Rubin DP1

Basic characterization of the release catalogs

Last verified run: 2026-09-04

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This notebook provides lightweight statistics and diagnostic plots for quick characterization of the release catalogs.

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Distributed execution

Create the configured Dask cluster for lazy QA operations.

<Client: 'tcp://10.148.0.57:35395' processes=19 threads=38, memory=566.20 GiB>
SLURMCluster(3e78b278, 'tcp://10.148.0.57:35395', workers=20, threads=40, memory=596.00 GiB)

Processing catalog 1: object

object

Basic Product Information

Catalog type: Parquet
Parquet files: 29
Catalog size: 6.3 GiB

Total rows: 2,299,757

Total columns: 1,279

tract patch 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 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 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 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 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 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 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

Survey Area

Computing exact occupied HEALPix pixels from 'coord_ra' and 'coord_dec' at order 12.
Dask global deduplication split_out: 64 partitions.

RA column	Dec column	Pixel source	HEALPix order	NSIDE	Occupied pixels	Pixel area (deg²)	Survey area (deg²)	Total rows	Mean density (objects/deg²)
coord_ra	coord_dec	coord_ra, coord_dec	12	4096	47,621	0.00020491	9.7578	2,299,757	235,683.6479

Unique Count

Computing exact global unique count for column 'tract'.
Driver collection cap: 10,000 unique values.

Exact global unique count for column 'tract': 25

Unique values for tract

453 454 2234 2393 2394 4016 4017 4217 4218 4848 4849 5063 5064 5305 5306 5525 5526 7610 7611 7849 7850 10463 10464 10704 10705

Basic Statistics for Selected Columns

	objectId	coord_ra	coord_dec	refExtendedness	refSizeExtendedness	u_cModelFlux	u_cModelFluxErr	g_cModelFlux	g_cModelFluxErr	r_cModelFlux	r_cModelFluxErr	i_cModelFlux	i_cModelFluxErr	z_cModelFlux	z_cModelFluxErr	y_cModelFlux	y_cModelFluxErr
count	2.299757e+06	2.299757e+06	2.299757e+06	1.986580e+06	1.839117e+06	1.136410e+06	1.134564e+06	2.047668e+06	2.046392e+06	2.097704e+06	2.096545e+06	2.003120e+06	2.001897e+06	1.702778e+06	1.700757e+06	1.095722e+06	1.092873e+06
mean	-3.575956e+12	5.528155e+01	-2.494006e+01	6.862125e-01	6.054703e-01	5.227689e+03	2.639460e+02	4.664547e+03	7.130965e+01	6.723031e+03	8.292197e+01	7.723372e+03	1.260134e+02	1.544856e+04	2.742437e+02	1.664304e+04	8.933819e+02
std	2.098273e+16	2.443221e+01	2.165932e+01	4.640313e-01	4.069129e-01	1.428670e+05	3.120198e+02	5.923186e+04	1.025800e+02	6.872638e+04	1.452369e+02	7.380798e+04	1.580778e+02	1.488897e+05	3.744301e+02	1.842479e+05	1.178123e+03
min	5.795745e+17	3.960542e+00	-7.274139e+01	0.000000e+00	8.038015e-14	-4.411273e+05	2.112150e+01	-1.770943e+05	-1.983902e+01	-4.339550e+05	3.812867e+00	-1.533093e+04	3.355356e+00	-1.181950e+05	1.584127e+01	-3.487625e+05	1.398678e+02
25%	6.040621e+17	3.823670e+01	-3.488204e+01	0.000000e+00	3.670189e-01	8.669337e+01	1.064152e+02	1.476522e+02	3.677757e+01	2.334023e+02	2.887027e+01	3.052366e+02	6.816216e+01	3.278776e+02	1.015091e+02	5.910406e+02	3.830342e+02
50%	6.112551e+17	5.300007e+01	-2.795110e+01	1.000000e+00	9.377733e-01	4.120456e+02	2.154250e+02	3.597480e+02	5.325413e+01	5.098199e+02	6.862202e+01	8.798926e+02	9.400362e+01	8.960273e+02	2.246119e+02	1.692054e+03	7.648067e+02
75%	6.287612e+17	5.997404e+01	-1.088257e+01	1.000000e+00	9.999998e-01	1.099977e+03	4.396284e+02	2.250724e+03	1.889290e+02	3.450973e+03	1.584767e+02	4.719375e+03	2.554231e+02	8.759088e+03	4.328556e+02	6.562411e+03	1.930948e+03
max	6.500269e+17	1.069287e+02	8.003709e+00	1.000000e+00	1.000000e+00	2.137514e+07	2.517834e+04	1.244809e+07	1.225165e+04	2.473174e+07	1.916327e+04	2.417323e+07	1.129983e+04	4.359823e+07	2.168403e+04	5.201085e+07	8.095862e+04

Spatial Distribution

Magnitude Histogram

Magnitude Statistics

Statistics include only finite magnitude values in the range -2 ≤ magnitude ≤ 35.
Flux columns were converted to magnitudes with magnitude = 31.4 - 2.5 log10(flux). Non-positive, missing, and non-finite flux values are converted to NaN and excluded from finite-value histograms and statistics.
Mean, median, P16, P84, and P95 are calculated directly from the filtered values. Peak-bin center is the center of the most populated 0.1-mag bin and should be interpreted as an empirical distribution turnover, not as a calibrated completeness limit.
Non-finite, below-range, and above-range values are reported separately and excluded from the descriptive statistics.

Magnitude statistics by band and measurement model

Band	Model	Count	Mean	P16	Median	P84	P95	Peak-bin center	Non-finite	Below range	Above range
u	PSF	984,484	25.1362	24.1333	25.3119	26.9148	28.4249	24.9500	1,314,653	0	620
u	Kron	854,557	23.3384	22.7617	23.8697	25.0003	25.9382	23.4500	1,445,119	0	81
u	cModel	954,179	24.8905	23.8787	25.1092	26.6922	28.0830	24.7500	1,342,272	0	3,306
u	GAaP 1.0	981,471	25.0698	24.0861	25.2545	26.8201	28.2296	24.9500	1,317,710	0	576
g	PSF	2,000,754	25.4147	24.3438	25.8630	27.3648	29.2705	25.4500	298,700	0	303
g	Kron	1,912,512	24.0032	23.1476	24.5068	25.9250	26.7423	24.2500	387,218	0	27
g	cModel	1,947,792	25.1572	24.0268	25.6896	27.1786	28.9877	25.2500	350,094	0	1,871
g	GAaP 1.0	2,009,091	25.2456	24.2069	25.7386	27.0838	28.7329	25.3500	290,497	0	169
r	PSF	2,075,381	24.8810	23.7732	25.3154	27.0858	28.9273	25.1500	224,166	0	210
r	Kron	2,007,183	23.6341	22.8432	24.1331	25.4450	26.5281	23.9500	292,552	0	22
r	cModel	2,018,370	24.6143	23.5520	25.1302	26.8513	28.6263	24.8500	280,020	0	1,367
r	GAaP 1.0	2,084,062	24.6955	23.7004	25.2119	26.7327	28.3508	24.9500	215,613	0	82
i	PSF	1,962,700	24.5875	23.3800	24.7197	26.8057	28.5309	24.7500	336,842	0	215
i	Kron	1,858,749	23.4405	22.4661	23.8077	25.4016	26.2950	23.7500	440,970	0	38
i	cModel	1,918,314	24.2960	23.1049	24.4780	26.5160	28.2143	24.4500	380,709	0	734
i	GAaP 1.0	1,972,629	24.4012	23.2484	24.6132	26.4447	27.9740	24.6500	327,052	0	76
z	PSF	1,602,816	24.2959	23.3049	25.1243	26.5772	28.1636	24.7500	696,750	0	191
z	Kron	1,440,574	22.9334	21.8810	23.6449	25.0390	25.9919	23.2500	859,144	0	39
z	cModel	1,562,992	24.0251	22.9111	24.8577	26.3193	27.8672	24.5500	735,442	0	1,323
z	GAaP 1.0	1,604,828	24.1441	23.1385	24.9599	26.4002	27.7995	24.5500	694,838	0	91
y	PSF	933,068	23.8787	22.7893	24.2920	25.8028	27.2483	24.1500	1,366,638	0	51
y	Kron	768,613	22.1187	21.1889	22.5477	23.7605	24.8441	22.3500	1,531,100	0	44
y	cModel	915,763	23.5629	22.3758	24.0399	25.5713	26.9138	24.0500	1,382,986	0	1,008
y	GAaP 1.0	925,425	23.6091	22.5787	24.0805	25.4955	26.8376	23.9500	1,374,297	0	35

Magnitude Error Histogram

Magnitude Error Statistics

Statistics include only finite magnitude-error values in the range 0 ≤ magnitude error ≤ 8.
Flux-error columns were converted to magnitude errors with sigma_mag = 2.5 / ln(10) * flux_err / flux. Non-positive, missing, and non-finite flux or flux-error values are converted to NaN and excluded from finite-value histograms and statistics.
Mean, median, P16, P84, and P95 are calculated directly from the filtered values. Peak-bin center is the center of the most populated 0.01-mag bin.
Threshold fractions use Count as their denominator. Non-finite, below-range, and above-range values are reported separately and excluded from the descriptive statistics.

Magnitude-error statistics by band and measurement model

Band	Model	Count	Mean	P16	Median	P84	P95	Peak-bin center	Fraction ≤ 0.1	Fraction ≤ 0.2	Non-finite	Below range	Above range
u	PSF	936,193	0.8784	0.2530	0.5864	1.9813	4.4558	0.2450	5.68%	14.56%	1,314,653	0	48,911
u	Kron	846,462	0.5780	0.2548	0.5197	1.1869	2.5271	0.2950	6.67%	17.26%	1,445,155	0	8,140
u	cModel	913,341	0.8690	0.2530	0.5916	1.9696	4.3050	0.2450	5.48%	14.99%	1,342,306	0	44,110
u	GAaP 1.0	937,877	0.8824	0.2565	0.5858	2.0039	4.3715	0.2550	5.77%	14.62%	1,317,710	0	44,170
g	PSF	1,967,239	0.4348	0.0865	0.2197	0.6718	2.0446	0.0050	31.67%	55.91%	298,700	0	33,818
g	Kron	1,907,568	0.2777	0.0778	0.2456	0.4785	0.9936	0.0050	27.45%	54.55%	387,254	0	4,935
g	cModel	1,919,648	0.4179	0.0832	0.2123	0.6554	1.9643	0.0050	32.60%	57.13%	350,109	0	30,000
g	GAaP 1.0	1,989,790	0.4093	0.0884	0.2282	0.6612	1.7488	0.0050	30.92%	54.23%	290,497	0	19,470
r	PSF	2,046,985	0.3351	0.0631	0.1927	0.4937	1.8762	0.0050	41.49%	68.03%	224,166	0	28,606
r	Kron	2,003,169	0.2346	0.0536	0.2117	0.4346	0.8133	0.0050	34.43%	62.15%	292,635	0	3,953
r	cModel	1,995,003	0.3226	0.0609	0.1843	0.4879	1.8077	0.0050	42.72%	69.15%	280,027	0	24,727
r	GAaP 1.0	2,070,402	0.3173	0.0649	0.1956	0.5370	1.6545	0.0050	39.21%	64.39%	215,613	0	13,742
i	PSF	1,930,582	0.3910	0.0518	0.1767	0.6340	2.0874	0.0050	33.79%	59.96%	336,842	0	32,333
i	Kron	1,852,884	0.3182	0.0759	0.2433	0.5197	1.0105	0.0050	25.01%	47.35%	440,999	0	5,874
i	cModel	1,893,111	0.3777	0.0507	0.1737	0.6287	2.0409	0.0050	34.64%	61.10%	380,714	0	25,932
i	GAaP 1.0	1,955,413	0.3914	0.0586	0.2095	0.7028	1.9245	0.0050	30.99%	54.19%	327,052	0	17,292
z	PSF	1,559,583	0.6035	0.1057	0.3827	1.1593	2.8189	0.0050	26.51%	41.99%	696,750	0	43,424
z	Kron	1,431,302	0.4420	0.1140	0.3335	0.7523	1.9192	0.0050	22.42%	38.68%	859,155	0	9,300
z	cModel	1,526,157	0.5877	0.1053	0.3714	1.1078	2.7312	0.0050	26.64%	42.51%	735,467	0	38,133
z	GAaP 1.0	1,572,997	0.6101	0.1086	0.3902	1.1626	2.7619	0.0050	25.79%	40.64%	694,838	0	31,922
y	PSF	884,256	1.0262	0.1969	0.6701	2.0477	4.3737	0.0050	12.81%	21.64%	1,366,638	0	48,863
y	Kron	756,743	0.7075	0.1959	0.5190	1.2608	2.6630	0.0050	12.60%	22.16%	1,531,112	0	11,902
y	cModel	872,536	1.0030	0.1927	0.6594	2.0070	4.2661	0.0050	12.93%	22.07%	1,382,989	0	44,232
y	GAaP 1.0	886,596	1.0208	0.1988	0.6839	2.0860	4.2591	0.0050	12.62%	21.28%	1,374,299	0	38,862

Magnitude Error Trends

/scripts/luigi.silva/ondemand/automatic-photometric-qa/lib/python3.11/site-packages/dask/dataframe/dask_expr/_concat.py:154: UserWarning: Concatenating dataframes with unknown divisions.
We're assuming that the indices of each dataframes are 
 aligned. This assumption is not generally safe.
  warnings.warn(

Processing catalog 2: ss_object

ss_object

Basic Product Information

Catalog type: Parquet
Parquet files: 1
Catalog size: 293.6 KiB

Total rows: 431

Total columns: 3

ssObjectId numObs discoverySubmissionDate

Basic Statistics for Selected Columns

	ssObjectId	numObs	discoverySubmissionDate
count	4.310000e+02	431.000000	0.0
mean	-2.121543e+16	13.893271	NaN
std	8.246279e+14	11.757936	NaN
min	2.089093e+16	1.000000	NaN
25%	2.116363e+16	6.000000	NaN
50%	2.116472e+16	11.000000	NaN
75%	2.116582e+16	19.000000	NaN
max	2.370033e+16	133.000000	NaN

Processing catalog 3: ss_source

ss_source

Basic Product Information

Catalog type: Parquet
Parquet files: 1
Catalog size: 1.5 MiB

Total rows: 5,988

Total columns: 23

phaseAngle heliocentricDist topocentricDist heliocentricX heliocentricY heliocentricZ heliocentricVX heliocentricVY heliocentricVZ topocentricX topocentricY topocentricZ topocentricVX topocentricVY topocentricVZ ssObjectId residualRa residualDec diaSourceId galacticL galacticB eclipticLambda eclipticBeta

Basic Statistics for Selected Columns

	phaseAngle	heliocentricDist	topocentricDist	heliocentricX	heliocentricY	heliocentricZ	heliocentricVX	heliocentricVY	heliocentricVZ	topocentricX	topocentricY	topocentricZ	topocentricVX	topocentricVY	topocentricVZ	ssObjectId	residualRa	residualDec	diaSourceId	galacticL	galacticB	eclipticLambda	eclipticBeta
count	5988.000000	5988.000000	5988.000000	5988.000000	5988.000000	5988.000000	5988.000000	5988.000000	5988.000000	5988.000000	5988.000000	5988.000000	5988.000000	5988.000000	5988.000000	5.988000e+03	5988.000000	5988.000000	5.988000e+03	5988.000000	5988.000000	5988.000000	5988.000000
mean	12.427374	2.537066	1.649604	1.622136	1.854718	0.478489	-0.008154	0.006571	0.003040	1.236830	1.024762	0.118746	0.008022	0.000276	0.000391	2.744868e+14	-0.000002	-0.000004	-3.128205e+14	169.061785	-48.067205	39.249311	-11.720005
std	4.500287	0.443865	0.440127	0.439058	0.272561	0.257735	0.001719	0.001368	0.001516	0.425688	0.269521	0.259011	0.001690	0.001544	0.001525	9.474196e+14	0.000053	0.000029	2.029209e+13	19.940234	5.755183	8.750900	11.828104
min	6.713130	1.138259	0.168573	-0.527252	0.922773	-0.595593	-0.013355	-0.003656	-0.007359	-0.845027	0.102603	-0.956598	0.002758	-0.008112	-0.010217	2.089093e+16	-0.000276	-0.000262	6.003334e+17	160.518437	-55.031843	36.854435	-48.806205
25%	9.534535	2.186638	1.283122	1.382152	1.661247	0.507643	-0.009281	0.006024	0.002205	0.985344	0.830853	0.150255	0.006881	-0.000656	-0.000524	2.116364e+16	-0.000013	-0.000014	6.003993e+17	161.513196	-48.595764	37.541667	-7.919423
50%	11.075968	2.584635	1.686183	1.674282	1.857745	0.556021	-0.007902	0.006623	0.003074	1.292308	1.033253	0.197827	0.008212	0.000178	0.000392	2.116473e+16	-0.000002	-0.000004	6.004037e+17	162.019385	-48.200297	37.863281	-7.587938
75%	13.499421	2.829160	1.945258	1.909028	2.034136	0.598757	-0.006920	0.007237	0.003872	1.514523	1.200882	0.240262	0.009225	0.001215	0.001312	2.313393e+16	0.000007	0.000005	6.004081e+17	162.566744	-47.853105	38.229448	-7.246078
max	36.054829	5.274451	4.473327	3.743195	3.778522	0.901963	-0.003902	0.010225	0.009120	3.507115	2.922327	0.521613	0.012436	0.004436	0.006440	2.370033e+16	0.000279	0.000207	6.004654e+17	232.858338	-1.505556	109.571784	-6.596596