ZTF_TESS_light_curves.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "4ad31d69",
   "metadata": {},
   "source": [
    "## Comparing ZTF and TESS light curves"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55750d90",
   "metadata": {},
   "source": [
    "The goal of this notebook is to:\n",
    "- Crossmatch [TIC (TESS Input Catalog)](https://tess.mit.edu/science/tess-input-catalogue/) with ZTF DR14.\n",
    "- Query ZTF sources and TESS on time-domain data for the relevant objects.\n",
    "- Plot and compare a ZTF light curve against a TESS light curve."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aff5f5ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "%pip install git+https://github.com/astronomy-commons/lsdb.git@nested"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "270e9169",
   "metadata": {},
   "outputs": [],
   "source": [
    "import lsdb"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7191b5e7",
   "metadata": {},
   "source": [
    "### Selecting the field of interest\n",
    "\n",
    "A useful field is the one observed by the Kepler telescope:\n",
    "- Coordinates: `19:22:40 +44:30:00`.\n",
    "- A radius of 1 degree, yielding X objects.\n",
    "\n",
    "Its overlap with TESS is considered in a lot of stellar astro investigations, because Kepler + TESS = a ton of data spanning a 15-year period."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0b433828",
   "metadata": {},
   "outputs": [],
   "source": [
    "from astropy.coordinates import SkyCoord\n",
    "from astropy import units as u\n",
    "from lsdb.core.search import ConeSearch\n",
    "\n",
    "c = SkyCoord('19:22:40  +44:30:00', unit=(u.hourangle, u.deg))\n",
    "cone_ra, cone_dec = c.ra.value, c.dec.value\n",
    "radius_arcsec = 3600 # 1 degree\n",
    "cone_filter = ConeSearch(cone_ra, cone_dec, radius_arcsec)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1dc0e195",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(290.6666666666667, 44.5)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cone_ra, cone_dec"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a37c9b99",
   "metadata": {},
   "source": [
    "### Initializing the Dask client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f5730039",
   "metadata": {},
   "outputs": [],
   "source": [
    "from dask.distributed import Client\n",
    "client = Client(n_workers=8, dashboard_address=\":38767\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8511717e",
   "metadata": {},
   "source": [
    "### Crossmatching TIC with ZTF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c7defce4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><strong>lsdb Catalog tic:</strong></div><div>\n",
       "<style scoped>\n",
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       "      <th></th>\n",
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       "      <th>Jmag</th>\n",
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       "      <th>eneg_EBV</th>\n",
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       "      <th>EBVflag</th>\n",
       "      <th>eneg_Mass</th>\n",
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       "      <th>distflag</th>\n",
       "      <th>eneg_Teff</th>\n",
       "      <th>epos_Teff</th>\n",
       "      <th>TeffFlag</th>\n",
       "      <th>gaiabp</th>\n",
       "      <th>e_gaiabp</th>\n",
       "      <th>gaiarp</th>\n",
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       "      <th>gaiaqflag</th>\n",
       "      <th>starchareFlag</th>\n",
       "      <th>VmagFlag</th>\n",
       "      <th>BmagFlag</th>\n",
       "      <th>splists</th>\n",
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       "      <th>RA_orig</th>\n",
       "      <th>Dec_orig</th>\n",
       "      <th>e_RA_orig</th>\n",
       "      <th>e_Dec_orig</th>\n",
       "      <th>raddflag</th>\n",
       "      <th>wdflag</th>\n",
       "      <th>objID</th>\n",
       "      <th>Norder</th>\n",
       "      <th>Dir</th>\n",
       "      <th>Npix</th>\n",
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      ],
      "text/plain": [
       "Dask NestedFrame Structure:\n",
       "                                  ID          version             HIP              TYC             UCAC          TWOMASS            SDSS          ALLWISE             GAIA            APASS             KIC          objType          typeSrc               ra              dec          POSflag             pmRA           e_pmRA            pmDEC          e_pmDEC           PMflag              plx            e_plx          PARflag          gallong           gallat           eclong            eclat             Bmag           e_Bmag             Vmag           e_Vmag             umag           e_umag             gmag           e_gmag             rmag           e_rmag             imag           e_imag             zmag           e_zmag             Jmag           e_Jmag             Hmag           e_Hmag             Kmag           e_Kmag         TWOMflag             prox            w1mag          e_w1mag            w2mag          e_w2mag            w3mag          e_w3mag            w4mag          e_w4mag          GAIAmag        e_GAIAmag             Tmag           e_Tmag         TESSflag           SPFlag             Teff           e_Teff             logg           e_logg               MH             e_MH              rad            e_rad             mass           e_mass              rho            e_rho         lumclass              lum            e_lum                d              e_d              ebv            e_ebv         numcont        contratio      disposition    duplicate_id         priority         eneg_EBV         epos_EBV          EBVflag        eneg_Mass        epos_Mass         eneg_Rad         epos_Rad         eneg_rho         epos_rho        eneg_logg        epos_logg         eneg_lum         epos_lum        eneg_dist        epos_dist         distflag        eneg_Teff        epos_Teff         TeffFlag           gaiabp         e_gaiabp           gaiarp         e_gaiarp       gaiaqflag  starchareFlag         VmagFlag         BmagFlag          splists             e_RA            e_Dec          RA_orig         Dec_orig        e_RA_orig       e_Dec_orig        raddflag          wdflag           objID          Norder              Dir             Npix\n",
       "npartitions=2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          \n",
       "4201858452336672768   int64[pyarrow]  string[pyarrow]  int32[pyarrow]  string[pyarrow]  string[pyarrow]  string[pyarrow]  int64[pyarrow]  string[pyarrow]  string[pyarrow]  string[pyarrow]  int32[pyarrow]  string[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  int32[pyarrow]  double[pyarrow]  string[pyarrow]  int64[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  int32[pyarrow]  null[pyarrow]  string[pyarrow]  string[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  int32[pyarrow]  int32[pyarrow]  int64[pyarrow]  uint8[pyarrow]  uint64[pyarrow]  uint64[pyarrow]\n",
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       "Dask Name: search_points, 5 expressions\n",
       "Expr=MapPartitions(search_points)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tic = lsdb.read_hipscat(\"https://data.lsdb.io/unstable/tic/tic/\", search_filter=cone_filter)\n",
    "tic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e8498597",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/astro/users/smcampos/.conda/envs/busy-week/lib/python3.11/site-packages/hipscat/io/file_io/file_io.py:320: UserWarning: point_map.fits file written in RING ordering, due to https://github.com/astronomy-commons/hipscat/issues/271. Converting to NESTED.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div><strong>lsdb Catalog ztf_dr14:</strong></div><div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ps1_objid</th>\n",
       "      <th>ra</th>\n",
       "      <th>dec</th>\n",
       "      <th>ps1_gMeanPSFMag</th>\n",
       "      <th>ps1_rMeanPSFMag</th>\n",
       "      <th>ps1_iMeanPSFMag</th>\n",
       "      <th>nobs_g</th>\n",
       "      <th>nobs_r</th>\n",
       "      <th>nobs_i</th>\n",
       "      <th>mean_mag_g</th>\n",
       "      <th>mean_mag_r</th>\n",
       "      <th>mean_mag_i</th>\n",
       "      <th>Norder</th>\n",
       "      <th>Dir</th>\n",
       "      <th>Npix</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>npartitions=2</th>\n",
       "      <th></th>\n",
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      ],
      "text/plain": [
       "Dask NestedFrame Structure:\n",
       "                           ps1_objid               ra              dec  ps1_gMeanPSFMag  ps1_rMeanPSFMag  ps1_iMeanPSFMag          nobs_g          nobs_r          nobs_i       mean_mag_g       mean_mag_r       mean_mag_i          Norder             Dir            Npix\n",
       "npartitions=2                                                                                                                                                                                                                                                               \n",
       "4201858452336672768   int64[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  int32[pyarrow]  int32[pyarrow]  int32[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  int32[pyarrow]  int32[pyarrow]  int32[pyarrow]\n",
       "4251398048237748224              ...              ...              ...              ...              ...              ...             ...             ...             ...              ...              ...              ...             ...             ...             ...\n",
       "18446744073709551615             ...              ...              ...              ...              ...              ...             ...             ...             ...              ...              ...              ...             ...             ...             ...\n",
       "Dask Name: search_points, 5 expressions\n",
       "Expr=MapPartitions(search_points)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ztf = lsdb.read_hipscat(\"https://data.lsdb.io/unstable/ztf/ztf_dr14/\", search_filter=cone_filter)\n",
    "ztf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a5d88d73",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/astro/users/smcampos/.conda/envs/busy-week/lib/python3.11/site-packages/lsdb/dask/crossmatch_catalog_data.py:108: RuntimeWarning: Right catalog does not have a margin cache. Results may be incomplete and/or inaccurate.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div><strong>lsdb Catalog tic_x_ztf_dr14:</strong></div><div>\n",
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID_tic</th>\n",
       "      <th>version_tic</th>\n",
       "      <th>HIP_tic</th>\n",
       "      <th>TYC_tic</th>\n",
       "      <th>UCAC_tic</th>\n",
       "      <th>TWOMASS_tic</th>\n",
       "      <th>SDSS_tic</th>\n",
       "      <th>ALLWISE_tic</th>\n",
       "      <th>GAIA_tic</th>\n",
       "      <th>APASS_tic</th>\n",
       "      <th>KIC_tic</th>\n",
       "      <th>objType_tic</th>\n",
       "      <th>typeSrc_tic</th>\n",
       "      <th>ra_tic</th>\n",
       "      <th>dec_tic</th>\n",
       "      <th>POSflag_tic</th>\n",
       "      <th>pmRA_tic</th>\n",
       "      <th>e_pmRA_tic</th>\n",
       "      <th>pmDEC_tic</th>\n",
       "      <th>e_pmDEC_tic</th>\n",
       "      <th>PMflag_tic</th>\n",
       "      <th>plx_tic</th>\n",
       "      <th>e_plx_tic</th>\n",
       "      <th>PARflag_tic</th>\n",
       "      <th>gallong_tic</th>\n",
       "      <th>gallat_tic</th>\n",
       "      <th>eclong_tic</th>\n",
       "      <th>eclat_tic</th>\n",
       "      <th>Bmag_tic</th>\n",
       "      <th>e_Bmag_tic</th>\n",
       "      <th>Vmag_tic</th>\n",
       "      <th>e_Vmag_tic</th>\n",
       "      <th>umag_tic</th>\n",
       "      <th>e_umag_tic</th>\n",
       "      <th>gmag_tic</th>\n",
       "      <th>e_gmag_tic</th>\n",
       "      <th>rmag_tic</th>\n",
       "      <th>e_rmag_tic</th>\n",
       "      <th>imag_tic</th>\n",
       "      <th>e_imag_tic</th>\n",
       "      <th>zmag_tic</th>\n",
       "      <th>e_zmag_tic</th>\n",
       "      <th>Jmag_tic</th>\n",
       "      <th>e_Jmag_tic</th>\n",
       "      <th>Hmag_tic</th>\n",
       "      <th>e_Hmag_tic</th>\n",
       "      <th>Kmag_tic</th>\n",
       "      <th>e_Kmag_tic</th>\n",
       "      <th>TWOMflag_tic</th>\n",
       "      <th>prox_tic</th>\n",
       "      <th>w1mag_tic</th>\n",
       "      <th>e_w1mag_tic</th>\n",
       "      <th>w2mag_tic</th>\n",
       "      <th>e_w2mag_tic</th>\n",
       "      <th>w3mag_tic</th>\n",
       "      <th>e_w3mag_tic</th>\n",
       "      <th>w4mag_tic</th>\n",
       "      <th>e_w4mag_tic</th>\n",
       "      <th>GAIAmag_tic</th>\n",
       "      <th>e_GAIAmag_tic</th>\n",
       "      <th>Tmag_tic</th>\n",
       "      <th>e_Tmag_tic</th>\n",
       "      <th>TESSflag_tic</th>\n",
       "      <th>SPFlag_tic</th>\n",
       "      <th>Teff_tic</th>\n",
       "      <th>e_Teff_tic</th>\n",
       "      <th>logg_tic</th>\n",
       "      <th>e_logg_tic</th>\n",
       "      <th>MH_tic</th>\n",
       "      <th>e_MH_tic</th>\n",
       "      <th>rad_tic</th>\n",
       "      <th>e_rad_tic</th>\n",
       "      <th>mass_tic</th>\n",
       "      <th>e_mass_tic</th>\n",
       "      <th>rho_tic</th>\n",
       "      <th>e_rho_tic</th>\n",
       "      <th>lumclass_tic</th>\n",
       "      <th>lum_tic</th>\n",
       "      <th>e_lum_tic</th>\n",
       "      <th>d_tic</th>\n",
       "      <th>e_d_tic</th>\n",
       "      <th>ebv_tic</th>\n",
       "      <th>e_ebv_tic</th>\n",
       "      <th>numcont_tic</th>\n",
       "      <th>contratio_tic</th>\n",
       "      <th>disposition_tic</th>\n",
       "      <th>duplicate_id_tic</th>\n",
       "      <th>priority_tic</th>\n",
       "      <th>eneg_EBV_tic</th>\n",
       "      <th>epos_EBV_tic</th>\n",
       "      <th>EBVflag_tic</th>\n",
       "      <th>eneg_Mass_tic</th>\n",
       "      <th>epos_Mass_tic</th>\n",
       "      <th>eneg_Rad_tic</th>\n",
       "      <th>epos_Rad_tic</th>\n",
       "      <th>eneg_rho_tic</th>\n",
       "      <th>epos_rho_tic</th>\n",
       "      <th>eneg_logg_tic</th>\n",
       "      <th>epos_logg_tic</th>\n",
       "      <th>eneg_lum_tic</th>\n",
       "      <th>epos_lum_tic</th>\n",
       "      <th>eneg_dist_tic</th>\n",
       "      <th>epos_dist_tic</th>\n",
       "      <th>distflag_tic</th>\n",
       "      <th>eneg_Teff_tic</th>\n",
       "      <th>epos_Teff_tic</th>\n",
       "      <th>TeffFlag_tic</th>\n",
       "      <th>gaiabp_tic</th>\n",
       "      <th>e_gaiabp_tic</th>\n",
       "      <th>gaiarp_tic</th>\n",
       "      <th>e_gaiarp_tic</th>\n",
       "      <th>gaiaqflag_tic</th>\n",
       "      <th>starchareFlag_tic</th>\n",
       "      <th>VmagFlag_tic</th>\n",
       "      <th>BmagFlag_tic</th>\n",
       "      <th>splists_tic</th>\n",
       "      <th>e_RA_tic</th>\n",
       "      <th>e_Dec_tic</th>\n",
       "      <th>RA_orig_tic</th>\n",
       "      <th>Dec_orig_tic</th>\n",
       "      <th>e_RA_orig_tic</th>\n",
       "      <th>e_Dec_orig_tic</th>\n",
       "      <th>raddflag_tic</th>\n",
       "      <th>wdflag_tic</th>\n",
       "      <th>objID_tic</th>\n",
       "      <th>Norder_tic</th>\n",
       "      <th>Dir_tic</th>\n",
       "      <th>Npix_tic</th>\n",
       "      <th>ps1_objid_ztf</th>\n",
       "      <th>ra_ztf</th>\n",
       "      <th>dec_ztf</th>\n",
       "      <th>ps1_gMeanPSFMag_ztf</th>\n",
       "      <th>ps1_rMeanPSFMag_ztf</th>\n",
       "      <th>ps1_iMeanPSFMag_ztf</th>\n",
       "      <th>nobs_g_ztf</th>\n",
       "      <th>nobs_r_ztf</th>\n",
       "      <th>nobs_i_ztf</th>\n",
       "      <th>mean_mag_g_ztf</th>\n",
       "      <th>mean_mag_r_ztf</th>\n",
       "      <th>mean_mag_i_ztf</th>\n",
       "      <th>Norder_ztf</th>\n",
       "      <th>Dir_ztf</th>\n",
       "      <th>Npix_ztf</th>\n",
       "      <th>_dist_arcsec</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>npartitions=2</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4201858452336672768</th>\n",
       "      <td>int64[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>int64[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>int64[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>null[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>int64[pyarrow]</td>\n",
       "      <td>uint8[pyarrow]</td>\n",
       "      <td>uint64[pyarrow]</td>\n",
       "      <td>uint64[pyarrow]</td>\n",
       "      <td>int64[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4251398048237748224</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Dask NestedFrame Structure:\n",
       "                              ID_tic      version_tic         HIP_tic          TYC_tic         UCAC_tic      TWOMASS_tic        SDSS_tic      ALLWISE_tic         GAIA_tic        APASS_tic         KIC_tic      objType_tic      typeSrc_tic           ra_tic          dec_tic      POSflag_tic         pmRA_tic       e_pmRA_tic        pmDEC_tic      e_pmDEC_tic       PMflag_tic          plx_tic        e_plx_tic      PARflag_tic      gallong_tic       gallat_tic       eclong_tic        eclat_tic         Bmag_tic       e_Bmag_tic         Vmag_tic       e_Vmag_tic         umag_tic       e_umag_tic         gmag_tic       e_gmag_tic         rmag_tic       e_rmag_tic         imag_tic       e_imag_tic         zmag_tic       e_zmag_tic         Jmag_tic       e_Jmag_tic         Hmag_tic       e_Hmag_tic         Kmag_tic       e_Kmag_tic     TWOMflag_tic         prox_tic        w1mag_tic      e_w1mag_tic        w2mag_tic      e_w2mag_tic        w3mag_tic      e_w3mag_tic        w4mag_tic      e_w4mag_tic      GAIAmag_tic    e_GAIAmag_tic         Tmag_tic       e_Tmag_tic     TESSflag_tic       SPFlag_tic         Teff_tic       e_Teff_tic         logg_tic       e_logg_tic           MH_tic         e_MH_tic          rad_tic        e_rad_tic         mass_tic       e_mass_tic          rho_tic        e_rho_tic     lumclass_tic          lum_tic        e_lum_tic            d_tic          e_d_tic          ebv_tic        e_ebv_tic     numcont_tic    contratio_tic  disposition_tic duplicate_id_tic     priority_tic     eneg_EBV_tic     epos_EBV_tic      EBVflag_tic    eneg_Mass_tic    epos_Mass_tic     eneg_Rad_tic     epos_Rad_tic     eneg_rho_tic     epos_rho_tic    eneg_logg_tic    epos_logg_tic     eneg_lum_tic     epos_lum_tic    eneg_dist_tic    epos_dist_tic     distflag_tic    eneg_Teff_tic    epos_Teff_tic     TeffFlag_tic       gaiabp_tic     e_gaiabp_tic       gaiarp_tic     e_gaiarp_tic   gaiaqflag_tic starchareFlag_tic     VmagFlag_tic     BmagFlag_tic      splists_tic         e_RA_tic        e_Dec_tic      RA_orig_tic     Dec_orig_tic    e_RA_orig_tic   e_Dec_orig_tic    raddflag_tic      wdflag_tic       objID_tic      Norder_tic          Dir_tic         Npix_tic   ps1_objid_ztf           ra_ztf          dec_ztf ps1_gMeanPSFMag_ztf ps1_rMeanPSFMag_ztf ps1_iMeanPSFMag_ztf      nobs_g_ztf      nobs_r_ztf      nobs_i_ztf   mean_mag_g_ztf   mean_mag_r_ztf   mean_mag_i_ztf      Norder_ztf         Dir_ztf        Npix_ztf     _dist_arcsec\n",
       "npartitions=2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                \n",
       "4201858452336672768   int64[pyarrow]  string[pyarrow]  int32[pyarrow]  string[pyarrow]  string[pyarrow]  string[pyarrow]  int64[pyarrow]  string[pyarrow]  string[pyarrow]  string[pyarrow]  int32[pyarrow]  string[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  int32[pyarrow]  double[pyarrow]  string[pyarrow]   int64[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  int32[pyarrow]     null[pyarrow]  string[pyarrow]  string[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  int32[pyarrow]  int32[pyarrow]  int64[pyarrow]  uint8[pyarrow]  uint64[pyarrow]  uint64[pyarrow]  int64[pyarrow]  double[pyarrow]  double[pyarrow]     double[pyarrow]     double[pyarrow]     double[pyarrow]  int32[pyarrow]  int32[pyarrow]  int32[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  int32[pyarrow]  int32[pyarrow]  int32[pyarrow]  double[pyarrow]\n",
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       "18446744073709551615             ...              ...             ...              ...              ...              ...             ...              ...              ...              ...             ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...               ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...             ...             ...             ...              ...              ...             ...              ...              ...                 ...                 ...                 ...             ...             ...             ...              ...              ...              ...             ...             ...             ...              ...\n",
       "Dask Name: nestedframe, 3 expressions\n",
       "Expr=MapPartitions(NestedFrame)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tic_x_ztf = tic.crossmatch(ztf, radius_arcsec=1, n_neighbors=1, suffixes=(\"_tic\", \"_ztf\"))\n",
    "tic_x_ztf"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd4fa41f",
   "metadata": {},
   "source": [
    "### Add nested ZTF light curves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9c4bbc67",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/astro/users/smcampos/.conda/envs/busy-week/lib/python3.11/site-packages/hipscat/io/file_io/file_io.py:320: UserWarning: point_map.fits file written in RING ordering, due to https://github.com/astronomy-commons/hipscat/issues/271. Converting to NESTED.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div><strong>lsdb Catalog ztf_zource:</strong></div><div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "        vertical-align: top;\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ps1_objid</th>\n",
       "      <th>ra</th>\n",
       "      <th>dec</th>\n",
       "      <th>mjd</th>\n",
       "      <th>mag</th>\n",
       "      <th>magerr</th>\n",
       "      <th>band</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>npartitions=27</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
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       "      <th>4205587995778088960</th>\n",
       "      <td>int64[pyarrow]</td>\n",
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       "      <td>string[pyarrow]</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Dask NestedFrame Structure:\n",
       "                           ps1_objid               ra              dec              mjd             mag          magerr             band\n",
       "npartitions=27                                                                                                                          \n",
       "4205587995778088960   int64[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  float[pyarrow]  float[pyarrow]  string[pyarrow]\n",
       "4205728733266444288              ...              ...              ...              ...             ...             ...              ...\n",
       "...                              ...              ...              ...              ...             ...             ...              ...\n",
       "4254916485446631424              ...              ...              ...              ...             ...             ...              ...\n",
       "18446744073709551615             ...              ...              ...              ...             ...             ...              ...\n",
       "Dask Name: search_points, 5 expressions\n",
       "Expr=MapPartitions(search_points)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ztf_sources = lsdb.read_hipscat(\n",
    "    \"https://data.lsdb.io/unstable/ztf/ztf_zource/\", \n",
    "    columns=[\"ps1_objid\",\"ra\",\"dec\",\"mjd\",\"mag\",\"magerr\",\"band\"], \n",
    "    search_filter=cone_filter\n",
    ")\n",
    "ztf_sources"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "52803dea",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/astro/users/smcampos/.conda/envs/busy-week/lib/python3.11/site-packages/lsdb/dask/join_catalog_data.py:291: RuntimeWarning: Right catalog does not have a margin cache. Results may be incomplete and/or inaccurate.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div><strong>lsdb Catalog tic_x_ztf_dr14:</strong></div><div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID_tic</th>\n",
       "      <th>version_tic</th>\n",
       "      <th>HIP_tic</th>\n",
       "      <th>TYC_tic</th>\n",
       "      <th>UCAC_tic</th>\n",
       "      <th>TWOMASS_tic</th>\n",
       "      <th>SDSS_tic</th>\n",
       "      <th>ALLWISE_tic</th>\n",
       "      <th>GAIA_tic</th>\n",
       "      <th>APASS_tic</th>\n",
       "      <th>KIC_tic</th>\n",
       "      <th>objType_tic</th>\n",
       "      <th>typeSrc_tic</th>\n",
       "      <th>ra_tic</th>\n",
       "      <th>dec_tic</th>\n",
       "      <th>POSflag_tic</th>\n",
       "      <th>pmRA_tic</th>\n",
       "      <th>e_pmRA_tic</th>\n",
       "      <th>pmDEC_tic</th>\n",
       "      <th>e_pmDEC_tic</th>\n",
       "      <th>PMflag_tic</th>\n",
       "      <th>plx_tic</th>\n",
       "      <th>e_plx_tic</th>\n",
       "      <th>PARflag_tic</th>\n",
       "      <th>gallong_tic</th>\n",
       "      <th>gallat_tic</th>\n",
       "      <th>eclong_tic</th>\n",
       "      <th>eclat_tic</th>\n",
       "      <th>Bmag_tic</th>\n",
       "      <th>e_Bmag_tic</th>\n",
       "      <th>Vmag_tic</th>\n",
       "      <th>e_Vmag_tic</th>\n",
       "      <th>umag_tic</th>\n",
       "      <th>e_umag_tic</th>\n",
       "      <th>gmag_tic</th>\n",
       "      <th>e_gmag_tic</th>\n",
       "      <th>rmag_tic</th>\n",
       "      <th>e_rmag_tic</th>\n",
       "      <th>imag_tic</th>\n",
       "      <th>e_imag_tic</th>\n",
       "      <th>zmag_tic</th>\n",
       "      <th>e_zmag_tic</th>\n",
       "      <th>Jmag_tic</th>\n",
       "      <th>e_Jmag_tic</th>\n",
       "      <th>Hmag_tic</th>\n",
       "      <th>e_Hmag_tic</th>\n",
       "      <th>Kmag_tic</th>\n",
       "      <th>e_Kmag_tic</th>\n",
       "      <th>TWOMflag_tic</th>\n",
       "      <th>prox_tic</th>\n",
       "      <th>w1mag_tic</th>\n",
       "      <th>e_w1mag_tic</th>\n",
       "      <th>w2mag_tic</th>\n",
       "      <th>e_w2mag_tic</th>\n",
       "      <th>w3mag_tic</th>\n",
       "      <th>e_w3mag_tic</th>\n",
       "      <th>w4mag_tic</th>\n",
       "      <th>e_w4mag_tic</th>\n",
       "      <th>GAIAmag_tic</th>\n",
       "      <th>e_GAIAmag_tic</th>\n",
       "      <th>Tmag_tic</th>\n",
       "      <th>e_Tmag_tic</th>\n",
       "      <th>TESSflag_tic</th>\n",
       "      <th>SPFlag_tic</th>\n",
       "      <th>Teff_tic</th>\n",
       "      <th>e_Teff_tic</th>\n",
       "      <th>logg_tic</th>\n",
       "      <th>e_logg_tic</th>\n",
       "      <th>MH_tic</th>\n",
       "      <th>e_MH_tic</th>\n",
       "      <th>rad_tic</th>\n",
       "      <th>e_rad_tic</th>\n",
       "      <th>mass_tic</th>\n",
       "      <th>e_mass_tic</th>\n",
       "      <th>rho_tic</th>\n",
       "      <th>e_rho_tic</th>\n",
       "      <th>lumclass_tic</th>\n",
       "      <th>lum_tic</th>\n",
       "      <th>e_lum_tic</th>\n",
       "      <th>d_tic</th>\n",
       "      <th>e_d_tic</th>\n",
       "      <th>ebv_tic</th>\n",
       "      <th>e_ebv_tic</th>\n",
       "      <th>numcont_tic</th>\n",
       "      <th>contratio_tic</th>\n",
       "      <th>disposition_tic</th>\n",
       "      <th>duplicate_id_tic</th>\n",
       "      <th>priority_tic</th>\n",
       "      <th>eneg_EBV_tic</th>\n",
       "      <th>epos_EBV_tic</th>\n",
       "      <th>EBVflag_tic</th>\n",
       "      <th>eneg_Mass_tic</th>\n",
       "      <th>epos_Mass_tic</th>\n",
       "      <th>eneg_Rad_tic</th>\n",
       "      <th>epos_Rad_tic</th>\n",
       "      <th>eneg_rho_tic</th>\n",
       "      <th>epos_rho_tic</th>\n",
       "      <th>eneg_logg_tic</th>\n",
       "      <th>epos_logg_tic</th>\n",
       "      <th>eneg_lum_tic</th>\n",
       "      <th>epos_lum_tic</th>\n",
       "      <th>eneg_dist_tic</th>\n",
       "      <th>epos_dist_tic</th>\n",
       "      <th>distflag_tic</th>\n",
       "      <th>eneg_Teff_tic</th>\n",
       "      <th>epos_Teff_tic</th>\n",
       "      <th>TeffFlag_tic</th>\n",
       "      <th>gaiabp_tic</th>\n",
       "      <th>e_gaiabp_tic</th>\n",
       "      <th>gaiarp_tic</th>\n",
       "      <th>e_gaiarp_tic</th>\n",
       "      <th>gaiaqflag_tic</th>\n",
       "      <th>starchareFlag_tic</th>\n",
       "      <th>VmagFlag_tic</th>\n",
       "      <th>BmagFlag_tic</th>\n",
       "      <th>splists_tic</th>\n",
       "      <th>e_RA_tic</th>\n",
       "      <th>e_Dec_tic</th>\n",
       "      <th>RA_orig_tic</th>\n",
       "      <th>Dec_orig_tic</th>\n",
       "      <th>e_RA_orig_tic</th>\n",
       "      <th>e_Dec_orig_tic</th>\n",
       "      <th>raddflag_tic</th>\n",
       "      <th>wdflag_tic</th>\n",
       "      <th>objID_tic</th>\n",
       "      <th>Norder_tic</th>\n",
       "      <th>Dir_tic</th>\n",
       "      <th>Npix_tic</th>\n",
       "      <th>ps1_objid_ztf</th>\n",
       "      <th>ra_ztf</th>\n",
       "      <th>dec_ztf</th>\n",
       "      <th>ps1_gMeanPSFMag_ztf</th>\n",
       "      <th>ps1_rMeanPSFMag_ztf</th>\n",
       "      <th>ps1_iMeanPSFMag_ztf</th>\n",
       "      <th>nobs_g_ztf</th>\n",
       "      <th>nobs_r_ztf</th>\n",
       "      <th>nobs_i_ztf</th>\n",
       "      <th>mean_mag_g_ztf</th>\n",
       "      <th>mean_mag_r_ztf</th>\n",
       "      <th>mean_mag_i_ztf</th>\n",
       "      <th>Norder_ztf</th>\n",
       "      <th>Dir_ztf</th>\n",
       "      <th>Npix_ztf</th>\n",
       "      <th>_dist_arcsec</th>\n",
       "      <th>ztf_sources</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>npartitions=27</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4205587995778088960</th>\n",
       "      <td>int64[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>int64[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>int64[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>null[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>int64[pyarrow]</td>\n",
       "      <td>uint8[pyarrow]</td>\n",
       "      <td>uint64[pyarrow]</td>\n",
       "      <td>uint64[pyarrow]</td>\n",
       "      <td>int64[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>nested&lt;ra: [double], dec: [double], mjd: [doub...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4205728733266444288</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4254916485446631424</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18446744073709551615</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Dask NestedFrame Structure:\n",
       "                              ID_tic      version_tic         HIP_tic          TYC_tic         UCAC_tic      TWOMASS_tic        SDSS_tic      ALLWISE_tic         GAIA_tic        APASS_tic         KIC_tic      objType_tic      typeSrc_tic           ra_tic          dec_tic      POSflag_tic         pmRA_tic       e_pmRA_tic        pmDEC_tic      e_pmDEC_tic       PMflag_tic          plx_tic        e_plx_tic      PARflag_tic      gallong_tic       gallat_tic       eclong_tic        eclat_tic         Bmag_tic       e_Bmag_tic         Vmag_tic       e_Vmag_tic         umag_tic       e_umag_tic         gmag_tic       e_gmag_tic         rmag_tic       e_rmag_tic         imag_tic       e_imag_tic         zmag_tic       e_zmag_tic         Jmag_tic       e_Jmag_tic         Hmag_tic       e_Hmag_tic         Kmag_tic       e_Kmag_tic     TWOMflag_tic         prox_tic        w1mag_tic      e_w1mag_tic        w2mag_tic      e_w2mag_tic        w3mag_tic      e_w3mag_tic        w4mag_tic      e_w4mag_tic      GAIAmag_tic    e_GAIAmag_tic         Tmag_tic       e_Tmag_tic     TESSflag_tic       SPFlag_tic         Teff_tic       e_Teff_tic         logg_tic       e_logg_tic           MH_tic         e_MH_tic          rad_tic        e_rad_tic         mass_tic       e_mass_tic          rho_tic        e_rho_tic     lumclass_tic          lum_tic        e_lum_tic            d_tic          e_d_tic          ebv_tic        e_ebv_tic     numcont_tic    contratio_tic  disposition_tic duplicate_id_tic     priority_tic     eneg_EBV_tic     epos_EBV_tic      EBVflag_tic    eneg_Mass_tic    epos_Mass_tic     eneg_Rad_tic     epos_Rad_tic     eneg_rho_tic     epos_rho_tic    eneg_logg_tic    epos_logg_tic     eneg_lum_tic     epos_lum_tic    eneg_dist_tic    epos_dist_tic     distflag_tic    eneg_Teff_tic    epos_Teff_tic     TeffFlag_tic       gaiabp_tic     e_gaiabp_tic       gaiarp_tic     e_gaiarp_tic   gaiaqflag_tic starchareFlag_tic     VmagFlag_tic     BmagFlag_tic      splists_tic         e_RA_tic        e_Dec_tic      RA_orig_tic     Dec_orig_tic    e_RA_orig_tic   e_Dec_orig_tic    raddflag_tic      wdflag_tic       objID_tic      Norder_tic          Dir_tic         Npix_tic   ps1_objid_ztf           ra_ztf          dec_ztf ps1_gMeanPSFMag_ztf ps1_rMeanPSFMag_ztf ps1_iMeanPSFMag_ztf      nobs_g_ztf      nobs_r_ztf      nobs_i_ztf   mean_mag_g_ztf   mean_mag_r_ztf   mean_mag_i_ztf      Norder_ztf         Dir_ztf        Npix_ztf     _dist_arcsec                                                                                        ztf_sources\n",
       "npartitions=27                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \n",
       "4205587995778088960   int64[pyarrow]  string[pyarrow]  int32[pyarrow]  string[pyarrow]  string[pyarrow]  string[pyarrow]  int64[pyarrow]  string[pyarrow]  string[pyarrow]  string[pyarrow]  int32[pyarrow]  string[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  int32[pyarrow]  double[pyarrow]  string[pyarrow]   int64[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  int32[pyarrow]     null[pyarrow]  string[pyarrow]  string[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  int32[pyarrow]  int32[pyarrow]  int64[pyarrow]  uint8[pyarrow]  uint64[pyarrow]  uint64[pyarrow]  int64[pyarrow]  double[pyarrow]  double[pyarrow]     double[pyarrow]     double[pyarrow]     double[pyarrow]  int32[pyarrow]  int32[pyarrow]  int32[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  int32[pyarrow]  int32[pyarrow]  int32[pyarrow]  double[pyarrow]  nested<ra: [double], dec: [double], mjd: [double], mag: [float], magerr: [float], band: [string]>\n",
       "4205728733266444288              ...              ...             ...              ...              ...              ...             ...              ...              ...              ...             ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...               ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...             ...             ...             ...              ...              ...             ...              ...              ...                 ...                 ...                 ...             ...             ...             ...              ...              ...              ...             ...             ...             ...              ...                                                                                                ...\n",
       "...                              ...              ...             ...              ...              ...              ...             ...              ...              ...              ...             ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...               ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...             ...             ...             ...              ...              ...             ...              ...              ...                 ...                 ...                 ...             ...             ...             ...              ...              ...              ...             ...             ...             ...              ...                                                                                                ...\n",
       "4254916485446631424              ...              ...             ...              ...              ...              ...             ...              ...              ...              ...             ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...               ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...             ...             ...             ...              ...              ...             ...              ...              ...                 ...                 ...                 ...             ...             ...             ...              ...              ...              ...             ...             ...             ...              ...                                                                                                ...\n",
       "18446744073709551615             ...              ...             ...              ...              ...              ...             ...              ...              ...              ...             ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...               ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...             ...             ...             ...              ...              ...             ...              ...              ...                 ...                 ...                 ...             ...             ...             ...              ...              ...              ...             ...             ...             ...              ...                                                                                                ...\n",
       "Dask Name: nestedframe, 3 expressions\n",
       "Expr=MapPartitions(NestedFrame)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tic_x_ztf = tic_x_ztf.join_nested(\n",
    "    ztf_sources, left_on=\"ps1_objid_ztf\", right_on=\"ps1_objid\", nested_column_name=\"ztf_sources\")\n",
    "tic_x_ztf"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70eb4aaf",
   "metadata": {},
   "source": [
    "### Add nested TESS light curves\n",
    "\n",
    "The catalog we here name TESS is a subset of the entire TESS catalog, imported for the specified cone region."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "53bb6041",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div><strong>lsdb Catalog tess:</strong></div><div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TIME</th>\n",
       "      <th>TIMECORR</th>\n",
       "      <th>CADENCENO</th>\n",
       "      <th>SAP_FLUX</th>\n",
       "      <th>SAP_FLUX_ERR</th>\n",
       "      <th>SAP_BKG</th>\n",
       "      <th>SAP_BKG_ERR</th>\n",
       "      <th>PDCSAP_FLUX</th>\n",
       "      <th>PDCSAP_FLUX_ERR</th>\n",
       "      <th>QUALITY</th>\n",
       "      <th>PSF_CENTR1</th>\n",
       "      <th>PSF_CENTR1_ERR</th>\n",
       "      <th>PSF_CENTR2</th>\n",
       "      <th>PSF_CENTR2_ERR</th>\n",
       "      <th>MOM_CENTR1</th>\n",
       "      <th>MOM_CENTR1_ERR</th>\n",
       "      <th>MOM_CENTR2</th>\n",
       "      <th>MOM_CENTR2_ERR</th>\n",
       "      <th>POS_CORR1</th>\n",
       "      <th>POS_CORR2</th>\n",
       "      <th>TICID</th>\n",
       "      <th>RA_OBJ</th>\n",
       "      <th>DEC_OBJ</th>\n",
       "      <th>Norder</th>\n",
       "      <th>Dir</th>\n",
       "      <th>Npix</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>npartitions=1</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3458764513820540928</th>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>float[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>float[pyarrow]</td>\n",
       "      <td>float[pyarrow]</td>\n",
       "      <td>float[pyarrow]</td>\n",
       "      <td>float[pyarrow]</td>\n",
       "      <td>float[pyarrow]</td>\n",
       "      <td>float[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>float[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>float[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>float[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>float[pyarrow]</td>\n",
       "      <td>float[pyarrow]</td>\n",
       "      <td>float[pyarrow]</td>\n",
       "      <td>int64[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>uint8[pyarrow]</td>\n",
       "      <td>uint64[pyarrow]</td>\n",
       "      <td>uint64[pyarrow]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18446744073709551615</th>\n",
       "      <td>...</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Dask NestedFrame Structure:\n",
       "                                 TIME        TIMECORR       CADENCENO        SAP_FLUX    SAP_FLUX_ERR         SAP_BKG     SAP_BKG_ERR     PDCSAP_FLUX PDCSAP_FLUX_ERR         QUALITY       PSF_CENTR1  PSF_CENTR1_ERR       PSF_CENTR2  PSF_CENTR2_ERR       MOM_CENTR1  MOM_CENTR1_ERR       MOM_CENTR2  MOM_CENTR2_ERR       POS_CORR1       POS_CORR2           TICID           RA_OBJ          DEC_OBJ          Norder              Dir             Npix\n",
       "npartitions=1                                                                                                                                                                                                                                                                                                                                                                                                                                                \n",
       "3458764513820540928   double[pyarrow]  float[pyarrow]  int32[pyarrow]  float[pyarrow]  float[pyarrow]  float[pyarrow]  float[pyarrow]  float[pyarrow]  float[pyarrow]  int32[pyarrow]  double[pyarrow]  float[pyarrow]  double[pyarrow]  float[pyarrow]  double[pyarrow]  float[pyarrow]  double[pyarrow]  float[pyarrow]  float[pyarrow]  float[pyarrow]  int64[pyarrow]  double[pyarrow]  double[pyarrow]  uint8[pyarrow]  uint64[pyarrow]  uint64[pyarrow]\n",
       "18446744073709551615              ...             ...             ...             ...             ...             ...             ...             ...             ...             ...              ...             ...              ...             ...              ...             ...              ...             ...             ...             ...             ...              ...              ...             ...              ...              ...\n",
       "Dask Name: nestedframe, 3 expressions\n",
       "Expr=MapPartitions(NestedFrame)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tess = lsdb.read_hipscat(\"tess\")\n",
    "tess"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "af2f8a68",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 850x540 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tess.plot_pixels()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "da7292c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Q5XqiAQBgKjnOylkFUY4nGAAA2pHbzJxNEOV2YgEAoFM5zc5ZBFFOJxQAAHohlxm68UGUy4kEAIBey2GWbnQQ5XACAQCgn5o+Uzc2iJp+4gAAoCxNnq0bGURNPmEAAFCFps7YjQuipp4oAACoWhNn7UYFURNPEAAApKRpM3djgqhpJwYAAFLVpNm7EUHUpBMCAAB10JQZvPZB1JQTAQAAddOEWbzWQdSEEwAAAHVW95m81kEEAADQjYGiKIqqD6Jdda9QAABoouHh4aoPoW212xCJIQAASFMdZ/VaBVEd32AAAMhJ3Wb22gRR3d5YAADIVZ1m91oEUZ3eUAAAoD4zfC2CCAAAoB+SD6K6lCUAADBaHWb5pIOoDm8gAAAwsdRn+mSDKPU3DgAAaE3Ks32yQQQAANBvSQZRygUJAAC0L9UZP7kgSvWNAgAAupPirJ9UEKX4BgEAAL2T2syfVBABAACUKZkgSq0UAQCA/khp9k8iiFJ6QwAAgP5LpQGSCCIAAIAqVB5EqZQhAABQrhRaoNIgSuENAAAAqlN1E1S+IQIAAKhKZUFUdQkCAABpqLINKgkiMQQAAJysqkZwyxwAAJCt0oPIdggAABhPFa1gQwQAAGSr1CCyHQIAACZTdjPYEAEAANkqLYhshwAAgFaU2Q42RAAAQLZKCSLbIQAAoB1lNUTfg0gMAQAAnSijJdwyBwAAZEsQAQAA2eprELldDgAA6Ea/m8KGCAAAyFbfgsh2CAAA6IV+toUNEQAAkK2+BJHtEAAA0Ev9agwbIgAAIFs9DyLbIQAAoB/60Ro2RAAAQLYEEQAAkK2eBpHb5QAAgH7qdXPYEAEAANkSRAAAQLZ6FkRulwMAAMrQy/awIQIAALIliAAAgGwJIgAAIFs9CSK/PwQAAJSpVw1iQwQAAGRLEAEAANnqOojcLgcAAFShFy1iQwQAAGRLEAEAANkSRAAAQLa6CiK/PwQAAFSp2yaxIQIAALIliAAAgGwJIgAAIFsdB5HfHwIAAFLQTZvYEAEAANkSRAAAQLYEEQAAkC1BBAAAZEsQAQAA2eooiHzCHAAAkJJOG8WGCAAAyJYgAgAAsiWIAACAbAkiAAAgW4IIAADIliACAACyJYgAAIBsCSIAACBbgggAAMiWIAIAALIliAAAgGwJIgAAIFuCCAAAyJYgAgAAsiWIAACAbAkiAAAgW4IIAADIliACAACyJYgAAIBsCSIAACBbgggAAMiWIAIAALIliAAAgGwJIgAAIFuCCAAAyJYgAgAAsiWIAACAbHUURMPDw70+DgAAgI512ig2RAAAQLYEEQAAkC1BBAAAZEsQAQAA2RJEAABAtjoOIp80BwAApKCbNrEhAgAAsiWIAACAbAkiAAAgW10Fkd8jAgAAqtRtk9gQAQAA2RJEAABAtgQRAACQra6DyO8RAQAAVehFi9gQAQAA2RJEAABAtnoSRG6bAwAAytSrBrEhAgAAsiWIAACAbAkiAAAgWz0LIr9HBAAAlKGX7WFDBAAAZEsQAQAA2eppELltDgAA6KdeN4cNEQAAkC1BBAAAZKvnQeS2OQAAoB/60Ro2RAAAQLb6EkS2RAAAQC/1qzFsiAAAgGz1LYhsiQAAgF7oZ1vYEAEAANnqaxDZEgEAAN3od1PYEAEAANkSRAAAQLb6HkRumwMAADpRRkuUsiESRQAAQDvKagi3zAEAANkqLYhsiQAAgFaU2Q42RAAAQLZKDSJbIgAAYDJlN4MNEQAAkK3Sg8iWCAAAGE8VrWBDBAAAZKuSILIlAgAATlZVI1S2IRJFAABARLVt4JY5AAAgW5UGkS0RAADkreomqHxDVPUbAAAAVCOFFqg8iAAAAKqSRBClUIYAAEB5UmmAJIIoIp03BAAA6K+UZv9kgggAAKBsSQVRSqUIAAD0Xmozf1JBFJHeGwQAAPRGirN+ckEUkeYbBQAAdC7VGT/JIAIAAChDskGUakECAADtSXm2TzaIItJ+4wAAgKmlPtMnHUQR6b+BAADA+OowyycfRAAAAP1SiyCqQ1kCAACvqssMX4sgiqjPGwoAALmr0+xemyCKqNcbCwAAOarbzF6rIIqo3xsMAAC5qOOsPlAURVH1QXRq48aNVR8CAABkr44hdELtNkQAAAC9UusgqnOJAgBAE9R9Jq91EEXU/wQAAEBdNWEWr30QRTTjRAAAQJ00ZQZvRBBFNOeEAABA6po0ezcmiCKadWIAACBFTZu5GxVEEc07QQAAkIomztqNC6KIZp4oAACoUlNn7EYGUURzTxgAAJStybN1Y4MootknDgAAytD0mbrRQRTR/BMIAAD9ksMs3fggisjjRAIAQC/lMkNnEUQR+ZxQAADoVk6zczZBFJHXiQUAgE7kNjNnFUQR+Z1gAABoVY6zcnZBFJHniQYAgMnkOiNnGUQR+Z5wAAB4rZxn42yDKCLvEw8AABFm4oGiKIqqDyIFGzdurPoQAACgNLmH0AlZb4hO5oIAACAXZt9XCSIAACBbgugkShkAgKYz844miF7DBQIAQFOZdccSRONwoQAA0DRm3PEJogm4YAAAaAqz7cR87HYLfCQ3AAB1JISmZkPUAhcSAAB1Y4ZtjSBqkQsKAIC6MLu2ThC1wYUFAEDqzKzt8TtEHfJ7RQAApEQIdcaGqEMuOAAAUmE27Zwg6oILDwCAqplJu+OWuR5xCx0AAGUSQr1hQ9QjLkgAAMpi9uwdQdRDLkwAAPrNzNlbbpnrE7fQAQDQS0KoP2yI+sQFCwBAr5gt+8eGqAS2RQAAdEII9Z8NUQlcyAAAtMsMWQ4bopLZFgEAMBkhVC4bopK5wAEAmIhZsXw2RBWyLQIAIEIIVcmGqEIufAAAzITVsiFKhG0RAEBehFAabIgS4QcCACAfZr902BAlyLYIAKCZhFB6bIgS5AcFAKB5zHhpsiFKnG0RAEC9CaG0CaKaEEYAAPUihOrBLXM14QcKAKA+zG71YUNUQ7ZFAABpEkL1I4hqTBgBAKRBCNWXIGoAYQQAUD4R1AyCqEGEEQBAOcRQcwiiBhJGAAD9IYSaRxA1mDACAOgNIdRcgigDwggAoDNCqPkEUUaEEQBAa4RQPgRRhoQRAMD4hFB+plV9AJTPDzoAwFhmpDzZEGXOtggAyJ0QypsgIiKEEQCQHyFEhCDiNYQRANB0QoiTCSLGJYwAgKYRQoxHEDEpYQQA1J0QYjKCiJaJIwCgLkQQrRJEtE0YAQCpEkK0SxDRMWEEAKRCCNEpQUTXhBEAUBUhRLcEET0jjACAsgghekUQ0XPCCADoFyFErwki+kocAQDdEkH0kyCiFMIIAGiXEKIMgohSCSMAYCpCiDIJIiojjgCAE0QQVRFEVE4YAUC+hBBVE0QkRRwBQPOJIFIiiEiSMAKA5hFCpEgQkTxxBAD1JYJInSCiNoQRANSHEKIuBBG1JI4AID0iiDoSRNSeOAKA6ogg6k4Q0RjCCADKI4RoCkFEYwkkAOgdAURTCSKyII4AoH0iiBwIIrIjjgBgYiKI3AgisiaOAEAEkTdBBP8njgDIiQiCV0yr+gAAAACqYkME47AtAqCJbIVgLEEEUxBHANSZCILJCSJogzgCoA5EELROEEEXBBIAKRBA0DlBBD0ijgAokwiC3hBE0AfiCIB+EEHQe4IISiCQAOiEAIL+E0RQMnEEwGREEJRLEEHFBBJA3gQQVEsQQWIEEkCzCSBIiyCCxAkkgHoTQJA2QQQ1I5AA0iaAoF4EEdScQAKolgCCehNE0DACCaC/BBA0iyCCDIgkgM6IH2g+QQSZEkkAo4kfyJMgAiJCIAH5EUBAhCACJiGSgKYQP8BEBBHQFpEEpE78AO0QREDXRBJQFfEDdEsQAX0jlIBeET5AvwgioFQiCZiK+AHKJIiAJAglyI/wAVIgiICkCSWoP+EDpEwQAbUlliAdogeoK0EENJJYgt4TPUATCSIgW6IJXiV2gFwJIoAJCCaaRPAAjE8QAXRBNJECsQPQOUEEUBLxRDtEDkA5BBFAwkRUM4gbgHQJIoAGE1S9IWgAmksQAQAA2ZpW9QEAAABURRABAADZEkQAAEC2BBEAAJAtQQQAAGRLEAEAANkSRAAAQLYEEQAAkC1BBAAAZEsQAQAA2RJEAABAtgQRAACQrf8BsJHuVdGjefEAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 850x540 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tic_x_ztf.plot_pixels()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "5b1fb196",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/astro/users/smcampos/.conda/envs/busy-week/lib/python3.11/site-packages/lsdb/dask/join_catalog_data.py:291: RuntimeWarning: Right catalog does not have a margin cache. Results may be incomplete and/or inaccurate.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div><strong>lsdb Catalog tic_x_ztf_dr14:</strong></div><div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID_tic</th>\n",
       "      <th>version_tic</th>\n",
       "      <th>HIP_tic</th>\n",
       "      <th>TYC_tic</th>\n",
       "      <th>UCAC_tic</th>\n",
       "      <th>TWOMASS_tic</th>\n",
       "      <th>SDSS_tic</th>\n",
       "      <th>ALLWISE_tic</th>\n",
       "      <th>GAIA_tic</th>\n",
       "      <th>APASS_tic</th>\n",
       "      <th>KIC_tic</th>\n",
       "      <th>objType_tic</th>\n",
       "      <th>typeSrc_tic</th>\n",
       "      <th>ra_tic</th>\n",
       "      <th>dec_tic</th>\n",
       "      <th>POSflag_tic</th>\n",
       "      <th>pmRA_tic</th>\n",
       "      <th>e_pmRA_tic</th>\n",
       "      <th>pmDEC_tic</th>\n",
       "      <th>e_pmDEC_tic</th>\n",
       "      <th>PMflag_tic</th>\n",
       "      <th>plx_tic</th>\n",
       "      <th>e_plx_tic</th>\n",
       "      <th>PARflag_tic</th>\n",
       "      <th>gallong_tic</th>\n",
       "      <th>gallat_tic</th>\n",
       "      <th>eclong_tic</th>\n",
       "      <th>eclat_tic</th>\n",
       "      <th>Bmag_tic</th>\n",
       "      <th>e_Bmag_tic</th>\n",
       "      <th>Vmag_tic</th>\n",
       "      <th>e_Vmag_tic</th>\n",
       "      <th>umag_tic</th>\n",
       "      <th>e_umag_tic</th>\n",
       "      <th>gmag_tic</th>\n",
       "      <th>e_gmag_tic</th>\n",
       "      <th>rmag_tic</th>\n",
       "      <th>e_rmag_tic</th>\n",
       "      <th>imag_tic</th>\n",
       "      <th>e_imag_tic</th>\n",
       "      <th>zmag_tic</th>\n",
       "      <th>e_zmag_tic</th>\n",
       "      <th>Jmag_tic</th>\n",
       "      <th>e_Jmag_tic</th>\n",
       "      <th>Hmag_tic</th>\n",
       "      <th>e_Hmag_tic</th>\n",
       "      <th>Kmag_tic</th>\n",
       "      <th>e_Kmag_tic</th>\n",
       "      <th>TWOMflag_tic</th>\n",
       "      <th>prox_tic</th>\n",
       "      <th>w1mag_tic</th>\n",
       "      <th>e_w1mag_tic</th>\n",
       "      <th>w2mag_tic</th>\n",
       "      <th>e_w2mag_tic</th>\n",
       "      <th>w3mag_tic</th>\n",
       "      <th>e_w3mag_tic</th>\n",
       "      <th>w4mag_tic</th>\n",
       "      <th>e_w4mag_tic</th>\n",
       "      <th>GAIAmag_tic</th>\n",
       "      <th>e_GAIAmag_tic</th>\n",
       "      <th>Tmag_tic</th>\n",
       "      <th>e_Tmag_tic</th>\n",
       "      <th>TESSflag_tic</th>\n",
       "      <th>SPFlag_tic</th>\n",
       "      <th>Teff_tic</th>\n",
       "      <th>e_Teff_tic</th>\n",
       "      <th>logg_tic</th>\n",
       "      <th>e_logg_tic</th>\n",
       "      <th>MH_tic</th>\n",
       "      <th>e_MH_tic</th>\n",
       "      <th>rad_tic</th>\n",
       "      <th>e_rad_tic</th>\n",
       "      <th>mass_tic</th>\n",
       "      <th>e_mass_tic</th>\n",
       "      <th>rho_tic</th>\n",
       "      <th>e_rho_tic</th>\n",
       "      <th>lumclass_tic</th>\n",
       "      <th>lum_tic</th>\n",
       "      <th>e_lum_tic</th>\n",
       "      <th>d_tic</th>\n",
       "      <th>e_d_tic</th>\n",
       "      <th>ebv_tic</th>\n",
       "      <th>e_ebv_tic</th>\n",
       "      <th>numcont_tic</th>\n",
       "      <th>contratio_tic</th>\n",
       "      <th>disposition_tic</th>\n",
       "      <th>duplicate_id_tic</th>\n",
       "      <th>priority_tic</th>\n",
       "      <th>eneg_EBV_tic</th>\n",
       "      <th>epos_EBV_tic</th>\n",
       "      <th>EBVflag_tic</th>\n",
       "      <th>eneg_Mass_tic</th>\n",
       "      <th>epos_Mass_tic</th>\n",
       "      <th>eneg_Rad_tic</th>\n",
       "      <th>epos_Rad_tic</th>\n",
       "      <th>eneg_rho_tic</th>\n",
       "      <th>epos_rho_tic</th>\n",
       "      <th>eneg_logg_tic</th>\n",
       "      <th>epos_logg_tic</th>\n",
       "      <th>eneg_lum_tic</th>\n",
       "      <th>epos_lum_tic</th>\n",
       "      <th>eneg_dist_tic</th>\n",
       "      <th>epos_dist_tic</th>\n",
       "      <th>distflag_tic</th>\n",
       "      <th>eneg_Teff_tic</th>\n",
       "      <th>epos_Teff_tic</th>\n",
       "      <th>TeffFlag_tic</th>\n",
       "      <th>gaiabp_tic</th>\n",
       "      <th>e_gaiabp_tic</th>\n",
       "      <th>gaiarp_tic</th>\n",
       "      <th>e_gaiarp_tic</th>\n",
       "      <th>gaiaqflag_tic</th>\n",
       "      <th>starchareFlag_tic</th>\n",
       "      <th>VmagFlag_tic</th>\n",
       "      <th>BmagFlag_tic</th>\n",
       "      <th>splists_tic</th>\n",
       "      <th>e_RA_tic</th>\n",
       "      <th>e_Dec_tic</th>\n",
       "      <th>RA_orig_tic</th>\n",
       "      <th>Dec_orig_tic</th>\n",
       "      <th>e_RA_orig_tic</th>\n",
       "      <th>e_Dec_orig_tic</th>\n",
       "      <th>raddflag_tic</th>\n",
       "      <th>wdflag_tic</th>\n",
       "      <th>objID_tic</th>\n",
       "      <th>Norder_tic</th>\n",
       "      <th>Dir_tic</th>\n",
       "      <th>Npix_tic</th>\n",
       "      <th>ps1_objid_ztf</th>\n",
       "      <th>ra_ztf</th>\n",
       "      <th>dec_ztf</th>\n",
       "      <th>ps1_gMeanPSFMag_ztf</th>\n",
       "      <th>ps1_rMeanPSFMag_ztf</th>\n",
       "      <th>ps1_iMeanPSFMag_ztf</th>\n",
       "      <th>nobs_g_ztf</th>\n",
       "      <th>nobs_r_ztf</th>\n",
       "      <th>nobs_i_ztf</th>\n",
       "      <th>mean_mag_g_ztf</th>\n",
       "      <th>mean_mag_r_ztf</th>\n",
       "      <th>mean_mag_i_ztf</th>\n",
       "      <th>Norder_ztf</th>\n",
       "      <th>Dir_ztf</th>\n",
       "      <th>Npix_ztf</th>\n",
       "      <th>_dist_arcsec</th>\n",
       "      <th>ztf_sources</th>\n",
       "      <th>tess_sources</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>npartitions=17</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4252031366935347200</th>\n",
       "      <td>int64[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>int64[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>int64[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>null[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>string[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>int64[pyarrow]</td>\n",
       "      <td>uint8[pyarrow]</td>\n",
       "      <td>uint64[pyarrow]</td>\n",
       "      <td>uint64[pyarrow]</td>\n",
       "      <td>int64[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>int32[pyarrow]</td>\n",
       "      <td>double[pyarrow]</td>\n",
       "      <td>nested&lt;ra: [double], dec: [double], mjd: [doub...</td>\n",
       "      <td>nested&lt;TIME: [double], TIMECORR: [float], CADE...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4252101735679524864</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4254775747958276096</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18446744073709551615</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Dask NestedFrame Structure:\n",
       "                              ID_tic      version_tic         HIP_tic          TYC_tic         UCAC_tic      TWOMASS_tic        SDSS_tic      ALLWISE_tic         GAIA_tic        APASS_tic         KIC_tic      objType_tic      typeSrc_tic           ra_tic          dec_tic      POSflag_tic         pmRA_tic       e_pmRA_tic        pmDEC_tic      e_pmDEC_tic       PMflag_tic          plx_tic        e_plx_tic      PARflag_tic      gallong_tic       gallat_tic       eclong_tic        eclat_tic         Bmag_tic       e_Bmag_tic         Vmag_tic       e_Vmag_tic         umag_tic       e_umag_tic         gmag_tic       e_gmag_tic         rmag_tic       e_rmag_tic         imag_tic       e_imag_tic         zmag_tic       e_zmag_tic         Jmag_tic       e_Jmag_tic         Hmag_tic       e_Hmag_tic         Kmag_tic       e_Kmag_tic     TWOMflag_tic         prox_tic        w1mag_tic      e_w1mag_tic        w2mag_tic      e_w2mag_tic        w3mag_tic      e_w3mag_tic        w4mag_tic      e_w4mag_tic      GAIAmag_tic    e_GAIAmag_tic         Tmag_tic       e_Tmag_tic     TESSflag_tic       SPFlag_tic         Teff_tic       e_Teff_tic         logg_tic       e_logg_tic           MH_tic         e_MH_tic          rad_tic        e_rad_tic         mass_tic       e_mass_tic          rho_tic        e_rho_tic     lumclass_tic          lum_tic        e_lum_tic            d_tic          e_d_tic          ebv_tic        e_ebv_tic     numcont_tic    contratio_tic  disposition_tic duplicate_id_tic     priority_tic     eneg_EBV_tic     epos_EBV_tic      EBVflag_tic    eneg_Mass_tic    epos_Mass_tic     eneg_Rad_tic     epos_Rad_tic     eneg_rho_tic     epos_rho_tic    eneg_logg_tic    epos_logg_tic     eneg_lum_tic     epos_lum_tic    eneg_dist_tic    epos_dist_tic     distflag_tic    eneg_Teff_tic    epos_Teff_tic     TeffFlag_tic       gaiabp_tic     e_gaiabp_tic       gaiarp_tic     e_gaiarp_tic   gaiaqflag_tic starchareFlag_tic     VmagFlag_tic     BmagFlag_tic      splists_tic         e_RA_tic        e_Dec_tic      RA_orig_tic     Dec_orig_tic    e_RA_orig_tic   e_Dec_orig_tic    raddflag_tic      wdflag_tic       objID_tic      Norder_tic          Dir_tic         Npix_tic   ps1_objid_ztf           ra_ztf          dec_ztf ps1_gMeanPSFMag_ztf ps1_rMeanPSFMag_ztf ps1_iMeanPSFMag_ztf      nobs_g_ztf      nobs_r_ztf      nobs_i_ztf   mean_mag_g_ztf   mean_mag_r_ztf   mean_mag_i_ztf      Norder_ztf         Dir_ztf        Npix_ztf     _dist_arcsec                                                                                        ztf_sources                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                tess_sources\n",
       "npartitions=17                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              \n",
       "4252031366935347200   int64[pyarrow]  string[pyarrow]  int32[pyarrow]  string[pyarrow]  string[pyarrow]  string[pyarrow]  int64[pyarrow]  string[pyarrow]  string[pyarrow]  string[pyarrow]  int32[pyarrow]  string[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  int32[pyarrow]  double[pyarrow]  string[pyarrow]   int64[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  int32[pyarrow]     null[pyarrow]  string[pyarrow]  string[pyarrow]  string[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  int32[pyarrow]  int32[pyarrow]  int64[pyarrow]  uint8[pyarrow]  uint64[pyarrow]  uint64[pyarrow]  int64[pyarrow]  double[pyarrow]  double[pyarrow]     double[pyarrow]     double[pyarrow]     double[pyarrow]  int32[pyarrow]  int32[pyarrow]  int32[pyarrow]  double[pyarrow]  double[pyarrow]  double[pyarrow]  int32[pyarrow]  int32[pyarrow]  int32[pyarrow]  double[pyarrow]  nested<ra: [double], dec: [double], mjd: [double], mag: [float], magerr: [float], band: [string]>  nested<TIME: [double], TIMECORR: [float], CADENCENO: [int32], SAP_FLUX: [float], SAP_FLUX_ERR: [float], SAP_BKG: [float], SAP_BKG_ERR: [float], PDCSAP_FLUX: [float], PDCSAP_FLUX_ERR: [float], QUALITY: [int32], PSF_CENTR1: [double], PSF_CENTR1_ERR: [float], PSF_CENTR2: [double], PSF_CENTR2_ERR: [float], MOM_CENTR1: [double], MOM_CENTR1_ERR: [float], MOM_CENTR2: [double], MOM_CENTR2_ERR: [float], POS_CORR1: [float], POS_CORR2: [float], RA_OBJ: [double], DEC_OBJ: [double], Norder: [uint8], Dir: [uint64], Npix: [uint64]>\n",
       "4252101735679524864              ...              ...             ...              ...              ...              ...             ...              ...              ...              ...             ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...               ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...             ...             ...             ...              ...              ...             ...              ...              ...                 ...                 ...                 ...             ...             ...             ...              ...              ...              ...             ...             ...             ...              ...                                                                                                ...                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         ...\n",
       "...                              ...              ...             ...              ...              ...              ...             ...              ...              ...              ...             ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...               ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...             ...             ...             ...              ...              ...             ...              ...              ...                 ...                 ...                 ...             ...             ...             ...              ...              ...              ...             ...             ...             ...              ...                                                                                                ...                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         ...\n",
       "4254775747958276096              ...              ...             ...              ...              ...              ...             ...              ...              ...              ...             ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...               ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...             ...             ...             ...              ...              ...             ...              ...              ...                 ...                 ...                 ...             ...             ...             ...              ...              ...              ...             ...             ...             ...              ...                                                                                                ...                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         ...\n",
       "18446744073709551615             ...              ...             ...              ...              ...              ...             ...              ...              ...              ...             ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...               ...              ...              ...              ...              ...              ...              ...              ...              ...              ...             ...             ...             ...             ...              ...              ...             ...              ...              ...                 ...                 ...                 ...             ...             ...             ...              ...              ...              ...             ...             ...             ...              ...                                                                                                ...                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         ...\n",
       "Dask Name: nestedframe, 3 expressions\n",
       "Expr=MapPartitions(NestedFrame)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tic_ztf_tess_nested = tic_x_ztf.join_nested(\n",
    "    tess, left_on=\"ID_tic\", right_on=\"TICID\", nested_column_name=\"tess_sources\")\n",
    "tic_ztf_tess_nested"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39cc2f4e",
   "metadata": {},
   "source": [
    "### Plotting some light curves!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "8852f591",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "mean_sap_flux = tess._ddf.groupby(\"TICID\").apply(\n",
    "    lambda x: np.mean(x[\"SAP_FLUX\"]), meta=(\"SAP_FLUX\", np.float64)).compute()\n",
    "\n",
    "mean_pdcsap_flux = tess._ddf.groupby(\"TICID\").apply(\n",
    "    lambda x: np.mean(x[\"PDCSAP_FLUX\"]), meta=(\"PDCSAP_FLUX\", np.float64)).compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "aebd47dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(mean_sap_flux.values, mean_pdcsap_flux.values, \"wo\", mec=\"k\")\n",
    "ax.set_xscale('log')\n",
    "ax.set_yscale('log')\n",
    "\n",
    "xlim = ax.get_xlim()\n",
    "ax.plot(xlim, xlim, \"k\", zorder=1)\n",
    "ax.set_xlabel('Mean SAP_FLUX (e$^{-}$ s$^{-1}$)')\n",
    "ax.set_ylabel('Mean PDCSAP_FLUX (e$^{-}$ s$^{-1}$)')\n",
    "ax.set_title('Correlation between TESS Flux measurements')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a958793c",
   "metadata": {},
   "source": [
    "Let's grab the first object of our catalog and plot its ZTF and TESS light curves:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "83a80895",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID_tic</th>\n",
       "      <th>version_tic</th>\n",
       "      <th>HIP_tic</th>\n",
       "      <th>TYC_tic</th>\n",
       "      <th>UCAC_tic</th>\n",
       "      <th>TWOMASS_tic</th>\n",
       "      <th>SDSS_tic</th>\n",
       "      <th>ALLWISE_tic</th>\n",
       "      <th>GAIA_tic</th>\n",
       "      <th>APASS_tic</th>\n",
       "      <th>...</th>\n",
       "      <th>nobs_i_ztf</th>\n",
       "      <th>mean_mag_g_ztf</th>\n",
       "      <th>mean_mag_r_ztf</th>\n",
       "      <th>mean_mag_i_ztf</th>\n",
       "      <th>Norder_ztf</th>\n",
       "      <th>Dir_ztf</th>\n",
       "      <th>Npix_ztf</th>\n",
       "      <th>_dist_arcsec</th>\n",
       "      <th>ztf_sources</th>\n",
       "      <th>tess_sources</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>_hipscat_index</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4252083925347729408</th>\n",
       "      <td>159650494</td>\n",
       "      <td>20190415</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>668-075714</td>\n",
       "      <td>19243655+4334260</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>J192436.56+433426.1</td>\n",
       "      <td>2126041934308534912</td>\n",
       "      <td>52435159</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>13.755701</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>944</td>\n",
       "      <td>0.072676</td>\n",
       "      <td>ra        dec          mjd       ...</td>\n",
       "      <td>TIME  TIMECORR  CADENCENO      S...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 146 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        ID_tic version_tic  HIP_tic TYC_tic    UCAC_tic  \\\n",
       "_hipscat_index                                                            \n",
       "4252083925347729408  159650494    20190415     <NA>    <NA>  668-075714   \n",
       "\n",
       "                          TWOMASS_tic  SDSS_tic          ALLWISE_tic  \\\n",
       "_hipscat_index                                                         \n",
       "4252083925347729408  19243655+4334260      <NA>  J192436.56+433426.1   \n",
       "\n",
       "                                GAIA_tic APASS_tic  ...  nobs_i_ztf  \\\n",
       "_hipscat_index                                      ...               \n",
       "4252083925347729408  2126041934308534912  52435159  ...           0   \n",
       "\n",
       "                    mean_mag_g_ztf mean_mag_r_ztf  mean_mag_i_ztf  Norder_ztf  \\\n",
       "_hipscat_index                                                                  \n",
       "4252083925347729408      13.755701           <NA>            <NA>           4   \n",
       "\n",
       "                    Dir_ztf  Npix_ztf  _dist_arcsec  \\\n",
       "_hipscat_index                                        \n",
       "4252083925347729408       0       944      0.072676   \n",
       "\n",
       "                                                           ztf_sources  \\\n",
       "_hipscat_index                                                           \n",
       "4252083925347729408               ra        dec          mjd       ...   \n",
       "\n",
       "                                                          tess_sources  \n",
       "_hipscat_index                                                          \n",
       "4252083925347729408                TIME  TIMECORR  CADENCENO      S...  \n",
       "\n",
       "[1 rows x 146 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obj = tic_ztf_tess_nested.head(n=1)\n",
    "obj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "62ea5fd5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ra</th>\n",
       "      <th>dec</th>\n",
       "      <th>mjd</th>\n",
       "      <th>mag</th>\n",
       "      <th>magerr</th>\n",
       "      <th>band</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>291.152323</td>\n",
       "      <td>43.573921</td>\n",
       "      <td>59792.28775</td>\n",
       "      <td>13.751266</td>\n",
       "      <td>0.011080</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>291.152323</td>\n",
       "      <td>43.573921</td>\n",
       "      <td>59790.30547</td>\n",
       "      <td>13.664410</td>\n",
       "      <td>0.021021</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>291.152323</td>\n",
       "      <td>43.573921</td>\n",
       "      <td>59789.36549</td>\n",
       "      <td>13.703003</td>\n",
       "      <td>0.011074</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>291.152323</td>\n",
       "      <td>43.573921</td>\n",
       "      <td>59793.26939</td>\n",
       "      <td>13.591690</td>\n",
       "      <td>0.021231</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>291.152323</td>\n",
       "      <td>43.573921</td>\n",
       "      <td>59731.34885</td>\n",
       "      <td>13.478441</td>\n",
       "      <td>0.021563</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>937</th>\n",
       "      <td>291.152323</td>\n",
       "      <td>43.573921</td>\n",
       "      <td>59084.32782</td>\n",
       "      <td>13.791108</td>\n",
       "      <td>0.020660</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>938</th>\n",
       "      <td>291.152323</td>\n",
       "      <td>43.573921</td>\n",
       "      <td>59086.30550</td>\n",
       "      <td>13.834274</td>\n",
       "      <td>0.011093</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>939</th>\n",
       "      <td>291.152323</td>\n",
       "      <td>43.573921</td>\n",
       "      <td>58968.47656</td>\n",
       "      <td>13.702582</td>\n",
       "      <td>0.011074</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>940</th>\n",
       "      <td>291.152323</td>\n",
       "      <td>43.573921</td>\n",
       "      <td>58641.42712</td>\n",
       "      <td>13.809849</td>\n",
       "      <td>0.011089</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>941</th>\n",
       "      <td>291.152323</td>\n",
       "      <td>43.573921</td>\n",
       "      <td>58650.46922</td>\n",
       "      <td>13.993393</td>\n",
       "      <td>0.011122</td>\n",
       "      <td>g</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>942 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             ra        dec          mjd        mag    magerr band\n",
       "0    291.152323  43.573921  59792.28775  13.751266  0.011080    g\n",
       "1    291.152323  43.573921  59790.30547  13.664410  0.021021    g\n",
       "2    291.152323  43.573921  59789.36549  13.703003  0.011074    g\n",
       "3    291.152323  43.573921  59793.26939  13.591690  0.021231    g\n",
       "4    291.152323  43.573921  59731.34885  13.478441  0.021563    g\n",
       "..          ...        ...          ...        ...       ...  ...\n",
       "937  291.152323  43.573921  59084.32782  13.791108  0.020660    g\n",
       "938  291.152323  43.573921  59086.30550  13.834274  0.011093    g\n",
       "939  291.152323  43.573921  58968.47656  13.702582  0.011074    g\n",
       "940  291.152323  43.573921  58641.42712  13.809849  0.011089    g\n",
       "941  291.152323  43.573921  58650.46922  13.993393  0.011122    g\n",
       "\n",
       "[942 rows x 6 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lc_ztf = obj[\"ztf_sources\"].iloc[0]\n",
    "lc_ztf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e000b390",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>TIME</th>\n",
       "      <th>TIMECORR</th>\n",
       "      <th>CADENCENO</th>\n",
       "      <th>SAP_FLUX</th>\n",
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       "      <th>POS_CORR2</th>\n",
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       "      <td>NaN</td>\n",
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       "      <th>3</th>\n",
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       "      <td>328246</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <th>4</th>\n",
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       "      <td>0.002477</td>\n",
       "      <td>328247</td>\n",
       "      <td>41669.906250</td>\n",
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       "      <td>27.806200</td>\n",
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       "      <td>-0.024480</td>\n",
       "      <td>291.152323</td>\n",
       "      <td>43.573905</td>\n",
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       "    <tr>\n",
       "      <th>38090</th>\n",
       "      <td>1737.407182</td>\n",
       "      <td>0.001897</td>\n",
       "      <td>367164</td>\n",
       "      <td>40627.015625</td>\n",
       "      <td>28.547462</td>\n",
       "      <td>2612.730957</td>\n",
       "      <td>15.227983</td>\n",
       "      <td>43561.226562</td>\n",
       "      <td>30.155325</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
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       "      <td>1055.843449</td>\n",
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       "      <td>-0.072093</td>\n",
       "      <td>-0.015222</td>\n",
       "      <td>291.152323</td>\n",
       "      <td>43.573905</td>\n",
       "      <td>0</td>\n",
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       "      <th>38091</th>\n",
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       "      <td>3</td>\n",
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       "      <td>1737.409960</td>\n",
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       "      <td>367166</td>\n",
       "      <td>40558.445312</td>\n",
       "      <td>28.525774</td>\n",
       "      <td>2632.015381</td>\n",
       "      <td>15.211347</td>\n",
       "      <td>43606.429688</td>\n",
       "      <td>30.132414</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000679</td>\n",
       "      <td>1055.841861</td>\n",
       "      <td>0.000650</td>\n",
       "      <td>-0.074784</td>\n",
       "      <td>-0.015604</td>\n",
       "      <td>291.152323</td>\n",
       "      <td>43.573905</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>38093</th>\n",
       "      <td>1737.411349</td>\n",
       "      <td>0.001897</td>\n",
       "      <td>367167</td>\n",
       "      <td>40601.316406</td>\n",
       "      <td>28.518461</td>\n",
       "      <td>2603.924072</td>\n",
       "      <td>15.198075</td>\n",
       "      <td>43506.738281</td>\n",
       "      <td>30.124689</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000678</td>\n",
       "      <td>1055.839701</td>\n",
       "      <td>0.000649</td>\n",
       "      <td>-0.071006</td>\n",
       "      <td>-0.019701</td>\n",
       "      <td>291.152323</td>\n",
       "      <td>43.573905</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>38094 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              TIME  TIMECORR  CADENCENO      SAP_FLUX  SAP_FLUX_ERR  \\\n",
       "0      1683.350841  0.002477     328243           NaN           NaN   \n",
       "1      1683.352230  0.002477     328244           NaN           NaN   \n",
       "2      1683.353619  0.002477     328245           NaN           NaN   \n",
       "3      1683.355008  0.002477     328246           NaN           NaN   \n",
       "4      1683.356397  0.002477     328247  41669.906250     26.061264   \n",
       "...            ...       ...        ...           ...           ...   \n",
       "38089  1737.405793  0.001897     367163  40584.886719     28.507828   \n",
       "38090  1737.407182  0.001897     367164  40627.015625     28.547462   \n",
       "38091  1737.408571  0.001897     367165  40597.195312     28.517141   \n",
       "38092  1737.409960  0.001897     367166  40558.445312     28.525774   \n",
       "38093  1737.411349  0.001897     367167  40601.316406     28.518461   \n",
       "\n",
       "           SAP_BKG  SAP_BKG_ERR   PDCSAP_FLUX  PDCSAP_FLUX_ERR  QUALITY  ...  \\\n",
       "0              NaN          NaN           NaN              NaN      168  ...   \n",
       "1              NaN          NaN           NaN              NaN       32  ...   \n",
       "2              NaN          NaN           NaN              NaN       32  ...   \n",
       "3              NaN          NaN           NaN              NaN       32  ...   \n",
       "4      2767.906982    10.347807  45116.964844        27.806200        0  ...   \n",
       "...            ...          ...           ...              ...      ...  ...   \n",
       "38089  2638.429932    15.171285  43655.886719        30.113459        0  ...   \n",
       "38090  2612.730957    15.227983  43561.226562        30.155325        0  ...   \n",
       "38091  2623.843506    15.194427  43617.417969        30.123295        0  ...   \n",
       "38092  2632.015381    15.211347  43606.429688        30.132414        0  ...   \n",
       "38093  2603.924072    15.198075  43506.738281        30.124689        0  ...   \n",
       "\n",
       "       MOM_CENTR1_ERR   MOM_CENTR2  MOM_CENTR2_ERR  POS_CORR1  POS_CORR2  \\\n",
       "0                 NaN          NaN             NaN        NaN        NaN   \n",
       "1                 NaN          NaN             NaN        NaN        NaN   \n",
       "2                 NaN          NaN             NaN        NaN        NaN   \n",
       "3                 NaN          NaN             NaN        NaN        NaN   \n",
       "4            0.000470   611.616922        0.000559  -0.020621  -0.045726   \n",
       "...               ...          ...             ...        ...        ...   \n",
       "38089        0.000680  1055.835604        0.000649  -0.074696  -0.024480   \n",
       "38090        0.000678  1055.843449        0.000649  -0.072093  -0.015222   \n",
       "38091        0.000678  1055.838051        0.000649  -0.072178  -0.021278   \n",
       "38092        0.000679  1055.841861        0.000650  -0.074784  -0.015604   \n",
       "38093        0.000678  1055.839701        0.000649  -0.071006  -0.019701   \n",
       "\n",
       "           RA_OBJ    DEC_OBJ  Norder  Dir  Npix  \n",
       "0      291.152322  43.573905       0    0     3  \n",
       "1      291.152322  43.573905       0    0     3  \n",
       "2      291.152322  43.573905       0    0     3  \n",
       "3      291.152322  43.573905       0    0     3  \n",
       "4      291.152322  43.573905       0    0     3  \n",
       "...           ...        ...     ...  ...   ...  \n",
       "38089  291.152323  43.573905       0    0     3  \n",
       "38090  291.152323  43.573905       0    0     3  \n",
       "38091  291.152323  43.573905       0    0     3  \n",
       "38092  291.152323  43.573905       0    0     3  \n",
       "38093  291.152323  43.573905       0    0     3  \n",
       "\n",
       "[38094 rows x 25 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lc_tess = obj[\"tess_sources\"].iloc[0]\n",
    "lc_tess"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e8dc203f",
   "metadata": {},
   "outputs": [],
   "source": [
    "ztf_mjd = lc_ztf[\"mjd\"]\n",
    "ztf_mags = lc_ztf[\"mag\"]\n",
    "tess_time = lc_tess[\"TIME\"]\n",
    "tess_flux = lc_tess[\"SAP_FLUX\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "89b164b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "91a957f214204d798b9ae83a38d45b53",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Figure\n",
       "                </div>\n",
       "                <img 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' width=640.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib widget\n",
    "\n",
    "tess_mjd = tess_time + 56999.5\n",
    "tess_mag = -2.5 * np.log10(tess_flux) + 25.4\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "ax.plot(ztf_mjd.values, ztf_mags.values, \"ko\", ms=2, label=\"ZTF\")\n",
    "ax.plot(tess_mjd.values, tess_mag.values, \"ro\", ms=2, label = \"TESS\")\n",
    "ax.set_xlabel('Time (MJD)')\n",
    "ax.set_ylabel('Magnitude (Mag)')\n",
    "ax.set_title('Synoptic view of TESS and ZTF')\n",
    "\n",
    "ax.set(xlim=(58600, 58800), ylim=(14.2, 13.6))\n",
    "ax.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a9ce2125",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Busy week",
   "language": "python",
   "name": "busy-week"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}