Cross-matching Rubin Data Preview 1 and Variable Star Index Catalog (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: 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Order: 7, Pixel: 143884	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	...	.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1304 out of 1304 available columns in the catalog have been loaded lazily, meaning no data has been read, only the catalog schema

This catalog has an estimated size of 16.5 GB

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

lsdb Catalog 2026-05:

	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

This catalog has an estimated size of 574.3 MB

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"],
    suffix_method="overlapping_columns",
)
dp1_eclipsing

lsdb Catalog 2026-05_x_object_lc:

	OID	Name	VarFlag	RAdeg	DEdeg	Type	LimitFlagOnMax	MagMax	MaxUncertaintyFlag	MaxPassband	MinIsAmplitude	LimitFlagOnMin	MagMin	MinUncertaintyFlag	MinPassband	Epoch	EpochUncertaintyFlag	LimitFlagOnPeriod	Period	PeriodUncertaintyFlag	SpectralType	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	_dist_arcsec
npartitions=263
Order: 6, Pixel: 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Order: 8, Pixel: 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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-ad183869-4e40-11f1-8bcb-4b88026fbaae

Connection method: Cluster object	Cluster type: distributed.LocalCluster
Dashboard: https://malanchev.nb.data.lsst.cloud/nb/user/malanchev/proxy/8787/status

Cluster Info

LocalCluster

fd17db42

Dashboard: https://malanchev.nb.data.lsst.cloud/nb/user/malanchev/proxy/8787/status	Workers: 4
Total threads: 4	Total memory: 32.00 GiB
Status: running	Using processes: True

Scheduler Info

Scheduler

Scheduler-f1bd4235-e7ca-40ef-a306-fb0c3550ba2b

Comm: tcp://127.0.0.1:42889	Workers: 0
Dashboard: https://malanchev.nb.data.lsst.cloud/nb/user/malanchev/proxy/8787/status	Total threads: 0
Started: Just now	Total memory: 0 B

Workers

Worker: 0

Comm: tcp://127.0.0.1:34299	Total threads: 1
Dashboard: https://malanchev.nb.data.lsst.cloud/nb/user/malanchev/proxy/36553/status	Memory: 8.00 GiB
Nanny: tcp://127.0.0.1:45091
Local directory: /tmp/dask-scratch-space/worker-lgydjcn5

Worker: 1

Comm: tcp://127.0.0.1:44091	Total threads: 1
Dashboard: https://malanchev.nb.data.lsst.cloud/nb/user/malanchev/proxy/46323/status	Memory: 8.00 GiB
Nanny: tcp://127.0.0.1:36241
Local directory: /tmp/dask-scratch-space/worker-t8r6_egh

Worker: 2

Comm: tcp://127.0.0.1:36235	Total threads: 1
Dashboard: https://malanchev.nb.data.lsst.cloud/nb/user/malanchev/proxy/32889/status	Memory: 8.00 GiB
Nanny: tcp://127.0.0.1:38087
Local directory: /tmp/dask-scratch-space/worker-yycjva1y

Worker: 3

Comm: tcp://127.0.0.1:36103	Total threads: 1
Dashboard: https://malanchev.nb.data.lsst.cloud/nb/user/malanchev/proxy/46809/status	Memory: 8.00 GiB
Nanny: tcp://127.0.0.1:41995
Local directory: /tmp/dask-scratch-space/worker-0plkfwao

(9, 1326)

df[["Name", "Type"]]

	Name	Type
_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: May 12, 2026

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