{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "59c83fb9-f00b-42ed-a811-5ab393488e64",
   "metadata": {
    "tags": []
   },
   "source": [
    "# QSERV Data access via TAP service from CC-IN2P3 JNP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e51e07cb-093c-4580-bdc8-fc6456afae03",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pyvo as vo\n",
    "import requests"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "216acaab-f003-410e-9367-599399304e73",
   "metadata": {},
   "source": [
    "### Token  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "eea9a5bc-f13e-40fd-bda4-675f45becc63",
   "metadata": {},
   "outputs": [],
   "source": [
    "url=\"https://data-dev.lsst.eu/api/tap\"\n",
    "token=\"your-token\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c2c3150-a0de-4a8e-b5c8-4e5cdc35a8b8",
   "metadata": {},
   "source": [
    "### Auth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "55436588-f6d8-4c4e-a94c-a27f3581fcfd",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_auth():\n",
    "    tap_url = url\n",
    "    s = requests.Session()\n",
    "    s.headers['Authorization'] = 'Bearer ' + token\n",
    "    auth = vo.auth.authsession.AuthSession()\n",
    "    auth.credentials.set('lsst-token', s)\n",
    "    auth.add_security_method_for_url(tap_url, 'lsst-token')\n",
    "    auth.add_security_method_for_url(tap_url + '/sync', 'lsst-token')\n",
    "    auth.add_security_method_for_url(tap_url + '/async', 'lsst-token')\n",
    "    auth.add_security_method_for_url(tap_url + '/tables', 'lsst-token')\n",
    "    return auth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "2d1a8744-7c53-4da6-b746-ed39e32fd971",
   "metadata": {},
   "outputs": [],
   "source": [
    "tap_service = vo.dal.TAPService(url, get_auth())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9dbd05f8-cae6-4cfc-90be-e3033a0d18e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "resultset = tap_service.search(\"SELECT TOP 100 * FROM dp02_dc2_catalogs.Object\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1273cebf-cce7-4783-84a4-dec1bb0e932e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<i>Table length=100</i>\n",
       "<table id=\"table140400229997760-777692\" class=\"table-striped table-bordered table-condensed\">\n",
       "<thead><tr><th>idx</th><th>coord_dec</th><th>coord_ra</th><th>deblend_nChild</th><th>deblend_skipped</th><th>detect_fromBlend</th><th>detect_isDeblendedModelSource</th><th>detect_isDeblendedSource</th><th>detect_isIsolated</th><th>detect_isPatchInner</th><th>detect_isPrimary</th><th>detect_isTractInner</th><th>footprintArea</th><th>g_ap03Flux</th><th>g_ap03Flux_flag</th><th>g_ap03FluxErr</th><th>g_ap06Flux</th><th>g_ap06Flux_flag</th><th>g_ap06FluxErr</th><th>g_ap09Flux</th><th>g_ap09Flux_flag</th><th>g_ap09FluxErr</th><th>g_ap12Flux</th><th>g_ap12Flux_flag</th><th>g_ap12FluxErr</th><th>g_ap17Flux</th><th>g_ap17Flux_flag</th><th>g_ap17FluxErr</th><th>g_ap25Flux</th><th>g_ap25Flux_flag</th><th>g_ap25FluxErr</th><th>g_ap35Flux</th><th>g_ap35Flux_flag</th><th>g_ap35FluxErr</th><th>g_ap50Flux</th><th>g_ap50Flux_flag</th><th>g_ap50FluxErr</th><th>g_ap70Flux</th><th>g_ap70Flux_flag</th><th>g_ap70FluxErr</th><th>g_apFlux_flag</th><th>g_apFlux_flag_apertureTruncated</th><th>g_apFlux_flag_sincCoeffsTruncated</th><th>g_bdChi2</th><th>g_bdE1</th><th>g_bdE2</th><th>g_bdFluxB</th><th>g_bdFluxBErr</th><th>g_bdFluxD</th><th>g_bdFluxDErr</th><th>g_bdReB</th><th>g_bdReD</th><th>g_blendedness</th><th>g_blendedness_flag</th><th>g_calib_astrometry_used</th><th>g_calib_photometry_reserved</th><th>g_calib_photometry_used</th><th>g_calib_psf_candidate</th><th>g_calib_psf_reserved</th><th>g_calib_psf_used</th><th>g_calibFlux</th><th>g_calibFlux_flag</th><th>g_calibFlux_flag_apertureTruncated</th><th>g_calibFlux_flag_sincCoeffsTruncated</th><th>g_calibFluxErr</th><th>g_centroid_flag</th><th>g_centroid_x</th><th>g_centroid_xErr</th><th>g_centroid_y</th><th>g_centroid_yErr</th><th>g_cModel_flag</th><th>g_cModel_flag_apCorr</th><th>g_cModelFlux</th><th>g_cModelFlux_inner</th><th>g_cModelFluxErr</th><th>g_decl</th><th>g_extendedness</th><th>g_extendedness_flag</th><th>g_free_cModelFlux</th><th>g_free_cModelFlux_flag</th><th>g_free_cModelFlux_inner</th><th>g_free_cModelFluxErr</th><th>g_free_psfFlux</th><th>g_free_psfFlux_flag</th><th>g_free_psfFluxErr</th><th>g_fwhm</th><th>g_gaap0p5Flux</th><th>g_gaap0p5Flux_flag_bigPsf</th><th>g_gaap0p5FluxErr</th><th>g_gaap0p7Flux</th><th>g_gaap0p7Flux_flag_bigPsf</th><th>g_gaap0p7FluxErr</th><th>g_gaap1p0Flux</th><th>g_gaap1p0Flux_flag_bigPsf</th><th>g_gaap1p0FluxErr</th><th>g_gaap1p5Flux</th><th>g_gaap1p5Flux_flag_bigPsf</th><th>g_gaap1p5FluxErr</th><th>g_gaap2p5Flux</th><th>g_gaap2p5Flux_flag_bigPsf</th><th>g_gaap2p5FluxErr</th><th>g_gaap3p0Flux</th><th>g_gaap3p0Flux_flag_bigPsf</th><th>g_gaap3p0FluxErr</th><th>g_gaapFlux_flag</th><th>g_gaapFlux_flag_edge</th><th>g_gaapFlux_flag_gaussianization</th><th>g_gaapOptimalFlux</th><th>g_gaapOptimalFlux_flag_bigPsf</th><th>g_gaapOptimalFluxErr</th><th>g_gaapPsfFlux</th><th>g_gaapPsfFluxErr</th><th>g_hsmShapeRegauss_e1</th><th>g_hsmShapeRegauss_e2</th><th>g_hsmShapeRegauss_flag</th><th>g_hsmShapeRegauss_sigma</th><th>g_i_flag</th><th>g_iDebiasedPSF_flag</th><th>g_inputCount</th><th>g_inputCount_flag</th><th>g_inputCount_flag_noInputs</th><th>g_iPSF_flag</th><th>g_iRound_flag</th><th>g_ixx</th><th>g_ixxDebiasedPSF</th><th>g_ixxPSF</th><th>g_ixxRound</th><th>g_ixy</th><th>g_ixyDebiasedPSF</th><th>g_ixyPSF</th><th>g_ixyRound</th><th>g_iyy</th><th>g_iyyDebiasedPSF</th><th>g_iyyPSF</th><th>g_iyyRound</th><th>g_kronFlux</th><th>g_kronFlux_flag</th><th>g_kronFlux_flag_bad_radius</th><th>g_kronFlux_flag_bad_shape</th><th>g_kronFlux_flag_bad_shape_no_psf</th><th>g_kronFlux_flag_edge</th><th>g_kronFlux_flag_no_fallback_radius</th><th>g_kronFlux_flag_no_minimum_radius</th><th>g_kronFlux_flag_small_radius</th><th>g_kronFlux_flag_used_minimum_radius</th><th>g_kronFlux_flag_used_psf_radius</th><th>g_kronFluxErr</th><th>g_kronRad</th><th>g_pixelFlags_bad</th><th>g_pixelFlags_clipped</th><th>g_pixelFlags_clippedCenter</th><th>g_pixelFlags_cr</th><th>g_pixelFlags_crCenter</th><th>g_pixelFlags_edge</th><th>g_pixelFlags_inexact_psf</th><th>g_pixelFlags_inexact_psfCenter</th><th>g_pixelFlags_interpolated</th><th>g_pixelFlags_interpolatedCenter</th><th>g_pixelFlags_offimage</th><th>g_pixelFlags_saturated</th><th>g_pixelFlags_saturatedCenter</th><th>g_pixelFlags_sensor_edge</th><th>g_pixelFlags_sensor_edgeCenter</th><th>g_pixelFlags_suspect</th><th>g_pixelFlags_suspectCenter</th><th>g_psfFlux</th><th>g_psfFlux_area</th><th>g_psfFlux_flag</th><th>g_psfFlux_flag_apCorr</th><th>g_psfFlux_flag_edge</th><th>g_psfFlux_flag_noGoodPixels</th><th>g_psfFluxErr</th><th>g_ra</th><th>i_ap03Flux</th><th>i_ap03Flux_flag</th><th>i_ap03FluxErr</th><th>i_ap06Flux</th><th>i_ap06Flux_flag</th><th>i_ap06FluxErr</th><th>i_ap09Flux</th><th>i_ap09Flux_flag</th><th>i_ap09FluxErr</th><th>i_ap12Flux</th><th>i_ap12Flux_flag</th><th>i_ap12FluxErr</th><th>i_ap17Flux</th><th>i_ap17Flux_flag</th><th>i_ap17FluxErr</th><th>i_ap25Flux</th><th>i_ap25Flux_flag</th><th>i_ap25FluxErr</th><th>i_ap35Flux</th><th>i_ap35Flux_flag</th><th>i_ap35FluxErr</th><th>i_ap50Flux</th><th>i_ap50Flux_flag</th><th>i_ap50FluxErr</th><th>i_ap70Flux</th><th>i_ap70Flux_flag</th><th>i_ap70FluxErr</th><th>i_apFlux_flag</th><th>i_apFlux_flag_apertureTruncated</th><th>i_apFlux_flag_sincCoeffsTruncated</th><th>i_bdChi2</th><th>i_bdE1</th><th>i_bdE2</th><th>i_bdFluxB</th><th>i_bdFluxBErr</th><th>i_bdFluxD</th><th>i_bdFluxDErr</th><th>i_bdReB</th><th>i_bdReD</th><th>i_blendedness</th><th>i_blendedness_flag</th><th>i_calib_astrometry_used</th><th>i_calib_photometry_reserved</th><th>i_calib_photometry_used</th><th>i_calib_psf_candidate</th><th>i_calib_psf_reserved</th><th>i_calib_psf_used</th><th>i_calibFlux</th><th>i_calibFlux_flag</th><th>i_calibFlux_flag_apertureTruncated</th><th>i_calibFlux_flag_sincCoeffsTruncated</th><th>i_calibFluxErr</th><th>i_centroid_flag</th><th>i_centroid_x</th><th>i_centroid_xErr</th><th>i_centroid_y</th><th>i_centroid_yErr</th><th>i_cModel_flag</th><th>i_cModel_flag_apCorr</th><th>i_cModelFlux</th><th>i_cModelFlux_inner</th><th>i_cModelFluxErr</th><th>i_decl</th><th>i_extendedness</th><th>i_extendedness_flag</th><th>i_free_cModelFlux</th><th>i_free_cModelFlux_flag</th><th>i_free_cModelFlux_inner</th><th>i_free_cModelFluxErr</th><th>i_free_psfFlux</th><th>i_free_psfFlux_flag</th><th>i_free_psfFluxErr</th><th>i_fwhm</th><th>i_gaap0p5Flux</th><th>i_gaap0p5Flux_flag_bigPsf</th><th>i_gaap0p5FluxErr</th><th>i_gaap0p7Flux</th><th>i_gaap0p7Flux_flag_bigPsf</th><th>i_gaap0p7FluxErr</th><th>i_gaap1p0Flux</th><th>i_gaap1p0Flux_flag_bigPsf</th><th>i_gaap1p0FluxErr</th><th>i_gaap1p5Flux</th><th>i_gaap1p5Flux_flag_bigPsf</th><th>i_gaap1p5FluxErr</th><th>i_gaap2p5Flux</th><th>i_gaap2p5Flux_flag_bigPsf</th><th>i_gaap2p5FluxErr</th><th>i_gaap3p0Flux</th><th>i_gaap3p0Flux_flag_bigPsf</th><th>i_gaap3p0FluxErr</th><th>i_gaapFlux_flag</th><th>i_gaapFlux_flag_edge</th><th>i_gaapFlux_flag_gaussianization</th><th>i_gaapOptimalFlux</th><th>i_gaapOptimalFlux_flag_bigPsf</th><th>i_gaapOptimalFluxErr</th><th>i_gaapPsfFlux</th><th>i_gaapPsfFluxErr</th><th>i_hsmShapeRegauss_e1</th><th>i_hsmShapeRegauss_e2</th><th>i_hsmShapeRegauss_flag</th><th>i_hsmShapeRegauss_sigma</th><th>i_i_flag</th><th>i_iDebiasedPSF_flag</th><th>i_inputCount</th><th>i_inputCount_flag</th><th>i_inputCount_flag_noInputs</th><th>i_iPSF_flag</th><th>i_iRound_flag</th><th>i_ixx</th><th>i_ixxDebiasedPSF</th><th>i_ixxPSF</th><th>i_ixxRound</th><th>i_ixy</th><th>i_ixyDebiasedPSF</th><th>i_ixyPSF</th><th>i_ixyRound</th><th>i_iyy</th><th>i_iyyDebiasedPSF</th><th>i_iyyPSF</th><th>i_iyyRound</th><th>i_kronFlux</th><th>i_kronFlux_flag</th><th>i_kronFlux_flag_bad_radius</th><th>i_kronFlux_flag_bad_shape</th><th>i_kronFlux_flag_bad_shape_no_psf</th><th>i_kronFlux_flag_edge</th><th>i_kronFlux_flag_no_fallback_radius</th><th>i_kronFlux_flag_no_minimum_radius</th><th>i_kronFlux_flag_small_radius</th><th>i_kronFlux_flag_used_minimum_radius</th><th>i_kronFlux_flag_used_psf_radius</th><th>i_kronFluxErr</th><th>i_kronRad</th><th>i_pixelFlags_bad</th><th>i_pixelFlags_clipped</th><th>i_pixelFlags_clippedCenter</th><th>i_pixelFlags_cr</th><th>i_pixelFlags_crCenter</th><th>i_pixelFlags_edge</th><th>i_pixelFlags_inexact_psf</th><th>i_pixelFlags_inexact_psfCenter</th><th>i_pixelFlags_interpolated</th><th>i_pixelFlags_interpolatedCenter</th><th>i_pixelFlags_offimage</th><th>i_pixelFlags_saturated</th><th>i_pixelFlags_saturatedCenter</th><th>i_pixelFlags_sensor_edge</th><th>i_pixelFlags_sensor_edgeCenter</th><th>i_pixelFlags_suspect</th><th>i_pixelFlags_suspectCenter</th><th>i_psfFlux</th><th>i_psfFlux_area</th><th>i_psfFlux_flag</th><th>i_psfFlux_flag_apCorr</th><th>i_psfFlux_flag_edge</th><th>i_psfFlux_flag_noGoodPixels</th><th>i_psfFluxErr</th><th>i_ra</th><th>merge_peak_sky</th><th>objectId</th><th>parentObjectId</th><th>patch</th><th>r_ap03Flux</th><th>r_ap03Flux_flag</th><th>r_ap03FluxErr</th><th>r_ap06Flux</th><th>r_ap06Flux_flag</th><th>r_ap06FluxErr</th><th>r_ap09Flux</th><th>r_ap09Flux_flag</th><th>r_ap09FluxErr</th><th>r_ap12Flux</th><th>r_ap12Flux_flag</th><th>r_ap12FluxErr</th><th>r_ap17Flux</th><th>r_ap17Flux_flag</th><th>r_ap17FluxErr</th><th>r_ap25Flux</th><th>r_ap25Flux_flag</th><th>r_ap25FluxErr</th><th>r_ap35Flux</th><th>r_ap35Flux_flag</th><th>r_ap35FluxErr</th><th>r_ap50Flux</th><th>r_ap50Flux_flag</th><th>r_ap50FluxErr</th><th>r_ap70Flux</th><th>r_ap70Flux_flag</th><th>r_ap70FluxErr</th><th>r_apFlux_flag</th><th>r_apFlux_flag_apertureTruncated</th><th>r_apFlux_flag_sincCoeffsTruncated</th><th>r_bdChi2</th><th>r_bdE1</th><th>r_bdE2</th><th>r_bdFluxB</th><th>r_bdFluxBErr</th><th>r_bdFluxD</th><th>r_bdFluxDErr</th><th>r_bdReB</th><th>r_bdReD</th><th>r_blendedness</th><th>r_blendedness_flag</th><th>r_calib_astrometry_used</th><th>r_calib_photometry_reserved</th><th>r_calib_photometry_used</th><th>r_calib_psf_candidate</th><th>r_calib_psf_reserved</th><th>r_calib_psf_used</th><th>r_calibFlux</th><th>r_calibFlux_flag</th><th>r_calibFlux_flag_apertureTruncated</th><th>r_calibFlux_flag_sincCoeffsTruncated</th><th>r_calibFluxErr</th><th>r_centroid_flag</th><th>r_centroid_x</th><th>r_centroid_xErr</th><th>r_centroid_y</th><th>r_centroid_yErr</th><th>r_cModel_flag</th><th>r_cModel_flag_apCorr</th><th>r_cModelFlux</th><th>r_cModelFlux_inner</th><th>r_cModelFluxErr</th><th>r_decl</th><th>r_extendedness</th><th>r_extendedness_flag</th><th>r_free_cModelFlux</th><th>r_free_cModelFlux_flag</th><th>r_free_cModelFlux_inner</th><th>r_free_cModelFluxErr</th><th>r_free_psfFlux</th><th>r_free_psfFlux_flag</th><th>r_free_psfFluxErr</th><th>r_fwhm</th><th>r_gaap0p5Flux</th><th>r_gaap0p5Flux_flag_bigPsf</th><th>r_gaap0p5FluxErr</th><th>r_gaap0p7Flux</th><th>r_gaap0p7Flux_flag_bigPsf</th><th>r_gaap0p7FluxErr</th><th>r_gaap1p0Flux</th><th>r_gaap1p0Flux_flag_bigPsf</th><th>r_gaap1p0FluxErr</th><th>r_gaap1p5Flux</th><th>r_gaap1p5Flux_flag_bigPsf</th><th>r_gaap1p5FluxErr</th><th>r_gaap2p5Flux</th><th>r_gaap2p5Flux_flag_bigPsf</th><th>r_gaap2p5FluxErr</th><th>r_gaap3p0Flux</th><th>r_gaap3p0Flux_flag_bigPsf</th><th>r_gaap3p0FluxErr</th><th>r_gaapFlux_flag</th><th>r_gaapFlux_flag_edge</th><th>r_gaapFlux_flag_gaussianization</th><th>r_gaapOptimalFlux</th><th>r_gaapOptimalFlux_flag_bigPsf</th><th>r_gaapOptimalFluxErr</th><th>r_gaapPsfFlux</th><th>r_gaapPsfFluxErr</th><th>r_hsmShapeRegauss_e1</th><th>r_hsmShapeRegauss_e2</th><th>r_hsmShapeRegauss_flag</th><th>r_hsmShapeRegauss_sigma</th><th>r_i_flag</th><th>r_iDebiasedPSF_flag</th><th>r_inputCount</th><th>r_inputCount_flag</th><th>r_inputCount_flag_noInputs</th><th>r_iPSF_flag</th><th>r_iRound_flag</th><th>r_ixx</th><th>r_ixxDebiasedPSF</th><th>r_ixxPSF</th><th>r_ixxRound</th><th>r_ixy</th><th>r_ixyDebiasedPSF</th><th>r_ixyPSF</th><th>r_ixyRound</th><th>r_iyy</th><th>r_iyyDebiasedPSF</th><th>r_iyyPSF</th><th>r_iyyRound</th><th>r_kronFlux</th><th>r_kronFlux_flag</th><th>r_kronFlux_flag_bad_radius</th><th>r_kronFlux_flag_bad_shape</th><th>r_kronFlux_flag_bad_shape_no_psf</th><th>r_kronFlux_flag_edge</th><th>r_kronFlux_flag_no_fallback_radius</th><th>r_kronFlux_flag_no_minimum_radius</th><th>r_kronFlux_flag_small_radius</th><th>r_kronFlux_flag_used_minimum_radius</th><th>r_kronFlux_flag_used_psf_radius</th><th>r_kronFluxErr</th><th>r_kronRad</th><th>r_pixelFlags_bad</th><th>r_pixelFlags_clipped</th><th>r_pixelFlags_clippedCenter</th><th>r_pixelFlags_cr</th><th>r_pixelFlags_crCenter</th><th>r_pixelFlags_edge</th><th>r_pixelFlags_inexact_psf</th><th>r_pixelFlags_inexact_psfCenter</th><th>r_pixelFlags_interpolated</th><th>r_pixelFlags_interpolatedCenter</th><th>r_pixelFlags_offimage</th><th>r_pixelFlags_saturated</th><th>r_pixelFlags_saturatedCenter</th><th>r_pixelFlags_sensor_edge</th><th>r_pixelFlags_sensor_edgeCenter</th><th>r_pixelFlags_suspect</th><th>r_pixelFlags_suspectCenter</th><th>r_psfFlux</th><th>r_psfFlux_area</th><th>r_psfFlux_flag</th><th>r_psfFlux_flag_apCorr</th><th>r_psfFlux_flag_edge</th><th>r_psfFlux_flag_noGoodPixels</th><th>r_psfFluxErr</th><th>r_ra</th><th>refBand</th><th>refExtendedness</th><th>refFwhm</th><th>shape_flag</th><th>shape_xx</th><th>shape_xy</th><th>shape_yy</th><th>sky_object</th><th>skymap</th><th>tract</th><th>u_ap03Flux</th><th>u_ap03Flux_flag</th><th>u_ap03FluxErr</th><th>u_ap06Flux</th><th>u_ap06Flux_flag</th><th>u_ap06FluxErr</th><th>u_ap09Flux</th><th>u_ap09Flux_flag</th><th>u_ap09FluxErr</th><th>u_ap12Flux</th><th>u_ap12Flux_flag</th><th>u_ap12FluxErr</th><th>u_ap17Flux</th><th>u_ap17Flux_flag</th><th>u_ap17FluxErr</th><th>u_ap25Flux</th><th>u_ap25Flux_flag</th><th>u_ap25FluxErr</th><th>u_ap35Flux</th><th>u_ap35Flux_flag</th><th>u_ap35FluxErr</th><th>u_ap50Flux</th><th>u_ap50Flux_flag</th><th>u_ap50FluxErr</th><th>u_ap70Flux</th><th>u_ap70Flux_flag</th><th>u_ap70FluxErr</th><th>u_apFlux_flag</th><th>u_apFlux_flag_apertureTruncated</th><th>u_apFlux_flag_sincCoeffsTruncated</th><th>u_bdChi2</th><th>u_bdE1</th><th>u_bdE2</th><th>u_bdFluxB</th><th>u_bdFluxBErr</th><th>u_bdFluxD</th><th>u_bdFluxDErr</th><th>u_bdReB</th><th>u_bdReD</th><th>u_blendedness</th><th>u_blendedness_flag</th><th>u_calib_astrometry_used</th><th>u_calib_photometry_reserved</th><th>u_calib_photometry_used</th><th>u_calib_psf_candidate</th><th>u_calib_psf_reserved</th><th>u_calib_psf_used</th><th>u_calibFlux</th><th>u_calibFlux_flag</th><th>u_calibFlux_flag_apertureTruncated</th><th>u_calibFlux_flag_sincCoeffsTruncated</th><th>u_calibFluxErr</th><th>u_centroid_flag</th><th>u_centroid_x</th><th>u_centroid_xErr</th><th>u_centroid_y</th><th>u_centroid_yErr</th><th>u_cModel_flag</th><th>u_cModel_flag_apCorr</th><th>u_cModelFlux</th><th>u_cModelFlux_inner</th><th>u_cModelFluxErr</th><th>u_decl</th><th>u_extendedness</th><th>u_extendedness_flag</th><th>u_free_cModelFlux</th><th>u_free_cModelFlux_flag</th><th>u_free_cModelFlux_inner</th><th>u_free_cModelFluxErr</th><th>u_free_psfFlux</th><th>u_free_psfFlux_flag</th><th>u_free_psfFluxErr</th><th>u_fwhm</th><th>u_gaap0p5Flux</th><th>u_gaap0p5Flux_flag_bigPsf</th><th>u_gaap0p5FluxErr</th><th>u_gaap0p7Flux</th><th>u_gaap0p7Flux_flag_bigPsf</th><th>u_gaap0p7FluxErr</th><th>u_gaap1p0Flux</th><th>u_gaap1p0Flux_flag_bigPsf</th><th>u_gaap1p0FluxErr</th><th>u_gaap1p5Flux</th><th>u_gaap1p5Flux_flag_bigPsf</th><th>u_gaap1p5FluxErr</th><th>u_gaap2p5Flux</th><th>u_gaap2p5Flux_flag_bigPsf</th><th>u_gaap2p5FluxErr</th><th>u_gaap3p0Flux</th><th>u_gaap3p0Flux_flag_bigPsf</th><th>u_gaap3p0FluxErr</th><th>u_gaapFlux_flag</th><th>u_gaapFlux_flag_edge</th><th>u_gaapFlux_flag_gaussianization</th><th>u_gaapOptimalFlux</th><th>u_gaapOptimalFlux_flag_bigPsf</th><th>u_gaapOptimalFluxErr</th><th>u_gaapPsfFlux</th><th>u_gaapPsfFluxErr</th><th>u_hsmShapeRegauss_e1</th><th>u_hsmShapeRegauss_e2</th><th>u_hsmShapeRegauss_flag</th><th>u_hsmShapeRegauss_sigma</th><th>u_i_flag</th><th>u_iDebiasedPSF_flag</th><th>u_inputCount</th><th>u_inputCount_flag</th><th>u_inputCount_flag_noInputs</th><th>u_iPSF_flag</th><th>u_iRound_flag</th><th>u_ixx</th><th>u_ixxDebiasedPSF</th><th>u_ixxPSF</th><th>u_ixxRound</th><th>u_ixy</th><th>u_ixyDebiasedPSF</th><th>u_ixyPSF</th><th>u_ixyRound</th><th>u_iyy</th><th>u_iyyDebiasedPSF</th><th>u_iyyPSF</th><th>u_iyyRound</th><th>u_kronFlux</th><th>u_kronFlux_flag</th><th>u_kronFlux_flag_bad_radius</th><th>u_kronFlux_flag_bad_shape</th><th>u_kronFlux_flag_bad_shape_no_psf</th><th>u_kronFlux_flag_edge</th><th>u_kronFlux_flag_no_fallback_radius</th><th>u_kronFlux_flag_no_minimum_radius</th><th>u_kronFlux_flag_small_radius</th><th>u_kronFlux_flag_used_minimum_radius</th><th>u_kronFlux_flag_used_psf_radius</th><th>u_kronFluxErr</th><th>u_kronRad</th><th>u_pixelFlags_bad</th><th>u_pixelFlags_clipped</th><th>u_pixelFlags_clippedCenter</th><th>u_pixelFlags_cr</th><th>u_pixelFlags_crCenter</th><th>u_pixelFlags_edge</th><th>u_pixelFlags_inexact_psf</th><th>u_pixelFlags_inexact_psfCenter</th><th>u_pixelFlags_interpolated</th><th>u_pixelFlags_interpolatedCenter</th><th>u_pixelFlags_offimage</th><th>u_pixelFlags_saturated</th><th>u_pixelFlags_saturatedCenter</th><th>u_pixelFlags_sensor_edge</th><th>u_pixelFlags_sensor_edgeCenter</th><th>u_pixelFlags_suspect</th><th>u_pixelFlags_suspectCenter</th><th>u_psfFlux</th><th>u_psfFlux_area</th><th>u_psfFlux_flag</th><th>u_psfFlux_flag_apCorr</th><th>u_psfFlux_flag_edge</th><th>u_psfFlux_flag_noGoodPixels</th><th>u_psfFluxErr</th><th>u_ra</th><th>x</th><th>xErr</th><th>xy_flag</th><th>y</th><th>y_ap03Flux</th><th>y_ap03Flux_flag</th><th>y_ap03FluxErr</th><th>y_ap06Flux</th><th>y_ap06Flux_flag</th><th>y_ap06FluxErr</th><th>y_ap09Flux</th><th>y_ap09Flux_flag</th><th>y_ap09FluxErr</th><th>y_ap12Flux</th><th>y_ap12Flux_flag</th><th>y_ap12FluxErr</th><th>y_ap17Flux</th><th>y_ap17Flux_flag</th><th>y_ap17FluxErr</th><th>y_ap25Flux</th><th>y_ap25Flux_flag</th><th>y_ap25FluxErr</th><th>y_ap35Flux</th><th>y_ap35Flux_flag</th><th>y_ap35FluxErr</th><th>y_ap50Flux</th><th>y_ap50Flux_flag</th><th>y_ap50FluxErr</th><th>y_ap70Flux</th><th>y_ap70Flux_flag</th><th>y_ap70FluxErr</th><th>y_apFlux_flag</th><th>y_apFlux_flag_apertureTruncated</th><th>y_apFlux_flag_sincCoeffsTruncated</th><th>y_bdChi2</th><th>y_bdE1</th><th>y_bdE2</th><th>y_bdFluxB</th><th>y_bdFluxBErr</th><th>y_bdFluxD</th><th>y_bdFluxDErr</th><th>y_bdReB</th><th>y_bdReD</th><th>y_blendedness</th><th>y_blendedness_flag</th><th>y_calib_astrometry_used</th><th>y_calib_photometry_reserved</th><th>y_calib_photometry_used</th><th>y_calib_psf_candidate</th><th>y_calib_psf_reserved</th><th>y_calib_psf_used</th><th>y_calibFlux</th><th>y_calibFlux_flag</th><th>y_calibFlux_flag_apertureTruncated</th><th>y_calibFlux_flag_sincCoeffsTruncated</th><th>y_calibFluxErr</th><th>y_centroid_flag</th><th>y_centroid_x</th><th>y_centroid_xErr</th><th>y_centroid_y</th><th>y_centroid_yErr</th><th>y_cModel_flag</th><th>y_cModel_flag_apCorr</th><th>y_cModelFlux</th><th>y_cModelFlux_inner</th><th>y_cModelFluxErr</th><th>y_decl</th><th>y_extendedness</th><th>y_extendedness_flag</th><th>y_free_cModelFlux</th><th>y_free_cModelFlux_flag</th><th>y_free_cModelFlux_inner</th><th>y_free_cModelFluxErr</th><th>y_free_psfFlux</th><th>y_free_psfFlux_flag</th><th>y_free_psfFluxErr</th><th>y_fwhm</th><th>y_gaap0p5Flux</th><th>y_gaap0p5Flux_flag_bigPsf</th><th>y_gaap0p5FluxErr</th><th>y_gaap0p7Flux</th><th>y_gaap0p7Flux_flag_bigPsf</th><th>y_gaap0p7FluxErr</th><th>y_gaap1p0Flux</th><th>y_gaap1p0Flux_flag_bigPsf</th><th>y_gaap1p0FluxErr</th><th>y_gaap1p5Flux</th><th>y_gaap1p5Flux_flag_bigPsf</th><th>y_gaap1p5FluxErr</th><th>y_gaap2p5Flux</th><th>y_gaap2p5Flux_flag_bigPsf</th><th>y_gaap2p5FluxErr</th><th>y_gaap3p0Flux</th><th>y_gaap3p0Flux_flag_bigPsf</th><th>y_gaap3p0FluxErr</th><th>y_gaapFlux_flag</th><th>y_gaapFlux_flag_edge</th><th>y_gaapFlux_flag_gaussianization</th><th>y_gaapOptimalFlux</th><th>y_gaapOptimalFlux_flag_bigPsf</th><th>y_gaapOptimalFluxErr</th><th>y_gaapPsfFlux</th><th>y_gaapPsfFluxErr</th><th>y_hsmShapeRegauss_e1</th><th>y_hsmShapeRegauss_e2</th><th>y_hsmShapeRegauss_flag</th><th>y_hsmShapeRegauss_sigma</th><th>y_i_flag</th><th>y_iDebiasedPSF_flag</th><th>y_inputCount</th><th>y_inputCount_flag</th><th>y_inputCount_flag_noInputs</th><th>y_iPSF_flag</th><th>y_iRound_flag</th><th>y_ixx</th><th>y_ixxDebiasedPSF</th><th>y_ixxPSF</th><th>y_ixxRound</th><th>y_ixy</th><th>y_ixyDebiasedPSF</th><th>y_ixyPSF</th><th>y_ixyRound</th><th>y_iyy</th><th>y_iyyDebiasedPSF</th><th>y_iyyPSF</th><th>y_iyyRound</th><th>y_kronFlux</th><th>y_kronFlux_flag</th><th>y_kronFlux_flag_bad_radius</th><th>y_kronFlux_flag_bad_shape</th><th>y_kronFlux_flag_bad_shape_no_psf</th><th>y_kronFlux_flag_edge</th><th>y_kronFlux_flag_no_fallback_radius</th><th>y_kronFlux_flag_no_minimum_radius</th><th>y_kronFlux_flag_small_radius</th><th>y_kronFlux_flag_used_minimum_radius</th><th>y_kronFlux_flag_used_psf_radius</th><th>y_kronFluxErr</th><th>y_kronRad</th><th>y_pixelFlags_bad</th><th>y_pixelFlags_clipped</th><th>y_pixelFlags_clippedCenter</th><th>y_pixelFlags_cr</th><th>y_pixelFlags_crCenter</th><th>y_pixelFlags_edge</th><th>y_pixelFlags_inexact_psf</th><th>y_pixelFlags_inexact_psfCenter</th><th>y_pixelFlags_interpolated</th><th>y_pixelFlags_interpolatedCenter</th><th>y_pixelFlags_offimage</th><th>y_pixelFlags_saturated</th><th>y_pixelFlags_saturatedCenter</th><th>y_pixelFlags_sensor_edge</th><th>y_pixelFlags_sensor_edgeCenter</th><th>y_pixelFlags_suspect</th><th>y_pixelFlags_suspectCenter</th><th>y_psfFlux</th><th>y_psfFlux_area</th><th>y_psfFlux_flag</th><th>y_psfFlux_flag_apCorr</th><th>y_psfFlux_flag_edge</th><th>y_psfFlux_flag_noGoodPixels</th><th>y_psfFluxErr</th><th>y_ra</th><th>yErr</th><th>z_ap03Flux</th><th>z_ap03Flux_flag</th><th>z_ap03FluxErr</th><th>z_ap06Flux</th><th>z_ap06Flux_flag</th><th>z_ap06FluxErr</th><th>z_ap09Flux</th><th>z_ap09Flux_flag</th><th>z_ap09FluxErr</th><th>z_ap12Flux</th><th>z_ap12Flux_flag</th><th>z_ap12FluxErr</th><th>z_ap17Flux</th><th>z_ap17Flux_flag</th><th>z_ap17FluxErr</th><th>z_ap25Flux</th><th>z_ap25Flux_flag</th><th>z_ap25FluxErr</th><th>z_ap35Flux</th><th>z_ap35Flux_flag</th><th>z_ap35FluxErr</th><th>z_ap50Flux</th><th>z_ap50Flux_flag</th><th>z_ap50FluxErr</th><th>z_ap70Flux</th><th>z_ap70Flux_flag</th><th>z_ap70FluxErr</th><th>z_apFlux_flag</th><th>z_apFlux_flag_apertureTruncated</th><th>z_apFlux_flag_sincCoeffsTruncated</th><th>z_bdChi2</th><th>z_bdE1</th><th>z_bdE2</th><th>z_bdFluxB</th><th>z_bdFluxBErr</th><th>z_bdFluxD</th><th>z_bdFluxDErr</th><th>z_bdReB</th><th>z_bdReD</th><th>z_blendedness</th><th>z_blendedness_flag</th><th>z_calib_astrometry_used</th><th>z_calib_photometry_reserved</th><th>z_calib_photometry_used</th><th>z_calib_psf_candidate</th><th>z_calib_psf_reserved</th><th>z_calib_psf_used</th><th>z_calibFlux</th><th>z_calibFlux_flag</th><th>z_calibFlux_flag_apertureTruncated</th><th>z_calibFlux_flag_sincCoeffsTruncated</th><th>z_calibFluxErr</th><th>z_centroid_flag</th><th>z_centroid_x</th><th>z_centroid_xErr</th><th>z_centroid_y</th><th>z_centroid_yErr</th><th>z_cModel_flag</th><th>z_cModel_flag_apCorr</th><th>z_cModelFlux</th><th>z_cModelFlux_inner</th><th>z_cModelFluxErr</th><th>z_decl</th><th>z_extendedness</th><th>z_extendedness_flag</th><th>z_free_cModelFlux</th><th>z_free_cModelFlux_flag</th><th>z_free_cModelFlux_inner</th><th>z_free_cModelFluxErr</th><th>z_free_psfFlux</th><th>z_free_psfFlux_flag</th><th>z_free_psfFluxErr</th><th>z_fwhm</th><th>z_gaap0p5Flux</th><th>z_gaap0p5Flux_flag_bigPsf</th><th>z_gaap0p5FluxErr</th><th>z_gaap0p7Flux</th><th>z_gaap0p7Flux_flag_bigPsf</th><th>z_gaap0p7FluxErr</th><th>z_gaap1p0Flux</th><th>z_gaap1p0Flux_flag_bigPsf</th><th>z_gaap1p0FluxErr</th><th>z_gaap1p5Flux</th><th>z_gaap1p5Flux_flag_bigPsf</th><th>z_gaap1p5FluxErr</th><th>z_gaap2p5Flux</th><th>z_gaap2p5Flux_flag_bigPsf</th><th>z_gaap2p5FluxErr</th><th>z_gaap3p0Flux</th><th>z_gaap3p0Flux_flag_bigPsf</th><th>z_gaap3p0FluxErr</th><th>z_gaapFlux_flag</th><th>z_gaapFlux_flag_edge</th><th>z_gaapFlux_flag_gaussianization</th><th>z_gaapOptimalFlux</th><th>z_gaapOptimalFlux_flag_bigPsf</th><th>z_gaapOptimalFluxErr</th><th>z_gaapPsfFlux</th><th>z_gaapPsfFluxErr</th><th>z_hsmShapeRegauss_e1</th><th>z_hsmShapeRegauss_e2</th><th>z_hsmShapeRegauss_flag</th><th>z_hsmShapeRegauss_sigma</th><th>z_i_flag</th><th>z_iDebiasedPSF_flag</th><th>z_inputCount</th><th>z_inputCount_flag</th><th>z_inputCount_flag_noInputs</th><th>z_iPSF_flag</th><th>z_iRound_flag</th><th>z_ixx</th><th>z_ixxDebiasedPSF</th><th>z_ixxPSF</th><th>z_ixxRound</th><th>z_ixy</th><th>z_ixyDebiasedPSF</th><th>z_ixyPSF</th><th>z_ixyRound</th><th>z_iyy</th><th>z_iyyDebiasedPSF</th><th>z_iyyPSF</th><th>z_iyyRound</th><th>z_kronFlux</th><th>z_kronFlux_flag</th><th>z_kronFlux_flag_bad_radius</th><th>z_kronFlux_flag_bad_shape</th><th>z_kronFlux_flag_bad_shape_no_psf</th><th>z_kronFlux_flag_edge</th><th>z_kronFlux_flag_no_fallback_radius</th><th>z_kronFlux_flag_no_minimum_radius</th><th>z_kronFlux_flag_small_radius</th><th>z_kronFlux_flag_used_minimum_radius</th><th>z_kronFlux_flag_used_psf_radius</th><th>z_kronFluxErr</th><th>z_kronRad</th><th>z_pixelFlags_bad</th><th>z_pixelFlags_clipped</th><th>z_pixelFlags_clippedCenter</th><th>z_pixelFlags_cr</th><th>z_pixelFlags_crCenter</th><th>z_pixelFlags_edge</th><th>z_pixelFlags_inexact_psf</th><th>z_pixelFlags_inexact_psfCenter</th><th>z_pixelFlags_interpolated</th><th>z_pixelFlags_interpolatedCenter</th><th>z_pixelFlags_offimage</th><th>z_pixelFlags_saturated</th><th>z_pixelFlags_saturatedCenter</th><th>z_pixelFlags_sensor_edge</th><th>z_pixelFlags_sensor_edgeCenter</th><th>z_pixelFlags_suspect</th><th>z_pixelFlags_suspectCenter</th><th>z_psfFlux</th><th>z_psfFlux_area</th><th>z_psfFlux_flag</th><th>z_psfFlux_flag_apCorr</th><th>z_psfFlux_flag_edge</th><th>z_psfFlux_flag_noGoodPixels</th><th>z_psfFluxErr</th><th>z_ra</th></tr></thead>\n",
       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       "</table><style>table.dataTable {clear: both; width: auto !important; margin: 0 !important;}\n",
       ".dataTables_info, .dataTables_length, .dataTables_filter, .dataTables_paginate{\n",
       "display: inline-block; margin-right: 1em; }\n",
       ".paginate_button { margin-right: 5px; }\n",
       "</style>\n",
       "<script>\n",
       "\n",
       "var astropy_sort_num = function(a, b) {\n",
       "    var a_num = parseFloat(a);\n",
       "    var b_num = parseFloat(b);\n",
       "\n",
       "    if (isNaN(a_num) && isNaN(b_num))\n",
       "        return ((a < b) ? -1 : ((a > b) ? 1 : 0));\n",
       "    else if (!isNaN(a_num) && !isNaN(b_num))\n",
       "        return ((a_num < b_num) ? -1 : ((a_num > b_num) ? 1 : 0));\n",
       "    else\n",
       "        return isNaN(a_num) ? -1 : 1;\n",
       "}\n",
       "\n",
       "require.config({paths: {\n",
       "    datatables: 'https://cdn.datatables.net/1.10.12/js/jquery.dataTables.min'\n",
       "}});\n",
       "require([\"datatables\"], function(){\n",
       "    console.log(\"$('#table140400229997760-777692').dataTable()\");\n",
       "    \n",
       "jQuery.extend( jQuery.fn.dataTableExt.oSort, {\n",
       "    \"optionalnum-asc\": astropy_sort_num,\n",
       "    \"optionalnum-desc\": function (a,b) { return -astropy_sort_num(a, b); }\n",
       "});\n",
       "\n",
       "    $('#table140400229997760-777692').dataTable({\n",
       "        order: [],\n",
       "        pageLength: 50,\n",
       "        lengthMenu: [[10, 25, 50, 100, 500, 1000, -1], [10, 25, 50, 100, 500, 1000, 'All']],\n",
       "        pagingType: \"full_numbers\",\n",
       "        columnDefs: [{targets: [0, 1, 2, 3, 12, 13, 15, 16, 18, 19, 21, 22, 24, 25, 27, 28, 30, 31, 33, 34, 36, 37, 39, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 60, 64, 66, 67, 68, 69, 72, 73, 74, 75, 76, 78, 80, 81, 82, 84, 85, 86, 88, 89, 91, 92, 94, 95, 97, 98, 100, 101, 103, 107, 109, 110, 111, 112, 113, 115, 118, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133, 134, 135, 146, 147, 165, 166, 171, 172, 173, 175, 176, 178, 179, 181, 182, 184, 185, 187, 188, 190, 191, 193, 194, 196, 197, 199, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 220, 224, 226, 227, 228, 229, 232, 233, 234, 235, 236, 238, 240, 241, 242, 244, 245, 246, 248, 249, 251, 252, 254, 255, 257, 258, 260, 261, 263, 267, 269, 270, 271, 272, 273, 275, 278, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292, 293, 294, 295, 306, 307, 325, 326, 331, 332, 334, 335, 336, 337, 339, 340, 342, 343, 345, 346, 348, 349, 351, 352, 354, 355, 357, 358, 360, 361, 363, 367, 368, 369, 370, 371, 372, 373, 374, 375, 376, 384, 388, 390, 391, 392, 393, 396, 397, 398, 399, 400, 402, 404, 405, 406, 408, 409, 410, 412, 413, 415, 416, 418, 419, 421, 422, 424, 425, 427, 431, 433, 434, 435, 436, 437, 439, 442, 446, 447, 448, 449, 450, 451, 452, 453, 454, 455, 456, 457, 458, 459, 470, 471, 489, 490, 495, 496, 498, 499, 501, 502, 503, 506, 507, 509, 510, 512, 513, 515, 516, 518, 519, 521, 522, 524, 525, 527, 528, 530, 531, 533, 537, 538, 539, 540, 541, 542, 543, 544, 545, 546, 554, 558, 560, 561, 562, 563, 566, 567, 568, 569, 570, 572, 574, 575, 576, 578, 579, 580, 582, 583, 585, 586, 588, 589, 591, 592, 594, 595, 597, 601, 603, 604, 605, 606, 607, 609, 612, 616, 617, 618, 619, 620, 621, 622, 623, 624, 625, 626, 627, 628, 629, 640, 641, 659, 660, 665, 666, 667, 668, 670, 671, 673, 674, 676, 677, 679, 680, 682, 683, 685, 686, 688, 689, 691, 692, 694, 695, 697, 701, 702, 703, 704, 705, 706, 707, 708, 709, 710, 718, 722, 724, 725, 726, 727, 730, 731, 732, 733, 734, 736, 738, 739, 740, 742, 743, 744, 746, 747, 749, 750, 752, 753, 755, 756, 758, 759, 761, 765, 767, 768, 769, 770, 771, 773, 776, 780, 781, 782, 783, 784, 785, 786, 787, 788, 789, 790, 791, 792, 793, 804, 805, 823, 824, 829, 830, 831, 832, 834, 835, 837, 838, 840, 841, 843, 844, 846, 847, 849, 850, 852, 853, 855, 856, 858, 862, 863, 864, 865, 866, 867, 868, 869, 870, 871, 879, 883, 885, 886, 887, 888, 891, 892, 893, 894, 895, 897, 899, 900, 901, 903, 904, 905, 907, 908, 910, 911, 913, 914, 916, 917, 919, 920, 922, 926, 928, 929, 930, 931, 932, 934, 937, 941, 942, 943, 944, 945, 946, 947, 948, 949, 950, 951, 952, 953, 954, 965, 966, 984, 985, 990, 991], type: \"optionalnum\"}]\n",
       "    });\n",
       "});\n",
       "</script>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "resultset.to_table().show_in_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9e689fd6-b51d-4926-97e2-6bb5b3d6f842",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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