarrow]	float[pyarrow]	double[pyarrow]	double[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	int32[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	int32[pyarrow]	int32[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	bool[pyarrow]	int32[pyarrow]	int32[pyarrow]	int32[pyarrow]	float[pyarrow]	bool[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	int32[pyarrow]	int32[pyarrow]	float[pyarrow]	bool[pyarrow]	bool[pyarrow]	int64[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	float[pyarrow]	nested<parentObjectId: [int64], coord_ra: [dou...	double[pyarrow]
Order: 8, Pixel: 2177	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
Order: 9, Pixel: 2302101	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...
Order: 7, Pixel: 143884	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...

1326 out of 1326 available columns in the catalog have been loaded lazily, meaning no data has been read, only the catalog schema

1.4 Run the pipeline

Now it time to create a local Dask cluster and actually run the pipeline. See this doc page for additional information about Dask setup.

# Dask puts out more advisory logging than we care for in this tutorial.
# It takes some doing to quiet all of it, but this recipe works.

import dask

dask.config.set({"logging.distributed": "critical"})

import logging

# This also has to be done, for the above to be effective
logger = logging.getLogger("distributed")
logger.setLevel(logging.CRITICAL)

import warnings

# Finally, suppress the specific warning about Dask dashboard port usage
warnings.filterwarnings("ignore", message="Port 8787 is already in use.")

with Client(n_workers=4, memory_limit="auto", threads_per_worker=1) as client:
    display(client)
    df = dp1_eclipsing.compute()
df.shape

Client

Client-f984a53d-f6e7-11f0-9877-225fc993c0af

Connection method: Cluster object	Cluster type: distributed.LocalCluster
Dashboard: https://olynn.nb.data.lsst.cloud/nb/user/olynn/proxy/35221/status

Cluster Info

LocalCluster

6e12030e

Dashboard: https://olynn.nb.data.lsst.cloud/nb/user/olynn/proxy/35221/status	Workers: 4
Total threads: 4	Total memory: 16.00 GiB
Status: running	Using processes: True

Scheduler Info

Scheduler

Scheduler-0e1a4e7c-4f57-434c-9f9d-70cffc5eb538

Comm: tcp://127.0.0.1:43881	Workers: 0
Dashboard: https://olynn.nb.data.lsst.cloud/nb/user/olynn/proxy/35221/status	Total threads: 0
Started: Just now	Total memory: 0 B

Workers

Worker: 0

Comm: tcp://127.0.0.1:42453	Total threads: 1
Dashboard: https://olynn.nb.data.lsst.cloud/nb/user/olynn/proxy/36585/status	Memory: 4.00 GiB
Nanny: tcp://127.0.0.1:42403
Local directory: /tmp/dask-scratch-space/worker-lb4b7df0

Worker: 1

Comm: tcp://127.0.0.1:33225	Total threads: 1
Dashboard: https://olynn.nb.data.lsst.cloud/nb/user/olynn/proxy/34871/status	Memory: 4.00 GiB
Nanny: tcp://127.0.0.1:33517
Local directory: /tmp/dask-scratch-space/worker-bullmmgf

Worker: 2

Comm: tcp://127.0.0.1:39393	Total threads: 1
Dashboard: https://olynn.nb.data.lsst.cloud/nb/user/olynn/proxy/40081/status	Memory: 4.00 GiB
Nanny: tcp://127.0.0.1:41809
Local directory: /tmp/dask-scratch-space/worker-62wh95mf

Worker: 3

Comm: tcp://127.0.0.1:44091	Total threads: 1
Dashboard: https://olynn.nb.data.lsst.cloud/nb/user/olynn/proxy/35407/status	Memory: 4.00 GiB
Nanny: tcp://127.0.0.1:39503
Local directory: /tmp/dask-scratch-space/worker-5iyggxs7

2026-01-21 16:47:48,736 - distributed.worker.memory - WARNING - gc.collect() took 3.908s. This is usually a sign that some tasks handle too many Python objects at the same time. Rechunking the work into smaller tasks might help.
2026-01-21 16:47:48,751 - distributed.worker.memory - WARNING - Worker is at 80% memory usage. Pausing worker.  Process memory: 3.21 GiB -- Worker memory limit: 4.00 GiB
2026-01-21 16:47:49,593 - distributed.worker.memory - WARNING - Worker is at 62% memory usage. Resuming worker. Process memory: 2.51 GiB -- Worker memory limit: 4.00 GiB
/home/olynn/lsdb/src/lsdb/dask/merge_catalog_functions.py:232: FutureWarning: The behavior of array concatenation with empty entries is deprecated. In a future version, this will no longer exclude empty items when determining the result dtype. To retain the old behavior, exclude the empty entries before the concat operation.
  joined_df = pd.concat([partition, margin])
/home/olynn/lsdb/src/lsdb/dask/merge_catalog_functions.py:232: FutureWarning: The behavior of array concatenation with empty entries is deprecated. In a future version, this will no longer exclude empty items when determining the result dtype. To retain the old behavior, exclude the empty entries before the concat operation.
  joined_df = pd.concat([partition, margin])

(9, 1326)

df[["Name_vsx", "Type_vsx"]]

	Name_vsx	Type_vsx
_healpix_29
1456169198695482642	ASASSN-V J061954.54-243930.4	EA
1523209460986029503	ZTF J070456.88-110336.3	EW
1523228501853834317	ZTF J070533.44-105502.9	EB
1523243833378729790	WISE J070336.1-105015	EA
1523281114499407222	ZTF J070649.87-103701.2	EW
1523283701088245468	ZTF J070639.70-102919.8	EW
1523308814876652585	ZTF J070634.87-102147.5	EW
2415773247792932538	WISE J035452.8-482209	EA
2528691262385487240	ASASSN-V J033147.60-281307.9	EW

9 rows × 2 columns

About

Authors: Konstantin Malanchev

Last updated on: Jan 7, 2026

If you use lsdb for published research, please cite following instructions.