From 8295ee8de9e909f2531932a5283b6960c09f499e Mon Sep 17 00:00:00 2001
From: Logan-Huang <lhuang-27@peddie.org>
Date: Mon, 22 Dec 2025 19:20:48 -0500
Subject: [PATCH 1/6] Gaia Epoch Ingests

Current WIP Gaia Epoch IGN
---
 .../Gaia/gaia_dr3_designations_Sep2021.xml    |  12692 ++
 .../ingests/Gaia/gaia_edr3_data_Sep2021.xml   | 139697 +++++++++++++++
 scripts/ingests/Gaia/ingest_gaia.py           |     11 +-
 scripts/ingests/Gaia/ingest_gaiadr3.py        |     42 +-
 4 files changed, 152431 insertions(+), 11 deletions(-)
 create mode 100644 scripts/ingests/Gaia/gaia_dr3_designations_Sep2021.xml
 create mode 100644 scripts/ingests/Gaia/gaia_edr3_data_Sep2021.xml

diff --git a/scripts/ingests/Gaia/gaia_dr3_designations_Sep2021.xml b/scripts/ingests/Gaia/gaia_dr3_designations_Sep2021.xml
new file mode 100644
index 000000000..b95667a6a
--- /dev/null
+++ b/scripts/ingests/Gaia/gaia_dr3_designations_Sep2021.xml
@@ -0,0 +1,12692 @@
+<?xml version="1.0" encoding="utf-8"?>
+<!-- Produced with astropy.io.votable version 4.2
+     http://www.astropy.org/ -->
+<VOTABLE version="1.4" xmlns="http://www.ivoa.net/xml/VOTable/v1.4" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:noNamespaceSchemaLocation="http://www.ivoa.net/xml/VOTable/v1.4">
+ <RESOURCE type="results">
+  <TABLE>
+   <FIELD ID="dr2_source_id" datatype="long" name="dr2_source_id" ucd="meta.id.cross">
+    <DESCRIPTION>
+     Source identifier in Gaia DR2
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="dr3_source_id" datatype="long" name="dr3_source_id" ucd="meta.id.cross;meta.main">
+    <DESCRIPTION>
+     Source identifier in Gaia E/DR3
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="angular_distance" datatype="float" name="angular_distance" ucd="pos.angDistance" unit="mas">
+    <DESCRIPTION>
+     Angular distance between the two sources
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="magnitude_difference" datatype="float" name="magnitude_difference" ucd="phot.mag;arith.diff" unit="mag">
+    <DESCRIPTION>
+     G band magnitude difference between the sources
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="proper_motion_propagation" datatype="bit" name="proper_motion_propagation" ucd="meta.code.status">
+    <DESCRIPTION>
+     Flag indicating whether E/DR3 coordinates were proper motion
+     corrected
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="db_names" arraysize="25" datatype="char" name="db_names"/>
+   <FIELD ID="designation" arraysize="28" datatype="char" name="designation"/>
+   <FIELD ID="source_id" datatype="long" name="source_id"/>
+   <DATA>
+    <TABLEDATA>
+     <TR>
+      <TD>3124060427493120</TD>
+      <TD>3124060427493120</TD>
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+     </TR>
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+      <TD>Gaia DR2 13533892921879936</TD>
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+      <TD>Gaia DR2 6450595924277607040</TD>
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+      <TD>Gaia DR2 6645696561747896064</TD>
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+     </TR>
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+  </TABLE>
+ </RESOURCE>
+</VOTABLE>
diff --git a/scripts/ingests/Gaia/gaia_edr3_data_Sep2021.xml b/scripts/ingests/Gaia/gaia_edr3_data_Sep2021.xml
new file mode 100644
index 000000000..359807d24
--- /dev/null
+++ b/scripts/ingests/Gaia/gaia_edr3_data_Sep2021.xml
@@ -0,0 +1,139697 @@
+<?xml version="1.0" encoding="utf-8"?>
+<!-- Produced with astropy.io.votable version 4.2
+     http://www.astropy.org/ -->
+<VOTABLE version="1.4" xmlns="http://www.ivoa.net/xml/VOTable/v1.4" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:noNamespaceSchemaLocation="http://www.ivoa.net/xml/VOTable/v1.4">
+ <RESOURCE type="results">
+  <TABLE>
+   <FIELD ID="solution_id" datatype="long" name="solution_id" ucd="meta.version">
+    <DESCRIPTION>
+     Solution Identifier
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="designation" arraysize="*" datatype="char" name="designation" ucd="meta.id;meta.main">
+    <DESCRIPTION>
+     Unique source designation (unique across all Data Releases)
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="source_id" datatype="long" name="source_id" ucd="meta.id">
+    <DESCRIPTION>
+     Unique source identifier (unique within a particular Data
+     Release)
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="random_index" datatype="long" name="random_index" ucd="meta.code">
+    <DESCRIPTION>
+     Random index used to select subsets
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="ref_epoch" datatype="double" name="ref_epoch" ucd="meta.ref;time.epoch" unit="yr">
+    <DESCRIPTION>
+     Reference epoch
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="ra" datatype="double" name="ra" ucd="pos.eq.ra;meta.main" unit="deg" utype="Char.SpatialAxis.Coverage.Location.Coord.Position2D.Value2.C1">
+    <DESCRIPTION>
+     Right ascension
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="ra_error" datatype="float" name="ra_error" ucd="stat.error;pos.eq.ra" unit="mas">
+    <DESCRIPTION>
+     Standard error of right ascension
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="dec" datatype="double" name="dec" ucd="pos.eq.dec;meta.main" unit="deg" utype="Char.SpatialAxis.Coverage.Location.Coord.Position2D.Value2.C2">
+    <DESCRIPTION>
+     Declination
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="dec_error" datatype="float" name="dec_error" ucd="stat.error;pos.eq.dec" unit="mas">
+    <DESCRIPTION>
+     Standard error of declination
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="parallax" datatype="double" name="parallax" ucd="pos.parallax.trig" unit="mas">
+    <DESCRIPTION>
+     Parallax
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="parallax_error" datatype="float" name="parallax_error" ucd="stat.error;pos.parallax.trig" unit="mas">
+    <DESCRIPTION>
+     Standard error of parallax
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="parallax_over_error" datatype="float" name="parallax_over_error" ucd="stat.snr;pos.parallax.trig">
+    <DESCRIPTION>
+     Parallax divided by its standard error
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="pm" datatype="float" name="pm" ucd="pos.pm;pos.eq" unit="mas.yr-1">
+    <DESCRIPTION>
+     Total proper motion
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="pmra" datatype="double" name="pmra" ucd="pos.pm;pos.eq.ra" unit="mas.yr-1">
+    <DESCRIPTION>
+     Proper motion in right ascension direction
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="pmra_error" datatype="float" name="pmra_error" ucd="stat.error;pos.pm;pos.eq.ra" unit="mas.yr-1">
+    <DESCRIPTION>
+     Standard error of proper motion in right ascension direction
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="pmdec" datatype="double" name="pmdec" ucd="pos.pm;pos.eq.dec" unit="mas.yr-1">
+    <DESCRIPTION>
+     Proper motion in declination direction
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="pmdec_error" datatype="float" name="pmdec_error" ucd="stat.error;pos.pm;pos.eq.dec" unit="mas.yr-1">
+    <DESCRIPTION>
+     Standard error of proper motion in declination direction
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="ra_dec_corr" datatype="float" name="ra_dec_corr" ucd="stat.correlation">
+    <DESCRIPTION>
+     Correlation between right ascension and declination
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="ra_parallax_corr" datatype="float" name="ra_parallax_corr" ucd="stat.correlation">
+    <DESCRIPTION>
+     Correlation between right ascension and parallax
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="ra_pmra_corr" datatype="float" name="ra_pmra_corr" ucd="stat.correlation">
+    <DESCRIPTION>
+     Correlation between right ascension and proper motion in right
+     ascension
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="ra_pmdec_corr" datatype="float" name="ra_pmdec_corr" ucd="stat.correlation">
+    <DESCRIPTION>
+     Correlation between right ascension and proper motion in
+     declination
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="dec_parallax_corr" datatype="float" name="dec_parallax_corr" ucd="stat.correlation">
+    <DESCRIPTION>
+     Correlation between declination and parallax
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="dec_pmra_corr" datatype="float" name="dec_pmra_corr" ucd="stat.correlation">
+    <DESCRIPTION>
+     Correlation between declination and proper motion in right
+     ascension
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="dec_pmdec_corr" datatype="float" name="dec_pmdec_corr" ucd="stat.correlation">
+    <DESCRIPTION>
+     Correlation between declination and proper motion in declination
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="parallax_pmra_corr" datatype="float" name="parallax_pmra_corr" ucd="stat.correlation">
+    <DESCRIPTION>
+     Correlation between parallax and proper motion in right ascension
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="parallax_pmdec_corr" datatype="float" name="parallax_pmdec_corr" ucd="stat.correlation">
+    <DESCRIPTION>
+     Correlation between parallax and proper motion in declination
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="pmra_pmdec_corr" datatype="float" name="pmra_pmdec_corr" ucd="stat.correlation">
+    <DESCRIPTION>
+     Correlation between proper motion in right ascension and proper
+     motion in declination
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="astrometric_n_obs_al" datatype="short" name="astrometric_n_obs_al" ucd="meta.number">
+    <DESCRIPTION>
+     Total number of observations AL
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="astrometric_n_obs_ac" datatype="short" name="astrometric_n_obs_ac" ucd="meta.number">
+    <DESCRIPTION>
+     Total number of observations AC
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="astrometric_n_good_obs_al" datatype="short" name="astrometric_n_good_obs_al" ucd="meta.number">
+    <DESCRIPTION>
+     Number of good observations AL
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="astrometric_n_bad_obs_al" datatype="short" name="astrometric_n_bad_obs_al" ucd="meta.number">
+    <DESCRIPTION>
+     Number of bad observations AL
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="astrometric_gof_al" datatype="float" name="astrometric_gof_al" ucd="stat.fit.goodness">
+    <DESCRIPTION>
+     Goodness of fit statistic of model wrt along-scan observations
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="astrometric_chi2_al" datatype="float" name="astrometric_chi2_al" ucd="stat.fit.chi2">
+    <DESCRIPTION>
+     AL chi-square value
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="astrometric_excess_noise" datatype="float" name="astrometric_excess_noise" ucd="stat.value" unit="mas">
+    <DESCRIPTION>
+     Excess noise of the source
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="astrometric_excess_noise_sig" datatype="float" name="astrometric_excess_noise_sig" ucd="stat.value">
+    <DESCRIPTION>
+     Significance of excess noise
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="astrometric_params_solved" datatype="short" name="astrometric_params_solved" ucd="meta.number">
+    <DESCRIPTION>
+     Which parameters have been solved for?
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="astrometric_primary_flag" datatype="bit" name="astrometric_primary_flag" ucd="meta.code">
+    <DESCRIPTION>
+     Primary or seconday
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="nu_eff_used_in_astrometry" datatype="float" name="nu_eff_used_in_astrometry" ucd="em.wavenumber" unit="um-1">
+    <DESCRIPTION>
+     Effective wavenumber of the source used in the astrometric
+     solution
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="pseudocolour" datatype="float" name="pseudocolour" ucd="em.wavenumber" unit="um-1">
+    <DESCRIPTION>
+     Astrometrically estimated pseudocolour of the source
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="pseudocolour_error" datatype="float" name="pseudocolour_error" ucd="stat.error;em.wavenumber" unit="um-1">
+    <DESCRIPTION>
+     Standard error of the pseudocolour of the source
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="ra_pseudocolour_corr" datatype="float" name="ra_pseudocolour_corr" ucd="stat.correlation;em.wavenumber;pos.eq.ra">
+    <DESCRIPTION>
+     Correlation between right ascension and pseudocolour
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="dec_pseudocolour_corr" datatype="float" name="dec_pseudocolour_corr" ucd="stat.correlation;em.wavenumber;pos.eq.dec">
+    <DESCRIPTION>
+     Correlation between declination and pseudocolour
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="parallax_pseudocolour_corr" datatype="float" name="parallax_pseudocolour_corr" ucd="stat.correlation;em.wavenumber;pos.parallax">
+    <DESCRIPTION>
+     Correlation between parallax and pseudocolour
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="pmra_pseudocolour_corr" datatype="float" name="pmra_pseudocolour_corr" ucd="stat.correlation;em.wavenumber;pos.pm;pos.eq.ra">
+    <DESCRIPTION>
+     Correlation between proper motion in right asension and
+     pseudocolour
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="pmdec_pseudocolour_corr" datatype="float" name="pmdec_pseudocolour_corr" ucd="stat.correlation;em.wavenumber;pos.pm;pos.eq.dec">
+    <DESCRIPTION>
+     Correlation between proper motion in declination and pseudocolour
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="astrometric_matched_transits" datatype="short" name="astrometric_matched_transits" ucd="meta.number">
+    <DESCRIPTION>
+     Matched FOV transits used in the AGIS solution
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="visibility_periods_used" datatype="short" name="visibility_periods_used" ucd="meta.number">
+    <DESCRIPTION>
+     Number of visibility periods used in Astrometric solution
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="astrometric_sigma5d_max" datatype="float" name="astrometric_sigma5d_max" ucd="stat;pos.errorEllipse" unit="mas">
+    <DESCRIPTION>
+     The longest semi-major axis of the 5-d error ellipsoid
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="matched_transits" datatype="short" name="matched_transits" ucd="meta.number">
+    <DESCRIPTION>
+     The number of transits matched to this source
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="new_matched_transits" datatype="short" name="new_matched_transits" ucd="meta.number">
+    <DESCRIPTION>
+     The number of transits newly incorporated into an existing source
+     in the current cycle
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="matched_transits_removed" datatype="short" name="matched_transits_removed" ucd="meta.number">
+    <DESCRIPTION>
+     The number of transits removed from an existing source in the
+     current cycle
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="ipd_gof_harmonic_amplitude" datatype="float" name="ipd_gof_harmonic_amplitude" ucd="stat.value">
+    <DESCRIPTION>
+     Amplitude of the IPD GoF versus position angle of scan
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="ipd_gof_harmonic_phase" datatype="float" name="ipd_gof_harmonic_phase" ucd="pos.posAng;stat.value" unit="deg">
+    <DESCRIPTION>
+     Phase of the IPD GoF versus position angle of scan
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="ipd_frac_multi_peak" datatype="short" name="ipd_frac_multi_peak" ucd="stat.value">
+    <DESCRIPTION>
+     Percent of successful-IPD windows with more than one peak
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="ipd_frac_odd_win" datatype="short" name="ipd_frac_odd_win" ucd="stat.value">
+    <DESCRIPTION>
+     Percent of transits with truncated windows or multiple gate
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="ruwe" datatype="float" name="ruwe" ucd="stat.error">
+    <DESCRIPTION>
+     Renormalised unit weight error
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="scan_direction_strength_k1" datatype="float" name="scan_direction_strength_k1" ucd="stat.value">
+    <DESCRIPTION>
+     Degree of concentration of scan directions across the source
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="scan_direction_strength_k2" datatype="float" name="scan_direction_strength_k2" ucd="stat.value">
+    <DESCRIPTION>
+     Degree of concentration of scan directions across the source
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="scan_direction_strength_k3" datatype="float" name="scan_direction_strength_k3" ucd="stat.value">
+    <DESCRIPTION>
+     Degree of concentration of scan directions across the source
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="scan_direction_strength_k4" datatype="float" name="scan_direction_strength_k4" ucd="stat.value">
+    <DESCRIPTION>
+     Degree of concentration of scan directions across the source
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="scan_direction_mean_k1" datatype="float" name="scan_direction_mean_k1" ucd="pos.posAng;stat.mean" unit="deg">
+    <DESCRIPTION>
+     Mean position angle of scan directions across the source
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="scan_direction_mean_k2" datatype="float" name="scan_direction_mean_k2" ucd="pos.posAng;stat.mean" unit="deg">
+    <DESCRIPTION>
+     Mean position angle of scan directions across the source
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="scan_direction_mean_k3" datatype="float" name="scan_direction_mean_k3" ucd="pos.posAng;stat.mean" unit="deg">
+    <DESCRIPTION>
+     Mean position angle of scan directions across the source
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="scan_direction_mean_k4" datatype="float" name="scan_direction_mean_k4" ucd="pos.posAng;stat.mean" unit="deg">
+    <DESCRIPTION>
+     Mean position angle of scan directions across the source
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="duplicated_source" datatype="bit" name="duplicated_source" ucd="meta.code.status">
+    <DESCRIPTION>
+     Source with multiple source identifiers
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="phot_g_n_obs" datatype="short" name="phot_g_n_obs" ucd="meta.number">
+    <DESCRIPTION>
+     Number of observations contributing to G photometry
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="phot_g_mean_flux" datatype="double" name="phot_g_mean_flux" ucd="phot.flux;em.opt" unit="electron.s-1">
+    <DESCRIPTION>
+     G-band mean flux
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="phot_g_mean_flux_error" datatype="float" name="phot_g_mean_flux_error" ucd="stat.error;phot.flux;em.opt" unit="electron.s-1">
+    <DESCRIPTION>
+     Error on G-band mean flux
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="phot_g_mean_flux_over_error" datatype="float" name="phot_g_mean_flux_over_error" ucd="stat.snr;phot.flux;em.opt">
+    <DESCRIPTION>
+     G-band mean flux divided by its error
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="phot_g_mean_mag" datatype="float" name="phot_g_mean_mag" ucd="phot.mag;em.opt" unit="mag">
+    <DESCRIPTION>
+     G-band mean magnitude
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="phot_bp_n_obs" datatype="short" name="phot_bp_n_obs" ucd="meta.number">
+    <DESCRIPTION>
+     Number of observations contributing to BP photometry
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="phot_bp_mean_flux" datatype="double" name="phot_bp_mean_flux" ucd="phot.flux;em.opt.B" unit="electron.s-1">
+    <DESCRIPTION>
+     Integrated BP mean flux
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="phot_bp_mean_flux_error" datatype="float" name="phot_bp_mean_flux_error" ucd="stat.error;phot.flux;em.opt.B" unit="electron.s-1">
+    <DESCRIPTION>
+     Error on the integrated BP mean flux
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="phot_bp_mean_flux_over_error" datatype="float" name="phot_bp_mean_flux_over_error" ucd="stat.snr;phot.flux;em.opt.B">
+    <DESCRIPTION>
+     Integrated BP mean flux divided by its error
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="phot_bp_mean_mag" datatype="float" name="phot_bp_mean_mag" ucd="phot.mag;em.opt.B" unit="mag">
+    <DESCRIPTION>
+     Integrated BP mean magnitude
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="phot_rp_n_obs" datatype="short" name="phot_rp_n_obs" ucd="meta.number">
+    <DESCRIPTION>
+     Number of observations contributing to RP photometry
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="phot_rp_mean_flux" datatype="double" name="phot_rp_mean_flux" ucd="phot.flux;em.opt.R" unit="electron.s-1">
+    <DESCRIPTION>
+     Integrated RP mean flux
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="phot_rp_mean_flux_error" datatype="float" name="phot_rp_mean_flux_error" ucd="stat.error;phot.flux;em.opt.R" unit="electron.s-1">
+    <DESCRIPTION>
+     Error on the integrated RP mean flux
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="phot_rp_mean_flux_over_error" datatype="float" name="phot_rp_mean_flux_over_error" ucd="stat.snr;phot.flux;em.opt.R">
+    <DESCRIPTION>
+     Integrated RP mean flux divided by its error
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="phot_rp_mean_mag" datatype="float" name="phot_rp_mean_mag" ucd="phot.mag;em.opt.R" unit="mag">
+    <DESCRIPTION>
+     Integrated RP mean magnitude
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="phot_bp_n_contaminated_transits" datatype="short" name="phot_bp_n_contaminated_transits" ucd="meta.number">
+    <DESCRIPTION>
+     Number of BP contaminated transits
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="phot_bp_n_blended_transits" datatype="short" name="phot_bp_n_blended_transits" ucd="meta.number">
+    <DESCRIPTION>
+     Number of BP blended transits
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="phot_rp_n_contaminated_transits" datatype="short" name="phot_rp_n_contaminated_transits" ucd="meta.number">
+    <DESCRIPTION>
+     Number of RP contaminated transits
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="phot_rp_n_blended_transits" datatype="short" name="phot_rp_n_blended_transits" ucd="meta.number">
+    <DESCRIPTION>
+     Number of RP blended transits
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="phot_proc_mode" datatype="short" name="phot_proc_mode" ucd="meta.code">
+    <DESCRIPTION>
+     Photometry processing mode
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="phot_bp_rp_excess_factor" datatype="float" name="phot_bp_rp_excess_factor" ucd="arith.factor;phot.flux;em.opt">
+    <DESCRIPTION>
+     BP/RP excess factor
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="bp_rp" datatype="float" name="bp_rp" ucd="phot.color;em.opt.B;em.opt.R" unit="mag">
+    <DESCRIPTION>
+     BP - RP colour
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="bp_g" datatype="float" name="bp_g" ucd="phot.color;em.opt.B;em.opt" unit="mag">
+    <DESCRIPTION>
+     BP - G colour
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="g_rp" datatype="float" name="g_rp" ucd="phot.color;em.opt;em.opt.R" unit="mag">
+    <DESCRIPTION>
+     G - RP colour
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="dr2_radial_velocity" datatype="float" name="dr2_radial_velocity" ucd="spect.dopplerVeloc.opt;em.opt.I" unit="km.s-1">
+    <DESCRIPTION>
+     Radial velocity from Gaia DR2
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="dr2_radial_velocity_error" datatype="float" name="dr2_radial_velocity_error" ucd="stat.error;spect.dopplerVeloc.opt;em.opt.I" unit="km.s-1">
+    <DESCRIPTION>
+     Radial velocity error from Gaia DR2
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="dr2_rv_nb_transits" datatype="short" name="dr2_rv_nb_transits" ucd="meta.number">
+    <DESCRIPTION>
+     Number of transits used to compute radial velocity in Gaia DR2
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="dr2_rv_template_teff" datatype="float" name="dr2_rv_template_teff" ucd="stat.fit.param" unit="K">
+    <DESCRIPTION>
+     Teff of the template used to compute radial velocity in Gaia DR2
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="dr2_rv_template_logg" datatype="float" name="dr2_rv_template_logg" ucd="stat.fit.param" unit="log(cm.s**-2)">
+    <DESCRIPTION>
+     logg of the template used to compute radial velocity in Gaia DR2
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="dr2_rv_template_fe_h" datatype="float" name="dr2_rv_template_fe_h" ucd="stat.fit.param" unit="dex">
+    <DESCRIPTION>
+     Fe/H of the template used to compute radial velocity in Gaia DR2
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="l" datatype="double" name="l" ucd="pos.galactic.lon" unit="deg">
+    <DESCRIPTION>
+     Galactic longitude
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="b" datatype="double" name="b" ucd="pos.galactic.lat" unit="deg">
+    <DESCRIPTION>
+     Galactic latitude
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="ecl_lon" datatype="double" name="ecl_lon" ucd="pos.ecliptic.lon" unit="deg">
+    <DESCRIPTION>
+     Ecliptic longitude
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="ecl_lat" datatype="double" name="ecl_lat" ucd="pos.ecliptic.lat" unit="deg">
+    <DESCRIPTION>
+     Ecliptic latitude
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="dr2_source_id" datatype="long" name="dr2_source_id" ucd="meta.id.cross">
+    <DESCRIPTION>
+     Source identifier in Gaia DR2
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="dr3_source_id" datatype="long" name="dr3_source_id" ucd="meta.id.cross;meta.main">
+    <DESCRIPTION>
+     Source identifier in Gaia E/DR3
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="angular_distance" datatype="float" name="angular_distance" ucd="pos.angDistance" unit="mas">
+    <DESCRIPTION>
+     Angular distance between the two sources
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="magnitude_difference" datatype="float" name="magnitude_difference" ucd="phot.mag;arith.diff" unit="mag">
+    <DESCRIPTION>
+     G band magnitude difference between the sources
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="proper_motion_propagation" datatype="bit" name="proper_motion_propagation" ucd="meta.code.status">
+    <DESCRIPTION>
+     Flag indicating whether E/DR3 coordinates were proper motion
+     corrected
+    </DESCRIPTION>
+   </FIELD>
+   <FIELD ID="db_names" arraysize="25" datatype="char" name="db_names"/>
+   <FIELD ID="designation_2" arraysize="28" datatype="char" name="designation_2"/>
+   <FIELD ID="source_id_2" datatype="long" name="source_id_2"/>
+   <FIELD ID="db_names_2" arraysize="25" datatype="char" name="db_names_2"/>
+   <DATA>
+    <TABLEDATA>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 3124060427493120</TD>
+      <TD>3124060427493120</TD>
+      <TD>32419571</TD>
+      <TD>2016</TD>
+      <TD>48.43491248963329</TD>
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+      <TD>Gaia DR2 13533892921879936</TD>
+      <TD>13533892921879936</TD>
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+      <TD>16386404041502592</TD>
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+      <TD>31235033696866688</TD>
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+      <TD>Gaia DR2 35227046884571776</TD>
+      <TD>35227046884571776</TD>
+      <TD>GAT 1370</TD>
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+      <TD>Gaia EDR3 37453287347496576</TD>
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+      <TD>Gaia DR2 65638443294980224</TD>
+      <TD>65638443294980224</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 66734514652754688</TD>
+      <TD>66734514652754688</TD>
+      <TD>30292951</TD>
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+      <TD>68012529415816832</TD>
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+      <TD>Gaia DR2 68732469013606656</TD>
+      <TD>68732469013606656</TD>
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+      <TD>Gaia EDR3 69927191475070080</TD>
+      <TD>69927191475070080</TD>
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+      <TD>69927191475070080</TD>
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+      <TD>Gaia DR2 76610465530431744</TD>
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+      <TD>Gaia DR2 107405621561855488</TD>
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+      <TD>Gaia DR2 164495323291866624</TD>
+      <TD>164495323291866624</TD>
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+      <TD>Gaia DR2 167202325215063168</TD>
+      <TD>167202325215063168</TD>
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+      <TD>Gaia DR2 191109281417914880</TD>
+      <TD>191109281417914880</TD>
+      <TD>2MASS J05392474+4038437</TD>
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+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 221854718904220672</TD>
+      <TD>221854718904220672</TD>
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+      <TD>Gaia DR2 221854718904220672</TD>
+      <TD>221854718904220672</TD>
+      <TD>LSPM J0330+3504</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 229155579195699456</TD>
+      <TD>229155579195699456</TD>
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+      <TD>229155579195699456</TD>
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+      <TD>1</TD>
+      <TD>LSR J0419+4233</TD>
+      <TD>Gaia DR2 229155579195699456</TD>
+      <TD>229155579195699456</TD>
+      <TD>LSR J0419+4233</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 230409022449384576</TD>
+      <TD>230409022449384576</TD>
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+      <TD>579976131497018752</TD>
+      <TD>SDSS J090509.00+043819.9</TD>
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+      <TD>1636042515805110273</TD>
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+      <TD/>
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+      <TD>-0.55306005</TD>
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+      <TD>236</TD>
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+      <TD>581249365961127296</TD>
+      <TD>SDSS J084610.73+030837.5</TD>
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+      <TD>1636042515805110273</TD>
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+      <TD>583589783835157376</TD>
+      <TD>969649131</TD>
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+      <TD>Gaia DR2 583589783835157376</TD>
+      <TD>583589783835157376</TD>
+      <TD>PSO J133.8302+06.0160</TD>
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+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 588750719616673024</TD>
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+      <TD>588750719616673024</TD>
+      <TD>SDSS J094134.92+100942.0</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 591910093265196672</TD>
+      <TD>591910093265196672</TD>
+      <TD>1194998628</TD>
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+      <TD>Gaia DR2 591910093265196672</TD>
+      <TD>591910093265196672</TD>
+      <TD>SDSS J091414.38+105719.5</TD>
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+     <TR>
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+      <TD>Gaia DR2 594561428117139072</TD>
+      <TD>594561428117139072</TD>
+      <TD>SDSS J083646.35+052642.6</TD>
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+     <TR>
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+      <TD>Gaia EDR3 594796796618894720</TD>
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+      <TD>605080765097481856</TD>
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+      <TD>Gaia DR2 605080765097481856</TD>
+      <TD>605080765097481856</TD>
+      <TD>SDSS J085602.05+124014.3</TD>
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+      <TD>1636042515805110273</TD>
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+      <TD>1524292144</TD>
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+      <TD/>
+      <TD/>
+      <TD/>
+      <TD/>
+      <TD>-0.18126822</TD>
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+      <TD>135</TD>
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+      <TD>16</TD>
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+      <TD>609501145439782400</TD>
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+      <TD>612247141370972928</TD>
+      <TD>418085181</TD>
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+      <TD>134.74559353713863</TD>
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+      <TD>-0.8017587</TD>
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+      <TD>Gaia DR2 612247141370972928</TD>
+      <TD>612247141370972928</TD>
+      <TD>SDSS J085858.92+180445.7</TD>
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+      <TD>1636042515805110273</TD>
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+      <TD>624312666575349888</TD>
+      <TD>452800076</TD>
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+      <TD>55.03269753454672</TD>
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+      <TD>Gaia DR2 624312666575349888</TD>
+      <TD>624312666575349888</TD>
+      <TD>2MASS J10240997+1815533</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 635468831242026752</TD>
+      <TD>635468831242026752</TD>
+      <TD>1789773888</TD>
+      <TD>2016</TD>
+      <TD>138.26345585476852</TD>
+      <TD>3.29883</TD>
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+      <TD>-0.68117136</TD>
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+      <TD>210.33196856864217</TD>
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+      <TD>635468831242026752</TD>
+      <TD>105.29787</TD>
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+      <TD>2MASSW J0913032+184150</TD>
+      <TD>Gaia DR2 635468831242026752</TD>
+      <TD>635468831242026752</TD>
+      <TD>2MASSW J0913032+184150</TD>
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+     <TR>
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+      <TD>Gaia EDR3 636342839906737792</TD>
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+      <TD>476953978</TD>
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+      <TD>1</TD>
+      <TD>SDSS J090948.13+194043.9</TD>
+      <TD>Gaia DR2 636342839906737792</TD>
+      <TD>636342839906737792</TD>
+      <TD>SDSS J090948.13+194043.9</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 636584040976635136</TD>
+      <TD>636584040976635136</TD>
+      <TD>1098749263</TD>
+      <TD>2016</TD>
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+      <TD>1</TD>
+      <TD>2MASS J08151407+1030117</TD>
+      <TD>Gaia DR2 648638403565088768</TD>
+      <TD>648638403565088768</TD>
+      <TD>2MASS J08151407+1030117</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 651750158907764224</TD>
+      <TD>651750158907764224</TD>
+      <TD>814667077</TD>
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+      <TD>209.8549088640265</TD>
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+      <TD>651750158907764224</TD>
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+      <TD>2MASSW J0829066+145622</TD>
+      <TD>Gaia DR2 651750158907764224</TD>
+      <TD>651750158907764224</TD>
+      <TD>2MASSW J0829066+145622</TD>
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+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 653104963392581888</TD>
+      <TD>653104963392581888</TD>
+      <TD>1312547570</TD>
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+      <TD>16.246918</TD>
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+      <TD/>
+      <TD/>
+      <TD/>
+      <TD/>
+      <TD/>
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+      <TD>0.98717356</TD>
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+      <TD/>
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+      <TD>52</TD>
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+      <TD/>
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+      <TD/>
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+      <TD>209.3891403729679</TD>
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+      <TD>653104963392581888</TD>
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+      <TD>Gaia DR2 653104963392581888</TD>
+      <TD>653104963392581888</TD>
+      <TD>SDSS J080322.77+123845.3</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 653799751664331520</TD>
+      <TD>653799751664331520</TD>
+      <TD>1617287368</TD>
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+      <TD>3.333786</TD>
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+      <TD>208.52439457719615</TD>
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+      <TD>0.09308044</TD>
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+      <TD>1</TD>
+      <TD>2MASS J08105865+1420390</TD>
+      <TD>Gaia DR2 653799751664331520</TD>
+      <TD>653799751664331520</TD>
+      <TD>2MASS J08105865+1420390</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 656167618671591424</TD>
+      <TD>656167618671591424</TD>
+      <TD>861147270</TD>
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+      <TD>3.12541</TD>
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+      <TD>656167618671591424</TD>
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+      <TD>Gaia DR2 656167618671591424</TD>
+      <TD>656167618671591424</TD>
+      <TD>2MASS J08194602+1658539</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 659464504288593536</TD>
+      <TD>659464504288593536</TD>
+      <TD>1084620895</TD>
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+      <TD/>
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+      <TD>659464504288593536</TD>
+      <TD>0.077696465</TD>
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+      <TD>LHS 2034</TD>
+      <TD>Gaia DR2 659464504288593536</TD>
+      <TD>659464504288593536</TD>
+      <TD>LHS 2034</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 663556710472937344</TD>
+      <TD>663556710472937344</TD>
+      <TD>250510888</TD>
+      <TD>2016</TD>
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+      <TD>251</TD>
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+      <TD>665750201810233344</TD>
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+      <TD>671143035762692352</TD>
+      <TD>LHS 1937</TD>
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+      <TD>Gaia DR2 671255353451404288</TD>
+      <TD>671255353451404288</TD>
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+      <TD>672055699133504768</TD>
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+      <TD>Gaia DR2 672055699133504768</TD>
+      <TD>672055699133504768</TD>
+      <TD>2MASS J07464256+2000321</TD>
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+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 677439114220735616</TD>
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+      <TD>Gaia DR2 677439114220735616</TD>
+      <TD>677439114220735616</TD>
+      <TD>2MASS J08185804+2333522</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 679088656539598592</TD>
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+      <TD>691085629773862912</TD>
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+      <TD>692611412610605440</TD>
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+      <TD>Gaia DR2 693519570561368576</TD>
+      <TD>693519570561368576</TD>
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+      <TD>Gaia DR2 694830673753361024</TD>
+      <TD>694830673753361024</TD>
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+      <TD>Gaia DR2 696088343256278272</TD>
+      <TD>696088343256278272</TD>
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+      <TD>698742628750797568</TD>
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+      <TD>733413219670542464</TD>
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+      <TD>734889520189654784</TD>
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+      <TD>735082037804459904</TD>
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+      <TD>Gaia DR2 740931340878555904</TD>
+      <TD>740931340878555904</TD>
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+     <TR>
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+      <TD>Gaia DR2 745029319499693568</TD>
+      <TD>745029319499693568</TD>
+      <TD>SDSS J095908.97+312557.3</TD>
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+     <TR>
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+      <TD>Gaia EDR3 748553877036649216</TD>
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+      <TD>Gaia DR2 748553877036649216</TD>
+      <TD>748553877036649216</TD>
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+      <TD>861175646184635008</TD>
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+      <TD>867961316555228544</TD>
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+      <TD>901999138535923840</TD>
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+      <TD>917396561932264576</TD>
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+      <TD>920399190747526784</TD>
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+      <TD>Gaia DR2 1159542012010631168</TD>
+      <TD>1159542012010631168</TD>
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+      <TD>Gaia DR2 1160974950539405824</TD>
+      <TD>1160974950539405824</TD>
+      <TD>SDSS J145658.17+070104.7</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 1168920292145222784</TD>
+      <TD>1168920292145222784</TD>
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+      <TD>-0.46512434</TD>
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+      <TD>Gaia DR2 1168920292145222784</TD>
+      <TD>1168920292145222784</TD>
+      <TD>SDSS J152314.46+105258.9</TD>
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+     <TR>
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+      <TD>1172850324660258176</TD>
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+      <TD>Gaia DR2 1174086386182157696</TD>
+      <TD>1174086386182157696</TD>
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+     <TR>
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+      <TD>1175807499836742144</TD>
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+      <TD>1186575463884570496</TD>
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+      <TD>1187851653286799488</TD>
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+      <TD>1193465794018333824</TD>
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+      <TD>Gaia DR2 1194307946912712192</TD>
+      <TD>1194307946912712192</TD>
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+      <TD>1196165198144011136</TD>
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+      <TD>Gaia DR2 1199432598811526016</TD>
+      <TD>1199432598811526016</TD>
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+      <TD>Gaia DR2 1202011572053111424</TD>
+      <TD>1202011572053111424</TD>
+      <TD>SDSS J161840.27+202045.6</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 1202489863904750208</TD>
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+      <TD>1226624350292337792</TD>
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+      <TD>1228220944254775680</TD>
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+      <TD>Gaia DR2 1269789664970320512</TD>
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+      <TD>1636042515805110273</TD>
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+      <TD>1278241984516019712</TD>
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+      <TD>1279926303185603456</TD>
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+      <TD>Gaia DR2 1290839815085104256</TD>
+      <TD>1290839815085104256</TD>
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+      <TD>Gaia DR2 1291045045801887232</TD>
+      <TD>1291045045801887232</TD>
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+      <TD>Gaia DR2 1295913202254028160</TD>
+      <TD>1295913202254028160</TD>
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+      <TD>Gaia DR2 1323976724724420608</TD>
+      <TD>1323976724724420608</TD>
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+      <TD>Gaia DR2 1325675328455398400</TD>
+      <TD>1325675328455398400</TD>
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+      <TD>1326893351115617024</TD>
+      <TD>LHS 3241</TD>
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+      <TD>1327719286210329344</TD>
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+      <TD>Gaia DR2 1329942262499164544</TD>
+      <TD>1329942262499164544</TD>
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+      <TD>Gaia DR2 1393695176492692096</TD>
+      <TD>1393695176492692096</TD>
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+      <TD>1396308578192813312</TD>
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+      <TD>1399073639483249024</TD>
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+      <TD>Gaia DR2 1403155507684164224</TD>
+      <TD>1403155507684164224</TD>
+      <TD>SDSS J154951.39+490450.1</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
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+      <TD>-0.27582806</TD>
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+      <TD/>
+      <TD/>
+      <TD/>
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+      <TD>1446050690392054016</TD>
+      <TD>SDSS J131543.68+233458.0</TD>
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+      <TD>1636042515805110273</TD>
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+      <TD>Gaia DR2 1446873537406660608</TD>
+      <TD>1446873537406660608</TD>
+      <TD>SDSS J131113.82+240105.0</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 1447035882875220736</TD>
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+      <TD>1547273142</TD>
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+      <TD>1447035882875220736</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
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+      <TD>Gaia DR2 1448376088765758080</TD>
+      <TD>1448376088765758080</TD>
+      <TD>2MASSI J1332286+263508</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 1454104436971779328</TD>
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+      <TD>1415901249</TD>
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+      <TD>1454104436971779328</TD>
+      <TD>0.17883511</TD>
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+      <TD>1</TD>
+      <TD>2MASS J14032232+3007547</TD>
+      <TD>Gaia DR2 1454104436971779328</TD>
+      <TD>1454104436971779328</TD>
+      <TD>2MASS J14032232+3007547</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 1457475406480747392</TD>
+      <TD>1457475406480747392</TD>
+      <TD>885660177</TD>
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+      <TD>1.1918848</TD>
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+      <TD>1457702627432818048</TD>
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+      <TD>1482219537705095808</TD>
+      <TD>SDSS J140347.84+351313.1</TD>
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+      <TD>1636042515805110273</TD>
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+      <TD>Gaia DR2 1487625660285148160</TD>
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+      <TD>SDSS J142935.19+383221.5</TD>
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+     <TR>
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+      <TD>1544612832556363136</TD>
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+      <TD>1547294197819487744</TD>
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+      <TD>1556314080113737856</TD>
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+      <TD>104.53678345689866</TD>
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+      <TD>1558581651047392512</TD>
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+      <TD>Gaia DR2 1558581651047392512</TD>
+      <TD>1558581651047392512</TD>
+      <TD>2MASS J13373116+4938367</TD>
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+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 1558960394146787840</TD>
+      <TD>1558960394146787840</TD>
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+      <TD>1558960394146787840</TD>
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+      <TD>Gaia DR2 1558960394146787840</TD>
+      <TD>1558960394146787840</TD>
+      <TD>SDSS J134925.25+504954.5</TD>
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+      <TD>1562271818226778624</TD>
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+      <TD>Gaia DR2 1562271818226778624</TD>
+      <TD>1562271818226778624</TD>
+      <TD>SDSS J134148.85+551046.2</TD>
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+      <TD>Gaia EDR3 1567536378685471104</TD>
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+      <TD>1567536378685471104</TD>
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+      <TD>1570382533253393536</TD>
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+     <TR>
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+      <TD>LHS 330</TD>
+      <TD>Gaia DR2 1572366022165982208</TD>
+      <TD>1572366022165982208</TD>
+      <TD>LHS 330</TD>
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+     <TR>
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+      <TD>1582527910492327808</TD>
+      <TD>SDSS J121210.98+605947.9</TD>
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+      <TD>Gaia DR2 1585284149919387264</TD>
+      <TD>1585284149919387264</TD>
+      <TD>2MASS J15004572+4219448</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 1586649326754181376</TD>
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+      <TD>2327766927474541824</TD>
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+      <TD>Gaia DR2 2331849006126794880</TD>
+      <TD>2331849006126794880</TD>
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+      <TD>Gaia EDR3 2333120453885963392</TD>
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+      <TD>2MASS J00034227-2822410</TD>
+      <TD>Gaia DR2 2333120453885963392</TD>
+      <TD>2333120453885963392</TD>
+      <TD>2MASS J00034227-2822410</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 2336406413104712320</TD>
+      <TD>2336406413104712320</TD>
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+      <TD>2467182154313027712</TD>
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+      <TD>2469899184984608640</TD>
+      <TD>SDSS J010859.24-104546.3</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 2472387757755767168</TD>
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+      <TD>Gaia DR2 2541756977144595712</TD>
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+      <TD>Gaia DR2 2542048347725825024</TD>
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+      <TD>Gaia DR2 2545563520758981760</TD>
+      <TD>2545563520758981760</TD>
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+      <TD>Gaia DR2 2547532539925750784</TD>
+      <TD>2547532539925750784</TD>
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+      <TD>2550766886522609920</TD>
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+      <TD>2552735978704704768</TD>
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+      <TD>1</TD>
+      <TD>2MASS J01550354+0950003</TD>
+      <TD>Gaia DR2 2570824594248255104</TD>
+      <TD>2570824594248255104</TD>
+      <TD>2MASS J01550354+0950003</TD>
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+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 2572901021957789568</TD>
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+      <TD>2572901021957789568</TD>
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+      <TD>Gaia DR2 2572901021957789568</TD>
+      <TD>2572901021957789568</TD>
+      <TD>SIMP J013656.5+093347.3</TD>
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+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 2575986934485172736</TD>
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+      <TD>2575986934485172736</TD>
+      <TD>0.5631477</TD>
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+      <TD>Gaia DR2 2575986934485172736</TD>
+      <TD>2575986934485172736</TD>
+      <TD>SDSS J015354.23+140452.9</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 2584933149499027456</TD>
+      <TD>2584933149499027456</TD>
+      <TD>704454929</TD>
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+      <TD>0.87797385</TD>
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+      <TD>Gaia DR2 2584933149499027456</TD>
+      <TD>2584933149499027456</TD>
+      <TD>SDSS J010718.70+132656.2</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 2584968707534858240</TD>
+      <TD>2584968707534858240</TD>
+      <TD>1454532990</TD>
+      <TD>2016</TD>
+      <TD>17.168983555634497</TD>
+      <TD>5.9242167</TD>
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+      <TD>2584968707534858240</TD>
+      <TD>33.025448</TD>
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+      <TD>Gaia DR2 2584968707534858240</TD>
+      <TD>2584968707534858240</TD>
+      <TD>SDSS J010840.49+134739.3</TD>
+     </TR>
+     <TR>
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+      <TD>2586051833860608128</TD>
+      <TD>1811215162</TD>
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+      <TD>2586051833860608128</TD>
+      <TD>2586051833860608128</TD>
+      <TD>0.32579586</TD>
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+      <TD>1</TD>
+      <TD>2MASSW J0135358+120522</TD>
+      <TD>Gaia DR2 2586051833860608128</TD>
+      <TD>2586051833860608128</TD>
+      <TD>2MASSW J0135358+120522</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 2587010809863460608</TD>
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+      <TD/>
+      <TD/>
+      <TD/>
+      <TD/>
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+      <TD>2775496377361648384</TD>
+      <TD>1578235156</TD>
+      <TD>2016</TD>
+      <TD>10.747229310125194</TD>
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+      <TD>0</TD>
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+      <TD>119.63603548277594</TD>
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+      <TD>2775496377361648384</TD>
+      <TD>2775496377361648384</TD>
+      <TD>0.06277725</TD>
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+      <TD>1</TD>
+      <TD>2MASS J00425923+1142104</TD>
+      <TD>Gaia DR2 2775496377361648384</TD>
+      <TD>2775496377361648384</TD>
+      <TD>2MASS J00425923+1142104</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 2776324485710775296</TD>
+      <TD>2776324485710775296</TD>
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+      <TD>2776324485710775296</TD>
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+      <TD>SDSS J004154.54+134135.5</TD>
+      <TD>Gaia DR2 2776324485710775296</TD>
+      <TD>2776324485710775296</TD>
+      <TD>SDSS J004154.54+134135.5</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 2777549994499273088</TD>
+      <TD>2777549994499273088</TD>
+      <TD>1706935656</TD>
+      <TD>2016</TD>
+      <TD>14.898303501660685</TD>
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+      <TD>0.55845416</TD>
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+      <TD>55</TD>
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+      <TD/>
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+      <TD>7</TD>
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+      <TD>125.855194376357</TD>
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+      <TD>2777549994499273088</TD>
+      <TD>53.959435</TD>
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+      <TD>SDSS J005935.48+150905.0</TD>
+      <TD>Gaia DR2 2777549994499273088</TD>
+      <TD>2777549994499273088</TD>
+      <TD>SDSS J005935.48+150905.0</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 2779363119238642560</TD>
+      <TD>2779363119238642560</TD>
+      <TD>1460787816</TD>
+      <TD>2016</TD>
+      <TD>9.683520524536569</TD>
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+      <TD>2779363119238642560</TD>
+      <TD>0.5009019</TD>
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+      <TD>Gaia DR2 2779363119238642560</TD>
+      <TD>2779363119238642560</TD>
+      <TD>SDSS J003843.99+134339.5</TD>
+     </TR>
+     <TR>
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+      <TD>Gaia EDR3 2781513733917711616</TD>
+      <TD>2781513733917711616</TD>
+      <TD>350135811</TD>
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+      <TD>2MASS J00452143+1634446</TD>
+      <TD>Gaia DR2 2781513733917711616</TD>
+      <TD>2781513733917711616</TD>
+      <TD>2MASS J00452143+1634446</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 2783348921903137792</TD>
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+      <TD>2805211611110545664</TD>
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+      <TD>Gaia DR2 3016756269611059072</TD>
+      <TD>3016756269611059072</TD>
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+      <TD>Gaia DR2 3017245105609559168</TD>
+      <TD>3017245105609559168</TD>
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+      <TD>3045251148530763392</TD>
+      <TD>WISEA J071552.38-114532.9</TD>
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+      <TD>Gaia DR2 3048443305671969152</TD>
+      <TD>3048443305671969152</TD>
+      <TD>WISE J072003.20-084651.2</TD>
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+      <TD>3146187071877364992</TD>
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+      <TD>3171631420210205056</TD>
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+      <TD>3174352367891659904</TD>
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+      <TD>3192982561632526208</TD>
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+      <TD>2MASS J04173745-0800007</TD>
+      <TD>Gaia DR2 3192982561632526208</TD>
+      <TD>3192982561632526208</TD>
+      <TD>2MASS J04173745-0800007</TD>
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+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 3193496682100879872</TD>
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+      <TD>1636042515805110273</TD>
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+      <TD>3264210367987143296</TD>
+      <TD>143329392</TD>
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+      <TD/>
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+      <TD>0.17653728</TD>
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+      <TD>3264210367987143296</TD>
+      <TD>SDSSp J033017.77+000047.8</TD>
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+      <TD>1277725912</TD>
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+      <TD>Gaia DR2 3264440097197783040</TD>
+      <TD>3264440097197783040</TD>
+      <TD>SDSSp J032817.38+003257.2</TD>
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+      <TD>1636042515805110273</TD>
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+      <TD>Gaia DR2 3264554308968041728</TD>
+      <TD>3264554308968041728</TD>
+      <TD>ULAS J033350.84+001406.1</TD>
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+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 3266546344865385728</TD>
+      <TD>3266546344865385728</TD>
+      <TD>628723277</TD>
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+      <TD>3266546344865385728</TD>
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+      <TD>Gaia DR2 3266937637860051840</TD>
+      <TD>3266937637860051840</TD>
+      <TD>2MASS J03111547+0106307</TD>
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+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 3269943938874146688</TD>
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+      <TD>3269943938874146688</TD>
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+      <TD>3277801633082032384</TD>
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+      <TD>3282728853923029376</TD>
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+      <TD>3299496547982121216</TD>
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+      <TD>3306421753248761984</TD>
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+     <TR>
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+      <TD>0.6060808</TD>
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+      <TD>Gaia DR2 3306608700290810368</TD>
+      <TD>3306608700290810368</TD>
+      <TD>Cl* Melotte 25 DKJ 14784e</TD>
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+      <TD>Gaia DR2 3311992669430199168</TD>
+      <TD>3311992669430199168</TD>
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+      <TD>3312002496314304384</TD>
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+      <TD>3348325893730781952</TD>
+      <TD>WISEA J055007.94+161051.9</TD>
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+      <TD>Gaia DR2 3361210791323909504</TD>
+      <TD>3361210791323909504</TD>
+      <TD>WISEA J065958.55+171710.9</TD>
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+     <TR>
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+      <TD>Gaia DR2 3478519134297202560</TD>
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+      <TD>Gaia EDR3 3481051683236357888</TD>
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+      <TD>Gaia DR2 3583682782927372160</TD>
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+      <TD>3644153375538653184</TD>
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+      <TD>3647162567065806848</TD>
+      <TD>SDSS J140442.39-022426.1</TD>
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+      <TD>-0.5611561</TD>
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+      <TD>3650008996513309824</TD>
+      <TD>SDSS J143517.20-004612.9</TD>
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+      <TD>1636042515805110273</TD>
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+      <TD>3651567970855417088</TD>
+      <TD>1749836104</TD>
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+      <TD>3651567970855417088</TD>
+      <TD>SDSSp J144600.60+002452.0</TD>
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+      <TD>3651708188653807360</TD>
+      <TD>SDSSp J144001.82+002145.8</TD>
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+      <TD>Gaia DR2 3651711938158972672</TD>
+      <TD>3651711938158972672</TD>
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+      <TD>Gaia DR2 3653423529872361728</TD>
+      <TD>3653423529872361728</TD>
+      <TD>SDSS J143055.90+001352.1</TD>
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+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 3655539024603390720</TD>
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+      <TD>470110144</TD>
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+      <TD>Gaia DR2 3655539024603390720</TD>
+      <TD>3655539024603390720</TD>
+      <TD>SDSS J143904.71+020526.7</TD>
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+      <TD>1636042515805110273</TD>
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+      <TD>Gaia DR2 3658091957458756864</TD>
+      <TD>3658091957458756864</TD>
+      <TD>2MASS J13480100-0304328</TD>
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+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 3658413667689105920</TD>
+      <TD>3658413667689105920</TD>
+      <TD>1806746191</TD>
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+      <TD>-0.6243321</TD>
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+      <TD>3658413667689105920</TD>
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+      <TD>Gaia DR2 3658413667689105920</TD>
+      <TD>3658413667689105920</TD>
+      <TD>SDSS J134338.74-022044.6</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 3661370872931025536</TD>
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+      <TD>304854428</TD>
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+      <TD>210.63124219413208</TD>
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+      <TD>SDSS J140231.75+014830.3</TD>
+      <TD>Gaia DR2 3661370872931025536</TD>
+      <TD>3661370872931025536</TD>
+      <TD>SDSS J140231.75+014830.3</TD>
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+     <TR>
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+      <TD>Gaia EDR3 3661915333050345728</TD>
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+      <TD>Gaia DR2 3680897164353640320</TD>
+      <TD>3680897164353640320</TD>
+      <TD>2MASS J12270506-0447207</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 3685444645661181696</TD>
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+      <TD>1512526235</TD>
+      <TD>2016</TD>
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+      <TD>3688667760919764608</TD>
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+      <TD>3696867742547253760</TD>
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+      <TD>Gaia DR2 3698498322584980992</TD>
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+      <TD>3740461218218160384</TD>
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+      <TD>3751532746258926976</TD>
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+      <TD>Gaia DR2 3765325471089276288</TD>
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+      <TD>Gaia EDR3 3766389660906008960</TD>
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+      <TD>Gaia DR2 3797370909280252160</TD>
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+      <TD>SDSS J113454.91+002254.3</TD>
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+      <TD>1636042515805110273</TD>
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+      <TD>Gaia DR2 3802665122192531712</TD>
+      <TD>3802665122192531712</TD>
+      <TD>2MASS J10452400-0149576</TD>
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+      <TD>Gaia EDR3 3804048651417278976</TD>
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+      <TD>Gaia DR2 3804048651417278976</TD>
+      <TD>3804048651417278976</TD>
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+      <TD>Gaia DR2 3806472013699161344</TD>
+      <TD>3806472013699161344</TD>
+      <TD>SDSSp J104325.10+000148.2</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 3808091555673982720</TD>
+      <TD>3808091555673982720</TD>
+      <TD>782326372</TD>
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+      <TD>Gaia DR2 3808091555673982720</TD>
+      <TD>3808091555673982720</TD>
+      <TD>SDSS J105012.49+005803.3</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 3808159454810609280</TD>
+      <TD>3808159454810609280</TD>
+      <TD>1563447491</TD>
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+      <TD>3808159454810609280</TD>
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+      <TD>SDSS J104842.81+011158.2</TD>
+      <TD>Gaia DR2 3808159454810609280</TD>
+      <TD>3808159454810609280</TD>
+      <TD>SDSS J104842.81+011158.2</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 3814316135810315904</TD>
+      <TD>3814316135810315904</TD>
+      <TD>1647827929</TD>
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+      <TD>171.27023075871057</TD>
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+      <TD>3814316135810315904</TD>
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+      <TD>Gaia DR2 3815413929451499904</TD>
+      <TD>3815413929451499904</TD>
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+      <TD>Gaia DR2 3828201661999094784</TD>
+      <TD>3828201661999094784</TD>
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+      <TD>Gaia DR2 3830128624846458752</TD>
+      <TD>3830128624846458752</TD>
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+      <TD>3836998442215975168</TD>
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+      <TD>234.20854802380236</TD>
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+      <TD>Gaia DR2 3847024132835801344</TD>
+      <TD>3847024132835801344</TD>
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+      <TD>3851100705340088960</TD>
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+      <TD>Gaia DR2 3851468354540078208</TD>
+      <TD>3851468354540078208</TD>
+      <TD>SDSS J093858.88+044343.9</TD>
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+      <TD>3852362605385919616</TD>
+      <TD>2MASS J09312823+0528223</TD>
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+      <TD>Gaia DR2 3853943806185777664</TD>
+      <TD>3853943806185777664</TD>
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+      <TD>Gaia DR2 3856498658891737728</TD>
+      <TD>3856498658891737728</TD>
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+      <TD>21</TD>
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+      <TD>3858161704589355776</TD>
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+      <TD>Gaia DR2 3871812278886685568</TD>
+      <TD>3871812278886685568</TD>
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+      <TD>3872859868654473472</TD>
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+      <TD>3874132347205881600</TD>
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+      <TD>1636042515805110273</TD>
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+      <TD>Gaia DR2 3875561544817858816</TD>
+      <TD>3875561544817858816</TD>
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+      <TD>3883066123993750144</TD>
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+      <TD>Gaia DR2 3883066123993750144</TD>
+      <TD>3883066123993750144</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 3888505064418997888</TD>
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+      <TD>3928327279633194752</TD>
+      <TD>ULAS J124052.92+112940.4</TD>
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+      <TD>3949641484336451072</TD>
+      <TD>SDSS J123322.63+213805.1</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 3965701500927347840</TD>
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+      <TD>403815704</TD>
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+      <TD>Gaia DR2 4123874907297370240</TD>
+      <TD>4123874907297370240</TD>
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+      <TD>Gaia DR2 4140696473069943424</TD>
+      <TD>4140696473069943424</TD>
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+      <TD>Gaia DR2 4186212234378946304</TD>
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+     <TR>
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+      <TD>4424646102564924288</TD>
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+      <TD>Gaia DR2 4425494341423705344</TD>
+      <TD>4425494341423705344</TD>
+      <TD>SDSS J160510.15+042152.1</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 4431658207904141312</TD>
+      <TD>4431658207904141312</TD>
+      <TD>1077856385</TD>
+      <TD>2016</TD>
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+      <TD/>
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+      <TD/>
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+      <TD>0.05878956</TD>
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+      <TD>111</TD>
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+      <TD>13</TD>
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+      <TD>98.34551</TD>
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+      <TD>Gaia DR2 4431658207904141312</TD>
+      <TD>4431658207904141312</TD>
+      <TD>SDSS J163050.01+005101.3</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 4431722563693865856</TD>
+      <TD>4431722563693865856</TD>
+      <TD>908518143</TD>
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+      <TD>16.60121096139551</TD>
+      <TD>30.69655945561325</TD>
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+      <TD>4431722563693865856</TD>
+      <TD>0.5398128</TD>
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+      <TD>SDSS J163355.23+010027.0</TD>
+      <TD>Gaia DR2 4431722563693865856</TD>
+      <TD>4431722563693865856</TD>
+      <TD>SDSS J163355.23+010027.0</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 4434578579508991360</TD>
+      <TD>4434578579508991360</TD>
+      <TD>456299923</TD>
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+      <TD>252.26771643180567</TD>
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+      <TD>22.52389503889095</TD>
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+      <TD>4434578579508991360</TD>
+      <TD>0.124346286</TD>
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+      <TD>1</TD>
+      <TD>2MASS J16490419+0444571</TD>
+      <TD>Gaia DR2 4434578579508991360</TD>
+      <TD>4434578579508991360</TD>
+      <TD>2MASS J16490419+0444571</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 4438043930922131072</TD>
+      <TD>4438043930922131072</TD>
+      <TD>1422880396</TD>
+      <TD>2016</TD>
+      <TD>243.92753356975717</TD>
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+      <TD>0.11754891</TD>
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+      <TD>1</TD>
+      <TD>2MASS J16154245+0546400</TD>
+      <TD>Gaia DR2 4438043930922131072</TD>
+      <TD>4438043930922131072</TD>
+      <TD>2MASS J16154245+0546400</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 4446555181711083904</TD>
+      <TD>4446555181711083904</TD>
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+      <TD>4446555181711083904</TD>
+      <TD>0.3440835</TD>
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+      <TD>2MASS J16304139+0938446</TD>
+      <TD>Gaia DR2 4446555181711083904</TD>
+      <TD>4446555181711083904</TD>
+      <TD>2MASS J16304139+0938446</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 4447496977846072960</TD>
+      <TD>4447496977846072960</TD>
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+      <TD>4560442523102375296</TD>
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+      <TD>4562827226385217536</TD>
+      <TD>SDSS J164748.33+190933.7</TD>
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+      <TD>1636042515805110273</TD>
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+      <TD>4563904752075195520</TD>
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+      <TD>Gaia DR2 4563904752075195520</TD>
+      <TD>4563904752075195520</TD>
+      <TD>SDSS J164230.27+202048.1</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 4568719543555702272</TD>
+      <TD>4568719543555702272</TD>
+      <TD>863696907</TD>
+      <TD>2016</TD>
+      <TD>257.80602338058566</TD>
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+      <TD>2MASS J17111353+2326333</TD>
+      <TD>Gaia DR2 4568719543555702272</TD>
+      <TD>4568719543555702272</TD>
+      <TD>2MASS J17111353+2326333</TD>
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+     <TR>
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+      <TD>Gaia EDR3 4581695915363428736</TD>
+      <TD>4581695915363428736</TD>
+      <TD>558561849</TD>
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+      <TD>1</TD>
+      <TD>2MASS J17392515+2454421</TD>
+      <TD>Gaia DR2 4581695915363428736</TD>
+      <TD>4581695915363428736</TD>
+      <TD>2MASS J17392515+2454421</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 4584405146372926720</TD>
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+      <TD>4876503226475882496</TD>
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+      <TD>Gaia DR2 4876503226475882496</TD>
+      <TD>4876503226475882496</TD>
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+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 4877448669035035520</TD>
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+      <TD>4877448669035035520</TD>
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+      <TD>Gaia DR2 4877448669035035520</TD>
+      <TD>4877448669035035520</TD>
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+      <TD>Gaia DR2 4878035808244168832</TD>
+      <TD>4878035808244168832</TD>
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+      <TD>Gaia EDR3 4880607531583589632</TD>
+      <TD>4880607531583589632</TD>
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+      <TD>Gaia DR2 4880607531583589632</TD>
+      <TD>4880607531583589632</TD>
+      <TD>2MASS J04553267-2701493</TD>
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+      <TD>Gaia EDR3 4894945708668731264</TD>
+      <TD>4894945708668731264</TD>
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+      <TD>2MASS J04390101-2353083</TD>
+      <TD>Gaia DR2 4894945708668731264</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 4898159654173165824</TD>
+      <TD>4898159654173165824</TD>
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+      <TD>Gaia DR2 4995583325059035008</TD>
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+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 4996141155411984128</TD>
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+      <TD>Gaia DR2 5131045975099845376</TD>
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+      <TD>Gaia EDR3 5132321541732365312</TD>
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+      <TD>5704751243890719360</TD>
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+      <TD>698789693</TD>
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+      <TD>Gaia DR2 5717278911884264576</TD>
+      <TD>5717278911884264576</TD>
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+      <TD>Gaia DR2 5721873182554909696</TD>
+      <TD>5721873182554909696</TD>
+      <TD>2MASS J08274661-1619256</TD>
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+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 5723739672264914176</TD>
+      <TD>5723739672264914176</TD>
+      <TD>1479090858</TD>
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+      <TD>0.08084721</TD>
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+      <TD>Gaia DR2 5723739672264914176</TD>
+      <TD>5723739672264914176</TD>
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+      <TD>Gaia EDR3 5733429157137237760</TD>
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+      <TD>Gaia DR2 5733429157137237760</TD>
+      <TD>5733429157137237760</TD>
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+      <TD>Gaia EDR3 5734132118729087488</TD>
+      <TD>5734132118729087488</TD>
+      <TD>68966338</TD>
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+      <TD>2MASS J08561384-1342242</TD>
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+      <TD>5734132118729087488</TD>
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+      <TD>Gaia DR2 5756582672995385088</TD>
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+      <TD>Gaia EDR3 5756707978666319744</TD>
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+      <TD>6487483783474213632</TD>
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+      <TD>47.802954233500735</TD>
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+      <TD>6917368949916014208</TD>
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+      <TD>2438826436627893248</TD>
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+      <TD>48</TD>
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+      <TD>2997233585961825280</TD>
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+      <TD>1636042515805110273</TD>
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+      <TD>Gaia DR2 3407755115688304640</TD>
+      <TD>3407755115688304640</TD>
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+     <TR>
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+      <TD>Gaia EDR3 4124397553254685440</TD>
+      <TD>4124397553254685440</TD>
+      <TD>670610009</TD>
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+      <TD>4124397553254685440</TD>
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+      <TD>DENIS-P J1733423-165449</TD>
+      <TD>Gaia DR2 4124397553254685440</TD>
+      <TD>4124397553254685440</TD>
+      <TD>DENIS-P J1733423-165449</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 4145132555890836480</TD>
+      <TD>4145132555890836480</TD>
+      <TD>1187957140</TD>
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+      <TD>0.6018185</TD>
+      <TD>-15.991710096152746</TD>
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+      <TD>48.858994387656246</TD>
+      <TD>4.182254</TD>
+      <TD>11.682455</TD>
+      <TD>21.11618</TD>
+      <TD>59</TD>
+      <TD>2011.6343566620765</TD>
+      <TD>5.554607</TD>
+      <TD>362.15604</TD>
+      <TD>16.489023</TD>
+      <TD>0</TD>
+      <TD>23</TD>
+      <TD>0</TD>
+      <TD>29</TD>
+      <TD>0</TD>
+      <TD>1.8022434</TD>
+      <TD>4.627157</TD>
+      <TD>3.0742073</TD>
+      <TD>1.5529499</TD>
+      <TD/>
+      <TD/>
+      <TD>0</TD>
+      <TD/>
+      <TD/>
+      <TD/>
+      <TD>334.46366670115924</TD>
+      <TD>-8.24169989051699</TD>
+      <TD>260.8422469183104</TD>
+      <TD>-31.688229398886715</TD>
+      <TD>5923656557253383936</TD>
+      <TD>5923656557253383936</TD>
+      <TD>0.30078924</TD>
+      <TD>-0.034589767</TD>
+      <TD>1</TD>
+      <TD>DENIS-P J170547.4-544151</TD>
+      <TD>Gaia DR2 5923656557253383936</TD>
+      <TD>5923656557253383936</TD>
+      <TD>DENIS-P J170547.4-544151</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 6060561079334177664</TD>
+      <TD>6060561079334177664</TD>
+      <TD>642419737</TD>
+      <TD>2016</TD>
+      <TD>193.28285964077983</TD>
+      <TD>0.09615102</TD>
+      <TD>-57.15882237036894</TD>
+      <TD>0.13975437</TD>
+      <TD>60.01024691973345</TD>
+      <TD>0.1813453</TD>
+      <TD>330.91702</TD>
+      <TD>1621.939</TD>
+      <TD>-1563.4785878115576</TD>
+      <TD>0.14487296</TD>
+      <TD>-431.53315821748515</TD>
+      <TD>0.21476397</TD>
+      <TD>0.24743302</TD>
+      <TD>0.015066348</TD>
+      <TD>-0.24778603</TD>
+      <TD>0.049757905</TD>
+      <TD>-0.041914437</TD>
+      <TD>0.029790966</TD>
+      <TD>-0.4084102</TD>
+      <TD>-0.2648007</TD>
+      <TD>-0.20500617</TD>
+      <TD>0.3651527</TD>
+      <TD>507</TD>
+      <TD>0</TD>
+      <TD>507</TD>
+      <TD>0</TD>
+      <TD>3.0443695</TD>
+      <TD>875.4629</TD>
+      <TD>0.9029015</TD>
+      <TD>8.930459</TD>
+      <TD>95</TD>
+      <TD>0</TD>
+      <TD/>
+      <TD>1.1055787</TD>
+      <TD>0.030445904</TD>
+      <TD>-0.0021681876</TD>
+      <TD>0.08142795</TD>
+      <TD>-0.0048594507</TD>
+      <TD>-0.055895444</TD>
+      <TD>0.008215921</TD>
+      <TD>58</TD>
+      <TD>22</TD>
+      <TD>0.31704828</TD>
+      <TD>69</TD>
+      <TD>25</TD>
+      <TD>0</TD>
+      <TD>0.009522014</TD>
+      <TD>109.96999</TD>
+      <TD>0</TD>
+      <TD>14</TD>
+      <TD>1.0970145</TD>
+      <TD>0.32309213</TD>
+      <TD>0.45077989</TD>
+      <TD>0.15747</TD>
+      <TD>0.10147217</TD>
+      <TD>-56.398582</TD>
+      <TD>-65.479706</TD>
+      <TD>-51.64801</TD>
+      <TD>-2.7351623</TD>
+      <TD>0</TD>
+      <TD>577</TD>
+      <TD>927.6954520086422</TD>
+      <TD>1.269369</TD>
+      <TD>730.832</TD>
+      <TD>18.268854</TD>
+      <TD>14</TD>
+      <TD>41.80857739171147</TD>
+      <TD>7.2797585</TD>
+      <TD>5.743127</TD>
+      <TD>21.28538</TD>
+      <TD>17</TD>
+      <TD>1684.1881196292193</TD>
+      <TD>10.802642</TD>
+      <TD>155.90521</TD>
+      <TD>16.68192</TD>
+      <TD>0</TD>
+      <TD>0</TD>
+      <TD>0</TD>
+      <TD>0</TD>
+      <TD>0</TD>
+      <TD>1.8605208</TD>
+      <TD>4.6034603</TD>
+      <TD>3.0165253</TD>
+      <TD>1.586935</TD>
+      <TD/>
+      <TD/>
+      <TD>0</TD>
+      <TD/>
+      <TD/>
+      <TD/>
+      <TD>303.1626682554533</TD>
+      <TD>5.712168875529472</TD>
+      <TD>220.35753464405363</TD>
+      <TD>-46.160594232839856</TD>
+      <TD>6060561079334177664</TD>
+      <TD>6060561079334177664</TD>
+      <TD>0.20701666</TD>
+      <TD>0.012802124</TD>
+      <TD>1</TD>
+      <TD>DENIS-P J1253108-570924</TD>
+      <TD>Gaia DR2 6060561079334177664</TD>
+      <TD>6060561079334177664</TD>
+      <TD>DENIS-P J1253108-570924</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 6450595924277607040</TD>
+      <TD>6450595924277607040</TD>
+      <TD>894301349</TD>
+      <TD>2016</TD>
+      <TD>311.2607694527857</TD>
+      <TD>0.095015824</TD>
+      <TD>-63.53611701456278</TD>
+      <TD>0.128127</TD>
+      <TD>44.241584908134186</TD>
+      <TD>0.1678094</TD>
+      <TD>263.64188</TD>
+      <TD>229.92049</TD>
+      <TD>78.70377413218131</TD>
+      <TD>0.13107121</TD>
+      <TD>-216.0304281168958</TD>
+      <TD>0.15957995</TD>
+      <TD>-0.12149387</TD>
+      <TD>0.09307624</TD>
+      <TD>-0.22730984</TD>
+      <TD>-0.00430812</TD>
+      <TD>-0.266145</TD>
+      <TD>0.078245535</TD>
+      <TD>-0.10008259</TD>
+      <TD>-0.28917342</TD>
+      <TD>0.15749745</TD>
+      <TD>-0.078615405</TD>
+      <TD>512</TD>
+      <TD>0</TD>
+      <TD>511</TD>
+      <TD>1</TD>
+      <TD>23.376266</TD>
+      <TD>2561.3203</TD>
+      <TD>1.3555135</TD>
+      <TD>39.482426</TD>
+      <TD>95</TD>
+      <TD>0</TD>
+      <TD/>
+      <TD>1.1549393</TD>
+      <TD>0.030870715</TD>
+      <TD>-0.037753083</TD>
+      <TD>0.07836882</TD>
+      <TD>-0.0641562</TD>
+      <TD>0.1958182</TD>
+      <TD>-0.09389286</TD>
+      <TD>58</TD>
+      <TD>26</TD>
+      <TD>0.22465722</TD>
+      <TD>63</TD>
+      <TD>20</TD>
+      <TD>0</TD>
+      <TD>0.012773956</TD>
+      <TD>59.987484</TD>
+      <TD>3</TD>
+      <TD>0</TD>
+      <TD>1.8186471</TD>
+      <TD>0.13675492</TD>
+      <TD>0.27647203</TD>
+      <TD>0.23728102</TD>
+      <TD>0.25082082</TD>
+      <TD>86.82582</TD>
+      <TD>77.27227</TD>
+      <TD>-14.040906</TD>
+      <TD>6.0920305</TD>
+      <TD>0</TD>
+      <TD>551</TD>
+      <TD>1651.1043400692881</TD>
+      <TD>3.2585833</TD>
+      <TD>506.6939</TD>
+      <TD>17.642931</TD>
+      <TD>49</TD>
+      <TD>62.9476908480858</TD>
+      <TD>4.7032003</TD>
+      <TD>13.384012</TD>
+      <TD>20.841093</TD>
+      <TD>58</TD>
+      <TD>3486.35529751493</TD>
+      <TD>13.852946</TD>
+      <TD>251.66887</TD>
+      <TD>15.891967</TD>
+      <TD>0</TD>
+      <TD>49</TD>
+      <TD>0</TD>
+      <TD>58</TD>
+      <TD>0</TD>
+      <TD>2.149654</TD>
+      <TD>4.9491262</TD>
+      <TD>3.198162</TD>
+      <TD>1.7509642</TD>
+      <TD/>
+      <TD/>
+      <TD>0</TD>
+      <TD/>
+      <TD/>
+      <TD/>
+      <TD>332.17773750969496</TD>
+      <TD>-36.64449989611472</TD>
+      <TD>293.8922131062162</TD>
+      <TD>-43.47933914089285</TD>
+      <TD>6450595924277607040</TD>
+      <TD>6450595924277607040</TD>
+      <TD>0.6299704</TD>
+      <TD>0.027647018</TD>
+      <TD>1</TD>
+      <TD>2MASS J20450238-6332066</TD>
+      <TD>Gaia DR2 6450595924277607040</TD>
+      <TD>6450595924277607040</TD>
+      <TD>2MASS J20450238-6332066</TD>
+     </TR>
+     <TR>
+      <TD>1636042515805110273</TD>
+      <TD>Gaia EDR3 6645696561747896064</TD>
+      <TD>6645696561747896064</TD>
+      <TD>1556801103</TD>
+      <TD>2016</TD>
+      <TD>294.9770554935137</TD>
+      <TD>0.47560257</TD>
+      <TD>-52.280286128992685</TD>
+      <TD>0.43923366</TD>
+      <TD>22.168825846064433</TD>
+      <TD>0.605507</TD>
+      <TD>36.612003</TD>
+      <TD>154.8949</TD>
+      <TD>61.309432113024826</TD>
+      <TD>0.48006967</TD>
+      <TD>-142.24480609921716</TD>
+      <TD>0.4116202</TD>
+      <TD>0.012774537</TD>
+      <TD>0.37379226</TD>
+      <TD>0.07126049</TD>
+      <TD>-0.122857295</TD>
+      <TD>-0.35583702</TD>
+      <TD>-0.065873936</TD>
+      <TD>0.15289466</TD>
+      <TD>-0.14001942</TD>
+      <TD>-0.08981745</TD>
+      <TD>0.06758819</TD>
+      <TD>217</TD>
+      <TD>0</TD>
+      <TD>210</TD>
+      <TD>7</TD>
+      <TD>8.376193</TD>
+      <TD>444.6947</TD>
+      <TD>2.905668</TD>
+      <TD>14.973682</TD>
+      <TD>95</TD>
+      <TD>0</TD>
+      <TD/>
+      <TD>1.3779823</TD>
+      <TD>0.1250656</TD>
+      <TD>-0.14809051</TD>
+      <TD>0.20607537</TD>
+      <TD>-0.07167925</TD>
+      <TD>-0.051837362</TD>
+      <TD>-0.039085165</TD>
+      <TD>25</TD>
+      <TD>16</TD>
+      <TD>0.67269605</TD>
+      <TD>26</TD>
+      <TD>7</TD>
+      <TD>2</TD>
+      <TD>0.16865595</TD>
+      <TD>63.81844</TD>
+      <TD>6</TD>
+      <TD>0</TD>
+      <TD>1.4402981</TD>
+      <TD>0.36049247</TD>
+      <TD>0.2588282</TD>
+      <TD>0.12192764</TD>
+      <TD>0.55675095</TD>
+      <TD>-34.87545</TD>
+      <TD>-31.326847</TD>
+      <TD>58.845238</TD>
+      <TD>28.132444</TD>
+      <TD>0</TD>
+      <TD>214</TD>
+      <TD>312.2002891537097</TD>
+      <TD>1.981026</TD>
+      <TD>157.59525</TD>
+      <TD>19.451284</TD>
+      <TD>26</TD>
+      <TD>106.40851552924481</TD>
+      <TD>7.5167665</TD>
+      <TD>14.156156</TD>
+      <TD>20.271101</TD>
+      <TD>24</TD>
+      <TD>737.1906742490127</TD>
+      <TD>8.671649</TD>
+      <TD>85.01159</TD>
+      <TD>17.578945</TD>
+      <TD>0</TD>
+      <TD>26</TD>
+      <TD>0</TD>
+      <TD>24</TD>
+      <TD>0</TD>
+      <TD>2.7021089</TD>
+      <TD>2.6921558</TD>
+      <TD>0.8198166</TD>
+      <TD>1.8723392</TD>
+      <TD/>
+      <TD/>
+      <TD>0</TD>
+      <TD/>
+      <TD/>
+      <TD/>
+      <TD>345.7554186141009</TD>
+      <TD>-28.358600936716062</TD>
+      <TD>287.41755423929453</TD>
+      <TD>-30.340677372567427</TD>
+      <TD>6645696561747896064</TD>
+      <TD>6645696561747896064</TD>
+      <TD>0.82404447</TD>
+      <TD>0.0033092499</TD>
+      <TD>1</TD>
+      <TD>2MASS J19395435-5216468</TD>
+      <TD>Gaia DR2 6645696561747896064</TD>
+      <TD>6645696561747896064</TD>
+      <TD>2MASS J19395435-5216468</TD>
+     </TR>
+    </TABLEDATA>
+   </DATA>
+  </TABLE>
+ </RESOURCE>
+</VOTABLE>
diff --git a/scripts/ingests/Gaia/ingest_gaia.py b/scripts/ingests/Gaia/ingest_gaia.py
index 4781036d9..6d092fb2f 100644
--- a/scripts/ingests/Gaia/ingest_gaia.py
+++ b/scripts/ingests/Gaia/ingest_gaia.py
@@ -1,9 +1,12 @@
-from scripts.ingests.utils import *
+#from scripts.ingests.utils import *
 from astroquery.gaia import Gaia
 from astropy.table import Table, setdiff
 from astropy import table
 from sqlalchemy import func
 import numpy as np
+from astrodb_utils.sources import *
+from astrodb_utils.publications import *
+from astrodb_utils import load_astrodb
 
 
 # GLOBAL VARIABLES
@@ -198,9 +201,13 @@ def add_gaia_photometry(gaia_data,ref):
 
     return
 
+SCHEMA_PATH = "simple/schema.yaml"
+from simple import REFERENCE_TABLES
 
 # LOAD THE DATABASE
-db = load_simpledb('SIMPLE.db', RECREATE_DB=RECREATE_DB)
+db = load_astrodb(
+    "SIMPLE.sqlite", recreatedb=RECREATE_DB, reference_tables=REFERENCE_TABLES, felis_schema=SCHEMA_PATH
+)
 
 # get all sources that have Gaia DR2 designations
 # 2nd query which is all sources that are not in that list
diff --git a/scripts/ingests/Gaia/ingest_gaiadr3.py b/scripts/ingests/Gaia/ingest_gaiadr3.py
index c197059e8..3ac5fa15b 100644
--- a/scripts/ingests/Gaia/ingest_gaiadr3.py
+++ b/scripts/ingests/Gaia/ingest_gaiadr3.py
@@ -1,22 +1,35 @@
-from scripts.ingests.ingest_utils import *
-from scripts.ingests.utils import *
 from astroquery.gaia import Gaia
 from astropy.table import Table, setdiff
 from astropy import table
 from sqlalchemy import func
 import numpy as np
 import pandas as pd
+from astrodb_utils import load_astrodb
+from astrodb_utils.sources import (
+    find_source_in_db,
+    AstroDBError,
+    find_publication,
+    ingest_source,
+)
+
+from astrodb_utils.publications import (
+    ingest_publication,
+    logger,
+)
+from simple import REFERENCE_TABLES
+SCHEMA_PATH = "simple/schema.yaml"
 
 # GLOBAL VARIABLES
 
 SAVE_DB = True  # save the data files in addition to modifying the .db file
 RECREATE_DB = True  # recreates the .db file from the data files
 VERBOSE = False
-DATE_SUFFIX = "Jun2022"
+#Changed from Jun2022 to Sep2021
+DATE_SUFFIX = "Sep2021"
 # LOAD THE DATABASE
-db = load_simpledb("SIMPLE.db", recreatedb=RECREATE_DB)
+db = load_astrodb("SIMPLE.sqlite", recreatedb=RECREATE_DB, reference_tables=REFERENCE_TABLES, felis_schema=SCHEMA_PATH)
 
-logger.setLevel(logging.DEBUG)
+#logger.setLevel(logging.DEBUG)
 
 
 # Functions
@@ -60,27 +73,38 @@ def add_gaia_rvs(data, ref):
     unmasked_rvs = np.logical_not(data["radial_velocity"].mask).nonzero()
     rvs = data[unmasked_rvs]["db_names", "radial_velocity", "radial_velocity_error"]
     refs = [ref] * len(rvs)
-    ingest_radial_velocities(
+    ingest_publication(
         db, rvs["db_names"], rvs["radial_velocity"], rvs["radial_velocity_error"], refs
     )
+
     return
 
+def add_gaia_epoch(data, ref):
+    unmasked_epochs = np.logical_not(data["ref_epoch"].mask).nonzero()
+    epochs = data[unmasked_epochs]["db_names", "ref_epoch"]
+    refs = [ref] * len(epochs)
+    ingest_publication(db, epochs["db_names"], epochs["ref_epoch"], refs)
 
+    return
+
+
+'''
 dr3_desig_file_string = (
     "scripts/ingests/Gaia/gaia_dr3_designations_" + "Sep2021" + ".xml"
 )
 gaia_dr3_names = Table.read(dr3_desig_file_string, format="votable")
 pd_gaia_dr3_names = gaia_dr3_names.to_pandas
+'''
 
 # Querying the GAIA DR3 Data
 # gaia_dr3_data = query_gaia_dr3(gaia_dr3_names)
 
 # making the data file and then converting the string into an astropy table
-dr3_data_file_string = "scripts/ingests/Gaia/gaia_dr3_data_" + DATE_SUFFIX + ".xml"
-# gaia_dr3_data.write(dr3_data_file_string, format='votable')
+
+dr3_data_file_string = "scripts/ingests/Gaia/gaia_edr3_data_" + DATE_SUFFIX + ".xml"
 gaia_dr3_data = Table.read(dr3_data_file_string, format="votable")
 
-# ingest_sources(db, gaia_dr3_data['designation'], 'GaiaDR3')
+#ingest_sources(db, gaia_dr3_data['designation'], 'GaiaDR3')
 
 add_gaia_rvs(gaia_dr3_data, "GaiaDR3")
 

From 3bfe30976d820d0b1f8818925baf0d07a8f8fc09 Mon Sep 17 00:00:00 2001
From: Logan-Huang <lhuang-27@peddie.org>
Date: Tue, 27 Jan 2026 12:14:33 -0500
Subject: [PATCH 2/6] Refactor Gaia ingestion functions and add coordinates

---
 scripts/ingests/Gaia/ingest_gaiadr3.py | 89 ++++++++++++++++++++------
 1 file changed, 70 insertions(+), 19 deletions(-)

diff --git a/scripts/ingests/Gaia/ingest_gaiadr3.py b/scripts/ingests/Gaia/ingest_gaiadr3.py
index 3ac5fa15b..7c709439d 100644
--- a/scripts/ingests/Gaia/ingest_gaiadr3.py
+++ b/scripts/ingests/Gaia/ingest_gaiadr3.py
@@ -54,6 +54,7 @@ def query_gaia_dr3(input_table):
 
     return gaia_data
 
+GAIA_BIBCODE = "2021A&A...649A...1G"
 
 # Ingesting the GAIADR3 publication
 def update_ref_tables():
@@ -68,26 +69,75 @@ def update_ref_tables():
 
 # update_ref_tables()
 
-
-def add_gaia_rvs(data, ref):
-    unmasked_rvs = np.logical_not(data["radial_velocity"].mask).nonzero()
-    rvs = data[unmasked_rvs]["db_names", "radial_velocity", "radial_velocity_error"]
-    refs = [ref] * len(rvs)
-    ingest_publication(
-        db, rvs["db_names"], rvs["radial_velocity"], rvs["radial_velocity_error"], refs
-    )
-
+ingested = 0
+
+
+def add_gaia_coordinates_and_epochs(data, ref):
+    
+    global ingested
+    
+    for row in data:
+        # source in the database
+        source = find_source_in_db(db, row["db_names"])
+        if source is None:
+            logger.warning(f"Source {row['db_names']} not found in database")
+            continue
+        
+        # coordinates and epoch from Gaia DR3 data
+        ra = row["ra"]
+        dec = row["dec"] 
+        ref_epoch = row["ref_epoch"]
+        
+        # Check if the values are not masked
+        if ra is np.ma.masked or dec is np.ma.masked:
+            logger.warning(f"Coordinates are masked for {row['db_names']}")
+            continue
+        
+        # Get epoch value, handle if it's masked
+        epoch_value = None if ref_epoch is np.ma.masked else ref_epoch
+        
+        try:
+            # Ingest using the Parallaxes table which stores astrometric data
+            # The table structure is: source, ra, dec, epoch, parallax, parallax_error, reference, adopted
+            with db.engine.connect() as conn:
+                conn.execute(
+                    db.Parallaxes.insert().values(
+                        {
+                            "source": source[0],
+                            #"ra": ra,
+                            #"dec": dec,
+                            #"epoch": epoch_value,
+                            "parallax": row.get("parallax") if not row.get("parallax") is np.ma.masked else None,
+                            "parallax_error": row.get("parallax_error") if not row.get("parallax_error") is np.ma.masked else None,
+                            "reference": ref,
+                            "adopted": False,  # Set to False by default; update later if needed
+                            "comments": "Gaia DR3 astrometry"
+                        }
+                    )
+                )
+                conn.execute(
+                    db.Sources.update().where(db.Sources.c.source == source[0]).values(
+                        {
+                            "ra": ra,
+                            "dec": dec,
+                            "epoch": ref_epoch,
+                            "equinox": None, 
+                            "reference": ref,
+                            "other_references": None,
+                            "shortname": None,
+                        }
+                    )
+                )
+                conn.commit()
+                
+            ingested += 1
+            print(f"Ingested coordinates for {row['db_names']}: RA={ra}, Dec={dec}, epoch={epoch_value}")
+            
+        except Exception as e:
+            logger.warning(f"Could not ingest coordinates for {row['db_names']}: {e}")
+    
     return
 
-def add_gaia_epoch(data, ref):
-    unmasked_epochs = np.logical_not(data["ref_epoch"].mask).nonzero()
-    epochs = data[unmasked_epochs]["db_names", "ref_epoch"]
-    refs = [ref] * len(epochs)
-    ingest_publication(db, epochs["db_names"], epochs["ref_epoch"], refs)
-
-    return
-
-
 '''
 dr3_desig_file_string = (
     "scripts/ingests/Gaia/gaia_dr3_designations_" + "Sep2021" + ".xml"
@@ -106,7 +156,8 @@ def add_gaia_epoch(data, ref):
 
 #ingest_sources(db, gaia_dr3_data['designation'], 'GaiaDR3')
 
-add_gaia_rvs(gaia_dr3_data, "GaiaDR3")
+add_gaia_coordinates_and_epochs(gaia_dr3_data, "GaiaDR3")
+print(ingested)
 
 # WRITE THE JSON FILES
 if SAVE_DB:

From 94e25e3f48cec6bc9a216537482473c6381955da Mon Sep 17 00:00:00 2001
From: Logan-Huang <lhuang-27@peddie.org>
Date: Wed, 4 Feb 2026 14:39:34 -0500
Subject: [PATCH 3/6] Gaia Ingest

ISSUE #667

Attempting to ingest all 1265 rows with epochs of the Gaia DR3 table, which was successful for all 1265 rows. No errors occurred.
---
 scripts/ingests/Gaia/ingest_gaiadr3.py | 28 +++++++-------------------
 1 file changed, 7 insertions(+), 21 deletions(-)

diff --git a/scripts/ingests/Gaia/ingest_gaiadr3.py b/scripts/ingests/Gaia/ingest_gaiadr3.py
index 7c709439d..e9921f634 100644
--- a/scripts/ingests/Gaia/ingest_gaiadr3.py
+++ b/scripts/ingests/Gaia/ingest_gaiadr3.py
@@ -70,11 +70,12 @@ def update_ref_tables():
 # update_ref_tables()
 
 ingested = 0
-
+total = 0    
 
 def add_gaia_coordinates_and_epochs(data, ref):
     
     global ingested
+    global total
     
     for row in data:
         # source in the database
@@ -88,36 +89,18 @@ def add_gaia_coordinates_and_epochs(data, ref):
         dec = row["dec"] 
         ref_epoch = row["ref_epoch"]
         
-        # Check if the values are not masked
         if ra is np.ma.masked or dec is np.ma.masked:
             logger.warning(f"Coordinates are masked for {row['db_names']}")
             continue
         
-        # Get epoch value, handle if it's masked
         epoch_value = None if ref_epoch is np.ma.masked else ref_epoch
         
         try:
-            # Ingest using the Parallaxes table which stores astrometric data
-            # The table structure is: source, ra, dec, epoch, parallax, parallax_error, reference, adopted
             with db.engine.connect() as conn:
-                conn.execute(
-                    db.Parallaxes.insert().values(
-                        {
-                            "source": source[0],
-                            #"ra": ra,
-                            #"dec": dec,
-                            #"epoch": epoch_value,
-                            "parallax": row.get("parallax") if not row.get("parallax") is np.ma.masked else None,
-                            "parallax_error": row.get("parallax_error") if not row.get("parallax_error") is np.ma.masked else None,
-                            "reference": ref,
-                            "adopted": False,  # Set to False by default; update later if needed
-                            "comments": "Gaia DR3 astrometry"
-                        }
-                    )
-                )
                 conn.execute(
                     db.Sources.update().where(db.Sources.c.source == source[0]).values(
                         {
+                            "source": source[0],
                             "ra": ra,
                             "dec": dec,
                             "epoch": ref_epoch,
@@ -131,9 +114,11 @@ def add_gaia_coordinates_and_epochs(data, ref):
                 conn.commit()
                 
             ingested += 1
+            total += 1
             print(f"Ingested coordinates for {row['db_names']}: RA={ra}, Dec={dec}, epoch={epoch_value}")
             
         except Exception as e:
+            total += 1
             logger.warning(f"Could not ingest coordinates for {row['db_names']}: {e}")
     
     return
@@ -157,7 +142,8 @@ def add_gaia_coordinates_and_epochs(data, ref):
 #ingest_sources(db, gaia_dr3_data['designation'], 'GaiaDR3')
 
 add_gaia_coordinates_and_epochs(gaia_dr3_data, "GaiaDR3")
-print(ingested)
+print("ingested: " + str(ingested))
+print("total: " + str(total))
 
 # WRITE THE JSON FILES
 if SAVE_DB:

From 5d403ef5b671cbc36c08ae7daf45935e5abdd748 Mon Sep 17 00:00:00 2001
From: Logan-Huang <lhuang-27@peddie.org>
Date: Tue, 7 Apr 2026 09:02:14 -0400
Subject: [PATCH 4/6] Push JSON files and updated ingest_gaiadr3.py Script

Attempted to ingest 1265 sources and successfully ingested 1265 sources. Modified the ingest script in order to prevent null overwrites in json files where data already existed.
---
 data/source/1rxs_j115928.5-524717.json        |   8 +-
 data/source/1rxs_j235133.3+312720_b.json      |  56 +++----
 data/source/2mass_j00001354+2554180.json      | 150 ++++++++---------
 data/source/2mass_j00011217+1535355.json      |   8 +-
 data/source/2mass_j00034227-2822410.json      |  16 +-
 data/source/2mass_j00040288-6410358.json      |  16 +-
 data/source/2mass_j00043484-4044058.json      |   8 +-
 data/source/2mass_j00044144-2058298.json      |   8 +-
 data/source/2mass_j00045753-1709369.json      |   8 +-
 data/source/2mass_j00054844-2157196.json      |  64 +++----
 data/source/2mass_j00070787-2458042.json      |  64 +++----
 data/source/2mass_j00100009-2031122.json      |  64 +++----
 data/source/2mass_j00132229-1143006.json      |  56 +++----
 data/source/2mass_j00135882-1816462.json      |  56 +++----
 data/source/2mass_j00145575-4844171.json      |  64 +++----
 data/source/2mass_j00150206+2959323.json      |  56 +++----
 data/source/2mass_j00154476+3516026.json      |  64 +++----
 data/source/2mass_j00165953-4056541.json      |  64 +++----
 data/source/2mass_j00182834-6703130.json      |   8 +-
 data/source/2mass_j00184613-6356122.json      |   8 +-
 data/source/2mass_j00191296-6226005.json      |   8 +-
 data/source/2mass_j00192626+4614078.json      |  64 +++----
 data/source/2mass_j00193927-3724392.json      |  64 +++----
 data/source/2mass_j00274197+0503417.json      | 158 +++++++++---------
 data/source/2mass_j00275592+2219328.json      |   8 +-
 data/source/2mass_j00282091+2249050.json      |  64 +++----
 data/source/2mass_j00285545-1927165.json      |  64 +++----
 data/source/2mass_j00303013-1450333.json      | 150 ++++++++---------
 data/source/2mass_j00311925-3840356.json      |   8 +-
 data/source/2mass_j00315477+0649463.json      |   8 +-
 data/source/2mass_j00320509+0219017.json      |  64 +++----
 data/source/2mass_j00325584-4405058.json      |  64 +++----
 data/source/2mass_j00325937+1410371.json      |  56 +++----
 data/source/2mass_j00332386-1521309.json      | 158 +++++++++---------
 data/source/2mass_j00344300-4102266.json      |   8 +-
 data/source/2mass_j00345157+0523050.json      | 146 ++++++++--------
 data/source/2mass_j00345684-0706013.json      |  64 +++----
 data/source/2mass_j00361617+1821104.json      |  16 +-
 data/source/2mass_j00374306-5846229.json      |   8 +-
 data/source/2mass_j00381489-6403529.json      |   8 +-
 data/source/2mass_j00412179+3547133.json      |   8 +-
 data/source/2mass_j00425923+1142104.json      |   8 +-
 data/source/2mass_j00433134+2054316.json      |   8 +-
 data/source/2mass_j00452143+1634446.json      |  16 +-
 data/source/2mass_j00461551+0252004.json      |   8 +-
 data/source/2mass_j00464841+0715177.json      |  64 +++----
 data/source/2mass_j00470038+6803543.json      | 150 ++++++++---------
 data/source/2mass_j00492677-0635467.json      |   8 +-
 data/source/2mass_j00501994-3322402.json      | 146 ++++++++--------
 data/source/2mass_j00511078-1544169.json      |  64 +++----
 data/source/2mass_j00521232+0012172.json      |  56 +++----
 data/source/2mass_j00531899-3631102.json      |  64 +++----
 data/source/2mass_j00550564+0134365.json      |  56 +++----
 data/source/2mass_j01033203+1935361.json      |   8 +-
 data/source/2mass_j01062285-5933185.json      |   8 +-
 data/source/2mass_j01063737+1518556.json      |  64 +++----
 data/source/2mass_j01070426+2435279.json      |   8 +-
 data/source/2mass_j01071607-1517577.json      |  64 +++----
 data/source/2mass_j01075242+0041563.json      | 150 ++++++++---------
 data/source/2mass_j01090150-5100494.json      |   8 +-
 data/source/2mass_j01090918-4954532.json      |   8 +-
 data/source/2mass_j01092170+2949255.json      |   8 +-
 data/source/2mass_j01095117-0343264.json      |   8 +-
 data/source/2mass_j01165457-1357342.json      |  64 +++----
 data/source/2mass_j01174748-3403258.json      | 158 +++++++++---------
 data/source/2mass_j01204916-0741036.json      |   8 +-
 data/source/2mass_j01205114-5200349.json      |   8 +-
 data/source/2mass_j01225093-2439505.json      |   8 +-
 data/source/2mass_j01231125-6921379.json      |   8 +-
 data/source/2mass_j01235905-4240073.json      |  64 +++----
 data/source/2mass_j01244599-5745379.json      |   8 +-
 data/source/2mass_j01262109+1428057.json      |  56 +++----
 data/source/2mass_j01265327-5505506.json      |   8 +-
 data/source/2mass_j01282664-5545343.json      |   8 +-
 data/source/2mass_j01294256-0823580.json      |   8 +-
 data/source/2mass_j01303563-4445411.json      |   8 +-
 data/source/2mass_j01311838+3801554.json      |  64 +++----
 data/source/2mass_j01340281+0508125.json      |  64 +++----
 data/source/2mass_j01344601-5707564.json      |   8 +-
 data/source/2mass_j01410321+1804502.json      |  64 +++----
 data/source/2mass_j01411479-2417311.json      |   8 +-
 data/source/2mass_j01414839-1601196.json      |  56 +++----
 data/source/2mass_j01415823-4633574.json      | 158 +++++++++---------
 data/source/2mass_j01423153+0523285.json      |   8 +-
 data/source/2mass_j01443536-0716142.json      |  64 +++----
 data/source/2mass_j01460119-4545263.json      |  64 +++----
 data/source/2mass_j01463192+0641153.json      |   8 +-
 data/source/2mass_j01472702+4731142.json      |  56 +++----
 data/source/2mass_j01473282-4954478.json      |   8 +-
 data/source/2mass_j01483864-3024396.json      |   8 +-
 data/source/2mass_j01514155+1244300.json      | 150 ++++++++---------
 data/source/2mass_j01550354+0950003.json      |  64 +++----
 data/source/2mass_j02042212-3632308.json      |  64 +++----
 data/source/2mass_j02050344+1251422.json      |  64 +++----
 data/source/2mass_j02052940-1159296.json      |   8 +-
 data/source/2mass_j02062493+2640237.json      |  56 +++----
 data/source/2mass_j02074284+0000564.json      | 150 ++++++++---------
 data/source/2mass_j02081833+2542533.json      |  64 +++----
 data/source/2mass_j02082363+2737400.json      |  64 +++----
 data/source/2mass_j02103857-3015313.json      |  16 +-
 data/source/2mass_j02132062+3648506c.json     |  56 +++----
 data/source/2mass_j02132880+4444453.json      |   8 +-
 data/source/2mass_j02182913-3133230.json      |  64 +++----
 data/source/2mass_j02192196+0506306.json      |  64 +++----
 data/source/2mass_j02192210-3925225.json      |   8 +-
 data/source/2mass_j02192807-1938416.json      |  64 +++----
 data/source/2mass_j02212859-6831400.json      |   8 +-
 data/source/2mass_j02215494-5412054.json      |   8 +-
 data/source/2mass_j02235464-5815067.json      |   8 +-
 data/source/2mass_j02251947-5837295.json      |   8 +-
 data/source/2mass_j02265658-5327032.json      |   8 +-
 data/source/2mass_j02271036-1624479.json      |  64 +++----
 data/source/2mass_j02281101+2537380.json      |  64 +++----
 data/source/2mass_j02283305+1811097.json      |   8 +-
 data/source/2mass_j02284243+1639329.json      |  64 +++----
 data/source/2mass_j02284355-6325052.json      |   8 +-
 data/source/2mass_j02292794-0053282.json      |  56 +++----
 data/source/2mass_j02301551+2704061.json      |  64 +++----
 data/source/2mass_j02304442-3027275.json      |  64 +++----
 data/source/2mass_j02340093-6442068.json      |  16 +-
 data/source/2mass_j02355993-2331205.json      |  64 +++----
 data/source/2mass_j02361794+0048548.json      |  56 +++----
 data/source/2mass_j02394245-1735471.json      |  64 +++----
 data/source/2mass_j02402950+2832576.json      |   8 +-
 data/source/2mass_j02404759-4253377.json      |   8 +-
 data/source/2mass_j02410564-5511466.json      |   8 +-
 data/source/2mass_j02411151-0326587.json      | 158 +++++++++---------
 data/source/2mass_j02415367-1241069.json      |  64 +++----
 data/source/2mass_j02431371-2453298.json      | 150 ++++++++---------
 data/source/2mass_j02435103-5432194.json      |   8 +-
 data/source/2mass_j02441019-3548036.json      |   8 +-
 data/source/2mass_j02484100-1651216.json      | 158 +++++++++---------
 data/source/2mass_j0249-0557_c.json           |  56 +++----
 data/source/2mass_j02495639-0557352.json      |   8 +-
 data/source/2mass_j02501167-0151295.json      |  64 +++----
 data/source/2mass_j02532028+2713332.json      |   8 +-
 data/source/2mass_j02534448-7959133.json      |   8 +-
 data/source/2mass_j02540788+0223563.json      | 150 ++++++++---------
 data/source/2mass_j02550357-4700509.json      | 158 +++++++++---------
 data/source/2mass_j02561474+1935213.json      |   8 +-
 data/source/2mass_j02562362+2013457.json      |   8 +-
 data/source/2mass_j02572581-3105523.json      |  64 +++----
 data/source/2mass_j03001631+2130205.json      |  56 +++----
 data/source/2mass_j03093877-3014352.json      |   8 +-
 data/source/2mass_j03100053+0726506.json      |   8 +-
 data/source/2mass_j03101401-2756452.json      |  64 +++----
 data/source/2mass_j03111547+0106307.json      |   8 +-
 data/source/2mass_j03134443+0433165.json      |   8 +-
 data/source/2mass_j03140344+1603056.json      |  64 +++----
 data/source/2mass_j03144011-0450316.json      |   8 +-
 data/source/2mass_j03164512-2848521.json      |  64 +++----
 data/source/2mass_j03182597-3708118.json      |   8 +-
 data/source/2mass_j03185403-3421292.json      | 158 +++++++++---------
 data/source/2mass_j03201720-1026124.json      |  64 +++----
 data/source/2mass_j03205965+1854233.json      | 156 ++++++++---------
 data/source/2mass_j03224622-7940595.json      |   8 +-
 data/source/2mass_j03231002-4631237.json      | 158 +++++++++---------
 data/source/2mass_j03250136+2253039.json      |  64 +++----
 data/source/2mass_j03255322+0425406.json      | 146 ++++++++--------
 data/source/2mass_j03261367+2950152.json      |   8 +-
 data/source/2mass_j03264225-2102057.json      | 150 ++++++++---------
 data/source/2mass_j03274091-3148156.json      |   8 +-
 data/source/2mass_j03283463+1129515.json      |   8 +-
 data/source/2mass_j03284265+2302051.json      | 150 ++++++++---------
 data/source/2mass_j03300506+2405281.json      |   8 +-
 data/source/2mass_j03313025-3042383.json      |   8 +-
 data/source/2mass_j03320043-2317496.json      |  64 +++----
 data/source/2mass_j03333313-3215181.json      |   8 +-
 data/source/2mass_j03341218-4953322.json      | 158 +++++++++---------
 data/source/2mass_j03354535+0658058.json      |  64 +++----
 data/source/2mass_j03370359-1758079.json      |  64 +++----
 data/source/2mass_j03393521-3525440.json      | 158 +++++++++---------
 data/source/2mass_j03400942-6724051.json      |   8 +-
 data/source/2mass_j03420931-2904317.json      |   8 +-
 data/source/2mass_j03454316+2540233.json      |  16 +-
 data/source/2mass_j03471792+2422317.json      |   8 +-
 data/source/2mass_j03510004-0052452.json      | 158 +++++++++---------
 data/source/2mass_j03510423+4810477.json      |  56 +++----
 data/source/2mass_j03521086+0210479.json      |  64 +++----
 data/source/2mass_j03540135+2316339.json      |  64 +++----
 data/source/2mass_j03550477-1032415.json      |   8 +-
 data/source/2mass_j03552337+1133437.json      |  16 +-
 data/source/2mass_j03572695-4417305.json      |   8 +-
 data/source/2mass_j04012977-4050448.json      |  64 +++----
 data/source/2mass_j04062677-3812102.json      |  56 +++----
 data/source/2mass_j04070752+1546457.json      |  64 +++----
 data/source/2mass_j04070885+1514565.json      |  56 +++----
 data/source/2mass_j04081032+0742494.json      |  64 +++----
 data/source/2mass_j04082905-1450334.json      |  64 +++----
 data/source/2mass_j04151471+2800096.json      |   8 +-
 data/source/2mass_j04151954-0935066.json      | 150 ++++++++---------
 data/source/2mass_j04173745-0800007.json      |   8 +-
 data/source/2mass_j04174743-2129191.json      |  64 +++----
 data/source/2mass_j04185115+2814332.json      |   8 +-
 data/source/2mass_j04203904+2355502.json      |  64 +++----
 data/source/2mass_j04214954+1528598.json      |   8 +-
 data/source/2mass_j04221413+1530525.json      |   8 +-
 data/source/2mass_j04234858-0414035.json      |   8 +-
 data/source/2mass_j04235322-0006587.json      |   8 +-
 data/source/2mass_j04270723+0859027.json      |  64 +++----
 data/source/2mass_j04272799+2612052.json      |   8 +-
 data/source/2mass_j04285096-2253227.json      |  16 +-
 data/source/2mass_j04291842-3123568.json      |   8 +-
 data/source/2mass_j04294568+2630468.json      |   8 +-
 data/source/2mass_j04300724+2608207.json      |   8 +-
 data/source/2mass_j04305157-0849007.json      |  64 +++----
 data/source/2mass_j04305718+2556394.json      |   8 +-
 data/source/2mass_j04355143+2249119.json      |   8 +-
 data/source/2mass_j04362054-4218523.json      |  64 +++----
 data/source/2mass_j04362767+1151243.json      |   8 +-
 data/source/2mass_j04362788-4114465.json      | 158 +++++++++---------
 data/source/2mass_j04365019-1803262.json      |   8 +-
 data/source/2mass_j04380083+2558572.json      |   8 +-
 data/source/2mass_j04390101-2353083.json      | 158 +++++++++---------
 data/source/2mass_j04390396+2544264.json      |   8 +-
 data/source/2mass_j04400972-5126544.json      |   8 +-
 data/source/2mass_j04402583-1820414.json      |   8 +-
 data/source/2mass_j04433761+0002051.json      | 158 +++++++++---------
 data/source/2mass_j04441479+0543573.json      |  64 +++----
 data/source/2mass_j04451119-0602526.json      |   8 +-
 data/source/2mass_j04453237-3642258.json      |   8 +-
 data/source/2mass_j04455387-3048204.json      | 158 +++++++++---------
 data/source/2mass_j04473039-1216155.json      |  56 +++----
 data/source/2mass_j04474307-1936045.json      |  56 +++----
 data/source/2mass_j04493288+1607226.json      |   8 +-
 data/source/2mass_j04510093-3402150.json      | 158 +++++++++---------
 data/source/2mass_j04532647-1751543.json      |  64 +++----
 data/source/2mass_j04553267-2701493.json      |   8 +-
 data/source/2mass_j04572565+6809177.json      |   8 +-
 data/source/2mass_j04584239-3002061.json      |   8 +-
 data/source/2mass_j05002100+0330501.json      | 158 +++++++++---------
 data/source/2mass_j05012406-0010452.json      | 158 +++++++++---------
 data/source/2mass_j05065012+5236338.json      |  56 +++----
 data/source/2mass_j05084947-1647167.json      |   8 +-
 data/source/2mass_j05103524-4208146.json      |  56 +++----
 data/source/2mass_j05120636-2949540.json      |  64 +++----
 data/source/2mass_j05123569-3041067.json      |   8 +-
 data/source/2mass_j05151593-0656262.json      |   8 +-
 data/source/2mass_j05160945-0445499.json      | 146 ++++++++--------
 data/source/2mass_j05161597-3332046.json      |  64 +++----
 data/source/2mass_j05170548-4154413.json      |  56 +++----
 data/source/2mass_j05181131-3101529.json      |   8 +-
 data/source/2mass_j05184616-2756457.json      |  64 +++----
 data/source/2mass_j05233822-1403022.json      |  16 +-
 data/source/2mass_j05253876-7426008.json      |   8 +-
 data/source/2mass_j05264316-1824315.json      |   8 +-
 data/source/2mass_j05264348-4455455.json      |  64 +++----
 data/source/2mass_j05265973-5026216.json      |   8 +-
 data/source/2mass_j05284435-3252228.json      |   8 +-
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 data/source/2mass_j06322402-5010349.json      |   8 +-
 data/source/2mass_j06353541-6234059.json      |   8 +-
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 data/source/2mass_j07522390+1612157.json      |  16 +-
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 data/source/2mass_j08234818+2428577.json      |  64 +++----
 data/source/2mass_j08251968+2115521.json      | 158 +++++++++---------
 data/source/2mass_j08254335-0029110.json      |   8 +-
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 data/source/2mass_j08355829+0548308.json      |  64 +++----
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 data/source/2mass_j08441409-2924121.json      |   8 +-
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 data/source/2mass_j08500174-1924184.json      |   8 +-
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 data/source/2mass_j08561384-1342242.json      |   8 +-
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 data/source/2mass_j09221952-8010399.json      |   8 +-
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 data/source/2mass_j09342920-1352434.json      |   8 +-
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 data/source/2mass_j09384022-2748184.json      |  64 +++----
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 data/source/2mass_j10031918-0105079.json      |  64 +++----
 data/source/2mass_j10042066+5022596.json      | 158 +++++++++---------
 data/source/2mass_j10043929-3335189.json      |  64 +++----
 data/source/2mass_j10063197-1653266.json      |   8 +-
 data/source/2mass_j10073369-4555147.json      | 150 ++++++++---------
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 data/source/2mass_j10220489+0200477.json      |  64 +++----
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 data/source/2mass_j10451718-2607249.json      |   8 +-
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 data/source/2mass_j12545393-0122474.json      | 158 +++++++++---------
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 data/source/2mass_j14232186+6154005.json      |  56 +++----
 data/source/2mass_j14243909+0917104.json      | 150 ++++++++---------
 data/source/2mass_j14250510+7102097.json      |   8 +-
 data/source/2mass_j14252798-3650229.json      | 158 +++++++++---------
 data/source/2mass_j14263345-5229166.json      |   8 +-
 data/source/2mass_j14283132+5923354.json      |  64 +++----
 data/source/2mass_j14304358+2915405.json      |   8 +-
 data/source/2mass_j14313097+1436539.json      |  64 +++----
 data/source/2mass_j14345819-2335572.json      |   8 +-
 data/source/2mass_j14351087-2333025.json      |  64 +++----
 data/source/2mass_j14360977+2900350.json      |   8 +-
 data/source/2mass_j14383259+5722168.json      |  56 +++----
 data/source/2mass_j14384542+5559134.json      |   8 +-
 data/source/2mass_j14392836+1929149.json      | 150 ++++++++---------
 data/source/2mass_j14402293+1339230.json      |  16 +-
 data/source/2mass_j14403186-1303263.json      |  64 +++----
 data/source/2mass_j14410457+2719323.json      |  64 +++----
 data/source/2mass_j14480337+1554149.json      |   8 +-
 data/source/2mass_j14482563+1031590.json      | 154 ++++++++---------
 data/source/2mass_j14532303+1543081.json      |   8 +-
 data/source/2mass_j14562776+1755090.json      |   8 +-
 data/source/2mass_j14563831-2809473.json      | 158 +++++++++---------
 data/source/2mass_j14571496-2121477.json      | 150 ++++++++---------
 data/source/2mass_j14573965+4517167.json      |   8 +-
 data/source/2mass_j14582453+2839580.json      |  64 +++----
 data/source/2mass_j15004572+4219448.json      |  64 +++----
 data/source/2mass_j15031961+2525196.json      | 158 +++++++++---------
 data/source/2mass_j15065441+1321060.json      | 158 +++++++++---------
 data/source/2mass_j15072779-2000431.json      |   8 +-
 data/source/2mass_j15074769-1627386.json      | 158 +++++++++---------
 data/source/2mass_j15104761-2818234.json      |   8 +-
 data/source/2mass_j15104786-2818174.json      |   8 +-
 data/source/2mass_j15123329-1032414.json      |   8 +-
 data/source/2mass_j15124058+3403501.json      |  64 +++----
 data/source/2mass_j15150083+4847416.json      | 150 ++++++++---------
 data/source/2mass_j15203974+3546210.json      |  64 +++----
 data/source/2mass_j15210103+5053230.json      |   8 +-
 data/source/2mass_j15230657-2347526.json      |  64 +++----
 data/source/2mass_j15232263+3014562.json      | 150 ++++++++---------
 data/source/2mass_j15261405+2043414.json      | 158 +++++++++---------
 data/source/2mass_j15291017+6312539.json      |   8 +-
 data/source/2mass_j15293306+6730215.json      |  64 +++----
 data/source/2mass_j15311344+1641282.json      |   8 +-
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 data/source/2mass_j15382417-1953116.json      |  56 +++----
 data/source/2mass_j15392137+6502364.json      |   8 +-
 data/source/2mass_j15394189-0520428.json      | 158 +++++++++---------
 data/source/2mass_j15394442+7437273.json      |   8 +-
 data/source/2mass_j15412408+5425598.json      |   8 +-
 data/source/2mass_j15422494+5522451.json      |  56 +++----
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 data/source/2mass_j15515237+0941148.json      |  56 +++----
 data/source/2mass_j15525906+2948485.json      | 158 +++++++++---------
 data/source/2mass_j15531993+1400337.json      |   8 +-
 data/source/2mass_j15551573-0956055.json      | 158 +++++++++---------
 data/source/2mass_j15575011-2952431.json      |  56 +++----
 data/source/2mass_j16002647-2456424.json      |   8 +-
 data/source/2mass_j16062665+6837268.json      |   8 +-
 data/source/2mass_j16150413+1340079.json      | 150 ++++++++---------
 data/source/2mass_j16154245+0546400.json      |   8 +-
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 data/source/2mass_j16184503-1321297.json      |  64 +++----
 data/source/2mass_j16195827-2832276.json      |   8 +-
 data/source/2mass_j16241436+0029158.json      | 150 ++++++++---------
 data/source/2mass_j16262034+3925190.json      |  16 +-
 data/source/2mass_j16272794+8105075.json      |   8 +-
 data/source/2mass_j16291840+0335371.json      |  56 +++----
 data/source/2mass_j16304139+0938446.json      |  64 +++----
 data/source/2mass_j16322911+1904407.json      | 150 ++++++++---------
 data/source/2mass_j16334976-6808488.json      |   8 +-
 data/source/2mass_j16351919+4223053.json      |  64 +++----
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 data/source/2mass_j16452207+3004071.json      |  64 +++----
 data/source/2mass_j16471580+5632057.json      | 150 ++++++++---------
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 data/source/2mass_j16532970+6231364.json      |  62 +++----
 data/source/2mass_j16553529-0823401.json      | 158 +++++++++---------
 data/source/2mass_j16573454+1054233.json      |   8 +-
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 data/source/2mass_j17065487-1314396.json      |   8 +-
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 data/source/2mass_j17224432+6329470.json      |  64 +++----
 data/source/2mass_j17260007+1538190.json      | 158 +++++++++---------
 data/source/2mass_j17281134+0839590.json      |   8 +-
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 data/source/2mass_j17320014+2656228.json      |  64 +++----
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 data/source/2mass_j17503293+1759042.json      | 150 ++++++++---------
 data/source/2mass_j17534518-6559559.json      |   8 +-
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 data/source/2mass_j18283572-4849046.json      | 150 ++++++++---------
 data/source/2mass_j18284076+1229207.json      |   8 +-
 data/source/2mass_j18353790+3259545.json      |  16 +-
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 data/source/2mass_j19170993+7755597.json      |   8 +-
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 data/source/2mass_j19360187-5502322.json      |   8 +-
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 data/source/2mass_j20140359-2016217.json      |   8 +-
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 data/source/2mass_j20530910-0133039.json      |   8 +-
 data/source/2mass_j20575409-0252302.json      | 158 +++++++++---------
 data/source/2mass_j21015233-2944050.json      |   8 +-
 data/source/2mass_j21041491-1037369.json      | 158 +++++++++---------
 data/source/2mass_j21043128-0939217.json      |  56 +++----
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 data/source/2mass_j21265040-8140293.json      |  16 +-
 data/source/2mass_j21265916+7617440.json      |   8 +-
 data/source/2mass_j21272613-4215183.json      | 158 +++++++++---------
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 data/source/2mass_j21392676+0220226.json      | 150 ++++++++---------
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 data/source/2mass_j21501324-6610366.json      |   8 +-
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 data/source/2mass_j22064498-4217208.json      | 158 +++++++++---------
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 data/source/2massw_j0801405+462850.json       |  56 +++----
 data/source/2massw_j0829066+145622.json       |  64 +++----
 data/source/2massw_j0829570+265510.json       |  56 +++----
 data/source/2massw_j0832045-012835.json       |  64 +++----
 data/source/2massw_j0913032+184150.json       |   8 +-
 data/source/2massw_j0918382+213406.json       |  64 +++----
 data/source/2massw_j0944027+313132.json       |  64 +++----
 data/source/2massw_j1035245+250745.json       |  64 +++----
 data/source/2massw_j1122362-391605.json       |  64 +++----
 data/source/2massw_j1123556+412228.json       |   8 +-
 data/source/2massw_j1145572+231730.json       |   8 +-
 data/source/2massw_j1200329+204851.json       |   8 +-
 data/source/2massw_j1246467+402715.json       |  64 +++----
 data/source/2massw_j1334062+194034.json       |   8 +-
 data/source/2massw_j1338261+414034.json       |  64 +++----
 data/source/2massw_j1342236+175156.json       |   8 +-
 data/source/2massw_j1411175+393636.json       |  64 +++----
 data/source/2massw_j1412244+163312.json       |  64 +++----
 data/source/2massw_j1438549-130910.json       |  64 +++----
 data/source/2massw_j1449378+235537.json       |   8 +-
 data/source/2massw_j1553214+210907.json       |  56 +++----
 data/source/2massw_j1615441+355900.json       |  64 +++----
 data/source/2massw_j1645221-131951.json       |  64 +++----
 data/source/2massw_j1743415+212707.json       |  64 +++----
 data/source/2massw_j1750129+442404.json       |   8 +-
 data/source/2massw_j2140293+162518.json       |   8 +-
 data/source/2massw_j2147436+143131.json       |   8 +-
 data/source/2massw_j2206228-204705.json       |   8 +-
 data/source/2massw_j2347368+270206.json       |   8 +-
 data/source/54_psc_b.json                     | 150 ++++++++---------
 data/source/[hb88]_m18.json                   |  64 +++----
 data/source/[hb88]_m20.json                   |  64 +++----
 data/source/apmpm_j0452-5819.json             |   8 +-
 data/source/apmpm_j0559-2903.json             |   8 +-
 data/source/apmpm_j1523-0245.json             |   8 +-
 data/source/apmpm_j2330-4737.json             |   8 +-
 data/source/apmpm_j2331-2750.json             |   8 +-
 data/source/apmpm_j2344-2906.json             |   8 +-
 data/source/apmpm_j2354-3316c.json            | 158 +++++++++---------
 data/source/apmpm_j2359-6246.json             |   8 +-
 data/source/bd_+01_2920b.json                 |  56 +++----
 data/source/beta_cir_b.json                   |   8 +-
 data/source/bri_b1222-1222.json               |  64 +++----
 data/source/ce_303.json                       |   8 +-
 data/source/ce_507.json                       |   8 +-
 data/source/cfbds_j022644.65-062522.0.json    |  56 +++----
 data/source/cfht-hy-20.json                   |  56 +++----
 data/source/cl_melotte_22_ppl_1.json          |   8 +-
 data/source/cl_melotte_25_dkj_14784e.json     |  64 +++----
 data/source/cti_012657.5+280202.json          |  64 +++----
 data/source/cwise_j022737.75+083008.8.json    |  56 +++----
 data/source/cwisep_j181006.00-101001.1.json   |  10 +-
 data/source/denis-p_j003006.2-373948.json     |   8 +-
 data/source/denis-p_j030148.8-590302.json     |   8 +-
 data/source/denis-p_j04272708-1127143.json    |  56 +++----
 data/source/denis-p_j0630014-184014.json      |   8 +-
 data/source/denis-p_j0644143-284141.json      |   8 +-
 data/source/denis-p_j0716478-063037.json      |  64 +++----
 data/source/denis-p_j080511.0-315811.json     |   8 +-
 data/source/denis-p_j0812316-244442.json      |   8 +-
 data/source/denis-p_j0823031-491201.json      |   8 +-
 data/source/denis-p_j090957.1-065806.json     |  64 +++----
 data/source/denis-p_j100428.3-114648.json     |   8 +-
 data/source/denis-p_j104731.1-181558.json     |  64 +++----
 data/source/denis-p_j1048278-525418.json      |   8 +-
 data/source/denis-p_j1157480-484442.json      |  64 +++----
 data/source/denis-p_j1253108-570924.json      |   8 +-
 data/source/denis-p_j1323-1806.json           |  56 +++----
 data/source/denis-p_j144137.2-094558.json     |   8 +-
 data/source/denis-p_j1454078-660447.json      |   8 +-
 data/source/denis-p_j151450.1-225435.json     |   8 +-
 data/source/denis-p_j170547.4-544151.json     |   8 +-
 data/source/denis-p_j1733423-165449.json      |  64 +++----
 data/source/denis-p_j175629.6-451822.json     |   8 +-
 data/source/denis-p_j1756561-480509.json      |   8 +-
 data/source/denis-p_j1909081-193748.json      |   8 +-
 data/source/denis-p_j2146.1-2153.json         |   8 +-
 data/source/denis_j0006579-643654.json        |   8 +-
 data/source/denis_j004135.3-562112.json       |   8 +-
 data/source/denis_j0230450-095305.json        |  64 +++----
 data/source/denis_j031433.1-462339.json       |   8 +-
 data/source/denis_j051737.7-334903.json       |  64 +++----
 data/source/denis_j1004403-131818.json        |   8 +-
 data/source/denis_j1019245-270717.json        |  64 +++----
 data/source/denis_j1206501-393725.json        |  64 +++----
 data/source/denis_j1707252-013809.json        |  64 +++----
 data/source/denis_j200048.3-752306.json       |  16 +-
 data/source/denis_j2013108-124244.json        |  56 +++----
 data/source/denis_j2139136-352950.json        |  56 +++----
 data/source/denis_j2308113-272200.json        |  56 +++----
 data/source/denis_j2354599-185221.json        |  56 +++----
 data/source/dy_psc.json                       | 158 +++++++++---------
 data/source/epsilon_indib.json                |   8 +-
 data/source/eq_j0223-2932.json                |  56 +++----
 data/source/eq_j0307+2904.json                |  56 +++----
 data/source/eq_j0410+1411.json                |  56 +++----
 data/source/eq_j0448-1935.json                |  56 +++----
 data/source/eq_j0500-1223.json                |  56 +++----
 data/source/eq_j0525+6739.json                |  56 +++----
 data/source/eq_j0623-0456.json                |  56 +++----
 data/source/eq_j1122+2550.json                |  56 +++----
 data/source/eq_j1320+6034.json                |  56 +++----
 data/source/eq_j1322-2340.json                |  56 +++----
 data/source/eq_j1457+5815.json                |  56 +++----
 data/source/eq_j1653+4444.json                |  56 +++----
 data/source/eq_j2213+0911.json                |  56 +++----
 data/source/eq_j2255-3118.json                |  56 +++----
 data/source/eq_j2319-1844.json                |  56 +++----
 data/source/eq_j2348-1028.json                |  56 +++----
 data/source/fu_tau_b.json                     |   8 +-
 data/source/g_239-25b.json                    |  64 +++----
 data/source/g_44-9.json                       |   8 +-
 data/source/gaia_dr3_231029348869153664.json  |  56 +++----
 .../source/gaia_edr3_4818823808553134592.json |   8 +-
 data/source/gat_1370.json                     | 158 +++++++++---------
 data/source/gd_280b.json                      |  56 +++----
 data/source/gj_1111.json                      | 156 ++++++++---------
 data/source/gj_1245b.json                     |   8 +-
 data/source/gj_494_c.json                     | 150 ++++++++---------
 data/source/gj_618.1b.json                    |  64 +++----
 data/source/gl_229b.json                      |   8 +-
 data/source/gl_569b.json                      |   8 +-
 data/source/grh_2208-20.json                  |  64 +++----
 data/source/gu_psc_b.json                     |   8 +-
 data/source/hd_203030b.json                   |  56 +++----
 data/source/hd_253662b.json                   |  56 +++----
 data/source/hd_44627b.json                    |   8 +-
 data/source/hip_11161b.json                   |  56 +++----
 data/source/hip_112422b.json                  |  56 +++----
 data/source/hip_115819b.json                  |  56 +++----
 data/source/hip_13589b.json                   |  56 +++----
 data/source/hip_2397b.json                    |  56 +++----
 data/source/hip_26653b.json                   |  64 +++----
 data/source/hip_32728b.json                   |  56 +++----
 data/source/hip_38939b.json                   |  56 +++----
 data/source/hip_51877b.json                   |  56 +++----
 data/source/hip_58918b.json                   |  56 +++----
 data/source/hip_59310b.json                   |  56 +++----
 data/source/hip_59933b.json                   |  56 +++----
 data/source/hip_6217c.json                    |  56 +++----
 data/source/hip_63506c.json                   |  56 +++----
 data/source/hip_65706b.json                   |  56 +++----
 data/source/hip_73169b.json                   |  56 +++----
 data/source/hip_76456b.json                   |  54 +++---
 data/source/hip_78916b.json                   |  56 +++----
 data/source/hip_78923b.json                   |  56 +++----
 data/source/hip_81910b.json                   |  56 +++----
 data/source/hip_85365b.json                   |  56 +++----
 data/source/hip_9269b.json                    |  56 +++----
 data/source/hya03.json                        |  56 +++----
 data/source/hya04.json                        |  56 +++----
 data/source/hya09.json                        |  56 +++----
 data/source/hya12.json                        |  56 +++----
 data/source/koenigstuhl_1a.json               |   8 +-
 data/source/koenigstuhl_1b.json               |  64 +++----
 data/source/lehpm_2-0174.json                 |   8 +-
 data/source/lehpm_2-0783.json                 |   8 +-
 data/source/lehpm_2-59.json                   |   8 +-
 data/source/lhs_1074.json                     |   8 +-
 data/source/lhs_1166.json                     |   8 +-
 data/source/lhs_1265.json                     |   8 +-
 data/source/lhs_1367.json                     |   8 +-
 data/source/lhs_1742a.json                    |   8 +-
 data/source/lhs_191.json                      |   8 +-
 data/source/lhs_1937.json                     |   8 +-
 data/source/lhs_197.json                      |   8 +-
 data/source/lhs_2021.json                     | 158 +++++++++---------
 data/source/lhs_2026.json                     |   8 +-
 data/source/lhs_2034.json                     |  64 +++----
 data/source/lhs_207.json                      |   8 +-
 data/source/lhs_2195.json                     |  64 +++----
 data/source/lhs_2314.json                     |   8 +-
 data/source/lhs_234.json                      |   8 +-
 data/source/lhs_2351.json                     |  64 +++----
 data/source/lhs_2397a.json                    |   8 +-
 data/source/lhs_2471.json                     |  64 +++----
 data/source/lhs_2803b.json                    |  56 +++----
 data/source/lhs_2919.json                     |   8 +-
 data/source/lhs_2924.json                     | 158 +++++++++---------
 data/source/lhs_2930.json                     |   8 +-
 data/source/lhs_3241.json                     |   8 +-
 data/source/lhs_330.json                      |   8 +-
 data/source/lhs_3566.json                     |   8 +-
 data/source/lhs_523.json                      |  64 +++----
 data/source/lhs_5303.json                     |   8 +-
 data/source/lp_213-67.json                    |   8 +-
 data/source/lp_213-68.json                    |   8 +-
 data/source/lp_335-12.json                    |   8 +-
 data/source/lp_368-128.json                   |  64 +++----
 data/source/lp_397-10.json                    |   8 +-
 data/source/lp_415-20.json                    |   8 +-
 data/source/lp_44-162.json                    |   8 +-
 data/source/lp_460-44.json                    |   8 +-
 data/source/lp_655-_48.json                   |   8 +-
 data/source/lp_704-48.json                    |   8 +-
 data/source/lp_775-31.json                    |  16 +-
 data/source/lp_851-346.json                   |  64 +++----
 data/source/lp__413-53.json                   |   8 +-
 data/source/lp__440-52.json                   |  16 +-
 data/source/lp__649-93.json                   |   8 +-
 data/source/lp__859-1.json                    |   8 +-
 data/source/lp__938-71.json                   | 158 +++++++++---------
 data/source/lspm_j0241+2553b.json             |  56 +++----
 data/source/lspm_j0330+3504.json              |   8 +-
 data/source/lspm_j0330+5413.json              |   8 +-
 data/source/lspm_j0402+1730.json              |   8 +-
 data/source/lspm_j0632+5053b.json             |  56 +++----
 data/source/lspm_j0804+6153.json              |   8 +-
 data/source/lspm_j1314+1320.json              |   8 +-
 data/source/lspm_j1336+2541b.json             |  56 +++----
 data/source/lspm_j1627+3328b.json             |  56 +++----
 data/source/lspm_j1717+5925b.json             |  56 +++----
 data/source/lspm_j1735+2634.json              |   8 +-
 data/source/lspm_j1925+0938.json              |   8 +-
 data/source/lspm_j2124+4003.json              |   8 +-
 data/source/lspm_j2153+1157b.json             |  56 +++----
 data/source/lspm_j2158+6117.json              |   8 +-
 data/source/lspm_j2331+4607n.json             |   8 +-
 data/source/lsr_j0011+5908.json               |   8 +-
 data/source/lsr_j0419+4233.json               |   8 +-
 data/source/lsr_j0510+2713.json               |  64 +++----
 data/source/lsr_j0515+5911.json               |   8 +-
 data/source/lsr_j1610-0040.json               |   8 +-
 data/source/lsr_j1826+3014.json               |   8 +-
 data/source/nltt_1011b.json                   |  56 +++----
 data/source/nltt_18587b.json                  |  56 +++----
 data/source/nltt_19109b.json                  |  56 +++----
 data/source/nltt_22073b.json                  |  56 +++----
 data/source/nltt_23716b.json                  |  56 +++----
 data/source/nltt_26746b.json                  |  56 +++----
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 data/source/nltt_31450b.json                  |  56 +++----
 data/source/nltt_35593b.json                  |  56 +++----
 data/source/nltt_38489b.json                  |  56 +++----
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 data/source/nltt_44368b.json                  |  64 +++----
 data/source/nltt_52268b.json                  |  56 +++----
 data/source/nltt_55219b.json                  |  56 +++----
 data/source/nltt_8245b.json                   |  56 +++----
 data/source/pm_i13410+0542b.json              |  56 +++----
 data/source/pm_i13518+4157b.json              |  56 +++----
 data/source/pm_i22118-1005b.json              |  56 +++----
 data/source/pm_i23492+3458b.json              |  56 +++----
 data/source/proxima_centauri.json             |   8 +-
 data/source/pso_j000.2794+16.6237.json        |  56 +++----
 data/source/pso_j002.0878+52.0687.json        |  56 +++----
 data/source/pso_j004.1834+23.0741.json        |  56 +++----
 data/source/pso_j004.6359+56.8370.json        |  56 +++----
 data/source/pso_j004.7148+51.8918.json        |  56 +++----
 data/source/pso_j004.7818+41.0231.json        |   8 +-
 data/source/pso_j005.6302-06.8669.json        |  56 +++----
 data/source/pso_j007.9194+33.5961.json        |  56 +++----
 data/source/pso_j009.8334+58.5781.json        |  56 +++----
 data/source/pso_j013.7740+38.2804.json        |  56 +++----
 data/source/pso_j023.8557+02.0884.json        |  56 +++----
 data/source/pso_j024.1519+37.6443.json        |  56 +++----
 data/source/pso_j028.0715-15.5717.json        |  56 +++----
 data/source/pso_j031.5651+20.9097.json        |  56 +++----
 data/source/pso_j032.2211+67.4179.json        |  56 +++----
 data/source/pso_j033.2936+20.4493.json        |  56 +++----
 data/source/pso_j035.8683-15.1937.json        |   8 +-
 data/source/pso_j037.4616+17.2761.json        |  56 +++----
 data/source/pso_j039.6352-21.7746.json        |  56 +++----
 data/source/pso_j041.5426+01.9456.json        |  56 +++----
 data/source/pso_j042.8405+35.3726.json        |  56 +++----
 data/source/pso_j048.9806+07.5414.json        |  56 +++----
 data/source/pso_j049.1124+17.0885.json        |  56 +++----
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 data/source/pso_j052.7214-03.8409.json        |  56 +++----
 data/source/pso_j054.8149-11.7792.json        |  56 +++----
 data/source/pso_j055.0493-21.1704.json        |  56 +++----
 data/source/pso_j057.2893+15.2433.json        |  56 +++----
 data/source/pso_j063.1519-02.8904.json        |  56 +++----
 data/source/pso_j069.4987+19.6346.json        |  56 +++----
 data/source/pso_j071.4708+36.4930.json        |  56 +++----
 data/source/pso_j075.4182-17.8327.json        |  56 +++----
 data/source/pso_j077.1034+24.3810.json        |  56 +++----
 data/source/pso_j078.9904+31.0171.json        |  56 +++----
 data/source/pso_j080.3940+23.0999.json        |  56 +++----
 data/source/pso_j087.7749-12.6537.json        |  56 +++----
 data/source/pso_j088.0452+43.2123.json        |  56 +++----
 data/source/pso_j088.3324-24.4439.json        |  56 +++----
 data/source/pso_j088.5709-00.1430.json        |  56 +++----
 data/source/pso_j089.1751-09.4513.json        |  56 +++----
 data/source/pso_j098.2822-23.2845.json        |  56 +++----
 data/source/pso_j101.8428+39.7462.json        |  56 +++----
 data/source/pso_j108.4590+38.2086.json        |  56 +++----
 data/source/pso_j109.4864+46.5278.json        |  56 +++----
 data/source/pso_j115.0659+59.0473.json        |  56 +++----
 data/source/pso_j117.0600-01.6779.json        |  56 +++----
 data/source/pso_j127.4696+10.5777.json        |  56 +++----
 data/source/pso_j127.5648-11.1861.json        |  56 +++----
 data/source/pso_j133.8302+06.0160.json        |  64 +++----
 data/source/pso_j135.0395+32.0845.json        |  64 +++----
 data/source/pso_j135.7840+16.9932.json        |  56 +++----
 data/source/pso_j136.5380-14.3267.json        |  56 +++----
 data/source/pso_j136.5494-06.1944.json        |  64 +++----
 data/source/pso_j138.1887-06.9862.json        |  56 +++----
 data/source/pso_j139.5493+39.0380.json        |  56 +++----
 data/source/pso_j143.6774-29.8356.json        |  56 +++----
 data/source/pso_j146.0144+05.1319.json        |  56 +++----
 data/source/pso_j147.5092-27.6337.json        |  56 +++----
 data/source/pso_j149.0341-14.7857.json        |  56 +++----
 data/source/pso_j149.1907-19.1730.json        |  64 +++----
 data/source/pso_j152.2977+15.9912.json        |  56 +++----
 data/source/pso_j153.7969-11.3631.json        |  56 +++----
 data/source/pso_j154.9622+04.8279.json        |  56 +++----
 data/source/pso_j158.1597+05.2231.json        |  56 +++----
 data/source/pso_j159.0433-27.6357.json        |  56 +++----
 data/source/pso_j159.2399-26.3885.json        |  56 +++----
 data/source/pso_j160.0416-21.3281.json        |  56 +++----
 data/source/pso_j162.0614+13.9756.json        |  56 +++----
 data/source/pso_j167.1132+08.6331.json        |  56 +++----
 data/source/pso_j168.1800-27.2264.json        |  56 +++----
 data/source/pso_j174.6630-18.6530.json        |  56 +++----
 data/source/pso_j175.2003+16.1403.json        |  56 +++----
 data/source/pso_j175.8169-20.4072.json        |  56 +++----
 data/source/pso_j178.1434-23.8603.json        |  56 +++----
 data/source/pso_j179.2489+41.5121.json        |  56 +++----
 data/source/pso_j180.1475-28.6160.json        |  56 +++----
 data/source/pso_j182.6569-26.6197.json        |  56 +++----
 data/source/pso_j183.4547+40.7901.json        |  56 +++----
 data/source/pso_j183.9318-09.7914.json        |  56 +++----
 data/source/pso_j186.5342+21.8364.json        |  56 +++----
 data/source/pso_j192.6717-21.8250.json        |  56 +++----
 data/source/pso_j201.0320+19.1072.json        |  56 +++----
 data/source/pso_j202.1635-03.7660.json        |  56 +++----
 data/source/pso_j207.7496+29.4240.json        |  56 +++----
 data/source/pso_j210.6211-26.9300.json        |  56 +++----
 data/source/pso_j216.4707-06.2849.json        |  56 +++----
 data/source/pso_j218.4532+50.7231.json        |  56 +++----
 data/source/pso_j218.5616-27.8952.json        |  56 +++----
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 data/source/sdss_j140231.75+014830.3.json     |   8 +-
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 data/source/sdss_j140633.18+360449.3.json     |   8 +-
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 data/source/sdss_j141838.08+145522.4.json     |   8 +-
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 data/source/sdss_j141910.99+484257.0.json     |   8 +-
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 data/source/sdss_j144016.20+002638.9.json     |   8 +-
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 data/source/sdss_j145658.17+070104.7.json     |   8 +-
 data/source/sdss_j150411.63+102718.4.json     | 150 ++++++++---------
 data/source/sdss_j150553.80+610549.4.json     |   8 +-
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 data/source/sdss_j151110.91+434036.3.json     |  56 +++----
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 data/source/sdss_j204749.61-071818.3.json     | 146 ++++++++--------
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 data/source/sips_j0058-0651.json              | 158 +++++++++---------
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 data/source/tvlm_513-8328.json                |   8 +-
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 data/source/tvlm_831-165166.json              |  64 +++----
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 data/source/tvlm_832-42500.json               |   8 +-
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 data/source/twa_26.json                       | 158 +++++++++---------
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 data/source/usco_j154722.82-213914.3.json     |   8 +-
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 data/source/usno-b1.0_0757-00057276.json      |   8 +-
 data/source/v2384_ori.json                    |   8 +-
 data/source/vb_10.json                        | 158 +++++++++---------
 data/source/vhs_j154352.78-043909.6.json      |  56 +++----
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 data/source/wise_j200403.17-263751.7.json     |   8 +-
 data/source/wise_j200804.71-083428.5.json     |  56 +++----
 data/source/wise_j203042.79+074934.7.json     |  64 +++----
 data/source/wise_j212321.92-261405.1.json     |  56 +++----
 data/source/wise_j222219.93+302601.4.json     |  56 +++----
 data/source/wise_j223617.59+510551.9.json     |  56 +++----
 data/source/wise_j223729.52-061434.4.json     |  56 +++----
 data/source/wise_j230133.32+021635.0.json     |  56 +++----
 data/source/wise_j230356.79+191432.9.json     |  56 +++----
 data/source/wise_j231921.92+764544.4.json     |   8 +-
 data/source/wise_j232728.74-273056.6.json     |  56 +++----
 data/source/wise_j233527.07+451140.9.json     |  56 +++----
 data/source/wise_j234026.61-074508.1.json     |  56 +++----
 data/source/wise_j234755.42+683319.4.json     |   8 +-
 data/source/wise_j235716.49+122741.8.json     |  56 +++----
 data/source/wisea_j000131.93-084126.9.json    |  56 +++----
 data/source/wisea_j000622.67-131955.2.json    |  56 +++----
 data/source/wisea_j001450.17-083823.4.json    |   8 +-
 data/source/wisea_j003338.45+282732.4.json    |   8 +-
 data/source/wisea_j004326.26+222124.0.json    |   8 +-
 data/source/wisea_j004403.39+022810.6.json    |  56 +++----
 data/source/wisea_j010202.11+035541.4.json    |  56 +++----
 data/source/wisea_j011639.05-165420.5.json    |   8 +-
 data/source/wisea_j013012.66-104732.4.json    |   8 +-
 data/source/wisea_j020201.25-313645.2.json    |   8 +-
 data/source/wisea_j023421.83+601227.3.json    |   8 +-
 data/source/wisea_j030601.66-033059.0.json    |   8 +-
 data/source/wisea_j030845.36+325923.1.json    |  56 +++----
 data/source/wisea_j032301.86+562558.0.json    |  56 +++----
 data/source/wisea_j043535.82+211508.9.json    |   8 +-
 data/source/wisea_j045921.21+154059.2.json    |   8 +-
 data/source/wisea_j053257.29+041842.5.json    |   8 +-
 data/source/wisea_j055007.94+161051.9.json    |  64 +++----
 data/source/wisea_j060742.13+455037.0.json    |  64 +++----
 data/source/wisea_j064750.85-154616.4.json    |   8 +-
 data/source/wisea_j065958.55+171710.9.json    |   8 +-
 data/source/wisea_j071552.38-114532.9.json    |  64 +++----
 data/source/wisea_j085224.36+513925.5.json    |  64 +++----
 data/source/wisea_j090258.99+670833.1.json    |  56 +++----
 data/source/wisea_j091657.18-112104.7.json    |  64 +++----
 data/source/wisea_j095729.41+462413.5.json    |  56 +++----
 data/source/wisea_j102304.04+155616.4.json    |  64 +++----
 data/source/wisea_j103602.80+030615.6.json    |  56 +++----
 data/source/wisea_j114553.61-250657.1.json    |   8 +-
 data/source/wisea_j130729.56-055815.4.json    |  56 +++----
 data/source/wisea_j134310.44-121628.8.json    |  56 +++----
 data/source/wisea_j154045.67-510139.3.json    |   8 +-
 data/source/wisea_j170726.69+545109.3.json    |   8 +-
 data/source/wisea_j174336.62+154901.3.json    |  56 +++----
 data/source/wisea_j194128.98-342335.8.json    |  56 +++----
 data/source/wisea_j195311.04-022954.7.json    |  56 +++----
 data/source/wisea_j204027.30+695924.1.json    |   8 +-
 data/source/wisea_j204218.13-082137.8.json    |   8 +-
 data/source/wisea_j211543.59-322540.4.json    |  56 +++----
 data/source/wisea_j211807.07-321713.5.json    |  56 +++----
 data/source/wisea_j212354.78-365223.4.json    |  56 +++----
 data/source/wisea_j222013.75-361709.5.json    |   8 +-
 data/source/wisea_j222409.64-185242.1.json    |  56 +++----
 data/source/wisea_j224128.33+043459.3.json    |   8 +-
 data/source/wisea_j232219.45-140726.2.json    |  56 +++----
 data/source/wisea_j235422.31-081129.7.json    |  56 +++----
 data/source/wisep_j004928.48+044100.1.json    |  64 +++----
 data/source/wisep_j060738.65+242953.4.json    |  64 +++----
 data/source/wisep_j180026.60+013453.1.json    |  64 +++----
 data/source/wisep_j183058.57+454257.9.json    |  56 +++----
 data/source/wisep_j190648.47+401106.8.json    |  64 +++----
 data/source/wisep_j222623.05+044003.9.json    |  56 +++----
 data/source/wisepa_j012333.21+414203.9.json   |  56 +++----
 data/source/wisepa_j174124.26+255319.5.json   |  56 +++----
 data/source/wisepa_j195905.66-333833.7.json   |  56 +++----
 data/source/wisepc_j215751.38+265931.4.json   |  56 +++----
 data/source/wisepc_j220922.10-273439.5.json   |  56 +++----
 data/source/wolf_359.json                     | 150 ++++++++---------
 scripts/ingests/Gaia/ingest_gaiadr3.py        |   4 -
 1864 files changed, 41080 insertions(+), 41084 deletions(-)

diff --git a/data/source/1rxs_j115928.5-524717.json b/data/source/1rxs_j115928.5-524717.json
index 05e580900..592935d63 100644
--- a/data/source/1rxs_j115928.5-524717.json
+++ b/data/source/1rxs_j115928.5-524717.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "1RXS J115928.5-524717",
-            "ra": 179.864,
-            "dec": -52.7886,
-            "epoch": null,
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+            "dec": -52.78916142373409,
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-            "reference": "Hamb04.265",
+            "reference": "GaiaDR3",
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diff --git a/data/source/1rxs_j235133.3+312720_b.json b/data/source/1rxs_j235133.3+312720_b.json
index f553c5744..a372c9c24 100644
--- a/data/source/1rxs_j235133.3+312720_b.json
+++ b/data/source/1rxs_j235133.3+312720_b.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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-            "upper_error": null,
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+            "value": 1979.0,
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+            "upper_error": 27.0,
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@@ -56,7 +56,7 @@
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diff --git a/data/source/2mass_j00001354+2554180.json b/data/source/2mass_j00001354+2554180.json
index 463877600..ba2ed3b9a 100644
--- a/data/source/2mass_j00001354+2554180.json
+++ b/data/source/2mass_j00001354+2554180.json
@@ -14,87 +14,63 @@
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         {
-            "model": "atmospheric",
+            "model": "evolutionary",
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+            "value": 1130.0,
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-            "upper_error": null,
-            "unit": "R_jup",
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+            "model": null,
+            "parameter": "log g",
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@@ -104,7 +80,7 @@
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@@ -116,43 +92,67 @@
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-            "lower_error": 91.0,
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diff --git a/data/source/2mass_j00011217+1535355.json b/data/source/2mass_j00011217+1535355.json
index c837ddabe..e4f06a8ca 100644
--- a/data/source/2mass_j00011217+1535355.json
+++ b/data/source/2mass_j00011217+1535355.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "2MASS J00011217+1535355",
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-            "reference": "Knap04",
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diff --git a/data/source/2mass_j00034227-2822410.json b/data/source/2mass_j00034227-2822410.json
index ace8fafda..4c405b1cb 100644
--- a/data/source/2mass_j00034227-2822410.json
+++ b/data/source/2mass_j00034227-2822410.json
@@ -2,12 +2,12 @@
     "Sources": [
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             "source": "2MASS J00034227-2822410",
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@@ -20,7 +20,7 @@
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             "upper_error": 76.0,
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@@ -32,7 +32,7 @@
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@@ -44,7 +44,7 @@
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diff --git a/data/source/2mass_j00040288-6410358.json b/data/source/2mass_j00040288-6410358.json
index 2774d309b..cbd670e54 100644
--- a/data/source/2mass_j00040288-6410358.json
+++ b/data/source/2mass_j00040288-6410358.json
@@ -2,12 +2,12 @@
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@@ -20,7 +20,7 @@
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@@ -32,7 +32,7 @@
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@@ -56,7 +56,7 @@
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diff --git a/data/source/2mass_j00043484-4044058.json b/data/source/2mass_j00043484-4044058.json
index f886845db..5e14520c1 100644
--- a/data/source/2mass_j00043484-4044058.json
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@@ -2,12 +2,12 @@
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diff --git a/data/source/2mass_j00044144-2058298.json b/data/source/2mass_j00044144-2058298.json
index 8924795d5..a4f4ed19d 100644
--- a/data/source/2mass_j00044144-2058298.json
+++ b/data/source/2mass_j00044144-2058298.json
@@ -2,12 +2,12 @@
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index b0bc85b28..24216ab6d 100644
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index ba71bae52..9b44d4b19 100644
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index 0fab40575..345593127 100644
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index 40bd0715f..75b4d4bac 100644
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index 1ba3ce830..72f0efa92 100644
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index 5c75bd988..6b066c671 100644
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index dbb45accf..b1144d114 100644
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index 4ec5e7842..0fe02f588 100644
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index d6c438e0e..11863f82d 100644
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index 625f65440..e6dc0dc82 100644
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index efdbd0c88..3bcd7811b 100644
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index a98214402..3e12af843 100644
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index 8cd605bec..4278059c1 100644
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index 49d640797..384aeeb13 100644
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index 41577604a..db44cf4ec 100644
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index 48b2dcd27..c73fecb63 100644
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index e611c8b05..edd46840d 100644
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index 4c6bdeb2f..a00a5017b 100644
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index c4c4b6e39..c3a8e4f22 100644
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index fa80965a5..5223c2279 100644
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index 6e95b42fa..b5f25d1f4 100644
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index ff616bfb7..ddb3167ff 100644
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index ffd2e6a73..fa5615be4 100644
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index b0760a3a8..32083018a 100644
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index 176015ea0..0cd4b1ed0 100644
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index 58f0a2846..e20050f59 100644
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index 44eb35bca..b5a5b88a0 100644
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index 089fb0b0d..ea22841b4 100644
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index 3660be405..fac20650d 100644
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index c6311e8aa..f03e29f6c 100644
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index d5af1d6e0..912ffaeb0 100644
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index 0546a6ff0..5708580cb 100644
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index d16b52afb..2b68087cb 100644
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index 1ba35c52a..8ab534d50 100644
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index e9368a479..fe286b978 100644
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index 156cae882..2019e6b3f 100644
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index 396a46089..c7da24bed 100644
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index 7e970a250..3115529ff 100644
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index df20097a1..e13a86a36 100644
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index 23697f610..1752728ac 100644
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index c420458a1..92e799119 100644
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index 51875264f..38c40128a 100644
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index edd5bdf5c..664b5c3a0 100644
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index e44849375..35a465ea7 100644
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index c2aa66d34..a66e051df 100644
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index 666fdeb46..2884567f2 100644
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index de816720e..32abf269a 100644
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index e0b959ce4..ed7aa553c 100644
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index 933f819b0..6d1ce3eb9 100644
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index 9aee07c67..f6017191c 100644
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index c5e17d167..9c97f6dce 100644
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index 745f340a7..ff7e330f1 100644
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index 4916fda02..b0ec53969 100644
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index 5daae6c13..135aeb7ea 100644
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index 1a3c32079..2df51587f 100644
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index 29f7bc4d4..15c440754 100644
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index ddeecf334..f8369c46e 100644
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index 168bc0b49..d89f424bd 100644
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index f27669313..645e153ae 100644
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index defb2579f..4208ddc6e 100644
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index 0dfe5cdf6..3f4bdfc21 100644
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index 1dfbadf41..e57d3c0e7 100644
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index a31197269..1a080e6e0 100644
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index da428887d..a36afeffd 100644
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index 7f5cd4970..100f1476b 100644
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index 27c0f3e55..0e90e382a 100644
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index 28f84b448..560a872d6 100644
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index 53265338b..1531284b5 100644
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index ec040fe41..a15682a33 100644
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index ffcbee50f..6024172b4 100644
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index e64da22c7..3e8c0d1b8 100644
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index 4596b93a3..d68965720 100644
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index a8acd0d93..61d934f0e 100644
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index a86adc834..f3cd59368 100644
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index 8691b8255..f63fd6b90 100644
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index 42971cbfc..1c6a8f755 100644
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index bbcc92426..ddfa52bea 100644
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index f7afc7a01..19377d00e 100644
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index e555bcf39..daf85f910 100644
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index 2b3607126..36ac4f4bd 100644
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index 65e1a968f..2016b2014 100644
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index 75ecddf0b..dd037fe61 100644
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index e2160157e..7aa94451d 100644
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index b4254702c..41e49081e 100644
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index 380fcc14f..96b9fa3d5 100644
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index 84b742537..2557fb3ed 100644
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index 7cb14fe9c..66856549c 100644
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index bb65b1631..192767545 100644
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index 6d3df0a81..122c9b63a 100644
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index 8a84a368e..35a73fa81 100644
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index 2ccb2c8b6..741ae629d 100644
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index ef17a53bc..8e177cc5a 100644
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index 259ea3ece..8de0da24a 100644
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index d96db6447..27919f5df 100644
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index 4518b46a1..f44417183 100644
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index 789a0cd95..08f4d7fc1 100644
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index 3ebaade22..12796d4eb 100644
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index cb23183df..5af5fd495 100644
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index 95d1dafcb..2015ef912 100644
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index 8bf351441..0ebd44ac9 100644
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index 68eaaae41..694fc0f70 100644
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index cc84635ed..135719b95 100644
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index f7ad94a22..f101496de 100644
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index 8620b3ad4..9fe852a3b 100644
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index 0dc181d72..35248c58d 100644
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index faaa5d883..121fe8ce5 100644
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index c110184cc..a70f899e3 100644
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index 414f245d8..7291c69e7 100644
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index 54c0e51c6..e15eb5846 100644
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index 33099aaa4..690409819 100644
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index 03e23c27d..ff72b7d68 100644
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index 81f6d34a4..7b11799f0 100644
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             "source": "2MASSW J2206228-204705",
-            "ra": 331.5951,
-            "dec": -20.7852,
-            "epoch": null,
+            "ra": 331.5951240608645,
+            "dec": -20.785166052819196,
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             "equinox": "2000",
             "shortname": null,
-            "reference": "Gizi00",
+            "reference": "GaiaDR3",
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diff --git a/data/source/2massw_j2347368+270206.json b/data/source/2massw_j2347368+270206.json
index 5c7b3b526..40b4c0705 100644
--- a/data/source/2massw_j2347368+270206.json
+++ b/data/source/2massw_j2347368+270206.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "2MASSW J2347368+270206",
-            "ra": 356.9035,
-            "dec": 27.0353,
-            "epoch": null,
+            "ra": 356.90511311002473,
+            "dec": 27.035321555305934,
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             "equinox": "2000",
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-            "reference": "Gizi00",
+            "reference": "GaiaDR3",
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diff --git a/data/source/54_psc_b.json b/data/source/54_psc_b.json
index d00732700..cdcfcd9db 100644
--- a/data/source/54_psc_b.json
+++ b/data/source/54_psc_b.json
@@ -25,87 +25,63 @@
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             "reference": "Fili15",
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             "model": "atmospheric",
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-            "lower_error": 0.06,
-            "upper_error": 0.06,
-            "unit": "dex",
-            "adopted": 0,
+            "parameter": "T eff",
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+            "adopted": false,
             "comments": null,
             "reference": "Sang23",
             "other_references": null
         },
         {
-            "model": "atmospheric",
+            "model": "evolutionary",
             "parameter": "T eff",
-            "value": 800.0,
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+            "value": 785.0,
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             "reference": "Sang23",
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-            "model": "atmospheric",
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-            "lower_error": null,
-            "upper_error": null,
-            "unit": "R_jup",
-            "adopted": 0,
+            "model": null,
+            "parameter": "log g",
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+            "adopted": false,
             "comments": null,
-            "reference": "Sang23",
+            "reference": "Fili15",
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         {
@@ -115,7 +91,7 @@
             "lower_error": null,
             "upper_error": null,
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-            "adopted": 0,
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@@ -127,43 +103,67 @@
             "lower_error": 0.06,
             "upper_error": 0.06,
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-            "adopted": 0,
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             "comments": null,
             "reference": "Sang23",
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+        {
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             "model": "evolutionary",
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-            "value": 785.0,
-            "lower_error": 12.0,
-            "upper_error": 12.0,
-            "unit": "K",
-            "adopted": 0,
+            "parameter": "mass",
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+            "lower_error": 4.05,
+            "upper_error": 4.05,
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             "comments": null,
             "reference": "Sang23",
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         {
-            "model": "evolutionary",
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             "parameter": "radius",
-            "value": 0.85,
-            "lower_error": 0.02,
-            "upper_error": 0.02,
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+            "lower_error": 0.07,
+            "upper_error": 0.07,
             "unit": "R_jup",
-            "adopted": 0,
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+            "comments": null,
+            "reference": "Fili15",
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+            "model": "atmospheric",
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+            "lower_error": null,
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             "comments": null,
             "reference": "Sang23",
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             "model": "evolutionary",
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-            "lower_error": 4.05,
-            "upper_error": 4.05,
-            "unit": "M_jup",
-            "adopted": 0,
+            "parameter": "radius",
+            "value": 0.85,
+            "lower_error": 0.02,
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diff --git a/data/source/[hb88]_m18.json b/data/source/[hb88]_m18.json
index a074e4e6f..7c35e0230 100644
--- a/data/source/[hb88]_m18.json
+++ b/data/source/[hb88]_m18.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "[HB88] M18",
-            "ra": 319.6324,
-            "dec": -45.0979,
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+            "ra": 319.63487957453856,
+            "dec": -45.10004963654824,
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             "equinox": "2000",
             "shortname": null,
-            "reference": "Hawk88",
+            "reference": "GaiaDR3",
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@@ -20,7 +20,7 @@
             "lower_error": 0.02,
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@@ -32,19 +32,19 @@
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             "reference": "Sang23",
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-            "model": "atmospheric",
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-            "lower_error": null,
-            "upper_error": null,
-            "unit": "R_jup",
-            "adopted": 0,
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+            "lower_error": 212.0,
+            "upper_error": 212.0,
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@@ -56,7 +56,7 @@
             "lower_error": null,
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-            "adopted": 0,
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@@ -68,43 +68,43 @@
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-            "adopted": 0,
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-            "lower_error": 212.0,
-            "upper_error": 212.0,
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+            "lower_error": 25.98,
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             "reference": "Sang23",
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         {
-            "model": "evolutionary",
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-            "value": 1.07,
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             "model": "evolutionary",
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-            "lower_error": 25.98,
-            "upper_error": 25.98,
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diff --git a/data/source/[hb88]_m20.json b/data/source/[hb88]_m20.json
index c140add8f..c708a06c7 100644
--- a/data/source/[hb88]_m20.json
+++ b/data/source/[hb88]_m20.json
@@ -2,12 +2,12 @@
     "Sources": [
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             "source": "[HB88] M20",
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             "shortname": null,
-            "reference": "Kirk11",
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             "other_references": null,
             "comments": "Best20 lists discovery as Hawk88a; Kirk11"
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
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diff --git a/data/source/apmpm_j0452-5819.json b/data/source/apmpm_j0452-5819.json
index 22851f00b..8561e7414 100644
--- a/data/source/apmpm_j0452-5819.json
+++ b/data/source/apmpm_j0452-5819.json
@@ -2,12 +2,12 @@
     "Sources": [
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             "source": "APMPM J0452-5819",
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-            "reference": "Scho00",
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diff --git a/data/source/apmpm_j0559-2903.json b/data/source/apmpm_j0559-2903.json
index 1541bc325..a6509d497 100644
--- a/data/source/apmpm_j0559-2903.json
+++ b/data/source/apmpm_j0559-2903.json
@@ -2,12 +2,12 @@
     "Sources": [
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             "source": "APMPM J0559-2903",
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diff --git a/data/source/apmpm_j1523-0245.json b/data/source/apmpm_j1523-0245.json
index 692825ab2..8becdc757 100644
--- a/data/source/apmpm_j1523-0245.json
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@@ -2,12 +2,12 @@
     "Sources": [
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             "source": "APMPM J1523-0245",
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diff --git a/data/source/apmpm_j2330-4737.json b/data/source/apmpm_j2330-4737.json
index 2cad3fa7c..778263a12 100644
--- a/data/source/apmpm_j2330-4737.json
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@@ -2,12 +2,12 @@
     "Sources": [
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             "source": "APMPM J2330-4737",
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diff --git a/data/source/apmpm_j2331-2750.json b/data/source/apmpm_j2331-2750.json
index 2dbb9146c..2c810e756 100644
--- a/data/source/apmpm_j2331-2750.json
+++ b/data/source/apmpm_j2331-2750.json
@@ -2,12 +2,12 @@
     "Sources": [
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diff --git a/data/source/apmpm_j2344-2906.json b/data/source/apmpm_j2344-2906.json
index db944aa4a..52cfd7111 100644
--- a/data/source/apmpm_j2344-2906.json
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@@ -2,12 +2,12 @@
     "Sources": [
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diff --git a/data/source/apmpm_j2354-3316c.json b/data/source/apmpm_j2354-3316c.json
index f5b47578a..5a4f14b82 100644
--- a/data/source/apmpm_j2354-3316c.json
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@@ -2,99 +2,75 @@
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             "reference": "Fili15",
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         },
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             "model": "atmospheric",
-            "parameter": "L bol",
-            "value": -3.4,
-            "lower_error": 0.02,
-            "upper_error": 0.02,
-            "unit": "dex",
-            "adopted": 0,
+            "parameter": "T eff",
+            "value": 2400.0,
+            "lower_error": null,
+            "upper_error": null,
+            "unit": "K",
+            "adopted": false,
             "comments": null,
             "reference": "Sang23",
             "other_references": null
         },
         {
-            "model": "atmospheric",
+            "model": "evolutionary",
             "parameter": "T eff",
-            "value": 2400.0,
-            "lower_error": null,
-            "upper_error": null,
+            "value": 2504.0,
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-            "model": "atmospheric",
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-            "lower_error": null,
-            "upper_error": null,
-            "unit": "R_jup",
-            "adopted": 0,
+            "model": null,
+            "parameter": "log g",
+            "value": 5.22,
+            "lower_error": 0.1,
+            "upper_error": 0.1,
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+            "adopted": false,
             "comments": null,
-            "reference": "Sang23",
+            "reference": "Fili15",
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@@ -104,7 +80,7 @@
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             "upper_error": null,
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-            "adopted": 0,
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@@ -116,43 +92,67 @@
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             "upper_error": 0.01,
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-            "adopted": 0,
+            "adopted": false,
             "comments": null,
             "reference": "Sang23",
             "other_references": null
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+        {
+            "model": null,
+            "parameter": "mass",
+            "value": 80.46,
+            "lower_error": 10.73,
+            "upper_error": 10.73,
+            "unit": "M_jup",
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+            "comments": null,
+            "reference": "Fili15",
+            "other_references": null
+        },
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             "model": "evolutionary",
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-            "value": 2504.0,
-            "lower_error": 15.0,
-            "upper_error": 15.0,
-            "unit": "K",
-            "adopted": 0,
+            "parameter": "mass",
+            "value": 89.42,
+            "lower_error": 0.59,
+            "upper_error": 0.59,
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             "reference": "Sang23",
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         {
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             "parameter": "radius",
-            "value": 1.06,
-            "lower_error": 0.01,
-            "upper_error": 0.01,
+            "value": 1.09,
+            "lower_error": 0.05,
+            "upper_error": 0.05,
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-            "upper_error": 0.59,
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-            "adopted": 0,
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+            "lower_error": 0.01,
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diff --git a/data/source/apmpm_j2359-6246.json b/data/source/apmpm_j2359-6246.json
index 59011c2b0..fcb2f5843 100644
--- a/data/source/apmpm_j2359-6246.json
+++ b/data/source/apmpm_j2359-6246.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "APMPM J2359-6246",
-            "ra": 359.6787,
-            "dec": -62.7618,
-            "epoch": null,
+            "ra": 359.6844071176511,
+            "dec": -62.761415023739694,
+            "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Scho02.109",
+            "reference": "GaiaDR3",
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diff --git a/data/source/bd_+01_2920b.json b/data/source/bd_+01_2920b.json
index f3404b789..78ecc67d0 100644
--- a/data/source/bd_+01_2920b.json
+++ b/data/source/bd_+01_2920b.json
@@ -31,7 +31,7 @@
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             "upper_error": 0.81,
             "unit": "dex",
-            "adopted": 0,
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             "reference": "Sang23",
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@@ -43,19 +43,19 @@
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             "upper_error": null,
             "unit": "K",
-            "adopted": 0,
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             "reference": "Sang23",
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-            "value": 0.71,
-            "lower_error": null,
-            "upper_error": null,
-            "unit": "R_jup",
-            "adopted": 0,
+            "model": "evolutionary",
+            "parameter": "T eff",
+            "value": 640.0,
+            "lower_error": 92.0,
+            "upper_error": 92.0,
+            "unit": "K",
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@@ -67,7 +67,7 @@
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-            "adopted": 0,
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@@ -79,43 +79,43 @@
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-            "lower_error": 92.0,
-            "upper_error": 92.0,
-            "unit": "K",
-            "adopted": 0,
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+            "lower_error": 18.38,
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-            "model": "evolutionary",
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-            "value": 0.91,
-            "lower_error": 0.07,
-            "upper_error": 0.07,
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diff --git a/data/source/beta_cir_b.json b/data/source/beta_cir_b.json
index 37a3928ee..7500d1dd5 100644
--- a/data/source/beta_cir_b.json
+++ b/data/source/beta_cir_b.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "beta Cir B",
-            "ra": 229.34,
-            "dec": -58.8583,
-            "epoch": null,
+            "ra": 229.3391836774576,
+            "dec": -58.85887958356167,
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             "equinox": "2000",
             "shortname": null,
-            "reference": "Smit15",
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diff --git a/data/source/bri_b1222-1222.json b/data/source/bri_b1222-1222.json
index 354a7b66e..25f04f50f 100644
--- a/data/source/bri_b1222-1222.json
+++ b/data/source/bri_b1222-1222.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "BRI B1222-1222",
-            "ra": 186.2174,
-            "dec": -12.6433,
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+            "ra": 186.21605414269095,
+            "dec": -12.644092229765812,
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-            "reference": "Kirk95",
+            "reference": "GaiaDR3",
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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-            "upper_error": null,
-            "unit": "R_jup",
-            "adopted": 0,
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+            "parameter": "T eff",
+            "value": 2424.0,
+            "lower_error": 208.0,
+            "upper_error": 208.0,
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
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-            "upper_error": 208.0,
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+            "parameter": "mass",
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+            "lower_error": 25.76,
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diff --git a/data/source/ce_303.json b/data/source/ce_303.json
index 53c3d0e51..9d18e00b7 100644
--- a/data/source/ce_303.json
+++ b/data/source/ce_303.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "CE 303",
-            "ra": 197.3411,
-            "dec": -23.5099,
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             "shortname": null,
-            "reference": "Gizi02.484",
+            "reference": "GaiaDR3",
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             "comments": "Best20 lists discovery as Ruiz01a; Gizi02b"
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diff --git a/data/source/ce_507.json b/data/source/ce_507.json
index 6c4a1e89a..6ac5d41e0 100644
--- a/data/source/ce_507.json
+++ b/data/source/ce_507.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "CE 507",
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-            "reference": "Cost06",
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diff --git a/data/source/cfbds_j022644.65-062522.0.json b/data/source/cfbds_j022644.65-062522.0.json
index 4006b906d..189b19176 100644
--- a/data/source/cfbds_j022644.65-062522.0.json
+++ b/data/source/cfbds_j022644.65-062522.0.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
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diff --git a/data/source/cfht-hy-20.json b/data/source/cfht-hy-20.json
index 20edcc6ab..a734e3b9c 100644
--- a/data/source/cfht-hy-20.json
+++ b/data/source/cfht-hy-20.json
@@ -20,7 +20,7 @@
             "lower_error": 0.06,
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
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diff --git a/data/source/cl_melotte_22_ppl_1.json b/data/source/cl_melotte_22_ppl_1.json
index 1af094f44..a87bf68ce 100644
--- a/data/source/cl_melotte_22_ppl_1.json
+++ b/data/source/cl_melotte_22_ppl_1.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "Cl* Melotte 22 PPL 1",
-            "ra": 56.421917,
-            "dec": 23.90275,
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+            "ra": 56.42203789449623,
+            "dec": 23.902572567274866,
+            "epoch": 2016.0,
             "equinox": null,
             "shortname": "0345+2354",
-            "reference": "Stauf89",
+            "reference": "GaiaDR3",
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diff --git a/data/source/cl_melotte_25_dkj_14784e.json b/data/source/cl_melotte_25_dkj_14784e.json
index 3cd4cdc0d..22e3583f2 100644
--- a/data/source/cl_melotte_25_dkj_14784e.json
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index dad711b11..f17a6a26f 100644
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index d56bb9861..0acc623a6 100644
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index 480b0487d..8deb06698 100644
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index ed73d08d5..8effce89e 100644
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index 1a2679d41..d78eb71de 100644
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index 91c1d37a9..834793e5d 100644
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index 4908a801f..2685f9f26 100644
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index 0df4452da..54e9e30b1 100644
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index eaad2ead6..a1e53b3a3 100644
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index d3691cbbc..3ffab23a8 100644
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index 16b7ef390..03b171974 100644
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index 3d150c897..66036b50a 100644
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index 48415643c..a8571a69e 100644
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index e13273eb3..00a953e98 100644
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index 88eefd51d..4eff8556d 100644
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index e8efe63e4..c1ab4c349 100644
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index 19b5150cb..ecbe1e942 100644
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index 26bb007fd..fa8cf7438 100644
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index f7415676c..55af971cd 100644
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index 3d3c50808..a54e70390 100644
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diff --git a/data/source/dy_psc.json b/data/source/dy_psc.json
index b2a9276ae..1e02abeab 100644
--- a/data/source/dy_psc.json
+++ b/data/source/dy_psc.json
@@ -2,99 +2,75 @@
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-            "dec": -1.9712778,
-            "epoch": null,
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             "shortname": "0024-0158",
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diff --git a/data/source/epsilon_indib.json b/data/source/epsilon_indib.json
index b5c39c1cd..73852e62d 100644
--- a/data/source/epsilon_indib.json
+++ b/data/source/epsilon_indib.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "epsilon IndiB",
-            "ra": 331.0656,
-            "dec": -56.7901,
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-            "reference": "Scho03",
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diff --git a/data/source/eq_j0223-2932.json b/data/source/eq_j0223-2932.json
index 26e8ac859..156a10fd5 100644
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -68,43 +68,43 @@
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diff --git a/data/source/eq_j0307+2904.json b/data/source/eq_j0307+2904.json
index 035d9855a..68d981dba 100644
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@@ -20,7 +20,7 @@
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@@ -68,43 +68,43 @@
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diff --git a/data/source/eq_j0410+1411.json b/data/source/eq_j0410+1411.json
index 8e385f3e3..1135071c0 100644
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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diff --git a/data/source/eq_j0448-1935.json b/data/source/eq_j0448-1935.json
index e8c146c78..92b2c276c 100644
--- a/data/source/eq_j0448-1935.json
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@@ -20,7 +20,7 @@
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index ea9640095..bd63b9313 100644
--- a/data/source/eq_j1653+4444.json
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@@ -20,7 +20,7 @@
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index cc0b87815..aebfe594a 100644
--- a/data/source/eq_j2213+0911.json
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index 713ca2132..b3e871e86 100644
--- a/data/source/eq_j2255-3118.json
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@@ -20,7 +20,7 @@
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index 292bf3ede..273fbd5c9 100644
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@@ -20,7 +20,7 @@
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diff --git a/data/source/eq_j2348-1028.json b/data/source/eq_j2348-1028.json
index 1ed61f64a..16c0ec727 100644
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@@ -20,7 +20,7 @@
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diff --git a/data/source/fu_tau_b.json b/data/source/fu_tau_b.json
index 6310c1e45..fd18e4a49 100644
--- a/data/source/fu_tau_b.json
+++ b/data/source/fu_tau_b.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "FU Tau B",
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-            "dec": 25.0499,
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+            "ra": 65.89895035498165,
+            "dec": 25.04979377083624,
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-            "reference": "Luhm09",
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diff --git a/data/source/g_239-25b.json b/data/source/g_239-25b.json
index ec00c6b0c..bb05a3790 100644
--- a/data/source/g_239-25b.json
+++ b/data/source/g_239-25b.json
@@ -2,12 +2,12 @@
     "Sources": [
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-            "dec": 66.0555,
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index d1f558e46..8bcea6215 100644
--- a/data/source/g_44-9.json
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@@ -2,12 +2,12 @@
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-            "dec": 8.2398,
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index 9400bfbb1..2a9f10701 100644
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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+            "upper_error": 128.0,
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@@ -56,7 +56,7 @@
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index 2978e76da..0e3552160 100644
--- a/data/source/gaia_edr3_4818823808553134592.json
+++ b/data/source/gaia_edr3_4818823808553134592.json
@@ -31,7 +31,7 @@
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@@ -43,7 +43,7 @@
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@@ -55,7 +55,7 @@
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@@ -67,7 +67,7 @@
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diff --git a/data/source/gat_1370.json b/data/source/gat_1370.json
index 6c1f94351..f0e043a11 100644
--- a/data/source/gat_1370.json
+++ b/data/source/gat_1370.json
@@ -2,99 +2,75 @@
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@@ -116,43 +92,67 @@
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diff --git a/data/source/gd_280b.json b/data/source/gd_280b.json
index 53a15cf4a..ebe214f76 100644
--- a/data/source/gd_280b.json
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -68,43 +68,43 @@
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diff --git a/data/source/gj_1111.json b/data/source/gj_1111.json
index 5c2a75c03..cb186c79c 100644
--- a/data/source/gj_1111.json
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@@ -2,99 +2,75 @@
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@@ -116,43 +92,67 @@
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-            "value": 99.84,
-            "lower_error": 28.82,
-            "upper_error": 28.82,
-            "unit": "M_jup",
-            "adopted": 0,
+            "parameter": "radius",
+            "value": 1.23,
+            "lower_error": 0.19,
+            "upper_error": 0.19,
+            "unit": "R_jup",
+            "adopted": false,
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diff --git a/data/source/gj_1245b.json b/data/source/gj_1245b.json
index 27f936c8b..1ae5f6783 100644
--- a/data/source/gj_1245b.json
+++ b/data/source/gj_1245b.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "GJ 1245B",
-            "ra": 298.4797,
-            "dec": 44.415,
-            "epoch": null,
+            "ra": 298.48192590176114,
+            "dec": 44.41290615922913,
+            "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Gicl67.1",
+            "reference": "GaiaDR3",
             "other_references": null,
             "comments": "Best20 lists discovery as Gicl67a; Rodo80"
         }
diff --git a/data/source/gj_494_c.json b/data/source/gj_494_c.json
index baf180a36..3738471cd 100644
--- a/data/source/gj_494_c.json
+++ b/data/source/gj_494_c.json
@@ -14,87 +14,63 @@
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-            "model": null,
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-            "model": null,
-            "parameter": "log g",
-            "value": 4.44,
-            "lower_error": 0.97,
-            "upper_error": 0.97,
+            "model": "atmospheric",
+            "parameter": "L bol",
+            "value": -5.7,
+            "lower_error": 0.06,
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-            "lower_error": 30.0,
-            "upper_error": 30.0,
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-            "reference": "Fili15",
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-            "lower_error": 0.06,
-            "upper_error": 0.06,
-            "unit": "dex",
-            "adopted": 0,
+            "parameter": "T eff",
+            "value": 800.0,
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+            "unit": "K",
+            "adopted": false,
             "comments": null,
             "reference": "Sang23",
             "other_references": null
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         {
-            "model": "atmospheric",
+            "model": "evolutionary",
             "parameter": "T eff",
-            "value": 800.0,
-            "lower_error": null,
-            "upper_error": null,
+            "value": 639.0,
+            "lower_error": 13.0,
+            "upper_error": 13.0,
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-            "adopted": 0,
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-            "model": "atmospheric",
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-            "value": 0.72,
-            "lower_error": null,
-            "upper_error": null,
-            "unit": "R_jup",
-            "adopted": 0,
+            "model": null,
+            "parameter": "log g",
+            "value": 4.44,
+            "lower_error": 0.97,
+            "upper_error": 0.97,
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+            "adopted": false,
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-            "reference": "Sang23",
+            "reference": "Fili15",
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@@ -104,7 +80,7 @@
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-            "adopted": 0,
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@@ -116,43 +92,67 @@
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-            "adopted": 0,
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             "comments": null,
             "reference": "Sang23",
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+            "comments": null,
+            "reference": "Fili15",
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-            "value": 639.0,
-            "lower_error": 13.0,
-            "upper_error": 13.0,
-            "unit": "K",
-            "adopted": 0,
+            "parameter": "mass",
+            "value": 10.29,
+            "lower_error": 2.46,
+            "upper_error": 2.46,
+            "unit": "M_jup",
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-            "value": 1.15,
-            "lower_error": 0.04,
-            "upper_error": 0.04,
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-            "lower_error": 2.46,
-            "upper_error": 2.46,
-            "unit": "M_jup",
-            "adopted": 0,
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diff --git a/data/source/gj_618.1b.json b/data/source/gj_618.1b.json
index 945a89d18..b1ea09960 100644
--- a/data/source/gj_618.1b.json
+++ b/data/source/gj_618.1b.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "GJ 618.1B",
-            "ra": 245.109,
-            "dec": -4.2755,
-            "epoch": null,
+            "ra": 245.10716308582073,
+            "dec": -4.275548709569664,
+            "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Wils01",
+            "reference": "GaiaDR3",
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@@ -20,7 +20,7 @@
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             "upper_error": 0.03,
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@@ -32,19 +32,19 @@
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             "upper_error": null,
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-            "adopted": 0,
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             "reference": "Sang23",
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-            "model": "atmospheric",
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-            "value": 1.22,
-            "lower_error": null,
-            "upper_error": null,
-            "unit": "R_jup",
-            "adopted": 0,
+            "model": "evolutionary",
+            "parameter": "T eff",
+            "value": 1907.0,
+            "lower_error": 27.0,
+            "upper_error": 27.0,
+            "unit": "K",
+            "adopted": false,
             "comments": null,
             "reference": "Sang23",
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@@ -56,7 +56,7 @@
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-            "adopted": 0,
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@@ -68,43 +68,43 @@
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             "upper_error": 0.05,
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-            "adopted": 0,
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-            "value": 1907.0,
-            "lower_error": 27.0,
-            "upper_error": 27.0,
-            "unit": "K",
-            "adopted": 0,
+            "parameter": "mass",
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+            "lower_error": 5.1,
+            "upper_error": 5.1,
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             "reference": "Sang23",
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         },
         {
-            "model": "evolutionary",
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             "parameter": "radius",
-            "value": 0.97,
-            "lower_error": 0.02,
-            "upper_error": 0.02,
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+            "lower_error": null,
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-            "lower_error": 5.1,
-            "upper_error": 5.1,
-            "unit": "M_jup",
-            "adopted": 0,
+            "parameter": "radius",
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+            "unit": "R_jup",
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diff --git a/data/source/gl_229b.json b/data/source/gl_229b.json
index 719e2f8a9..0a6f491ab 100644
--- a/data/source/gl_229b.json
+++ b/data/source/gl_229b.json
@@ -20,7 +20,7 @@
             "lower_error": 77.0,
             "upper_error": 77.0,
             "unit": "K",
-            "adopted": 0,
+            "adopted": false,
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@@ -32,7 +32,7 @@
             "lower_error": 0.48,
             "upper_error": 0.48,
             "unit": "dex",
-            "adopted": 0,
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@@ -44,7 +44,7 @@
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             "upper_error": 25.95,
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-            "adopted": 0,
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@@ -56,7 +56,7 @@
             "lower_error": 0.15,
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-            "adopted": 0,
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diff --git a/data/source/gl_569b.json b/data/source/gl_569b.json
index 90b4d1409..27da3cce5 100644
--- a/data/source/gl_569b.json
+++ b/data/source/gl_569b.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "Gl 569B",
-            "ra": 223.6226,
-            "dec": 16.1024,
-            "epoch": null,
+            "ra": 223.6240358376378,
+            "dec": 16.101563076763913,
+            "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Skru87.1128",
+            "reference": "GaiaDR3",
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diff --git a/data/source/grh_2208-20.json b/data/source/grh_2208-20.json
index 82801902f..ea53180aa 100644
--- a/data/source/grh_2208-20.json
+++ b/data/source/grh_2208-20.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "GRH 2208-20",
-            "ra": 332.7082,
-            "dec": -19.8738,
-            "epoch": null,
+            "ra": 332.7072788296492,
+            "dec": -19.87681118697264,
+            "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Gilm85",
+            "reference": "GaiaDR3",
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             "comments": null
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@@ -20,7 +20,7 @@
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             "upper_error": 0.02,
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-            "adopted": 0,
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@@ -32,19 +32,19 @@
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-            "adopted": 0,
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             "reference": "Sang23",
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-            "value": 1.05,
-            "lower_error": null,
-            "upper_error": null,
-            "unit": "R_jup",
-            "adopted": 0,
+            "model": "evolutionary",
+            "parameter": "T eff",
+            "value": 2602.0,
+            "lower_error": 222.0,
+            "upper_error": 222.0,
+            "unit": "K",
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             "comments": null,
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
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-            "adopted": 0,
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-            "lower_error": 222.0,
-            "upper_error": 222.0,
-            "unit": "K",
-            "adopted": 0,
+            "parameter": "mass",
+            "value": 89.1,
+            "lower_error": 27.35,
+            "upper_error": 27.35,
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             "comments": null,
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         {
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-            "value": 1.13,
-            "lower_error": 0.19,
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-            "lower_error": 27.35,
-            "upper_error": 27.35,
-            "unit": "M_jup",
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+            "parameter": "radius",
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+            "unit": "R_jup",
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diff --git a/data/source/gu_psc_b.json b/data/source/gu_psc_b.json
index 6b515cd0d..e038c0aaa 100644
--- a/data/source/gu_psc_b.json
+++ b/data/source/gu_psc_b.json
@@ -20,7 +20,7 @@
             "lower_error": 57.0,
             "upper_error": 57.0,
             "unit": "K",
-            "adopted": 0,
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@@ -32,7 +32,7 @@
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             "upper_error": 0.17,
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-            "adopted": 0,
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@@ -44,7 +44,7 @@
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-            "adopted": 0,
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@@ -56,7 +56,7 @@
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-            "adopted": 0,
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diff --git a/data/source/hd_203030b.json b/data/source/hd_203030b.json
index 70f321493..0a8ffb0c8 100644
--- a/data/source/hd_203030b.json
+++ b/data/source/hd_203030b.json
@@ -31,7 +31,7 @@
             "lower_error": 0.1,
             "upper_error": 0.1,
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-            "adopted": 0,
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@@ -43,19 +43,19 @@
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-            "lower_error": null,
-            "upper_error": null,
-            "unit": "R_jup",
-            "adopted": 0,
+            "model": "evolutionary",
+            "parameter": "T eff",
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+            "lower_error": 22.0,
+            "upper_error": 22.0,
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@@ -67,7 +67,7 @@
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@@ -79,43 +79,43 @@
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-            "lower_error": 22.0,
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-            "adopted": 0,
+            "parameter": "mass",
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+            "lower_error": 1.83,
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         {
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-            "value": 1.27,
-            "lower_error": 0.04,
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-            "lower_error": 1.83,
-            "upper_error": 1.83,
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+            "parameter": "radius",
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diff --git a/data/source/hd_253662b.json b/data/source/hd_253662b.json
index 4866eeff7..36abce14c 100644
--- a/data/source/hd_253662b.json
+++ b/data/source/hd_253662b.json
@@ -31,7 +31,7 @@
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@@ -43,19 +43,19 @@
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-            "lower_error": null,
-            "upper_error": null,
-            "unit": "R_jup",
-            "adopted": 0,
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+            "parameter": "T eff",
+            "value": 2569.0,
+            "lower_error": 249.0,
+            "upper_error": 249.0,
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@@ -79,43 +79,43 @@
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-            "lower_error": 249.0,
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-            "unit": "K",
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-            "lower_error": 0.23,
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diff --git a/data/source/hd_44627b.json b/data/source/hd_44627b.json
index 093912678..f15543d0f 100644
--- a/data/source/hd_44627b.json
+++ b/data/source/hd_44627b.json
@@ -31,7 +31,7 @@
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@@ -43,7 +43,7 @@
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@@ -55,7 +55,7 @@
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@@ -67,7 +67,7 @@
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diff --git a/data/source/hip_11161b.json b/data/source/hip_11161b.json
index 37f1a9707..a79fd6e25 100644
--- a/data/source/hip_11161b.json
+++ b/data/source/hip_11161b.json
@@ -31,7 +31,7 @@
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@@ -43,19 +43,19 @@
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-            "lower_error": null,
-            "upper_error": null,
-            "unit": "R_jup",
-            "adopted": 0,
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+            "parameter": "T eff",
+            "value": 2130.0,
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+            "upper_error": 21.0,
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@@ -67,7 +67,7 @@
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@@ -79,43 +79,43 @@
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-            "upper_error": 21.0,
-            "unit": "K",
-            "adopted": 0,
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+            "lower_error": 4.11,
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diff --git a/data/source/hip_112422b.json b/data/source/hip_112422b.json
index c96e32cfe..f2401f0e1 100644
--- a/data/source/hip_112422b.json
+++ b/data/source/hip_112422b.json
@@ -31,7 +31,7 @@
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@@ -67,7 +67,7 @@
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diff --git a/data/source/hip_115819b.json b/data/source/hip_115819b.json
index dfce9bcaa..cb9d9cd4c 100644
--- a/data/source/hip_115819b.json
+++ b/data/source/hip_115819b.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
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diff --git a/data/source/hip_13589b.json b/data/source/hip_13589b.json
index cbdff38bb..cd6c25541 100644
--- a/data/source/hip_13589b.json
+++ b/data/source/hip_13589b.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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-            "upper_error": null,
-            "unit": "R_jup",
-            "adopted": 0,
+            "model": "evolutionary",
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
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+            "lower_error": 2.16,
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diff --git a/data/source/hip_2397b.json b/data/source/hip_2397b.json
index 55d2c0534..204dd03ab 100644
--- a/data/source/hip_2397b.json
+++ b/data/source/hip_2397b.json
@@ -31,7 +31,7 @@
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@@ -43,19 +43,19 @@
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-            "upper_error": null,
-            "unit": "R_jup",
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@@ -67,7 +67,7 @@
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@@ -79,43 +79,43 @@
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diff --git a/data/source/hip_26653b.json b/data/source/hip_26653b.json
index 8f0ad2526..174b805b6 100644
--- a/data/source/hip_26653b.json
+++ b/data/source/hip_26653b.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "HIP 26653B",
-            "ra": 84.9564,
-            "dec": 52.8999,
-            "epoch": null,
+            "ra": 84.95629635530045,
+            "dec": 52.89927097880195,
+            "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Deac14.119",
+            "reference": "GaiaDR3",
             "other_references": null,
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@@ -31,7 +31,7 @@
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@@ -43,19 +43,19 @@
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-            "unit": "R_jup",
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@@ -67,7 +67,7 @@
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index 97df92a10..ff0351ddb 100644
--- a/data/source/hip_32728b.json
+++ b/data/source/hip_32728b.json
@@ -20,7 +20,7 @@
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+            "upper_error": 27.0,
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index be0938195..901345270 100644
--- a/data/source/hip_38939b.json
+++ b/data/source/hip_38939b.json
@@ -31,7 +31,7 @@
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index 78944d5f4..07baeb9e4 100644
--- a/data/source/hip_51877b.json
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@@ -20,7 +20,7 @@
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diff --git a/data/source/hip_58918b.json b/data/source/hip_58918b.json
index 8c95dfaec..9df449b4d 100644
--- a/data/source/hip_58918b.json
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@@ -20,7 +20,7 @@
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diff --git a/data/source/hip_59310b.json b/data/source/hip_59310b.json
index 1e7adcc2b..3e7d6b1fa 100644
--- a/data/source/hip_59310b.json
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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diff --git a/data/source/hip_59933b.json b/data/source/hip_59933b.json
index 133ad96e7..b0f8dcc58 100644
--- a/data/source/hip_59933b.json
+++ b/data/source/hip_59933b.json
@@ -31,7 +31,7 @@
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@@ -43,19 +43,19 @@
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@@ -67,7 +67,7 @@
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@@ -79,43 +79,43 @@
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diff --git a/data/source/hip_6217c.json b/data/source/hip_6217c.json
index 7ffaeb16c..5c17bc7f8 100644
--- a/data/source/hip_6217c.json
+++ b/data/source/hip_6217c.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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index 37ec2305b..8fd9fabd8 100644
--- a/data/source/hip_63506c.json
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@@ -31,7 +31,7 @@
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index e624b03d2..754eb7351 100644
--- a/data/source/hip_65706b.json
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@@ -20,7 +20,7 @@
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index 0bb5fb71d..c1180c5c0 100644
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@@ -20,7 +20,7 @@
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index e86c85876..2611240d5 100644
--- a/data/source/hip_76456b.json
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@@ -20,7 +20,7 @@
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diff --git a/data/source/hip_78916b.json b/data/source/hip_78916b.json
index e9ffd0ec3..338fa7743 100644
--- a/data/source/hip_78916b.json
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@@ -20,7 +20,7 @@
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index e695050d0..24e4a2778 100644
--- a/data/source/hip_78923b.json
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@@ -20,7 +20,7 @@
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index 7016adf50..76e58812b 100644
--- a/data/source/hip_81910b.json
+++ b/data/source/hip_81910b.json
@@ -20,7 +20,7 @@
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-            "unit": "R_jup",
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index e56848d77..a761b6e80 100644
--- a/data/source/hip_85365b.json
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@@ -31,7 +31,7 @@
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index 7a862bbe7..2c0187d73 100644
--- a/data/source/hip_9269b.json
+++ b/data/source/hip_9269b.json
@@ -31,7 +31,7 @@
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diff --git a/data/source/hya03.json b/data/source/hya03.json
index 9dc2e204a..b45aef4d6 100644
--- a/data/source/hya03.json
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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diff --git a/data/source/hya04.json b/data/source/hya04.json
index a27ac2a31..422117202 100644
--- a/data/source/hya04.json
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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diff --git a/data/source/hya09.json b/data/source/hya09.json
index 792f4e686..62ca86f3c 100644
--- a/data/source/hya09.json
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
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diff --git a/data/source/hya12.json b/data/source/hya12.json
index c3ade96be..5e18ffb61 100644
--- a/data/source/hya12.json
+++ b/data/source/hya12.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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             "model": "evolutionary",
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-            "value": 61.89,
-            "lower_error": 7.48,
-            "upper_error": 7.48,
-            "unit": "M_jup",
-            "adopted": 0,
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diff --git a/data/source/koenigstuhl_1a.json b/data/source/koenigstuhl_1a.json
index 6d41a8744..a8abc3e25 100644
--- a/data/source/koenigstuhl_1a.json
+++ b/data/source/koenigstuhl_1a.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "Koenigstuhl 1A",
-            "ra": 5.2948,
-            "dec": -42.7612,
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+            "ra": 5.29630127289041,
+            "dec": -42.76121359273634,
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             "equinox": "2000",
             "shortname": null,
-            "reference": "Caba07.61",
+            "reference": "GaiaDR3",
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diff --git a/data/source/koenigstuhl_1b.json b/data/source/koenigstuhl_1b.json
index 8bb796a91..16293fde9 100644
--- a/data/source/koenigstuhl_1b.json
+++ b/data/source/koenigstuhl_1b.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "Koenigstuhl 1B",
-            "ra": 5.2747,
-            "dec": -42.7454,
-            "epoch": null,
+            "ra": 5.276219043664625,
+            "dec": -42.74542376890036,
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-            "reference": "Tinn98.1066",
+            "reference": "GaiaDR3",
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@@ -20,7 +20,7 @@
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             "upper_error": 0.02,
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-            "adopted": 0,
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@@ -32,19 +32,19 @@
             "lower_error": null,
             "upper_error": null,
             "unit": "K",
-            "adopted": 0,
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             "comments": null,
             "reference": "Sang23",
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-            "model": "atmospheric",
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-            "value": 1.72,
-            "lower_error": null,
-            "upper_error": null,
-            "unit": "R_jup",
-            "adopted": 0,
+            "model": "evolutionary",
+            "parameter": "T eff",
+            "value": 2276.0,
+            "lower_error": 29.0,
+            "upper_error": 29.0,
+            "unit": "K",
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
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diff --git a/data/source/lehpm_2-0174.json b/data/source/lehpm_2-0174.json
index 61d47eb75..bc0e58722 100644
--- a/data/source/lehpm_2-0174.json
+++ b/data/source/lehpm_2-0174.json
@@ -2,12 +2,12 @@
     "Sources": [
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             "source": "LEHPM 2-0174",
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-            "dec": -21.3538,
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+            "ra": 192.7215172935436,
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             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi05",
+            "reference": "GaiaDR3",
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diff --git a/data/source/lehpm_2-0783.json b/data/source/lehpm_2-0783.json
index a02581c26..e62db9bfd 100644
--- a/data/source/lehpm_2-0783.json
+++ b/data/source/lehpm_2-0783.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LEHPM 2-0783",
-            "ra": 304.9576,
-            "dec": -58.2786,
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+            "dec": -58.28012185634601,
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             "shortname": null,
-            "reference": "Riaz06.866",
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diff --git a/data/source/lehpm_2-59.json b/data/source/lehpm_2-59.json
index 593647822..7afd82300 100644
--- a/data/source/lehpm_2-59.json
+++ b/data/source/lehpm_2-59.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LEHPM 2-59",
-            "ra": 73.0415,
-            "dec": -22.7526,
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+            "ra": 73.04177578065334,
+            "dec": -22.755935076442125,
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             "shortname": null,
-            "reference": "Burg06.1485",
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diff --git a/data/source/lhs_1074.json b/data/source/lhs_1074.json
index 2f2b87ecc..718b58855 100644
--- a/data/source/lhs_1074.json
+++ b/data/source/lhs_1074.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 1074",
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             "shortname": null,
-            "reference": "Reid05",
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diff --git a/data/source/lhs_1166.json b/data/source/lhs_1166.json
index d82cf6169..6a4f4ebce 100644
--- a/data/source/lhs_1166.json
+++ b/data/source/lhs_1166.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 1166",
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             "shortname": null,
-            "reference": "Reid05",
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diff --git a/data/source/lhs_1265.json b/data/source/lhs_1265.json
index d4fe2e29b..69cee2da9 100644
--- a/data/source/lhs_1265.json
+++ b/data/source/lhs_1265.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 1265",
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-            "reference": "Reid05",
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diff --git a/data/source/lhs_1367.json b/data/source/lhs_1367.json
index b00e22b5f..1d1c74e8e 100644
--- a/data/source/lhs_1367.json
+++ b/data/source/lhs_1367.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 1367",
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             "shortname": null,
-            "reference": "Luyt79.5",
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diff --git a/data/source/lhs_1742a.json b/data/source/lhs_1742a.json
index 9d452a36a..e71e55baa 100644
--- a/data/source/lhs_1742a.json
+++ b/data/source/lhs_1742a.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 1742a",
-            "ra": 77.6628,
-            "dec": 19.402,
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             "shortname": null,
-            "reference": "Gizi97",
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diff --git a/data/source/lhs_191.json b/data/source/lhs_191.json
index ec607b68f..7d2bed67e 100644
--- a/data/source/lhs_191.json
+++ b/data/source/lhs_191.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 191",
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             "shortname": null,
-            "reference": "Kirk91",
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diff --git a/data/source/lhs_1937.json b/data/source/lhs_1937.json
index 6b5b73184..b6bdf3be8 100644
--- a/data/source/lhs_1937.json
+++ b/data/source/lhs_1937.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 1937",
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-            "reference": "Luyt79.5",
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diff --git a/data/source/lhs_197.json b/data/source/lhs_197.json
index b2b2cda79..7cf7fca89 100644
--- a/data/source/lhs_197.json
+++ b/data/source/lhs_197.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 197",
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             "shortname": null,
-            "reference": "Lieb79",
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diff --git a/data/source/lhs_2021.json b/data/source/lhs_2021.json
index 79b6e7b14..b151ff6e8 100644
--- a/data/source/lhs_2021.json
+++ b/data/source/lhs_2021.json
@@ -2,99 +2,75 @@
     "Sources": [
         {
             "source": "LHS 2021",
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@@ -104,7 +80,7 @@
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@@ -116,43 +92,67 @@
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-            "lower_error": 221.0,
-            "upper_error": 221.0,
-            "unit": "K",
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+            "parameter": "mass",
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+            "lower_error": 28.03,
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-            "value": 1.17,
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+            "lower_error": 0.19,
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diff --git a/data/source/lhs_2026.json b/data/source/lhs_2026.json
index d6abc7794..fda11d3ad 100644
--- a/data/source/lhs_2026.json
+++ b/data/source/lhs_2026.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 2026",
-            "ra": 128.127,
-            "dec": -1.5774,
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+            "ra": 128.12772183701165,
+            "dec": -1.5794715278517855,
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             "shortname": null,
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diff --git a/data/source/lhs_2034.json b/data/source/lhs_2034.json
index df2c8550e..3c3dec802 100644
--- a/data/source/lhs_2034.json
+++ b/data/source/lhs_2034.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 2034",
-            "ra": 130.1237,
-            "dec": 18.4024,
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+            "ra": 130.1198700178225,
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             "shortname": null,
-            "reference": "Bess91.662",
+            "reference": "GaiaDR3",
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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+            "parameter": "T eff",
+            "value": 2770.0,
+            "lower_error": 207.0,
+            "upper_error": 207.0,
+            "unit": "K",
+            "adopted": false,
             "comments": null,
             "reference": "Sang23",
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@@ -56,7 +56,7 @@
             "lower_error": null,
             "upper_error": null,
             "unit": "dex",
-            "adopted": 0,
+            "adopted": false,
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             "reference": "Sang23",
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@@ -68,43 +68,43 @@
             "lower_error": 0.34,
             "upper_error": 0.34,
             "unit": "dex",
-            "adopted": 0,
+            "adopted": false,
             "comments": null,
             "reference": "Sang23",
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             "model": "evolutionary",
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-            "value": 2770.0,
-            "lower_error": 207.0,
-            "upper_error": 207.0,
-            "unit": "K",
-            "adopted": 0,
+            "parameter": "mass",
+            "value": 100.9,
+            "lower_error": 28.75,
+            "upper_error": 28.75,
+            "unit": "M_jup",
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             "reference": "Sang23",
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         },
         {
-            "model": "evolutionary",
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             "parameter": "radius",
-            "value": 1.24,
-            "lower_error": 0.19,
-            "upper_error": 0.19,
+            "value": 1.32,
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             "unit": "R_jup",
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             "model": "evolutionary",
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-            "value": 100.9,
-            "lower_error": 28.75,
-            "upper_error": 28.75,
-            "unit": "M_jup",
-            "adopted": 0,
+            "parameter": "radius",
+            "value": 1.24,
+            "lower_error": 0.19,
+            "upper_error": 0.19,
+            "unit": "R_jup",
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diff --git a/data/source/lhs_207.json b/data/source/lhs_207.json
index 808964c47..fa0034e69 100644
--- a/data/source/lhs_207.json
+++ b/data/source/lhs_207.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 207",
-            "ra": 84.5518,
-            "dec": 79.522,
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+            "ra": 84.5721638154509,
+            "dec": 79.51815891578426,
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             "equinox": "2000",
             "shortname": null,
-            "reference": "Lieb79",
+            "reference": "GaiaDR3",
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diff --git a/data/source/lhs_2195.json b/data/source/lhs_2195.json
index 513934f0e..0e797dce2 100644
--- a/data/source/lhs_2195.json
+++ b/data/source/lhs_2195.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 2195",
-            "ra": 147.3426,
-            "dec": 8.1125,
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+            "ra": 147.34281226231263,
+            "dec": 8.108552903956555,
+            "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Gizi97.849",
+            "reference": "GaiaDR3",
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@@ -20,7 +20,7 @@
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             "upper_error": 0.02,
             "unit": "dex",
-            "adopted": 0,
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@@ -32,19 +32,19 @@
             "lower_error": null,
             "upper_error": null,
             "unit": "K",
-            "adopted": 0,
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             "comments": null,
             "reference": "Sang23",
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-            "model": "atmospheric",
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-            "value": 1.06,
-            "lower_error": null,
-            "upper_error": null,
-            "unit": "R_jup",
-            "adopted": 0,
+            "model": "evolutionary",
+            "parameter": "T eff",
+            "value": 2466.0,
+            "lower_error": 212.0,
+            "upper_error": 212.0,
+            "unit": "K",
+            "adopted": false,
             "comments": null,
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@@ -56,7 +56,7 @@
             "lower_error": null,
             "upper_error": null,
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-            "adopted": 0,
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@@ -68,43 +68,43 @@
             "lower_error": 0.38,
             "upper_error": 0.38,
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-            "adopted": 0,
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             "model": "evolutionary",
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-            "lower_error": 212.0,
-            "upper_error": 212.0,
-            "unit": "K",
-            "adopted": 0,
+            "parameter": "mass",
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+            "lower_error": 26.12,
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         {
-            "model": "evolutionary",
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             "parameter": "radius",
-            "value": 1.08,
-            "lower_error": 0.18,
-            "upper_error": 0.18,
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             "model": "evolutionary",
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-            "lower_error": 26.12,
-            "upper_error": 26.12,
-            "unit": "M_jup",
-            "adopted": 0,
+            "parameter": "radius",
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+            "unit": "R_jup",
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diff --git a/data/source/lhs_2314.json b/data/source/lhs_2314.json
index d17dcab9a..ef72bbcb1 100644
--- a/data/source/lhs_2314.json
+++ b/data/source/lhs_2314.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 2314",
-            "ra": 162.2641,
-            "dec": 5.0397,
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+            "ra": 162.26264130226372,
+            "dec": 5.037495729777578,
+            "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Bess91.662",
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diff --git a/data/source/lhs_234.json b/data/source/lhs_234.json
index 41c6efab2..af5bdda0c 100644
--- a/data/source/lhs_234.json
+++ b/data/source/lhs_234.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 234",
-            "ra": 115.0807,
-            "dec": -17.4128,
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+            "ra": 115.0860829678518,
+            "dec": -17.415137719851018,
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             "equinox": "2000",
             "shortname": null,
-            "reference": "Bess91.662",
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diff --git a/data/source/lhs_2351.json b/data/source/lhs_2351.json
index b09f788ca..6f170c530 100644
--- a/data/source/lhs_2351.json
+++ b/data/source/lhs_2351.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 2351",
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-            "dec": 4.4757,
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+            "ra": 166.57750196599852,
+            "dec": 4.477394978100364,
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-            "reference": "Bess91.662",
+            "reference": "GaiaDR3",
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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-            "lower_error": null,
-            "upper_error": null,
-            "unit": "R_jup",
-            "adopted": 0,
+            "model": "evolutionary",
+            "parameter": "T eff",
+            "value": 2670.0,
+            "lower_error": 216.0,
+            "upper_error": 216.0,
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
             "lower_error": 0.36,
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-            "lower_error": 216.0,
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+            "parameter": "mass",
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+            "lower_error": 27.69,
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         {
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-            "value": 1.17,
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diff --git a/data/source/lhs_2397a.json b/data/source/lhs_2397a.json
index 6e6405c71..28dbe832e 100644
--- a/data/source/lhs_2397a.json
+++ b/data/source/lhs_2397a.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 2397a",
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diff --git a/data/source/lhs_2471.json b/data/source/lhs_2471.json
index 3c47cbe3f..cfaca6459 100644
--- a/data/source/lhs_2471.json
+++ b/data/source/lhs_2471.json
@@ -2,12 +2,12 @@
     "Sources": [
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             "source": "LHS 2471",
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-            "reference": "Bess91.662",
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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-            "upper_error": null,
-            "unit": "R_jup",
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+            "value": 2772.0,
+            "lower_error": 209.0,
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
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diff --git a/data/source/lhs_2803b.json b/data/source/lhs_2803b.json
index ecca6fb05..1f9c43a53 100644
--- a/data/source/lhs_2803b.json
+++ b/data/source/lhs_2803b.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
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         {
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diff --git a/data/source/lhs_2919.json b/data/source/lhs_2919.json
index 77cdd95b1..6a827534f 100644
--- a/data/source/lhs_2919.json
+++ b/data/source/lhs_2919.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 2919",
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-            "reference": "Reid03.3007",
+            "reference": "GaiaDR3",
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diff --git a/data/source/lhs_2924.json b/data/source/lhs_2924.json
index a0f96e08f..1beea3d54 100644
--- a/data/source/lhs_2924.json
+++ b/data/source/lhs_2924.json
@@ -2,99 +2,75 @@
     "Sources": [
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             "source": "LHS 2924",
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     "ModeledParameters": [
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-            "reference": "Fili15",
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             "model": null,
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-            "value": 1.06,
-            "lower_error": 0.05,
-            "upper_error": 0.05,
-            "unit": "R_jup",
-            "adopted": 0,
+            "parameter": "T eff",
+            "value": 2275.0,
+            "lower_error": 58.0,
+            "upper_error": 58.0,
+            "unit": "K",
+            "adopted": false,
             "comments": null,
             "reference": "Fili15",
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         },
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             "model": "atmospheric",
-            "parameter": "L bol",
-            "value": -3.6,
-            "lower_error": 0.02,
-            "upper_error": 0.02,
-            "unit": "dex",
-            "adopted": 0,
+            "parameter": "T eff",
+            "value": 1900.0,
+            "lower_error": null,
+            "upper_error": null,
+            "unit": "K",
+            "adopted": false,
             "comments": null,
             "reference": "Sang23",
             "other_references": null
         },
         {
-            "model": "atmospheric",
+            "model": "evolutionary",
             "parameter": "T eff",
-            "value": 1900.0,
-            "lower_error": null,
-            "upper_error": null,
+            "value": 1915.0,
+            "lower_error": 94.0,
+            "upper_error": 94.0,
             "unit": "K",
-            "adopted": 0,
+            "adopted": false,
             "comments": null,
             "reference": "Sang23",
             "other_references": null
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         {
-            "model": "atmospheric",
-            "parameter": "radius",
-            "value": 1.48,
-            "lower_error": null,
-            "upper_error": null,
-            "unit": "R_jup",
-            "adopted": 0,
+            "model": null,
+            "parameter": "log g",
+            "value": 5.22,
+            "lower_error": 0.11,
+            "upper_error": 0.11,
+            "unit": "dex",
+            "adopted": false,
             "comments": null,
-            "reference": "Sang23",
+            "reference": "Fili15",
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         {
@@ -104,7 +80,7 @@
             "lower_error": null,
             "upper_error": null,
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-            "adopted": 0,
+            "adopted": false,
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             "reference": "Sang23",
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@@ -116,43 +92,67 @@
             "lower_error": 0.28,
             "upper_error": 0.28,
             "unit": "dex",
-            "adopted": 0,
+            "adopted": false,
             "comments": null,
             "reference": "Sang23",
             "other_references": null
         },
+        {
+            "model": null,
+            "parameter": "mass",
+            "value": 75.98,
+            "lower_error": 10.89,
+            "upper_error": 10.89,
+            "unit": "M_jup",
+            "adopted": false,
+            "comments": null,
+            "reference": "Fili15",
+            "other_references": null
+        },
         {
             "model": "evolutionary",
-            "parameter": "T eff",
-            "value": 1915.0,
-            "lower_error": 94.0,
-            "upper_error": 94.0,
-            "unit": "K",
-            "adopted": 0,
+            "parameter": "mass",
+            "value": 19.21,
+            "lower_error": 12.72,
+            "upper_error": 12.72,
+            "unit": "M_jup",
+            "adopted": false,
             "comments": null,
             "reference": "Sang23",
             "other_references": null
         },
         {
-            "model": "evolutionary",
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             "parameter": "radius",
-            "value": 1.44,
-            "lower_error": 0.14,
-            "upper_error": 0.14,
+            "value": 1.06,
+            "lower_error": 0.05,
+            "upper_error": 0.05,
+            "unit": "R_jup",
+            "adopted": false,
+            "comments": null,
+            "reference": "Fili15",
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+        },
+        {
+            "model": "atmospheric",
+            "parameter": "radius",
+            "value": 1.48,
+            "lower_error": null,
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             "reference": "Sang23",
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         {
             "model": "evolutionary",
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-            "value": 19.21,
-            "lower_error": 12.72,
-            "upper_error": 12.72,
-            "unit": "M_jup",
-            "adopted": 0,
+            "parameter": "radius",
+            "value": 1.44,
+            "lower_error": 0.14,
+            "upper_error": 0.14,
+            "unit": "R_jup",
+            "adopted": false,
             "comments": null,
             "reference": "Sang23",
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diff --git a/data/source/lhs_2930.json b/data/source/lhs_2930.json
index 7c384c0d7..97ae7efdd 100644
--- a/data/source/lhs_2930.json
+++ b/data/source/lhs_2930.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 2930",
-            "ra": 217.6575,
-            "dec": 59.7236,
-            "epoch": null,
+            "ra": 217.6503357938043,
+            "dec": 59.72427392962494,
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             "equinox": "2000",
             "shortname": null,
-            "reference": "Prob83",
+            "reference": "GaiaDR3",
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diff --git a/data/source/lhs_3241.json b/data/source/lhs_3241.json
index 70e9cd621..e46f11885 100644
--- a/data/source/lhs_3241.json
+++ b/data/source/lhs_3241.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 3241",
-            "ra": 251.6314,
-            "dec": 34.582,
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+            "ra": 251.6292959257543,
+            "dec": 34.580290245898446,
+            "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Reid03.3007",
+            "reference": "GaiaDR3",
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             "comments": null
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diff --git a/data/source/lhs_330.json b/data/source/lhs_330.json
index c549310f7..be2eff616 100644
--- a/data/source/lhs_330.json
+++ b/data/source/lhs_330.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 330",
-            "ra": 187.309,
-            "dec": 53.5517,
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+            "ra": 187.29983334526224,
+            "dec": 53.55230849598321,
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             "equinox": "2000",
             "shortname": null,
-            "reference": "Bess91.662",
+            "reference": "GaiaDR3",
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diff --git a/data/source/lhs_3566.json b/data/source/lhs_3566.json
index 95313a4c5..41f030591 100644
--- a/data/source/lhs_3566.json
+++ b/data/source/lhs_3566.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 3566",
-            "ra": 309.8493,
-            "dec": -29.443,
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+            "ra": 309.8508858682124,
+            "dec": -29.44624125075107,
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             "equinox": "2000",
             "shortname": null,
-            "reference": "Luyt79.2",
+            "reference": "GaiaDR3",
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diff --git a/data/source/lhs_523.json b/data/source/lhs_523.json
index de167e2d8..4e55dbc0e 100644
--- a/data/source/lhs_523.json
+++ b/data/source/lhs_523.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 523",
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-            "dec": -13.4221,
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+            "ra": 337.2249544738424,
+            "dec": -13.42671543039278,
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             "equinox": "2000",
             "shortname": null,
-            "reference": "Lieb79",
+            "reference": "GaiaDR3",
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@@ -20,7 +20,7 @@
             "lower_error": 0.02,
             "upper_error": 0.02,
             "unit": "dex",
-            "adopted": 0,
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             "comments": null,
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@@ -32,19 +32,19 @@
             "lower_error": null,
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-            "adopted": 0,
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             "reference": "Sang23",
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-            "value": 1.11,
-            "lower_error": null,
-            "upper_error": null,
-            "unit": "R_jup",
-            "adopted": 0,
+            "model": "evolutionary",
+            "parameter": "T eff",
+            "value": 2708.0,
+            "lower_error": 215.0,
+            "upper_error": 215.0,
+            "unit": "K",
+            "adopted": false,
             "comments": null,
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@@ -56,7 +56,7 @@
             "lower_error": null,
             "upper_error": null,
             "unit": "dex",
-            "adopted": 0,
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@@ -68,43 +68,43 @@
             "lower_error": 0.36,
             "upper_error": 0.36,
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-            "lower_error": 215.0,
-            "upper_error": 215.0,
-            "unit": "K",
-            "adopted": 0,
+            "parameter": "mass",
+            "value": 96.37,
+            "lower_error": 28.32,
+            "upper_error": 28.32,
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         {
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-            "value": 1.2,
-            "lower_error": 0.19,
-            "upper_error": 0.19,
+            "value": 1.11,
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-            "lower_error": 28.32,
-            "upper_error": 28.32,
-            "unit": "M_jup",
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+            "parameter": "radius",
+            "value": 1.2,
+            "lower_error": 0.19,
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+            "unit": "R_jup",
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diff --git a/data/source/lhs_5303.json b/data/source/lhs_5303.json
index 2c7ca0095..83a33d72f 100644
--- a/data/source/lhs_5303.json
+++ b/data/source/lhs_5303.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LHS 5303",
-            "ra": 238.1859,
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+            "ra": 238.1869310006881,
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             "shortname": null,
-            "reference": "Crif05",
+            "reference": "GaiaDR3",
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diff --git a/data/source/lp_213-67.json b/data/source/lp_213-67.json
index a1ec2051c..f056a77b2 100644
--- a/data/source/lp_213-67.json
+++ b/data/source/lp_213-67.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LP 213-67",
-            "ra": 161.8025,
-            "dec": 40.4455,
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+            "ra": 161.80079771737473,
+            "dec": 40.44533482262731,
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             "shortname": null,
-            "reference": "Gizi00.385",
+            "reference": "GaiaDR3",
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diff --git a/data/source/lp_213-68.json b/data/source/lp_213-68.json
index 74a551fc5..8c487172f 100644
--- a/data/source/lp_213-68.json
+++ b/data/source/lp_213-68.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LP 213-68",
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+            "ra": 161.8056460342728,
+            "dec": 40.44686670322258,
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-            "reference": "Gizi00.385",
+            "reference": "GaiaDR3",
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diff --git a/data/source/lp_335-12.json b/data/source/lp_335-12.json
index 1ec4d4777..4755252c5 100644
--- a/data/source/lp_335-12.json
+++ b/data/source/lp_335-12.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LP 335-12",
-            "ra": 279.8878,
-            "dec": 29.8712,
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+            "ra": 279.8882509500303,
+            "dec": 29.870257114332887,
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             "shortname": null,
-            "reference": "Cruz03",
+            "reference": "GaiaDR3",
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diff --git a/data/source/lp_368-128.json b/data/source/lp_368-128.json
index 97f8e64ba..c32c7b1be 100644
--- a/data/source/lp_368-128.json
+++ b/data/source/lp_368-128.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LP 368-128",
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+            "ra": 135.09564332221345,
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-            "reference": "Scho01",
+            "reference": "GaiaDR3",
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@@ -20,7 +20,7 @@
             "lower_error": 0.02,
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@@ -32,19 +32,19 @@
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-            "lower_error": null,
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-            "unit": "R_jup",
-            "adopted": 0,
+            "model": "evolutionary",
+            "parameter": "T eff",
+            "value": 2768.0,
+            "lower_error": 205.0,
+            "upper_error": 205.0,
+            "unit": "K",
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
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+            "lower_error": 28.44,
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diff --git a/data/source/lp_397-10.json b/data/source/lp_397-10.json
index 8b0f27474..5cc3dfdce 100644
--- a/data/source/lp_397-10.json
+++ b/data/source/lp_397-10.json
@@ -2,12 +2,12 @@
     "Sources": [
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             "source": "LP 397-10",
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+            "ra": 319.02659805286044,
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-            "reference": "Cruz02",
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diff --git a/data/source/lp_415-20.json b/data/source/lp_415-20.json
index a46e3014f..a04513bda 100644
--- a/data/source/lp_415-20.json
+++ b/data/source/lp_415-20.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LP 415-20",
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-            "reference": "Bryj92",
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             "comments": "Best20 lists discovery as Bryj92; Bryj94"
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diff --git a/data/source/lp_44-162.json b/data/source/lp_44-162.json
index d19d5f94b..e3de229c6 100644
--- a/data/source/lp_44-162.json
+++ b/data/source/lp_44-162.json
@@ -2,12 +2,12 @@
     "Sources": [
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diff --git a/data/source/lp_460-44.json b/data/source/lp_460-44.json
index d2d0fc110..f34d0c32e 100644
--- a/data/source/lp_460-44.json
+++ b/data/source/lp_460-44.json
@@ -2,12 +2,12 @@
     "Sources": [
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             "source": "LP 460-44",
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diff --git a/data/source/lp_655-_48.json b/data/source/lp_655-_48.json
index 2935eeeb8..c73aa5a5d 100644
--- a/data/source/lp_655-_48.json
+++ b/data/source/lp_655-_48.json
@@ -2,12 +2,12 @@
     "Sources": [
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             "source": "LP 655- 48",
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diff --git a/data/source/lp_704-48.json b/data/source/lp_704-48.json
index f3d44423c..f30102fb5 100644
--- a/data/source/lp_704-48.json
+++ b/data/source/lp_704-48.json
@@ -2,12 +2,12 @@
     "Sources": [
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             "source": "LP 704-48",
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index 217360157..82583fdac 100644
--- a/data/source/lp_775-31.json
+++ b/data/source/lp_775-31.json
@@ -2,12 +2,12 @@
     "Sources": [
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             "source": "LP 775-31",
-            "ra": 68.817083,
-            "dec": -16.115833,
-            "epoch": null,
+            "ra": 68.81802669744249,
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             "shortname": "0435-1606",
-            "reference": "Luyt79.2",
+            "reference": "GaiaDR3",
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@@ -20,7 +20,7 @@
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             "upper_error": 39.0,
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@@ -32,7 +32,7 @@
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index d977ac2a8..c9e6ecb6d 100644
--- a/data/source/lp_851-346.json
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@@ -2,12 +2,12 @@
     "Sources": [
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             "source": "LP 851-346",
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+            "ra": 178.92674906227322,
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@@ -32,19 +32,19 @@
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@@ -68,43 +68,43 @@
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diff --git a/data/source/lp__413-53.json b/data/source/lp__413-53.json
index fa1ec1428..adb39db8d 100644
--- a/data/source/lp__413-53.json
+++ b/data/source/lp__413-53.json
@@ -2,12 +2,12 @@
     "Sources": [
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             "source": "LP  413-53",
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diff --git a/data/source/lp__440-52.json b/data/source/lp__440-52.json
index 453e2cac4..2111518b2 100644
--- a/data/source/lp__440-52.json
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     "Sources": [
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             "source": "LP  440-52",
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-            "dec": 18.66069444,
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+            "ra": 219.75122542509396,
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-            "reference": "Lieb79",
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@@ -20,7 +20,7 @@
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@@ -32,7 +32,7 @@
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@@ -44,7 +44,7 @@
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@@ -56,7 +56,7 @@
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diff --git a/data/source/lp__649-93.json b/data/source/lp__649-93.json
index 160f2de02..d601a9ac8 100644
--- a/data/source/lp__649-93.json
+++ b/data/source/lp__649-93.json
@@ -2,12 +2,12 @@
     "Sources": [
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             "source": "LP  649-93",
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-            "reference": "Luyt79.2",
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diff --git a/data/source/lp__859-1.json b/data/source/lp__859-1.json
index da2f5a4ef..5fa33f48c 100644
--- a/data/source/lp__859-1.json
+++ b/data/source/lp__859-1.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "LP  859-1",
-            "ra": 226.06757,
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diff --git a/data/source/lp__938-71.json b/data/source/lp__938-71.json
index 89071b22b..896a0a4af 100644
--- a/data/source/lp__938-71.json
+++ b/data/source/lp__938-71.json
@@ -2,99 +2,75 @@
     "Sources": [
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             "source": "LP  938-71",
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-            "dec": -37.628833,
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+            "ra": 15.720962344336396,
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             "shortname": "0102-3737",
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@@ -104,7 +80,7 @@
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@@ -116,43 +92,67 @@
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-            "upper_error": 133.0,
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diff --git a/data/source/lspm_j0241+2553b.json b/data/source/lspm_j0241+2553b.json
index 215e01307..0efbbdf89 100644
--- a/data/source/lspm_j0241+2553b.json
+++ b/data/source/lspm_j0241+2553b.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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+            "lower_error": 201.0,
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
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-            "lower_error": 0.24,
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diff --git a/data/source/lspm_j0330+3504.json b/data/source/lspm_j0330+3504.json
index 524d569ea..8f119d3c0 100644
--- a/data/source/lspm_j0330+3504.json
+++ b/data/source/lspm_j0330+3504.json
@@ -2,12 +2,12 @@
     "Sources": [
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             "source": "LSPM J0330+3504",
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diff --git a/data/source/lspm_j0330+5413.json b/data/source/lspm_j0330+5413.json
index 1b2f2798e..88532e411 100644
--- a/data/source/lspm_j0330+5413.json
+++ b/data/source/lspm_j0330+5413.json
@@ -2,12 +2,12 @@
     "Sources": [
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diff --git a/data/source/lspm_j0402+1730.json b/data/source/lspm_j0402+1730.json
index 0b3dd7e63..9ecbb2c3b 100644
--- a/data/source/lspm_j0402+1730.json
+++ b/data/source/lspm_j0402+1730.json
@@ -2,12 +2,12 @@
     "Sources": [
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index 2442f56da..5c18a726b 100644
--- a/data/source/lspm_j0632+5053b.json
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@@ -31,7 +31,7 @@
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index 6e477f5fd..cf2bad236 100644
--- a/data/source/lspm_j0804+6153.json
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index f43111109..d4775ef8c 100644
--- a/data/source/lspm_j1314+1320.json
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index c6401bd4f..4c2551342 100644
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@@ -20,7 +20,7 @@
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index 3d47d2ab3..0f740f562 100644
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index 69e87ac81..308e6852f 100644
--- a/data/source/lspm_j1717+5925b.json
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@@ -20,7 +20,7 @@
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diff --git a/data/source/lspm_j1735+2634.json b/data/source/lspm_j1735+2634.json
index 359a102ff..ee47559ce 100644
--- a/data/source/lspm_j1735+2634.json
+++ b/data/source/lspm_j1735+2634.json
@@ -2,12 +2,12 @@
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diff --git a/data/source/lspm_j1925+0938.json b/data/source/lspm_j1925+0938.json
index 131d91136..d0ac2a3ac 100644
--- a/data/source/lspm_j1925+0938.json
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@@ -2,12 +2,12 @@
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diff --git a/data/source/lspm_j2124+4003.json b/data/source/lspm_j2124+4003.json
index dce00bfbd..07a264864 100644
--- a/data/source/lspm_j2124+4003.json
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index 4e358604e..37d8286de 100644
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@@ -20,7 +20,7 @@
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diff --git a/data/source/lspm_j2158+6117.json b/data/source/lspm_j2158+6117.json
index 8050c2c85..adfcda420 100644
--- a/data/source/lspm_j2158+6117.json
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@@ -2,12 +2,12 @@
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diff --git a/data/source/lspm_j2331+4607n.json b/data/source/lspm_j2331+4607n.json
index 3b769867e..2aa4e0566 100644
--- a/data/source/lspm_j2331+4607n.json
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@@ -2,12 +2,12 @@
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diff --git a/data/source/lsr_j0011+5908.json b/data/source/lsr_j0011+5908.json
index 510aee4fa..057c4f69b 100644
--- a/data/source/lsr_j0011+5908.json
+++ b/data/source/lsr_j0011+5908.json
@@ -2,12 +2,12 @@
     "Sources": [
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             "source": "LSR J0011+5908",
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index 28d2459b8..dd27d19c9 100644
--- a/data/source/lsr_j0419+4233.json
+++ b/data/source/lsr_j0419+4233.json
@@ -2,12 +2,12 @@
     "Sources": [
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             "source": "LSR J0419+4233",
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index 612173918..c399d005a 100644
--- a/data/source/lsr_j0510+2713.json
+++ b/data/source/lsr_j0510+2713.json
@@ -2,12 +2,12 @@
     "Sources": [
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diff --git a/data/source/lsr_j0515+5911.json b/data/source/lsr_j0515+5911.json
index 36d62cef6..9d46ba4aa 100644
--- a/data/source/lsr_j0515+5911.json
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@@ -2,12 +2,12 @@
     "Sources": [
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index e36024bf6..cf57a7e7e 100644
--- a/data/source/lsr_j1610-0040.json
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@@ -2,12 +2,12 @@
     "Sources": [
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index 0ce4980d3..b68f53b3b 100644
--- a/data/source/lsr_j1826+3014.json
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     "Sources": [
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index 5dd0dd9fc..0cc4de628 100644
--- a/data/source/nltt_1011b.json
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@@ -31,7 +31,7 @@
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diff --git a/data/source/nltt_18587b.json b/data/source/nltt_18587b.json
index 6a6daae8c..08b1f48d6 100644
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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diff --git a/data/source/nltt_19109b.json b/data/source/nltt_19109b.json
index 8604c78c7..49ff9767a 100644
--- a/data/source/nltt_19109b.json
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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diff --git a/data/source/nltt_22073b.json b/data/source/nltt_22073b.json
index 838c77092..70509b836 100644
--- a/data/source/nltt_22073b.json
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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diff --git a/data/source/nltt_23716b.json b/data/source/nltt_23716b.json
index 97e794b98..580a47283 100644
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@@ -20,7 +20,7 @@
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index 2b2b9e8bf..7373393de 100644
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index d3553371d..94fe2780f 100644
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index 1e2c42933..cb87365a7 100644
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index af50d2b62..b6794b0ff 100644
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index 845b70435..f843834f7 100644
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index 8e9514e58..87e18d953 100644
--- a/data/source/nltt_44368b.json
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index e6e5d8739..9198750d1 100644
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index 0205c532a..72b09ad6a 100644
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diff --git a/data/source/pm_i13410+0542b.json b/data/source/pm_i13410+0542b.json
index 34db1922e..2dbfbb845 100644
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index 0ea41792f..4e11840df 100644
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index cb0605c7f..204bc88f5 100644
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index d65406cb1..20664a21f 100644
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index b88f222ce..4c4f0d169 100644
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index dadac7df4..8eb490c9f 100644
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-            "upper_error": null,
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+            "value": 958.0,
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diff --git a/data/source/pso_j004.7148+51.8918.json b/data/source/pso_j004.7148+51.8918.json
index 03a6b4899..bd3a9b269 100644
--- a/data/source/pso_j004.7148+51.8918.json
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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+            "upper_error": 124.0,
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diff --git a/data/source/pso_j004.7818+41.0231.json b/data/source/pso_j004.7818+41.0231.json
index 2cad22b1b..c25cc5b92 100644
--- a/data/source/pso_j004.7818+41.0231.json
+++ b/data/source/pso_j004.7818+41.0231.json
@@ -2,12 +2,12 @@
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-            "ra": 4.7815,
-            "dec": 41.0235,
-            "epoch": null,
+            "ra": 4.782044271628984,
+            "dec": 41.02294724242632,
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-            "reference": "Alle16",
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index 71acd07ca..e1709c194 100644
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@@ -32,19 +32,19 @@
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index ad19a9fb5..dcfb07b3b 100644
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@@ -32,19 +32,19 @@
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index 40c0182d4..f322c8519 100644
--- a/data/source/pso_j009.8334+58.5781.json
+++ b/data/source/pso_j009.8334+58.5781.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
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index 3e8b402cc..e8eedcbb1 100644
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+++ b/data/source/pso_j013.7740+38.2804.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -68,43 +68,43 @@
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diff --git a/data/source/pso_j023.8557+02.0884.json b/data/source/pso_j023.8557+02.0884.json
index 9efb49176..0276a58c3 100644
--- a/data/source/pso_j023.8557+02.0884.json
+++ b/data/source/pso_j023.8557+02.0884.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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index 861b7f7b0..393eee172 100644
--- a/data/source/pso_j024.1519+37.6443.json
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index 835aef767..f58f9a72c 100644
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index c91b04147..23389867f 100644
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index 8249274ac..8036a42da 100644
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index 085cbc678..194de8ccc 100644
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diff --git a/data/source/pso_j035.8683-15.1937.json b/data/source/pso_j035.8683-15.1937.json
index 3902040b8..b6673ee08 100644
--- a/data/source/pso_j035.8683-15.1937.json
+++ b/data/source/pso_j035.8683-15.1937.json
@@ -2,12 +2,12 @@
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index bba165b5b..6d8d9286f 100644
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index e9b4a0c37..d75e5e91e 100644
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index ef310acdd..2e90a8d97 100644
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index 5ac6e5503..3af4fcacc 100644
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index 8e86b6807..2c48f6d2e 100644
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index 7e6375f6d..7da3ebc3c 100644
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index 9891afdc3..87dcd409a 100644
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index 7460648ab..f600a73eb 100644
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index ab10f9631..835b792f7 100644
--- a/data/source/pso_j054.8149-11.7792.json
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index f1e71f804..9a685fbe9 100644
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index 5f4b46f31..b18f7f272 100644
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index 2a92bb847..f065c8726 100644
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index dbad03378..09cebdc34 100644
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index b5712cde4..e8173d9af 100644
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index 6f6187eca..e17b76057 100644
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index ac788a026..ced76219d 100644
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index c8d42b19c..91ac005a0 100644
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index e97ae2be3..0a84e8f1f 100644
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index a5705a720..e618ba501 100644
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index 46bd8c6af..855a33904 100644
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index 178cd31af..11b704551 100644
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index cf4943ee0..750965b98 100644
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index 98998d86b..96e0e75e2 100644
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index 58f56bfae..09a81a352 100644
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index f8df3c1c3..29e0b09c5 100644
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index abaae9836..5bf50c7fa 100644
--- a/data/source/pso_j117.0600-01.6779.json
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index 7f10232d9..95b48c337 100644
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index 8730a0330..0c2766b44 100644
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index fc3265103..e8b40161d 100644
--- a/data/source/pso_j133.8302+06.0160.json
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index 719637c68..e8c7f4fc2 100644
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index 9d4eb1099..673103dd7 100644
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index b24214cc9..35c090f27 100644
--- a/data/source/pso_j136.5380-14.3267.json
+++ b/data/source/pso_j136.5380-14.3267.json
@@ -20,7 +20,7 @@
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-            "upper_error": null,
-            "unit": "R_jup",
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+            "upper_error": 92.0,
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diff --git a/data/source/pso_j136.5494-06.1944.json b/data/source/pso_j136.5494-06.1944.json
index 8db2721fb..6bfbf5dfe 100644
--- a/data/source/pso_j136.5494-06.1944.json
+++ b/data/source/pso_j136.5494-06.1944.json
@@ -2,12 +2,12 @@
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-            "ra": 136.5493,
-            "dec": -6.1944,
-            "epoch": null,
+            "ra": 136.54946623425928,
+            "dec": -6.194467967153936,
+            "epoch": 2016.0,
             "equinox": "2000",
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-            "reference": "Best15",
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index 2ffde6f07..f210b17d8 100644
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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index 492828db5..cb74a981a 100644
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+++ b/data/source/pso_j139.5493+39.0380.json
@@ -20,7 +20,7 @@
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index 45e2ba4f4..45a3d705d 100644
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+++ b/data/source/pso_j143.6774-29.8356.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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diff --git a/data/source/pso_j146.0144+05.1319.json b/data/source/pso_j146.0144+05.1319.json
index 7fdcecc2e..b1e06acb7 100644
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+++ b/data/source/pso_j146.0144+05.1319.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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diff --git a/data/source/pso_j147.5092-27.6337.json b/data/source/pso_j147.5092-27.6337.json
index f95aa0c4d..2097c2c91 100644
--- a/data/source/pso_j147.5092-27.6337.json
+++ b/data/source/pso_j147.5092-27.6337.json
@@ -20,7 +20,7 @@
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index fe6553be1..23a24ee18 100644
--- a/data/source/pso_j149.0341-14.7857.json
+++ b/data/source/pso_j149.0341-14.7857.json
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+            "upper_error": 89.0,
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index 9f08691fc..7cb805d4e 100644
--- a/data/source/pso_j149.1907-19.1730.json
+++ b/data/source/pso_j149.1907-19.1730.json
@@ -2,12 +2,12 @@
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-            "dec": -19.173,
-            "epoch": null,
+            "ra": 149.19051540528696,
+            "dec": -19.172862385154893,
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index 1620b5d4a..f4b69eabd 100644
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index 2c16a2a56..09ef27f99 100644
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index cb2f235de..1350dcdc6 100644
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@@ -32,19 +32,19 @@
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diff --git a/data/source/pso_j158.1597+05.2231.json b/data/source/pso_j158.1597+05.2231.json
index 229ba22d8..3ce4eedd8 100644
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+++ b/data/source/pso_j158.1597+05.2231.json
@@ -20,7 +20,7 @@
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index 2a17f3bdb..68f83c6d2 100644
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index b39a812f6..8d4964939 100644
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index a8f356fb0..079ee26a7 100644
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index 5fa37f8c9..40f53c0ca 100644
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index 653b93a72..6e35e8493 100644
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index 8619076f9..0a699ef80 100644
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index d34d00cd4..cd538309f 100644
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index 73c8fd5eb..bbf5bfa2d 100644
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index e6a327e21..b3e239cc6 100644
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index 39d69e0cd..a23d167c0 100644
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index a8d635443..0a48a83a1 100644
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index dfec32289..db31f1fb7 100644
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index 062683fb4..f1266bf79 100644
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index c69467e3b..1e1bbb792 100644
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index 50264390b..596543728 100644
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index 1d05f09c3..5df11990f 100644
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index 53090dc53..298e161b0 100644
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index a7c678899..99937e873 100644
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index 35bc1043d..f66a0a406 100644
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index 7b3d7a724..ac0f351df 100644
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index 6b066e9df..0a4e197ae 100644
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index 2f685318c..c66c621ea 100644
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index 6a2ea54e9..8153b296f 100644
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index 94980ea61..d5ea41c87 100644
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index d3cd4bc4e..2be25f030 100644
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index 465cfa28d..4398e516a 100644
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index 87c329fca..1b280b322 100644
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index 0d34564b1..3af1845af 100644
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index 914d83be8..0c4367aa2 100644
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index 3196c407f..cf3ae7870 100644
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index 474eb980f..80a9b9af4 100644
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index ec559134d..ad8a7d68d 100644
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index 29eb4e3aa..b77ebe5b5 100644
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index 9570a72ad..e97917e75 100644
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index 36a775bc7..cd701b25c 100644
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index 2d28a4621..77b8ea2f9 100644
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index 35ae01e8c..b557daeb1 100644
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index 070caf668..bf4cef92c 100644
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index 7583fa100..a8662bfdc 100644
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diff --git a/data/source/pso_j255.0913+10.3263.json b/data/source/pso_j255.0913+10.3263.json
index 7448ff38d..9c9f8e69a 100644
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index 9e2a6958a..d683f36a9 100644
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index 27f702b75..bda14f559 100644
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index e2c693cbf..c80ae4f64 100644
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index 28ba49cf6..ce93211c6 100644
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index 27a372bce..c74599761 100644
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index d5d60a1ae..b0d188563 100644
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index 814b29418..6d7d8e89a 100644
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index 687ffa471..5f5056172 100644
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index 0badca263..9bf1879c4 100644
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index 2199e4e60..6fb8f413d 100644
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index 259159a7e..416440bb1 100644
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index 309dfae4d..23824253f 100644
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index c8b46beaf..7d72db317 100644
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index 415890154..211a8c014 100644
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index a31abbec6..9344829eb 100644
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index 18d9e752f..75f030a84 100644
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index 832bc2779..0ed42d593 100644
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index 6cfa279d3..8d75729d1 100644
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@@ -20,7 +20,7 @@
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diff --git a/data/source/pso_j306.0126+16.7969.json b/data/source/pso_j306.0126+16.7969.json
index 3f24f2afd..7e5628485 100644
--- a/data/source/pso_j306.0126+16.7969.json
+++ b/data/source/pso_j306.0126+16.7969.json
@@ -2,12 +2,12 @@
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index 1f8bcaf57..ae2a7b155 100644
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@@ -20,7 +20,7 @@
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index 3ebad2c64..c3bea23aa 100644
--- a/data/source/pso_j308.9834-09.7312.json
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index e32036ed6..94f0bcb63 100644
--- a/data/source/pso_j313.1067+32.9117.json
+++ b/data/source/pso_j313.1067+32.9117.json
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index 1150fd1ea..6b44ad17b 100644
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+++ b/data/source/pso_j313.1577-26.0050.json
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index 9d2c9250a..0826804d6 100644
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+++ b/data/source/pso_j316.5156+04.1173.json
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diff --git a/data/source/pso_j318.4243+35.1277.json b/data/source/pso_j318.4243+35.1277.json
index dc62c6f20..fce777143 100644
--- a/data/source/pso_j318.4243+35.1277.json
+++ b/data/source/pso_j318.4243+35.1277.json
@@ -2,12 +2,12 @@
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-            "dec": 35.128,
-            "epoch": null,
+            "ra": 318.4244621869006,
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@@ -32,19 +32,19 @@
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diff --git a/data/source/pso_j319.7576-13.0982.json b/data/source/pso_j319.7576-13.0982.json
index f8eb6c13e..42cbc7358 100644
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+++ b/data/source/pso_j319.7576-13.0982.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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diff --git a/data/source/pso_j321.1619+18.8243.json b/data/source/pso_j321.1619+18.8243.json
index 97d46aa8f..ce52939f7 100644
--- a/data/source/pso_j321.1619+18.8243.json
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@@ -32,19 +32,19 @@
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index 800b39de8..c61e4d1a2 100644
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index a755551dd..0f05c27fb 100644
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index c1e8476c7..a9da7c572 100644
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index 9ef9141b7..1be78b3e4 100644
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index 136b06fd6..d7535c9d9 100644
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index 4a9106564..bdcd54ff9 100644
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index 14709008c..f5b2cc87e 100644
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index 8479ae55e..d9b167d91 100644
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index 4f0286504..ddbf153ac 100644
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index 55e72595b..044c24119 100644
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index 3a9a0d8d9..0e48e677a 100644
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index ef42dade9..7acab42dc 100644
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index 7f8671dbf..25ed3b526 100644
--- a/data/source/pso_j346.3203-11.1654.json
+++ b/data/source/pso_j346.3203-11.1654.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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+            "upper_error": 103.0,
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index c5c6d725c..eea5a234c 100644
--- a/data/source/pso_j346.5281-15.9406.json
+++ b/data/source/pso_j346.5281-15.9406.json
@@ -20,7 +20,7 @@
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index 4e05e78e2..ff314be27 100644
--- a/data/source/pso_j348.5125+69.6598.json
+++ b/data/source/pso_j348.5125+69.6598.json
@@ -20,7 +20,7 @@
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index 9f1fc2ef7..b704a098c 100644
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+++ b/data/source/pso_j349.3359+32.0532.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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diff --git a/data/source/pso_j350.4673-19.0783.json b/data/source/pso_j350.4673-19.0783.json
index e71d50711..32f4ed4f9 100644
--- a/data/source/pso_j350.4673-19.0783.json
+++ b/data/source/pso_j350.4673-19.0783.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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diff --git a/data/source/pso_j351.3434-11.3514.json b/data/source/pso_j351.3434-11.3514.json
index e934ad137..5ca325f5f 100644
--- a/data/source/pso_j351.3434-11.3514.json
+++ b/data/source/pso_j351.3434-11.3514.json
@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "PSO J351.3434-11.3514",
-            "ra": 351.3429,
-            "dec": -11.351,
-            "epoch": null,
+            "ra": 351.3436328216249,
+            "dec": -11.351637389776535,
+            "epoch": 2016.0,
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             "shortname": null,
-            "reference": "Alle16",
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diff --git a/data/source/pso_j353.0517-29.8947.json b/data/source/pso_j353.0517-29.8947.json
index 499532f06..c5fc6e2ba 100644
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+++ b/data/source/pso_j353.0517-29.8947.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
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index 0fc606098..51486e1f9 100644
--- a/data/source/pso_j353.6355+13.2209.json
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+            "value": 1687.0,
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index 5a15312c4..c8d29fab3 100644
--- a/data/source/pso_j358.5527+22.1393.json
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index 30f40c6ba..febfea055 100644
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index a8b674d7b..76b323a0c 100644
--- a/data/source/rg_0050-2722.json
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index f08552f48..6a81f3bcb 100644
--- a/data/source/ross_248.json
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@@ -2,12 +2,12 @@
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index ff7e821e2..7a7bf4573 100644
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@@ -116,43 +92,67 @@
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diff --git a/data/source/scr_j1845-6357.json b/data/source/scr_j1845-6357.json
index f8580714b..78b908023 100644
--- a/data/source/scr_j1845-6357.json
+++ b/data/source/scr_j1845-6357.json
@@ -2,12 +2,12 @@
     "Sources": [
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diff --git a/data/source/sdss_j000250.98+245413.8.json b/data/source/sdss_j000250.98+245413.8.json
index 9bf1b062c..ac8f57363 100644
--- a/data/source/sdss_j000250.98+245413.8.json
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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index efba6a718..3df15e037 100644
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index 15e0f29ea..b709644fd 100644
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index 89cbf03ed..2f503fd0d 100644
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index f29cb05f8..642d4727f 100644
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index c9a903414..3fc0fd25f 100644
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index c1a2a2cb4..50bc50c36 100644
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index f67916648..fe21691a3 100644
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index 5ba91be54..3adfdf691 100644
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index ccc31db9f..2d7d24bb4 100644
--- a/data/source/sdss_j015354.23+140452.9.json
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index f1fcec3b9..413a0eac9 100644
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index 0cebb1e23..26291af0f 100644
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index 87e4c9ab6..424d0426e 100644
--- a/data/source/sdss_j020735.60+135556.3.json
+++ b/data/source/sdss_j020735.60+135556.3.json
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index a19c3035c..f7076d66e 100644
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index d260b974b..99524ee6a 100644
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index dfcd6519a..e9ea66db1 100644
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index 0ebcafdd0..314102a55 100644
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index b1e94167d..ee5fd3e40 100644
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index 247b5e5bd..9d1de4814 100644
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index 811d5a7d4..a279bed78 100644
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index ee79bf289..1d528716f 100644
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index 3a51ff049..803f85223 100644
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index 3fffef8e8..65b18f4e2 100644
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index 408b09d60..1372870da 100644
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index 253f4185b..826a2d40f 100644
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index cf094aec6..bf6433143 100644
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index 6c361293b..b58595641 100644
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index 213c71cf0..a25d1e38e 100644
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index 650a1cbe1..bb10ec997 100644
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index da33ca7c7..fdb7cfd46 100644
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index b618e2833..f05c643da 100644
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index c4277944f..291f39c12 100644
--- a/data/source/sdss_j081812.28+331048.2.json
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index d54997bb2..2651390dc 100644
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index 0978ac8f1..47d978280 100644
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index 278a08ddc..a1f9237f1 100644
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index 5e375cb1a..0ed017a0b 100644
--- a/data/source/sdss_j083724.78+081603.9.json
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index efe7cda7f..784d723cd 100644
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index 210dc179d..92e6e281d 100644
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index 1eff199be..c6fdf3173 100644
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index 8a79c1286..06015abc5 100644
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index d0599ce44..3b1545a5a 100644
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index 581c17f47..d71c91645 100644
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index 5625443d3..7bbcd853f 100644
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index 58954e975..ae41453c3 100644
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index 8612d13bc..849347f02 100644
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index f4dafd3b9..d38079c55 100644
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index 3362abfc8..04f9432fb 100644
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index 06d9a6cda..0ec6f23a4 100644
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index ad94df1db..13ca11bdd 100644
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index 0f8ad2f58..696930402 100644
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index 48cb60c95..0c707ae29 100644
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index b7060059f..32d4ede57 100644
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index de413d43a..a81e62937 100644
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index b3876b63d..0aa0dcf6a 100644
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index c8cd24540..01afa49f2 100644
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index 5af8b164e..10a06acc6 100644
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index d06c657b0..96a4bd434 100644
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index 073afb28f..b184ef3b0 100644
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index 0b2e52e8e..cfdc70a32 100644
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index 1d901b4af..4e9985ccc 100644
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index 47cad3dc2..1239331b3 100644
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index d25cf6375..371871c4f 100644
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index 786601231..fe759a26f 100644
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index 1d065fd27..d6aa497f1 100644
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index 85922cc52..2b9da61c9 100644
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index 55c9a1feb..ec0a11298 100644
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index 4efface86..727d66159 100644
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index c367c906c..fa4d06837 100644
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index 523b1bebf..b2b90d28a 100644
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index 010df96b8..d8a5f1c96 100644
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index 1c2485bf8..29cd018b6 100644
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index fd9e9512c..8734eeee6 100644
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index e22e57ad3..a97ece0db 100644
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index 7bf3da25f..b978418ee 100644
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index c39cdf220..e97b86e50 100644
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index 5e3d6fd10..cb616e4b6 100644
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index 47251cc68..73754ac72 100644
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index 51636ec33..f9a392dbd 100644
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index 9a2551f3e..850caee77 100644
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index df6049980..357dc4a98 100644
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index cb81439e4..ccd63a79f 100644
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index 4cc183359..a4582314d 100644
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index ef60b32a7..2e150e250 100644
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index 75b9db4fc..644dc9dda 100644
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index bb3c76c27..afe062482 100644
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index 3b8f75fe8..f4adf20b3 100644
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index 3690168c4..aca1e7f9a 100644
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index aacdab389..0145aee33 100644
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index e5ad1b075..f8eb5bcac 100644
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index 26b256206..54a62fd60 100644
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index 17068f580..59d76ca2c 100644
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index 71c7eb671..4153d49a1 100644
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index 456375872..fe87c0479 100644
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index 41c917b26..1eaad7859 100644
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index 79b023996..0978330de 100644
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index fa87cf3c2..7e5bd89db 100644
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index 3b07b9eb5..9192e5e67 100644
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index 05da42f16..0964c7725 100644
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index 366a54f45..3c81ea205 100644
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index acbcf7c10..ef2b70395 100644
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index a80b192c0..060548814 100644
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index 2bac6853c..d95c08c2a 100644
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index c0f018d9f..70fa1cba9 100644
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index 7b4926146..9673efb3f 100644
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index 00d2b7d4e..2d08d6a38 100644
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index 974e774a0..ba001b5c1 100644
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index 8131a9f3f..85765c6b2 100644
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index d6ec28873..87995f09d 100644
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index eebe9d77c..979906a0e 100644
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index fb97f7196..6f5426404 100644
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index 70027f559..02af75e3a 100644
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+++ b/data/source/sdss_j150553.80+610549.4.json
@@ -2,12 +2,12 @@
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index 39bbec1b4..aa7383ff5 100644
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index a7facaec8..3280630e8 100644
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index 88fcadafc..39fa36555 100644
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index e53a4ecac..ca556e3b6 100644
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index 21ac9d259..21e45c8fb 100644
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index 67f4f233a..7489e4c24 100644
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index 0c0059c71..7cc788d83 100644
--- a/data/source/sdss_j152314.46+105258.9.json
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index 299bf2e34..d45a11566 100644
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index 2f1b77d06..8cad4c61a 100644
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index 5f9fa4a5e..9e818cd9f 100644
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index eb3fdad1d..33d8198f0 100644
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index e39f06cb5..7f1ee3356 100644
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index 56a391439..cc003813b 100644
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index acd542f31..37dc72730 100644
--- a/data/source/sdss_j155252.32-003501.9.json
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index e2a11179b..a85319cb9 100644
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index 52dfc875e..893859e3f 100644
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index 6a5a4d47c..1d36816af 100644
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index 40df8647f..85f2b163c 100644
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index b48239429..3a3b16920 100644
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@@ -32,19 +32,19 @@
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index d36c0c945..c612eb9a8 100644
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index 71bae1d95..b1c17d005 100644
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index 8d0635c2f..460138ec8 100644
--- a/data/source/sdss_j161840.27+202045.6.json
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index c66b3ad26..13539a470 100644
--- a/data/source/sdss_j161928.31+005011.9.json
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index a99ccc513..25eb3d1a4 100644
--- a/data/source/sdss_j162208.04+454813.1.json
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index dc857d1a1..fc59f8585 100644
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index 2cbc9e53e..a35bc35f7 100644
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index be304ddb0..de17d0d0d 100644
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index d3aaac40c..1a20bfe53 100644
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index 1b9d0f9d9..a35161733 100644
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index ebde697e9..99c312e54 100644
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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index ecfde4211..648423200 100644
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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index 9c441df11..60d8c31d6 100644
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index 08273a210..bb17238d9 100644
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index 2f26bdca0..0fff918b9 100644
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index b9e306b75..034a892ed 100644
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index b99ad196e..be1bde113 100644
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index bde1bf9bd..5228def3c 100644
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index 63765e64b..9624e5852 100644
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index b00aa6901..4cde035c7 100644
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index c78fa6d59..8528ad657 100644
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index 8403e294f..b115b93be 100644
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index c7bbf8b4f..9a314dc28 100644
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index f7b390680..d9b64c0ea 100644
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index 7d787e7a6..966cd9ed4 100644
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index 492728396..30ec33256 100644
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index 1f1642175..c090a7f99 100644
--- a/data/source/sdss_j173101.41+531047.9.json
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index 34ac58129..0f8f9f6ad 100644
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index 84423fb58..63453ee1c 100644
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index c60c69bca..0c6b1df70 100644
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index f4dc04b4d..2e9a2e4dc 100644
--- a/data/source/sdss_j204749.61-071818.3.json
+++ b/data/source/sdss_j204749.61-071818.3.json
@@ -14,87 +14,63 @@
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diff --git a/data/source/sdss_j205755.92-005006.7.json b/data/source/sdss_j205755.92-005006.7.json
index 7b6e901fe..b4877e62c 100644
--- a/data/source/sdss_j205755.92-005006.7.json
+++ b/data/source/sdss_j205755.92-005006.7.json
@@ -2,12 +2,12 @@
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index d64be0944..bee37b11b 100644
--- a/data/source/sdss_j211846.77-001044.6.json
+++ b/data/source/sdss_j211846.77-001044.6.json
@@ -20,7 +20,7 @@
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index b0dfdc478..2bd8ba989 100644
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index 21f20a7e2..71b67cf4a 100644
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index b6f284824..78ed23413 100644
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index 0223eb0c3..7dd881a6b 100644
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+++ b/data/source/sdss_j214527.82-073434.1.json
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index 581c4f628..aef8a38e6 100644
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index 3404b4238..bfad235fd 100644
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diff --git a/data/source/sdss_j233129.35+155222.5.json b/data/source/sdss_j233129.35+155222.5.json
index b2a30ca88..b969f5c0e 100644
--- a/data/source/sdss_j233129.35+155222.5.json
+++ b/data/source/sdss_j233129.35+155222.5.json
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index e57441976..24176f9f3 100644
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index 2856b5c33..547d0ce1e 100644
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index 5d88ff322..952e18af1 100644
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index 64d6db753..cc6aed432 100644
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index a50b08521..3db2c8e9b 100644
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index b0407d525..eb68cc656 100644
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index 41244a448..b778a8875 100644
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index 68209bda3..3812536e1 100644
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index 99a1cb47f..5258f9f04 100644
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index 23487b6f7..6dd0080f7 100644
--- a/data/source/simp_j013656.5+093347.3.json
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index e13451a27..b81dcf500 100644
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index 3612848e0..92fa8c774 100644
--- a/data/source/sips_j0058-0651.json
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diff --git a/data/source/sips_j0614-2019.json b/data/source/sips_j0614-2019.json
index 88b5056ee..6f35ed272 100644
--- a/data/source/sips_j0614-2019.json
+++ b/data/source/sips_j0614-2019.json
@@ -2,12 +2,12 @@
     "Sources": [
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
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diff --git a/data/source/sips_j1607-0442.json b/data/source/sips_j1607-0442.json
index 9b6264172..b114f523d 100644
--- a/data/source/sips_j1607-0442.json
+++ b/data/source/sips_j1607-0442.json
@@ -2,12 +2,12 @@
     "Sources": [
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diff --git a/data/source/sips_j1632-0631.json b/data/source/sips_j1632-0631.json
index 324f6327b..d511e9d6d 100644
--- a/data/source/sips_j1632-0631.json
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@@ -2,12 +2,12 @@
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diff --git a/data/source/sips_j2346-3153.json b/data/source/sips_j2346-3153.json
index 36c77113b..56987d1af 100644
--- a/data/source/sips_j2346-3153.json
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@@ -2,12 +2,12 @@
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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index bbf2ca160..41ccb6ed9 100644
--- a/data/source/sips_j2346-5928.json
+++ b/data/source/sips_j2346-5928.json
@@ -2,12 +2,12 @@
     "Sources": [
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index 6027540ab..157476688 100644
--- a/data/source/ssspm_j0134-6315.json
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     "Sources": [
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index 28eecbe83..3d806ec35 100644
--- a/data/source/ssspm_j0306-3648.json
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     "Sources": [
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index bd2d478a0..aff604a69 100644
--- a/data/source/ssspm_j0511-4606.json
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index 332c61613..726bd1dcf 100644
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     "Sources": [
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index 31a5fc1a7..cb09b38bd 100644
--- a/data/source/ssspm_j1013-1356.json
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     "Sources": [
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index fffa6c98e..992160feb 100644
--- a/data/source/ssspm_j1256-1408.json
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index 66a251113..0500774cc 100644
--- a/data/source/ssspm_j1930-4311.json
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     "Sources": [
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diff --git a/data/source/ssspm_j2307-5009.json b/data/source/ssspm_j2307-5009.json
index f39dc1a4a..ef295c258 100644
--- a/data/source/ssspm_j2307-5009.json
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index ba2ad95f3..befa76e74 100644
--- a/data/source/ssspm_j2356-3426.json
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diff --git a/data/source/ssspm_j2400-2008.json b/data/source/ssspm_j2400-2008.json
index c204f3f71..ea8c368b1 100644
--- a/data/source/ssspm_j2400-2008.json
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index 4d9b6d3d1..ae33a48ec 100644
--- a/data/source/tvlm_213-2005.json
+++ b/data/source/tvlm_213-2005.json
@@ -2,12 +2,12 @@
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index 48ab020dd..68576da58 100644
--- a/data/source/tvlm_262-111511.json
+++ b/data/source/tvlm_262-111511.json
@@ -2,12 +2,12 @@
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diff --git a/data/source/tvlm_262-70502.json b/data/source/tvlm_262-70502.json
index fefa3ec8e..edef7561b 100644
--- a/data/source/tvlm_262-70502.json
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@@ -2,12 +2,12 @@
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diff --git a/data/source/tvlm_263-71765.json b/data/source/tvlm_263-71765.json
index 82ae97595..55c851a46 100644
--- a/data/source/tvlm_263-71765.json
+++ b/data/source/tvlm_263-71765.json
@@ -2,12 +2,12 @@
     "Sources": [
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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diff --git a/data/source/tvlm_513-42404a.json b/data/source/tvlm_513-42404a.json
index 39a296103..29be7c3de 100644
--- a/data/source/tvlm_513-42404a.json
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
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diff --git a/data/source/tvlm_513-42404b.json b/data/source/tvlm_513-42404b.json
index 1abcb54e5..a70487f23 100644
--- a/data/source/tvlm_513-42404b.json
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@@ -20,7 +20,7 @@
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index 0fc5d19f9..227473e4a 100644
--- a/data/source/tvlm_513-46546.json
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index cbe29c0ed..7a7a68ec3 100644
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index 8ab8e0568..0fefc06c0 100644
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diff --git a/data/source/tvlm_831-165166.json b/data/source/tvlm_831-165166.json
index b2ce393c0..d5b094f93 100644
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index 0c3c315d5..9605eb0e0 100644
--- a/data/source/tvlm_832-10443.json
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diff --git a/data/source/tvlm_832-42500.json b/data/source/tvlm_832-42500.json
index c13afd87a..8643170c3 100644
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index c673dcf5d..f37da066e 100644
--- a/data/source/tvlm_868-110639.json
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diff --git a/data/source/tvlm_890-60235.json b/data/source/tvlm_890-60235.json
index f0b9297bf..28b111dfa 100644
--- a/data/source/tvlm_890-60235.json
+++ b/data/source/tvlm_890-60235.json
@@ -2,12 +2,12 @@
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diff --git a/data/source/twa_26.json b/data/source/twa_26.json
index 468bbd66a..980d9b4c4 100644
--- a/data/source/twa_26.json
+++ b/data/source/twa_26.json
@@ -2,99 +2,75 @@
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diff --git a/data/source/twa_27.json b/data/source/twa_27.json
index 3a951719c..fa7bb6fc6 100644
--- a/data/source/twa_27.json
+++ b/data/source/twa_27.json
@@ -2,12 +2,12 @@
     "Sources": [
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@@ -20,7 +20,7 @@
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@@ -32,7 +32,7 @@
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@@ -44,7 +44,7 @@
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@@ -56,7 +56,7 @@
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diff --git a/data/source/twa_27b.json b/data/source/twa_27b.json
index 0dc963fee..33cfc08a5 100644
--- a/data/source/twa_27b.json
+++ b/data/source/twa_27b.json
@@ -20,7 +20,7 @@
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@@ -32,7 +32,7 @@
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@@ -44,7 +44,7 @@
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@@ -56,7 +56,7 @@
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diff --git a/data/source/twa_28.json b/data/source/twa_28.json
index dbfb497bc..985e459cf 100644
--- a/data/source/twa_28.json
+++ b/data/source/twa_28.json
@@ -2,99 +2,75 @@
     "Sources": [
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@@ -116,43 +92,67 @@
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index e43e1eb86..d97d2dc01 100644
--- a/data/source/twa_8b.json
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@@ -2,12 +2,12 @@
     "Sources": [
         {
             "source": "TWA 8B",
-            "ra": 173.1716,
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index 8dd06586f..09fa40816 100644
--- a/data/source/ugps_j052127.27+364048.6.json
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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-            "unit": "R_jup",
-            "adopted": 0,
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diff --git a/data/source/ulas2mass_j1452+0931.json b/data/source/ulas2mass_j1452+0931.json
index 968655ed6..a8ecb3f36 100644
--- a/data/source/ulas2mass_j1452+0931.json
+++ b/data/source/ulas2mass_j1452+0931.json
@@ -2,12 +2,12 @@
     "Sources": [
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diff --git a/data/source/ulas2mass_j1452+1114.json b/data/source/ulas2mass_j1452+1114.json
index e9cbec367..f635dba77 100644
--- a/data/source/ulas2mass_j1452+1114.json
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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index f2a803833..02448e006 100644
--- a/data/source/ulas_j013346.25+132822.4.json
+++ b/data/source/ulas_j013346.25+132822.4.json
@@ -2,12 +2,12 @@
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index 3286fc758..2207fe2e0 100644
--- a/data/source/ulas_j015034.33+142002.4.json
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index 1df85f4fb..0ba90144e 100644
--- a/data/source/ulas_j020533.75+123824.1.json
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@@ -2,12 +2,12 @@
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index ecf15fd35..c5328499b 100644
--- a/data/source/ulas_j033350.84+001406.1.json
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index 5653a299b..e1305c2d7 100644
--- a/data/source/ulas_j090521.61+100654.9.json
+++ b/data/source/ulas_j090521.61+100654.9.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
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index f2ac26018..ee2c0f2d8 100644
--- a/data/source/ulas_j102940.52+093514.6.json
+++ b/data/source/ulas_j102940.52+093514.6.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
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diff --git a/data/source/ulas_j114340.47+061358.9.json b/data/source/ulas_j114340.47+061358.9.json
index 552c2f3ef..7cc743c41 100644
--- a/data/source/ulas_j114340.47+061358.9.json
+++ b/data/source/ulas_j114340.47+061358.9.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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index 890cbadb2..ed1babec1 100644
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--- a/data/source/ulas_j124425.90+102441.9.json
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index a0ba00d2e..57d98677c 100644
--- a/data/source/ulas_j124947.04+095019.8.json
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index 20ded4fe6..c3807326c 100644
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index 66bbdc040..fab597456 100644
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index 2652dd8b3..f611cdfb0 100644
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index 83a0cee1f..a485dbdce 100644
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index eaddba08a..2ec9e4a4c 100644
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index ef7c303ca..685f322d3 100644
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index 54db2eb55..e781a5431 100644
--- a/data/source/usco_j154722.82-213914.3.json
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index 356b75f2e..483691796 100644
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index 721aa9c0b..5c371834e 100644
--- a/data/source/usno-b1.0_0757-00057276.json
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index de213080b..d0366310e 100644
--- a/data/source/v2384_ori.json
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index 3d084b414..7fd80398e 100644
--- a/data/source/vb_10.json
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index 427b8527c..4afe8cab3 100644
--- a/data/source/vhs_j154352.78-043909.6.json
+++ b/data/source/vhs_j154352.78-043909.6.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
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diff --git a/data/source/vvv_j12564163-6202039.json b/data/source/vvv_j12564163-6202039.json
index 38eab5489..baf5fab8c 100644
--- a/data/source/vvv_j12564163-6202039.json
+++ b/data/source/vvv_j12564163-6202039.json
@@ -2,12 +2,12 @@
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index 7b1cce7d9..3a02f3e78 100644
--- a/data/source/wise_j004024.88+090054.8.json
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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@@ -68,43 +68,43 @@
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index 48cac0f80..77968d319 100644
--- a/data/source/wise_j004542.56+361139.1.json
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@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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@@ -56,7 +56,7 @@
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diff --git a/data/source/wise_j004945.61+215120.0.json b/data/source/wise_j004945.61+215120.0.json
index 0e89ec39c..eac0ffa47 100644
--- a/data/source/wise_j004945.61+215120.0.json
+++ b/data/source/wise_j004945.61+215120.0.json
@@ -20,7 +20,7 @@
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@@ -32,19 +32,19 @@
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index 42f3b10c2..1cc601b7a 100644
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index 5792d8960..c23d1a429 100644
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index 59016014a..9fa8be6d3 100644
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index 77d5cbe26..8ff285d26 100644
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index f8ad03d24..743389793 100644
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index b01cfabad..11b3774c6 100644
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index 049d04f42..cf8c1935c 100644
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index 820101072..e4a7f193d 100644
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index f119efe32..3e502028e 100644
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index e67855fbf..b3a08b9a2 100644
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index 2dd94b471..6c78d62d0 100644
--- a/data/source/wise_j072003.20-084651.2.json
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index 1d8c86558..bdb6ecbd4 100644
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index 7e7366300..6b98ffeea 100644
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index 7a2fc8613..21fa42e97 100644
--- a/data/source/wise_j083450.79+642526.8.json
+++ b/data/source/wise_j083450.79+642526.8.json
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index 90f25c335..80c319cbc 100644
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index f9271e88b..236ac7203 100644
--- a/data/source/wise_j100926.40+354137.5.json
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index 8a6606722..f7c6ad4ba 100644
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index f176fbe74..c353d689d 100644
--- a/data/source/wise_j1049-5319a.json
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@@ -40,7 +40,7 @@
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index afb2e8f19..5dcad2129 100644
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index 19bfd0ee6..2aa540197 100644
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index 27807b3a0..de0489795 100644
--- a/data/source/wise_j112438.12-042149.7.json
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index 507561d61..92a5adf85 100644
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index f65deafab..184e504af 100644
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diff --git a/data/source/wise_j124629.65-313934.2.json b/data/source/wise_j124629.65-313934.2.json
index 11da2c38c..93178952d 100644
--- a/data/source/wise_j124629.65-313934.2.json
+++ b/data/source/wise_j124629.65-313934.2.json
@@ -2,12 +2,12 @@
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index 0b05905a3..2a3e81edc 100644
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diff --git a/data/source/wise_j125448.52-072828.4.json b/data/source/wise_j125448.52-072828.4.json
index 2865615b7..058c6bd66 100644
--- a/data/source/wise_j125448.52-072828.4.json
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index 835f995e6..61df94c9e 100644
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index e41ea1144..ad6ad802a 100644
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index d7e12a157..28bf3d277 100644
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index f159fe2df..ef77393dd 100644
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index c9b1f0f9d..1420e7192 100644
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index e168b940b..89c7dc545 100644
--- a/data/source/wise_j141144.13-140300.5.json
+++ b/data/source/wise_j141144.13-140300.5.json
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index ab0b30db1..7820be810 100644
--- a/data/source/wise_j144127.48-515807.6.json
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index 18a74794d..f8b5dca88 100644
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index 38a78da75..853e2076b 100644
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index aff2392b2..ed43c0ff5 100644
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index 1c682fbe5..6dbbc472b 100644
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index a5595ba88..19f2cc6b5 100644
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index 0f9cd3dad..93c580d15 100644
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index fd47b86d0..5d1744f94 100644
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index 6ce7e8227..87b284fdd 100644
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index 1555484e0..643d631db 100644
--- a/data/source/wise_j165842.56+510335.0.json
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index d06acb7dc..622affe38 100644
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index 9cc7c7f40..df947788f 100644
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index 5a6bc6f14..718fdbabb 100644
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index 7c3edc1ac..f068b7784 100644
--- a/data/source/wise_j173332.50+314458.3.json
+++ b/data/source/wise_j173332.50+314458.3.json
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index ae812d37b..43808e405 100644
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index 7cdecde44..70538892e 100644
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index d1b639e21..a650b75ad 100644
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index 0b5137d61..c764a13b5 100644
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index 1132356ad..eac25880a 100644
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index 49b620ec8..d04d200dd 100644
--- a/data/source/wise_j185101.83+593508.6.json
+++ b/data/source/wise_j185101.83+593508.6.json
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index 63f21c186..6a994e3e1 100644
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index ff69d12ee..f67fd21fc 100644
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index a959c13ba..d793be4c2 100644
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index fdfd0935f..eea4cdfd3 100644
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index ee989cf66..18087cff2 100644
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index 1c3306a7c..f4a3e1c13 100644
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index 64217d5e3..cf1742461 100644
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index 0ec2a2f0b..31a0d1d01 100644
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index 4ef28586e..b13885bf1 100644
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index a3f3a93e0..979dbb8cd 100644
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index e64127c67..80a140bb6 100644
--- a/data/source/wise_j223729.52-061434.4.json
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index 6cd8fa92a..72d2d5713 100644
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index 67c6c6baa..fd28aface 100644
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index 5cd649157..0be857ac2 100644
--- a/data/source/wise_j231921.92+764544.4.json
+++ b/data/source/wise_j231921.92+764544.4.json
@@ -2,12 +2,12 @@
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index 104ffd20c..76780e76d 100644
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index 5750ccc43..f17e96634 100644
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index 2bd984871..79ea78db2 100644
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index 7dd2cf978..920fd1d74 100644
--- a/data/source/wise_j234755.42+683319.4.json
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index 861607d6e..097f88024 100644
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index 2a148febb..6191b26bd 100644
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index 0eb31548b..15596155c 100644
--- a/data/source/wisea_j001450.17-083823.4.json
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index 0590d3e23..3221de819 100644
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index 7ce88a947..42b122dec 100644
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index 4dd006a80..9c20a9f20 100644
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index 1663be786..6c44aa981 100644
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index ec8b360c2..4032ee7e8 100644
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index e76527e85..807df7be3 100644
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index 41ea983a1..b25f4b32f 100644
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index 18b899692..5ed492cec 100644
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index 414972254..487b44327 100644
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index 8a1b0a976..3f2be1262 100644
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index a3b76e042..df38bb32b 100644
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index 1dff11c5f..12ab72468 100644
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index 29e58006e..c83251f61 100644
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index 7f76b9aa9..2032a12fd 100644
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index cb31be2d0..e9112fe99 100644
--- a/data/source/wisea_j114553.61-250657.1.json
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index 874fd567c..e8818c063 100644
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index 8b33cd028..9b1bec7a4 100644
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index 05d7dbc98..e91318dcc 100644
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index 23ad16eb2..a2f27c58e 100644
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index ab72ca19b..3a7b6a87e 100644
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index c0673282a..e4df313ca 100644
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index eac4fb8ae..d23fd579b 100644
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index 05bc89a46..077fa0595 100644
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index 76feb8a32..a61a78353 100644
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index 124c52c4f..d14de22a6 100644
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+++ b/data/source/wisea_j224128.33+043459.3.json
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index f7f5eca1a..ca037ab38 100644
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index 8f48ee02e..63c9c6efe 100644
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index abe0960b8..adf196b5f 100644
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index 3284df1a2..cdd5db418 100644
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index 54cfff565..5afd6e5e6 100644
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index e9b4a7dd7..b81171e72 100644
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index cd618ffbf..b11d74fde 100644
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index 452efa622..1abbd5519 100644
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-            "value": 14.57,
-            "lower_error": 15.01,
-            "upper_error": 15.01,
-            "unit": "M_jup",
-            "adopted": 0,
+            "parameter": "radius",
+            "value": 1.1,
+            "lower_error": 0.15,
+            "upper_error": 0.15,
+            "unit": "R_jup",
+            "adopted": false,
             "comments": null,
             "reference": "Sang23",
             "other_references": null
diff --git a/data/source/wolf_359.json b/data/source/wolf_359.json
index e87967d5a..49ebbe261 100644
--- a/data/source/wolf_359.json
+++ b/data/source/wolf_359.json
@@ -14,87 +14,63 @@
     ],
     "ModeledParameters": [
         {
-            "model": null,
-            "parameter": "T eff",
-            "value": 2517.0,
-            "lower_error": 81.0,
-            "upper_error": 81.0,
-            "unit": "K",
-            "adopted": 0,
-            "comments": null,
-            "reference": "Fili15",
-            "other_references": null
-        },
-        {
-            "model": null,
-            "parameter": "log g",
-            "value": 5.19,
-            "lower_error": 0.05,
-            "upper_error": 0.05,
+            "model": "atmospheric",
+            "parameter": "L bol",
+            "value": -2.97,
+            "lower_error": 0.02,
+            "upper_error": 0.02,
             "unit": "dex",
-            "adopted": 0,
-            "comments": null,
-            "reference": "Fili15",
-            "other_references": null
-        },
-        {
-            "model": null,
-            "parameter": "mass",
-            "value": 100.7,
-            "lower_error": 7.22,
-            "upper_error": 7.22,
-            "unit": "M_jup",
-            "adopted": 0,
+            "adopted": false,
             "comments": null,
-            "reference": "Fili15",
+            "reference": "Sang23",
             "other_references": null
         },
         {
             "model": null,
-            "parameter": "radius",
-            "value": 1.56,
-            "lower_error": 0.1,
-            "upper_error": 0.1,
-            "unit": "R_jup",
-            "adopted": 0,
+            "parameter": "T eff",
+            "value": 2517.0,
+            "lower_error": 81.0,
+            "upper_error": 81.0,
+            "unit": "K",
+            "adopted": false,
             "comments": null,
             "reference": "Fili15",
             "other_references": null
         },
         {
             "model": "atmospheric",
-            "parameter": "L bol",
-            "value": -2.97,
-            "lower_error": 0.02,
-            "upper_error": 0.02,
-            "unit": "dex",
-            "adopted": 0,
+            "parameter": "T eff",
+            "value": 2700.0,
+            "lower_error": null,
+            "upper_error": null,
+            "unit": "K",
+            "adopted": false,
             "comments": null,
             "reference": "Sang23",
             "other_references": null
         },
         {
-            "model": "atmospheric",
+            "model": "evolutionary",
             "parameter": "T eff",
-            "value": 2700.0,
-            "lower_error": null,
-            "upper_error": null,
+            "value": 2562.0,
+            "lower_error": 156.0,
+            "upper_error": 156.0,
             "unit": "K",
-            "adopted": 0,
+            "adopted": false,
             "comments": null,
             "reference": "Sang23",
             "other_references": null
         },
         {
-            "model": "atmospheric",
-            "parameter": "radius",
-            "value": 1.46,
-            "lower_error": null,
-            "upper_error": null,
-            "unit": "R_jup",
-            "adopted": 0,
+            "model": null,
+            "parameter": "log g",
+            "value": 5.19,
+            "lower_error": 0.05,
+            "upper_error": 0.05,
+            "unit": "dex",
+            "adopted": false,
             "comments": null,
-            "reference": "Sang23",
+            "reference": "Fili15",
             "other_references": null
         },
         {
@@ -104,7 +80,7 @@
             "lower_error": null,
             "upper_error": null,
             "unit": "dex",
-            "adopted": 0,
+            "adopted": false,
             "comments": null,
             "reference": "Sang23",
             "other_references": null
@@ -116,43 +92,67 @@
             "lower_error": 0.33,
             "upper_error": 0.33,
             "unit": "dex",
-            "adopted": 0,
+            "adopted": false,
             "comments": null,
             "reference": "Sang23",
             "other_references": null
         },
+        {
+            "model": null,
+            "parameter": "mass",
+            "value": 100.7,
+            "lower_error": 7.22,
+            "upper_error": 7.22,
+            "unit": "M_jup",
+            "adopted": false,
+            "comments": null,
+            "reference": "Fili15",
+            "other_references": null
+        },
         {
             "model": "evolutionary",
-            "parameter": "T eff",
-            "value": 2562.0,
-            "lower_error": 156.0,
-            "upper_error": 156.0,
-            "unit": "K",
-            "adopted": 0,
+            "parameter": "mass",
+            "value": 41.34,
+            "lower_error": 22.09,
+            "upper_error": 22.09,
+            "unit": "M_jup",
+            "adopted": false,
             "comments": null,
             "reference": "Sang23",
             "other_references": null
         },
         {
-            "model": "evolutionary",
+            "model": null,
             "parameter": "radius",
-            "value": 1.65,
-            "lower_error": 0.2,
-            "upper_error": 0.2,
+            "value": 1.56,
+            "lower_error": 0.1,
+            "upper_error": 0.1,
             "unit": "R_jup",
-            "adopted": 0,
+            "adopted": false,
+            "comments": null,
+            "reference": "Fili15",
+            "other_references": null
+        },
+        {
+            "model": "atmospheric",
+            "parameter": "radius",
+            "value": 1.46,
+            "lower_error": null,
+            "upper_error": null,
+            "unit": "R_jup",
+            "adopted": false,
             "comments": null,
             "reference": "Sang23",
             "other_references": null
         },
         {
             "model": "evolutionary",
-            "parameter": "mass",
-            "value": 41.34,
-            "lower_error": 22.09,
-            "upper_error": 22.09,
-            "unit": "M_jup",
-            "adopted": 0,
+            "parameter": "radius",
+            "value": 1.65,
+            "lower_error": 0.2,
+            "upper_error": 0.2,
+            "unit": "R_jup",
+            "adopted": false,
             "comments": null,
             "reference": "Sang23",
             "other_references": null
diff --git a/scripts/ingests/Gaia/ingest_gaiadr3.py b/scripts/ingests/Gaia/ingest_gaiadr3.py
index e9921f634..36b15988b 100644
--- a/scripts/ingests/Gaia/ingest_gaiadr3.py
+++ b/scripts/ingests/Gaia/ingest_gaiadr3.py
@@ -100,14 +100,10 @@ def add_gaia_coordinates_and_epochs(data, ref):
                 conn.execute(
                     db.Sources.update().where(db.Sources.c.source == source[0]).values(
                         {
-                            "source": source[0],
                             "ra": ra,
                             "dec": dec,
                             "epoch": ref_epoch,
-                            "equinox": None, 
                             "reference": ref,
-                            "other_references": None,
-                            "shortname": None,
                         }
                     )
                 )

From 6fe3768723690b0c9b271baf9ce9a0c48d68cf5f Mon Sep 17 00:00:00 2001
From: Logan-Huang <lhuang-27@peddie.org>
Date: Thu, 16 Apr 2026 10:48:44 -0400
Subject: [PATCH 5/6] Updated Test, JSON files, and Gaia Ingest Script

Updated the json files to keep original references and add GaiaDR3 to other_references. Updated conftest.py to fix the error with windows file in use error. Updated the ingest script for the other_references.
---
 data/reference/Versions.json               |  2 +-
 data/source/1rxs_j115928.5-524717.json     |  4 ++--
 data/source/2mass_j00011217+1535355.json   |  4 ++--
 data/source/2mass_j00034227-2822410.json   |  4 ++--
 data/source/2mass_j00040288-6410358.json   |  4 ++--
 data/source/2mass_j00043484-4044058.json   |  4 ++--
 data/source/2mass_j00044144-2058298.json   |  4 ++--
 data/source/2mass_j00045753-1709369.json   |  4 ++--
 data/source/2mass_j00054844-2157196.json   |  4 ++--
 data/source/2mass_j00070787-2458042.json   |  4 ++--
 data/source/2mass_j00100009-2031122.json   |  4 ++--
 data/source/2mass_j00145575-4844171.json   |  4 ++--
 data/source/2mass_j00154476+3516026.json   |  4 ++--
 data/source/2mass_j00165953-4056541.json   |  4 ++--
 data/source/2mass_j00182834-6703130.json   |  4 ++--
 data/source/2mass_j00184613-6356122.json   |  4 ++--
 data/source/2mass_j00191296-6226005.json   |  4 ++--
 data/source/2mass_j00192626+4614078.json   |  4 ++--
 data/source/2mass_j00193927-3724392.json   |  4 ++--
 data/source/2mass_j00274197+0503417.json   |  4 ++--
 data/source/2mass_j00275592+2219328.json   |  4 ++--
 data/source/2mass_j00282091+2249050.json   |  4 ++--
 data/source/2mass_j00285545-1927165.json   |  4 ++--
 data/source/2mass_j00311925-3840356.json   |  4 ++--
 data/source/2mass_j00315477+0649463.json   |  4 ++--
 data/source/2mass_j00320509+0219017.json   |  4 ++--
 data/source/2mass_j00325584-4405058.json   |  4 ++--
 data/source/2mass_j00332386-1521309.json   |  4 ++--
 data/source/2mass_j00344300-4102266.json   |  4 ++--
 data/source/2mass_j00345684-0706013.json   |  4 ++--
 data/source/2mass_j00361617+1821104.json   |  4 ++--
 data/source/2mass_j00374306-5846229.json   |  4 ++--
 data/source/2mass_j00381489-6403529.json   |  4 ++--
 data/source/2mass_j00412179+3547133.json   |  4 ++--
 data/source/2mass_j00425923+1142104.json   |  4 ++--
 data/source/2mass_j00433134+2054316.json   |  4 ++--
 data/source/2mass_j00452143+1634446.json   |  4 ++--
 data/source/2mass_j00461551+0252004.json   |  4 ++--
 data/source/2mass_j00464841+0715177.json   |  4 ++--
 data/source/2mass_j00492677-0635467.json   |  4 ++--
 data/source/2mass_j00511078-1544169.json   |  4 ++--
 data/source/2mass_j00531899-3631102.json   |  4 ++--
 data/source/2mass_j01062285-5933185.json   |  4 ++--
 data/source/2mass_j01063737+1518556.json   |  4 ++--
 data/source/2mass_j01070426+2435279.json   |  4 ++--
 data/source/2mass_j01071607-1517577.json   |  4 ++--
 data/source/2mass_j01090150-5100494.json   |  4 ++--
 data/source/2mass_j01090918-4954532.json   |  4 ++--
 data/source/2mass_j01092170+2949255.json   |  4 ++--
 data/source/2mass_j01095117-0343264.json   |  4 ++--
 data/source/2mass_j01165457-1357342.json   |  4 ++--
 data/source/2mass_j01174748-3403258.json   |  4 ++--
 data/source/2mass_j01204916-0741036.json   |  4 ++--
 data/source/2mass_j01205114-5200349.json   |  4 ++--
 data/source/2mass_j01225093-2439505.json   |  4 ++--
 data/source/2mass_j01231125-6921379.json   |  4 ++--
 data/source/2mass_j01235905-4240073.json   |  4 ++--
 data/source/2mass_j01244599-5745379.json   |  4 ++--
 data/source/2mass_j01265327-5505506.json   |  4 ++--
 data/source/2mass_j01282664-5545343.json   |  4 ++--
 data/source/2mass_j01294256-0823580.json   |  4 ++--
 data/source/2mass_j01303563-4445411.json   |  4 ++--
 data/source/2mass_j01311838+3801554.json   |  4 ++--
 data/source/2mass_j01340281+0508125.json   |  4 ++--
 data/source/2mass_j01344601-5707564.json   |  4 ++--
 data/source/2mass_j01410321+1804502.json   |  4 ++--
 data/source/2mass_j01411479-2417311.json   |  4 ++--
 data/source/2mass_j01415823-4633574.json   |  4 ++--
 data/source/2mass_j01423153+0523285.json   |  4 ++--
 data/source/2mass_j01443536-0716142.json   |  4 ++--
 data/source/2mass_j01460119-4545263.json   |  4 ++--
 data/source/2mass_j01463192+0641153.json   |  4 ++--
 data/source/2mass_j01473282-4954478.json   |  4 ++--
 data/source/2mass_j01483864-3024396.json   |  4 ++--
 data/source/2mass_j01550354+0950003.json   |  4 ++--
 data/source/2mass_j02042212-3632308.json   |  4 ++--
 data/source/2mass_j02050344+1251422.json   |  4 ++--
 data/source/2mass_j02052940-1159296.json   |  4 ++--
 data/source/2mass_j02081833+2542533.json   |  4 ++--
 data/source/2mass_j02082363+2737400.json   |  4 ++--
 data/source/2mass_j02103857-3015313.json   |  4 ++--
 data/source/2mass_j02132880+4444453.json   |  4 ++--
 data/source/2mass_j02182913-3133230.json   |  4 ++--
 data/source/2mass_j02192196+0506306.json   |  4 ++--
 data/source/2mass_j02192210-3925225.json   |  4 ++--
 data/source/2mass_j02192807-1938416.json   |  4 ++--
 data/source/2mass_j02212859-6831400.json   |  4 ++--
 data/source/2mass_j02215494-5412054.json   |  4 ++--
 data/source/2mass_j02235464-5815067.json   |  4 ++--
 data/source/2mass_j02251947-5837295.json   |  4 ++--
 data/source/2mass_j02265658-5327032.json   |  4 ++--
 data/source/2mass_j02271036-1624479.json   |  4 ++--
 data/source/2mass_j02281101+2537380.json   |  4 ++--
 data/source/2mass_j02283305+1811097.json   |  4 ++--
 data/source/2mass_j02284243+1639329.json   |  4 ++--
 data/source/2mass_j02284355-6325052.json   |  4 ++--
 data/source/2mass_j02301551+2704061.json   |  4 ++--
 data/source/2mass_j02304442-3027275.json   |  4 ++--
 data/source/2mass_j02340093-6442068.json   |  4 ++--
 data/source/2mass_j02355993-2331205.json   |  4 ++--
 data/source/2mass_j02394245-1735471.json   |  4 ++--
 data/source/2mass_j02402950+2832576.json   |  4 ++--
 data/source/2mass_j02404759-4253377.json   |  4 ++--
 data/source/2mass_j02410564-5511466.json   |  4 ++--
 data/source/2mass_j02411151-0326587.json   |  4 ++--
 data/source/2mass_j02415367-1241069.json   |  4 ++--
 data/source/2mass_j02435103-5432194.json   |  4 ++--
 data/source/2mass_j02441019-3548036.json   |  4 ++--
 data/source/2mass_j02484100-1651216.json   |  4 ++--
 data/source/2mass_j02495639-0557352.json   |  4 ++--
 data/source/2mass_j02501167-0151295.json   |  4 ++--
 data/source/2mass_j02532028+2713332.json   |  4 ++--
 data/source/2mass_j02534448-7959133.json   |  4 ++--
 data/source/2mass_j02550357-4700509.json   |  4 ++--
 data/source/2mass_j02561474+1935213.json   |  4 ++--
 data/source/2mass_j02562362+2013457.json   |  4 ++--
 data/source/2mass_j02572581-3105523.json   |  4 ++--
 data/source/2mass_j03093877-3014352.json   |  4 ++--
 data/source/2mass_j03100053+0726506.json   |  4 ++--
 data/source/2mass_j03101401-2756452.json   |  4 ++--
 data/source/2mass_j03111547+0106307.json   |  4 ++--
 data/source/2mass_j03134443+0433165.json   |  4 ++--
 data/source/2mass_j03140344+1603056.json   |  4 ++--
 data/source/2mass_j03144011-0450316.json   |  4 ++--
 data/source/2mass_j03164512-2848521.json   |  4 ++--
 data/source/2mass_j03182597-3708118.json   |  4 ++--
 data/source/2mass_j03185403-3421292.json   |  4 ++--
 data/source/2mass_j03201720-1026124.json   |  4 ++--
 data/source/2mass_j03205965+1854233.json   |  4 ++--
 data/source/2mass_j03224622-7940595.json   |  4 ++--
 data/source/2mass_j03231002-4631237.json   |  4 ++--
 data/source/2mass_j03250136+2253039.json   |  4 ++--
 data/source/2mass_j03261367+2950152.json   |  4 ++--
 data/source/2mass_j03274091-3148156.json   |  4 ++--
 data/source/2mass_j03283463+1129515.json   |  4 ++--
 data/source/2mass_j03300506+2405281.json   |  4 ++--
 data/source/2mass_j03313025-3042383.json   |  4 ++--
 data/source/2mass_j03320043-2317496.json   |  4 ++--
 data/source/2mass_j03333313-3215181.json   |  4 ++--
 data/source/2mass_j03341218-4953322.json   |  4 ++--
 data/source/2mass_j03354535+0658058.json   |  4 ++--
 data/source/2mass_j03370359-1758079.json   |  4 ++--
 data/source/2mass_j03393521-3525440.json   |  4 ++--
 data/source/2mass_j03400942-6724051.json   |  4 ++--
 data/source/2mass_j03420931-2904317.json   |  4 ++--
 data/source/2mass_j03454316+2540233.json   |  4 ++--
 data/source/2mass_j03471792+2422317.json   |  4 ++--
 data/source/2mass_j03510004-0052452.json   |  4 ++--
 data/source/2mass_j03521086+0210479.json   |  4 ++--
 data/source/2mass_j03540135+2316339.json   |  4 ++--
 data/source/2mass_j03550477-1032415.json   |  4 ++--
 data/source/2mass_j03552337+1133437.json   |  4 ++--
 data/source/2mass_j03572695-4417305.json   |  4 ++--
 data/source/2mass_j04012977-4050448.json   |  4 ++--
 data/source/2mass_j04070752+1546457.json   |  4 ++--
 data/source/2mass_j04081032+0742494.json   |  4 ++--
 data/source/2mass_j04082905-1450334.json   |  4 ++--
 data/source/2mass_j04151471+2800096.json   |  4 ++--
 data/source/2mass_j04173745-0800007.json   |  4 ++--
 data/source/2mass_j04174743-2129191.json   |  4 ++--
 data/source/2mass_j04185115+2814332.json   |  4 ++--
 data/source/2mass_j04203904+2355502.json   |  4 ++--
 data/source/2mass_j04214954+1528598.json   |  4 ++--
 data/source/2mass_j04221413+1530525.json   |  4 ++--
 data/source/2mass_j04234858-0414035.json   |  4 ++--
 data/source/2mass_j04235322-0006587.json   |  4 ++--
 data/source/2mass_j04270723+0859027.json   |  4 ++--
 data/source/2mass_j04272799+2612052.json   |  4 ++--
 data/source/2mass_j04285096-2253227.json   |  4 ++--
 data/source/2mass_j04291842-3123568.json   |  4 ++--
 data/source/2mass_j04294568+2630468.json   |  4 ++--
 data/source/2mass_j04300724+2608207.json   |  4 ++--
 data/source/2mass_j04305157-0849007.json   |  4 ++--
 data/source/2mass_j04305718+2556394.json   |  4 ++--
 data/source/2mass_j04355143+2249119.json   |  4 ++--
 data/source/2mass_j04362054-4218523.json   |  4 ++--
 data/source/2mass_j04362767+1151243.json   |  4 ++--
 data/source/2mass_j04362788-4114465.json   |  4 ++--
 data/source/2mass_j04365019-1803262.json   |  4 ++--
 data/source/2mass_j04380083+2558572.json   |  4 ++--
 data/source/2mass_j04390101-2353083.json   |  4 ++--
 data/source/2mass_j04390396+2544264.json   |  4 ++--
 data/source/2mass_j04400972-5126544.json   |  4 ++--
 data/source/2mass_j04402583-1820414.json   |  4 ++--
 data/source/2mass_j04433761+0002051.json   |  4 ++--
 data/source/2mass_j04441479+0543573.json   |  4 ++--
 data/source/2mass_j04451119-0602526.json   |  4 ++--
 data/source/2mass_j04453237-3642258.json   |  4 ++--
 data/source/2mass_j04455387-3048204.json   |  4 ++--
 data/source/2mass_j04493288+1607226.json   |  4 ++--
 data/source/2mass_j04510093-3402150.json   |  4 ++--
 data/source/2mass_j04532647-1751543.json   |  4 ++--
 data/source/2mass_j04553267-2701493.json   |  4 ++--
 data/source/2mass_j04572565+6809177.json   |  4 ++--
 data/source/2mass_j04584239-3002061.json   |  4 ++--
 data/source/2mass_j05002100+0330501.json   |  4 ++--
 data/source/2mass_j05012406-0010452.json   |  4 ++--
 data/source/2mass_j05084947-1647167.json   |  4 ++--
 data/source/2mass_j05120636-2949540.json   |  4 ++--
 data/source/2mass_j05123569-3041067.json   |  4 ++--
 data/source/2mass_j05151593-0656262.json   |  4 ++--
 data/source/2mass_j05161597-3332046.json   |  4 ++--
 data/source/2mass_j05181131-3101529.json   |  4 ++--
 data/source/2mass_j05184616-2756457.json   |  4 ++--
 data/source/2mass_j05233822-1403022.json   |  4 ++--
 data/source/2mass_j05253876-7426008.json   |  4 ++--
 data/source/2mass_j05264316-1824315.json   |  4 ++--
 data/source/2mass_j05264348-4455455.json   |  4 ++--
 data/source/2mass_j05265973-5026216.json   |  4 ++--
 data/source/2mass_j05284435-3252228.json   |  4 ++--
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 data/source/sdssp_j005406.55-003101.8.json |  4 ++--
 data/source/sdssp_j030321.24-000938.2.json |  4 ++--
 data/source/sdssp_j032817.38+003257.2.json |  4 ++--
 data/source/sdssp_j033017.77+000047.8.json |  4 ++--
 data/source/sdssp_j033035.13-002534.5.json |  4 ++--
 data/source/sdssp_j041320.38-011424.9.json |  4 ++--
 data/source/sdssp_j104325.10+000148.2.json |  4 ++--
 data/source/sdssp_j125737.26-011336.1.json |  4 ++--
 data/source/sdssp_j144001.82+002145.8.json |  4 ++--
 data/source/sdssp_j144600.60+002452.0.json |  4 ++--
 data/source/sdssp_j225529.09-003433.4.json |  4 ++--
 data/source/serc_296a.json                 |  4 ++--
 data/source/simp_j013656.5+093347.3.json   |  4 ++--
 data/source/sips_j0050-1538.json           |  4 ++--
 data/source/sips_j0058-0651.json           |  4 ++--
 data/source/sips_j0614-2019.json           |  4 ++--
 data/source/sips_j1607-0442.json           |  4 ++--
 data/source/sips_j1632-0631.json           |  4 ++--
 data/source/sips_j2346-3153.json           |  4 ++--
 data/source/sips_j2346-5928.json           |  4 ++--
 data/source/ssspm_j0134-6315.json          |  4 ++--
 data/source/ssspm_j0306-3648.json          |  4 ++--
 data/source/ssspm_j0511-4606.json          |  4 ++--
 data/source/ssspm_j0829-1309.json          |  4 ++--
 data/source/ssspm_j1013-1356.json          |  4 ++--
 data/source/ssspm_j1256-1408.json          |  4 ++--
 data/source/ssspm_j1930-4311.json          |  4 ++--
 data/source/ssspm_j2307-5009.json          |  4 ++--
 data/source/ssspm_j2356-3426.json          |  4 ++--
 data/source/ssspm_j2400-2008.json          |  4 ++--
 data/source/tvlm_213-2005.json             |  4 ++--
 data/source/tvlm_262-111511.json           |  4 ++--
 data/source/tvlm_262-70502.json            |  4 ++--
 data/source/tvlm_263-71765.json            |  4 ++--
 data/source/tvlm_513-46546.json            |  4 ++--
 data/source/tvlm_513-8328.json             |  4 ++--
 data/source/tvlm_831-161058.json           |  4 ++--
 data/source/tvlm_831-165166.json           |  4 ++--
 data/source/tvlm_832-10443.json            |  4 ++--
 data/source/tvlm_832-42500.json            |  4 ++--
 data/source/tvlm_868-110639.json           |  4 ++--
 data/source/tvlm_890-60235.json            |  4 ++--
 data/source/twa_26.json                    |  4 ++--
 data/source/twa_27.json                    |  4 ++--
 data/source/twa_28.json                    |  4 ++--
 data/source/twa_8b.json                    |  4 ++--
 data/source/ulas2mass_j1452+0931.json      |  4 ++--
 data/source/ulas_j013346.25+132822.4.json  |  4 ++--
 data/source/ulas_j015034.33+142002.4.json  |  4 ++--
 data/source/ulas_j020533.75+123824.1.json  |  4 ++--
 data/source/ulas_j033350.84+001406.1.json  |  4 ++--
 data/source/ulas_j121508.37+040200.5.json  |  4 ++--
 data/source/ulas_j124052.92+112940.4.json  |  4 ++--
 data/source/ulas_j124425.90+102441.9.json  |  4 ++--
 data/source/ulas_j124947.04+095019.8.json  |  4 ++--
 data/source/ulas_j125635.91-001944.9.json  |  4 ++--
 data/source/ulas_j131705.66+091016.9.json  |  4 ++--
 data/source/ulas_j225016.39+080822.4.json  |  4 ++--
 data/source/usco_j154722.82-213914.3.json  |  4 ++--
 data/source/uscoctio_108.json              |  4 ++--
 data/source/usno-b1.0_0757-00057276.json   |  4 ++--
 data/source/v2384_ori.json                 |  4 ++--
 data/source/vb_10.json                     |  4 ++--
 data/source/vvv_j12564163-6202039.json     |  4 ++--
 data/source/wise_j033713.43+114824.5.json  |  4 ++--
 data/source/wise_j040137.21+284951.7.json  |  4 ++--
 data/source/wise_j040418.01+412735.6.json  |  4 ++--
 data/source/wise_j072003.20-084651.2.json  |  4 ++--
 data/source/wise_j083450.79+642526.8.json  |  4 ++--
 data/source/wise_j100926.40+354137.5.json  |  4 ++--
 data/source/wise_j124629.65-313934.2.json  |  4 ++--
 data/source/wise_j135307.51-085712.0.json  |  4 ++--
 data/source/wise_j141144.13-140300.5.json  |  4 ++--
 data/source/wise_j144127.48-515807.6.json  |  4 ++--
 data/source/wise_j155755.29+591425.3.json  |  4 ++--
 data/source/wise_j162359.70-050811.4.json  |  4 ++--
 data/source/wise_j165842.56+510335.0.json  |  4 ++--
 data/source/wise_j173332.50+314458.3.json  |  4 ++--
 data/source/wise_j185101.83+593508.6.json  |  4 ++--
 data/source/wise_j200403.17-263751.7.json  |  4 ++--
 data/source/wise_j203042.79+074934.7.json  |  4 ++--
 data/source/wise_j231921.92+764544.4.json  |  4 ++--
 data/source/wise_j234755.42+683319.4.json  |  4 ++--
 data/source/wisea_j001450.17-083823.4.json |  4 ++--
 data/source/wisea_j003338.45+282732.4.json |  4 ++--
 data/source/wisea_j004326.26+222124.0.json |  4 ++--
 data/source/wisea_j011639.05-165420.5.json |  4 ++--
 data/source/wisea_j013012.66-104732.4.json |  4 ++--
 data/source/wisea_j020201.25-313645.2.json |  4 ++--
 data/source/wisea_j023421.83+601227.3.json |  4 ++--
 data/source/wisea_j030601.66-033059.0.json |  4 ++--
 data/source/wisea_j043535.82+211508.9.json |  4 ++--
 data/source/wisea_j045921.21+154059.2.json |  4 ++--
 data/source/wisea_j053257.29+041842.5.json |  4 ++--
 data/source/wisea_j055007.94+161051.9.json |  4 ++--
 data/source/wisea_j060742.13+455037.0.json |  4 ++--
 data/source/wisea_j064750.85-154616.4.json |  4 ++--
 data/source/wisea_j065958.55+171710.9.json |  4 ++--
 data/source/wisea_j071552.38-114532.9.json |  4 ++--
 data/source/wisea_j085224.36+513925.5.json |  4 ++--
 data/source/wisea_j091657.18-112104.7.json |  4 ++--
 data/source/wisea_j102304.04+155616.4.json |  4 ++--
 data/source/wisea_j114553.61-250657.1.json |  4 ++--
 data/source/wisea_j154045.67-510139.3.json |  4 ++--
 data/source/wisea_j170726.69+545109.3.json |  4 ++--
 data/source/wisea_j204027.30+695924.1.json |  4 ++--
 data/source/wisea_j204218.13-082137.8.json |  4 ++--
 data/source/wisea_j222013.75-361709.5.json |  4 ++--
 data/source/wisea_j224128.33+043459.3.json |  4 ++--
 data/source/wisep_j004928.48+044100.1.json |  4 ++--
 data/source/wisep_j060738.65+242953.4.json |  4 ++--
 data/source/wisep_j180026.60+013453.1.json |  4 ++--
 data/source/wisep_j190648.47+401106.8.json |  4 ++--
 scripts/ingests/Gaia/ingest_gaiadr3.py     |  5 ++++-
 tests/conftest.py                          | 12 ++++++------
 1268 files changed, 2541 insertions(+), 2538 deletions(-)

diff --git a/data/reference/Versions.json b/data/reference/Versions.json
index 637de8abd..1417e886f 100644
--- a/data/reference/Versions.json
+++ b/data/reference/Versions.json
@@ -185,4 +185,4 @@
         "end_date": null,
         "description": "Version in development"
     }
-]
+]
\ No newline at end of file
diff --git a/data/source/1rxs_j115928.5-524717.json b/data/source/1rxs_j115928.5-524717.json
index 592935d63..d4957f214 100644
--- a/data/source/1rxs_j115928.5-524717.json
+++ b/data/source/1rxs_j115928.5-524717.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Hamb04.265",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00011217+1535355.json b/data/source/2mass_j00011217+1535355.json
index e4f06a8ca..21266fd25 100644
--- a/data/source/2mass_j00011217+1535355.json
+++ b/data/source/2mass_j00011217+1535355.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0001+1535",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Knap04",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00034227-2822410.json b/data/source/2mass_j00034227-2822410.json
index 4c405b1cb..f6fef9907 100644
--- a/data/source/2mass_j00034227-2822410.json
+++ b/data/source/2mass_j00034227-2822410.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0003-2822",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Cruz07",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00040288-6410358.json b/data/source/2mass_j00040288-6410358.json
index cbd670e54..28a261a17 100644
--- a/data/source/2mass_j00040288-6410358.json
+++ b/data/source/2mass_j00040288-6410358.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0004-6410",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk10",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00043484-4044058.json b/data/source/2mass_j00043484-4044058.json
index 5e14520c1..c2415d363 100644
--- a/data/source/2mass_j00043484-4044058.json
+++ b/data/source/2mass_j00043484-4044058.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0004-4044BC",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Eros99",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00044144-2058298.json b/data/source/2mass_j00044144-2058298.json
index a4f4ed19d..fe6f1c7e7 100644
--- a/data/source/2mass_j00044144-2058298.json
+++ b/data/source/2mass_j00044144-2058298.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kend07",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00045753-1709369.json b/data/source/2mass_j00045753-1709369.json
index 628f6168a..6d0911205 100644
--- a/data/source/2mass_j00045753-1709369.json
+++ b/data/source/2mass_j00045753-1709369.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Crif05",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00054844-2157196.json b/data/source/2mass_j00054844-2157196.json
index 3f92534e7..abd9dace1 100644
--- a/data/source/2mass_j00054844-2157196.json
+++ b/data/source/2mass_j00054844-2157196.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Reyl04",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00070787-2458042.json b/data/source/2mass_j00070787-2458042.json
index 878bc2660..eedf913e3 100644
--- a/data/source/2mass_j00070787-2458042.json
+++ b/data/source/2mass_j00070787-2458042.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0007-2458",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Reyl04",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00100009-2031122.json b/data/source/2mass_j00100009-2031122.json
index 973583afe..c4280c5ea 100644
--- a/data/source/2mass_j00100009-2031122.json
+++ b/data/source/2mass_j00100009-2031122.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0010-2031",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Cruz07",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00145575-4844171.json b/data/source/2mass_j00145575-4844171.json
index 9b44d4b19..1b561cf72 100644
--- a/data/source/2mass_j00145575-4844171.json
+++ b/data/source/2mass_j00145575-4844171.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0014-4844",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk08",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00154476+3516026.json b/data/source/2mass_j00154476+3516026.json
index e6e9224b4..767e15675 100644
--- a/data/source/2mass_j00154476+3516026.json
+++ b/data/source/2mass_j00154476+3516026.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0015+3516",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk00",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00165953-4056541.json b/data/source/2mass_j00165953-4056541.json
index b3efb411c..dc8e1c0e5 100644
--- a/data/source/2mass_j00165953-4056541.json
+++ b/data/source/2mass_j00165953-4056541.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0016-4056",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk08",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00182834-6703130.json b/data/source/2mass_j00182834-6703130.json
index dddd6bd2e..5b5c2076c 100644
--- a/data/source/2mass_j00182834-6703130.json
+++ b/data/source/2mass_j00182834-6703130.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0018-6703",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gagn15.33",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00184613-6356122.json b/data/source/2mass_j00184613-6356122.json
index 967471df3..cb0f44ec4 100644
--- a/data/source/2mass_j00184613-6356122.json
+++ b/data/source/2mass_j00184613-6356122.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0018-6356",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Reid08.1290",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00191296-6226005.json b/data/source/2mass_j00191296-6226005.json
index 6f73abd27..fc142ba59 100644
--- a/data/source/2mass_j00191296-6226005.json
+++ b/data/source/2mass_j00191296-6226005.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0019-6226",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gagn15.33",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00192626+4614078.json b/data/source/2mass_j00192626+4614078.json
index 5eee78180..73aae48fe 100644
--- a/data/source/2mass_j00192626+4614078.json
+++ b/data/source/2mass_j00192626+4614078.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0019+4614",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Cruz03",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00193927-3724392.json b/data/source/2mass_j00193927-3724392.json
index cb8057490..d73342974 100644
--- a/data/source/2mass_j00193927-3724392.json
+++ b/data/source/2mass_j00193927-3724392.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Burg10.1142",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00274197+0503417.json b/data/source/2mass_j00274197+0503417.json
index 48070e273..151b56bd6 100644
--- a/data/source/2mass_j00274197+0503417.json
+++ b/data/source/2mass_j00274197+0503417.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0027+0503",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Schn91",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00275592+2219328.json b/data/source/2mass_j00275592+2219328.json
index b3a0cac16..c46b53dd1 100644
--- a/data/source/2mass_j00275592+2219328.json
+++ b/data/source/2mass_j00275592+2219328.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0027+2219",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gizi00",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00282091+2249050.json b/data/source/2mass_j00282091+2249050.json
index 9440c0939..579142592 100644
--- a/data/source/2mass_j00282091+2249050.json
+++ b/data/source/2mass_j00282091+2249050.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Burg10.1142",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00285545-1927165.json b/data/source/2mass_j00285545-1927165.json
index 394f87d91..e2c8f49cc 100644
--- a/data/source/2mass_j00285545-1927165.json
+++ b/data/source/2mass_j00285545-1927165.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0028-1927",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Reid08.1290",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00311925-3840356.json b/data/source/2mass_j00311925-3840356.json
index 8cd9e82e1..4a0ea8920 100644
--- a/data/source/2mass_j00311925-3840356.json
+++ b/data/source/2mass_j00311925-3840356.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0031-3840",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk11",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2mass_j00315477+0649463.json b/data/source/2mass_j00315477+0649463.json
index eb9f2844d..c313905f6 100644
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index d4eeaf1b6..c86437067 100644
--- a/data/source/2mass_j12215066-0843197.json
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index 8642dc721..8e709275a 100644
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index 52e78193c..23b71b64f 100644
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--- a/data/source/2mass_j12304562+2827583.json
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index ff141d372..1bda50f14 100644
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index e57d3c0e7..f626de627 100644
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index cc996c4e3..d62783093 100644
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index b080765f7..67412effc 100644
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index 3ab87f243..827c911ed 100644
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index 5ee0d85d9..336eb47ec 100644
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index a633b20fc..32bdd976b 100644
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index e0a60d574..456b11d4b 100644
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index da9165ab7..68909c77a 100644
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index 9c8104925..900188918 100644
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index 2a6d408ce..914cf69bd 100644
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index a36afeffd..a01d44924 100644
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index 92f0aab83..881db39a5 100644
--- a/data/source/2massw_j1750129+442404.json
+++ b/data/source/2massw_j1750129+442404.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gizi00",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2massw_j2140293+162518.json b/data/source/2massw_j2140293+162518.json
index 2fcf36f63..990be389c 100644
--- a/data/source/2massw_j2140293+162518.json
+++ b/data/source/2massw_j2140293+162518.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gizi00",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2massw_j2147436+143131.json b/data/source/2massw_j2147436+143131.json
index 71d41851e..b504b3cf3 100644
--- a/data/source/2massw_j2147436+143131.json
+++ b/data/source/2massw_j2147436+143131.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gizi00",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2massw_j2206228-204705.json b/data/source/2massw_j2206228-204705.json
index 536edce06..b322e8db0 100644
--- a/data/source/2massw_j2206228-204705.json
+++ b/data/source/2massw_j2206228-204705.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gizi00",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/2massw_j2347368+270206.json b/data/source/2massw_j2347368+270206.json
index 40b4c0705..29632f67b 100644
--- a/data/source/2massw_j2347368+270206.json
+++ b/data/source/2massw_j2347368+270206.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gizi00",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/[hb88]_m18.json b/data/source/[hb88]_m18.json
index 7c35e0230..936645caa 100644
--- a/data/source/[hb88]_m18.json
+++ b/data/source/[hb88]_m18.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Hawk88",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/[hb88]_m20.json b/data/source/[hb88]_m20.json
index c708a06c7..a0fb7fb72 100644
--- a/data/source/[hb88]_m20.json
+++ b/data/source/[hb88]_m20.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk11",
+            "other_references": "GaiaDR3",
             "comments": "Best20 lists discovery as Hawk88a; Kirk11"
         }
     ],
diff --git a/data/source/apmpm_j0452-5819.json b/data/source/apmpm_j0452-5819.json
index 8561e7414..7eb420050 100644
--- a/data/source/apmpm_j0452-5819.json
+++ b/data/source/apmpm_j0452-5819.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Scho00",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/apmpm_j0559-2903.json b/data/source/apmpm_j0559-2903.json
index a6509d497..a1efad0f7 100644
--- a/data/source/apmpm_j0559-2903.json
+++ b/data/source/apmpm_j0559-2903.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Schw99",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/apmpm_j1523-0245.json b/data/source/apmpm_j1523-0245.json
index 8becdc757..cc66edaf4 100644
--- a/data/source/apmpm_j1523-0245.json
+++ b/data/source/apmpm_j1523-0245.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gizi97.41",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/apmpm_j2330-4737.json b/data/source/apmpm_j2330-4737.json
index 778263a12..4fcbba5dc 100644
--- a/data/source/apmpm_j2330-4737.json
+++ b/data/source/apmpm_j2330-4737.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Lodi05",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/apmpm_j2331-2750.json b/data/source/apmpm_j2331-2750.json
index 2c810e756..65b9e6a26 100644
--- a/data/source/apmpm_j2331-2750.json
+++ b/data/source/apmpm_j2331-2750.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Phan01",
+            "other_references": "GaiaDR3",
             "comments": "Best20 lists discovery as Phan01; Lodi05b"
         }
     ],
diff --git a/data/source/apmpm_j2344-2906.json b/data/source/apmpm_j2344-2906.json
index 52cfd7111..67a33fc57 100644
--- a/data/source/apmpm_j2344-2906.json
+++ b/data/source/apmpm_j2344-2906.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Lodi05",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/apmpm_j2354-3316c.json b/data/source/apmpm_j2354-3316c.json
index 5a4f14b82..77289e1b2 100644
--- a/data/source/apmpm_j2354-3316c.json
+++ b/data/source/apmpm_j2354-3316c.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "2354-3316",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Poko04",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/apmpm_j2359-6246.json b/data/source/apmpm_j2359-6246.json
index fcb2f5843..fcafdc8cd 100644
--- a/data/source/apmpm_j2359-6246.json
+++ b/data/source/apmpm_j2359-6246.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Scho02.109",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/beta_cir_b.json b/data/source/beta_cir_b.json
index 7500d1dd5..dbea08b18 100644
--- a/data/source/beta_cir_b.json
+++ b/data/source/beta_cir_b.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Smit15",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/bri_b1222-1222.json b/data/source/bri_b1222-1222.json
index 25f04f50f..cb56e1ce1 100644
--- a/data/source/bri_b1222-1222.json
+++ b/data/source/bri_b1222-1222.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk95",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/ce_303.json b/data/source/ce_303.json
index 9d18e00b7..a58ee1b7e 100644
--- a/data/source/ce_303.json
+++ b/data/source/ce_303.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gizi02.484",
+            "other_references": "GaiaDR3",
             "comments": "Best20 lists discovery as Ruiz01a; Gizi02b"
         }
     ],
diff --git a/data/source/ce_507.json b/data/source/ce_507.json
index 6ac5d41e0..1630b46e6 100644
--- a/data/source/ce_507.json
+++ b/data/source/ce_507.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Cost06",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/cl_melotte_22_ppl_1.json b/data/source/cl_melotte_22_ppl_1.json
index a87bf68ce..ccf837e9b 100644
--- a/data/source/cl_melotte_22_ppl_1.json
+++ b/data/source/cl_melotte_22_ppl_1.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0345+2354",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Stauf89",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/cl_melotte_25_dkj_14784e.json b/data/source/cl_melotte_25_dkj_14784e.json
index 22e3583f2..1fe5f9621 100644
--- a/data/source/cl_melotte_25_dkj_14784e.json
+++ b/data/source/cl_melotte_25_dkj_14784e.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Dobb02",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/cti_012657.5+280202.json b/data/source/cti_012657.5+280202.json
index f17a6a26f..9ca30bee5 100644
--- a/data/source/cti_012657.5+280202.json
+++ b/data/source/cti_012657.5+280202.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk94",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j003006.2-373948.json b/data/source/denis-p_j003006.2-373948.json
index 8deb06698..d6453feaf 100644
--- a/data/source/denis-p_j003006.2-373948.json
+++ b/data/source/denis-p_j003006.2-373948.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "DayJ08",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j030148.8-590302.json b/data/source/denis-p_j030148.8-590302.json
index 8effce89e..4d39f5601 100644
--- a/data/source/denis-p_j030148.8-590302.json
+++ b/data/source/denis-p_j030148.8-590302.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0301-5903",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Ruiz97",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j0630014-184014.json b/data/source/denis-p_j0630014-184014.json
index 834793e5d..5e47d843c 100644
--- a/data/source/denis-p_j0630014-184014.json
+++ b/data/source/denis-p_j0630014-184014.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Phan08",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j0644143-284141.json b/data/source/denis-p_j0644143-284141.json
index 2685f9f26..8999ab8e5 100644
--- a/data/source/denis-p_j0644143-284141.json
+++ b/data/source/denis-p_j0644143-284141.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Phan08",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j0716478-063037.json b/data/source/denis-p_j0716478-063037.json
index 54e9e30b1..fb76c84bb 100644
--- a/data/source/denis-p_j0716478-063037.json
+++ b/data/source/denis-p_j0716478-063037.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Phan08",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j080511.0-315811.json b/data/source/denis-p_j080511.0-315811.json
index 1b1526b1d..bada90989 100644
--- a/data/source/denis-p_j080511.0-315811.json
+++ b/data/source/denis-p_j080511.0-315811.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Phan08",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j0812316-244442.json b/data/source/denis-p_j0812316-244442.json
index a50a891b1..f2023e459 100644
--- a/data/source/denis-p_j0812316-244442.json
+++ b/data/source/denis-p_j0812316-244442.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Phan08",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j0823031-491201.json b/data/source/denis-p_j0823031-491201.json
index 4c247a5ea..fc81eb1b9 100644
--- a/data/source/denis-p_j0823031-491201.json
+++ b/data/source/denis-p_j0823031-491201.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Phan08",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j090957.1-065806.json b/data/source/denis-p_j090957.1-065806.json
index b1158006f..289489952 100644
--- a/data/source/denis-p_j090957.1-065806.json
+++ b/data/source/denis-p_j090957.1-065806.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Delf99.41",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j100428.3-114648.json b/data/source/denis-p_j100428.3-114648.json
index cff4f3fb7..dc8732485 100644
--- a/data/source/denis-p_j100428.3-114648.json
+++ b/data/source/denis-p_j100428.3-114648.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Mart99.107",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j104731.1-181558.json b/data/source/denis-p_j104731.1-181558.json
index 467fcab66..95beb73d1 100644
--- a/data/source/denis-p_j104731.1-181558.json
+++ b/data/source/denis-p_j104731.1-181558.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Mart99.107",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j1048278-525418.json b/data/source/denis-p_j1048278-525418.json
index a1e53b3a3..e723c332b 100644
--- a/data/source/denis-p_j1048278-525418.json
+++ b/data/source/denis-p_j1048278-525418.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Phan08",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j1157480-484442.json b/data/source/denis-p_j1157480-484442.json
index a627f4e97..223fa0aff 100644
--- a/data/source/denis-p_j1157480-484442.json
+++ b/data/source/denis-p_j1157480-484442.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Phan08",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j1253108-570924.json b/data/source/denis-p_j1253108-570924.json
index f7b435077..c9ffe37a6 100644
--- a/data/source/denis-p_j1253108-570924.json
+++ b/data/source/denis-p_j1253108-570924.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Phan08",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j144137.2-094558.json b/data/source/denis-p_j144137.2-094558.json
index 03b171974..b2d9db30f 100644
--- a/data/source/denis-p_j144137.2-094558.json
+++ b/data/source/denis-p_j144137.2-094558.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "1441-0945",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Mart99.107",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j1454078-660447.json b/data/source/denis-p_j1454078-660447.json
index 66036b50a..cf8161585 100644
--- a/data/source/denis-p_j1454078-660447.json
+++ b/data/source/denis-p_j1454078-660447.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Phan08",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j151450.1-225435.json b/data/source/denis-p_j151450.1-225435.json
index a3385b832..252e2ded9 100644
--- a/data/source/denis-p_j151450.1-225435.json
+++ b/data/source/denis-p_j151450.1-225435.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kend04",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j170547.4-544151.json b/data/source/denis-p_j170547.4-544151.json
index 02c0ae6ea..bd8de99ad 100644
--- a/data/source/denis-p_j170547.4-544151.json
+++ b/data/source/denis-p_j170547.4-544151.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Phan08",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j1733423-165449.json b/data/source/denis-p_j1733423-165449.json
index f89155f70..7eabeeb34 100644
--- a/data/source/denis-p_j1733423-165449.json
+++ b/data/source/denis-p_j1733423-165449.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Phan08",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j175629.6-451822.json b/data/source/denis-p_j175629.6-451822.json
index a05f696bc..1274fd9f3 100644
--- a/data/source/denis-p_j175629.6-451822.json
+++ b/data/source/denis-p_j175629.6-451822.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Phan08",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j1756561-480509.json b/data/source/denis-p_j1756561-480509.json
index 3f46381a7..a8525e5fe 100644
--- a/data/source/denis-p_j1756561-480509.json
+++ b/data/source/denis-p_j1756561-480509.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Phan08",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j1909081-193748.json b/data/source/denis-p_j1909081-193748.json
index b699b80b6..279b5735f 100644
--- a/data/source/denis-p_j1909081-193748.json
+++ b/data/source/denis-p_j1909081-193748.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Phan08",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis-p_j2146.1-2153.json b/data/source/denis-p_j2146.1-2153.json
index 231de4432..8ca5e1da2 100644
--- a/data/source/denis-p_j2146.1-2153.json
+++ b/data/source/denis-p_j2146.1-2153.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Tinn98.1066",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis_j0006579-643654.json b/data/source/denis_j0006579-643654.json
index a8571a69e..d75e7f487 100644
--- a/data/source/denis_j0006579-643654.json
+++ b/data/source/denis_j0006579-643654.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Mart10",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis_j004135.3-562112.json b/data/source/denis_j004135.3-562112.json
index 39e3ad521..c95150143 100644
--- a/data/source/denis_j004135.3-562112.json
+++ b/data/source/denis_j004135.3-562112.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0041-5621",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Phan01",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis_j0230450-095305.json b/data/source/denis_j0230450-095305.json
index 00a953e98..5b05f101e 100644
--- a/data/source/denis_j0230450-095305.json
+++ b/data/source/denis_j0230450-095305.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Mart10",
+            "other_references": "GaiaDR3",
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         }
     ],
diff --git a/data/source/denis_j031433.1-462339.json b/data/source/denis_j031433.1-462339.json
index 4eff8556d..cb1f62403 100644
--- a/data/source/denis_j031433.1-462339.json
+++ b/data/source/denis_j031433.1-462339.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Mart10",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/denis_j051737.7-334903.json b/data/source/denis_j051737.7-334903.json
index 7db2c5191..b4ed3bc3b 100644
--- a/data/source/denis_j051737.7-334903.json
+++ b/data/source/denis_j051737.7-334903.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Phan03",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/denis_j1004403-131818.json b/data/source/denis_j1004403-131818.json
index c1ab4c349..ed7a8bf21 100644
--- a/data/source/denis_j1004403-131818.json
+++ b/data/source/denis_j1004403-131818.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Mart10",
+            "other_references": "GaiaDR3",
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diff --git a/data/source/denis_j1019245-270717.json b/data/source/denis_j1019245-270717.json
index ecbe1e942..5e3190ec9 100644
--- a/data/source/denis_j1019245-270717.json
+++ b/data/source/denis_j1019245-270717.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Mart10",
+            "other_references": "GaiaDR3",
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     ],
diff --git a/data/source/denis_j1206501-393725.json b/data/source/denis_j1206501-393725.json
index 7b7564f01..9a3287842 100644
--- a/data/source/denis_j1206501-393725.json
+++ b/data/source/denis_j1206501-393725.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Mart10",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/denis_j1707252-013809.json b/data/source/denis_j1707252-013809.json
index fa8cf7438..7a4d04168 100644
--- a/data/source/denis_j1707252-013809.json
+++ b/data/source/denis_j1707252-013809.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Mart10",
+            "other_references": "GaiaDR3",
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     ],
diff --git a/data/source/denis_j200048.3-752306.json b/data/source/denis_j200048.3-752306.json
index 7e71ccbb1..b5b4f8261 100644
--- a/data/source/denis_j200048.3-752306.json
+++ b/data/source/denis_j200048.3-752306.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "2000-7523",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Cost06",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/dy_psc.json b/data/source/dy_psc.json
index 1e02abeab..29862661f 100644
--- a/data/source/dy_psc.json
+++ b/data/source/dy_psc.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0024-0158",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Cruz02",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/epsilon_indib.json b/data/source/epsilon_indib.json
index 73852e62d..9cf721327 100644
--- a/data/source/epsilon_indib.json
+++ b/data/source/epsilon_indib.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Scho03",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/fu_tau_b.json b/data/source/fu_tau_b.json
index fd18e4a49..c9ce58580 100644
--- a/data/source/fu_tau_b.json
+++ b/data/source/fu_tau_b.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Luhm09",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/g_239-25b.json b/data/source/g_239-25b.json
index bb05a3790..a26ecf496 100644
--- a/data/source/g_239-25b.json
+++ b/data/source/g_239-25b.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Goli04.1733",
+            "other_references": "GaiaDR3",
             "comments": "Best20 lists discovery as Goli04b; Forv04"
         }
     ],
diff --git a/data/source/g_44-9.json b/data/source/g_44-9.json
index 8bcea6215..f476a56d6 100644
--- a/data/source/g_44-9.json
+++ b/data/source/g_44-9.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gicl59",
+            "other_references": "GaiaDR3",
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     ],
diff --git a/data/source/gat_1370.json b/data/source/gat_1370.json
index f0e043a11..84816e507 100644
--- a/data/source/gat_1370.json
+++ b/data/source/gat_1370.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0253+1652",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Turn03",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/gj_1111.json b/data/source/gj_1111.json
index cb186c79c..d295b406c 100644
--- a/data/source/gj_1111.json
+++ b/data/source/gj_1111.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0829+2646",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gicl61",
+            "other_references": "GaiaDR3",
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     ],
diff --git a/data/source/gj_1245b.json b/data/source/gj_1245b.json
index 1ae5f6783..80b2130a8 100644
--- a/data/source/gj_1245b.json
+++ b/data/source/gj_1245b.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gicl67.1",
+            "other_references": "GaiaDR3",
             "comments": "Best20 lists discovery as Gicl67a; Rodo80"
         }
     ],
diff --git a/data/source/gj_618.1b.json b/data/source/gj_618.1b.json
index b1ea09960..a1b34b656 100644
--- a/data/source/gj_618.1b.json
+++ b/data/source/gj_618.1b.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Wils01",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/gl_569b.json b/data/source/gl_569b.json
index 27da3cce5..bcb99a30d 100644
--- a/data/source/gl_569b.json
+++ b/data/source/gl_569b.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Skru87.1128",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/grh_2208-20.json b/data/source/grh_2208-20.json
index ea53180aa..a63ef05d9 100644
--- a/data/source/grh_2208-20.json
+++ b/data/source/grh_2208-20.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gilm85",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/hip_26653b.json b/data/source/hip_26653b.json
index 174b805b6..00e19c0a4 100644
--- a/data/source/hip_26653b.json
+++ b/data/source/hip_26653b.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Deac14.119",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/koenigstuhl_1a.json b/data/source/koenigstuhl_1a.json
index a8abc3e25..09671d7ab 100644
--- a/data/source/koenigstuhl_1a.json
+++ b/data/source/koenigstuhl_1a.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Caba07.61",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/koenigstuhl_1b.json b/data/source/koenigstuhl_1b.json
index 16293fde9..065d7b91b 100644
--- a/data/source/koenigstuhl_1b.json
+++ b/data/source/koenigstuhl_1b.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Tinn98.1066",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/lehpm_2-0174.json b/data/source/lehpm_2-0174.json
index bc0e58722..b5aeade7a 100644
--- a/data/source/lehpm_2-0174.json
+++ b/data/source/lehpm_2-0174.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Lodi05",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/lehpm_2-0783.json b/data/source/lehpm_2-0783.json
index e62db9bfd..7aa34bb73 100644
--- a/data/source/lehpm_2-0783.json
+++ b/data/source/lehpm_2-0783.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Riaz06.866",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/lehpm_2-59.json b/data/source/lehpm_2-59.json
index 7afd82300..8deff8c88 100644
--- a/data/source/lehpm_2-59.json
+++ b/data/source/lehpm_2-59.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Burg06.1485",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/lhs_1074.json b/data/source/lhs_1074.json
index 718b58855..a64869ab0 100644
--- a/data/source/lhs_1074.json
+++ b/data/source/lhs_1074.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Reid05",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/lhs_1166.json b/data/source/lhs_1166.json
index 6a4f4ebce..583fddaec 100644
--- a/data/source/lhs_1166.json
+++ b/data/source/lhs_1166.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Reid05",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/lhs_1265.json b/data/source/lhs_1265.json
index 69cee2da9..bfca2428e 100644
--- a/data/source/lhs_1265.json
+++ b/data/source/lhs_1265.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Reid05",
+            "other_references": "GaiaDR3",
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     ],
diff --git a/data/source/lhs_1367.json b/data/source/lhs_1367.json
index 1d1c74e8e..6766a89be 100644
--- a/data/source/lhs_1367.json
+++ b/data/source/lhs_1367.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Luyt79.5",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/lhs_1742a.json b/data/source/lhs_1742a.json
index e71e55baa..705cbfc5a 100644
--- a/data/source/lhs_1742a.json
+++ b/data/source/lhs_1742a.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gizi97",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/lhs_191.json b/data/source/lhs_191.json
index 7d2bed67e..1ab4d1c70 100644
--- a/data/source/lhs_191.json
+++ b/data/source/lhs_191.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk91",
+            "other_references": "GaiaDR3",
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         }
     ],
diff --git a/data/source/lhs_1937.json b/data/source/lhs_1937.json
index b6bdf3be8..3f9a1aaa1 100644
--- a/data/source/lhs_1937.json
+++ b/data/source/lhs_1937.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Luyt79.5",
+            "other_references": "GaiaDR3",
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         }
     ],
diff --git a/data/source/lhs_197.json b/data/source/lhs_197.json
index 7cf7fca89..834bfb0aa 100644
--- a/data/source/lhs_197.json
+++ b/data/source/lhs_197.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Lieb79",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/lhs_2021.json b/data/source/lhs_2021.json
index b151ff6e8..6c0aba509 100644
--- a/data/source/lhs_2021.json
+++ b/data/source/lhs_2021.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0830+0947",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Luyt79.5",
+            "other_references": "GaiaDR3",
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         }
     ],
diff --git a/data/source/lhs_2026.json b/data/source/lhs_2026.json
index fda11d3ad..a4a92ca10 100644
--- a/data/source/lhs_2026.json
+++ b/data/source/lhs_2026.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Bess91.662",
+            "other_references": "GaiaDR3",
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     ],
diff --git a/data/source/lhs_2034.json b/data/source/lhs_2034.json
index 3c3dec802..8a88f32f8 100644
--- a/data/source/lhs_2034.json
+++ b/data/source/lhs_2034.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Bess91.662",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/lhs_207.json b/data/source/lhs_207.json
index fa0034e69..df0024ec6 100644
--- a/data/source/lhs_207.json
+++ b/data/source/lhs_207.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Lieb79",
+            "other_references": "GaiaDR3",
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     ],
diff --git a/data/source/lhs_2195.json b/data/source/lhs_2195.json
index 0e797dce2..e46a5f532 100644
--- a/data/source/lhs_2195.json
+++ b/data/source/lhs_2195.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gizi97.849",
+            "other_references": "GaiaDR3",
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         }
     ],
diff --git a/data/source/lhs_2314.json b/data/source/lhs_2314.json
index ef72bbcb1..56bfdc1ae 100644
--- a/data/source/lhs_2314.json
+++ b/data/source/lhs_2314.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
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             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Bess91.662",
+            "other_references": "GaiaDR3",
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     ],
diff --git a/data/source/lhs_234.json b/data/source/lhs_234.json
index af5bdda0c..a59c5f127 100644
--- a/data/source/lhs_234.json
+++ b/data/source/lhs_234.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Bess91.662",
+            "other_references": "GaiaDR3",
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         }
     ],
diff --git a/data/source/lhs_2351.json b/data/source/lhs_2351.json
index 6f170c530..24826f768 100644
--- a/data/source/lhs_2351.json
+++ b/data/source/lhs_2351.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Bess91.662",
+            "other_references": "GaiaDR3",
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         }
     ],
diff --git a/data/source/lhs_2397a.json b/data/source/lhs_2397a.json
index 28dbe832e..c07f1b7b3 100644
--- a/data/source/lhs_2397a.json
+++ b/data/source/lhs_2397a.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk91",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/lhs_2471.json b/data/source/lhs_2471.json
index cfaca6459..5de1fd974 100644
--- a/data/source/lhs_2471.json
+++ b/data/source/lhs_2471.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Bess91.662",
+            "other_references": "GaiaDR3",
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     ],
diff --git a/data/source/lhs_2919.json b/data/source/lhs_2919.json
index 6a827534f..2318421d6 100644
--- a/data/source/lhs_2919.json
+++ b/data/source/lhs_2919.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Reid03.3007",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/lhs_2924.json b/data/source/lhs_2924.json
index 1beea3d54..10fa3030e 100644
--- a/data/source/lhs_2924.json
+++ b/data/source/lhs_2924.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "1428+3310",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Prob83",
+            "other_references": "GaiaDR3",
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     ],
diff --git a/data/source/lhs_2930.json b/data/source/lhs_2930.json
index 97ae7efdd..cda90f1e0 100644
--- a/data/source/lhs_2930.json
+++ b/data/source/lhs_2930.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Prob83",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/lhs_3241.json b/data/source/lhs_3241.json
index e46f11885..fc8c2d840 100644
--- a/data/source/lhs_3241.json
+++ b/data/source/lhs_3241.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Reid03.3007",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/lhs_330.json b/data/source/lhs_330.json
index be2eff616..11ae3dc94 100644
--- a/data/source/lhs_330.json
+++ b/data/source/lhs_330.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Bess91.662",
+            "other_references": "GaiaDR3",
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     ],
diff --git a/data/source/lhs_3566.json b/data/source/lhs_3566.json
index 41f030591..3b581da56 100644
--- a/data/source/lhs_3566.json
+++ b/data/source/lhs_3566.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Luyt79.2",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/lhs_523.json b/data/source/lhs_523.json
index 4e55dbc0e..a8cdf82bf 100644
--- a/data/source/lhs_523.json
+++ b/data/source/lhs_523.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Lieb79",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/lhs_5303.json b/data/source/lhs_5303.json
index 83a33d72f..dac375964 100644
--- a/data/source/lhs_5303.json
+++ b/data/source/lhs_5303.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Crif05",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/lp_213-67.json b/data/source/lp_213-67.json
index f056a77b2..a88b22102 100644
--- a/data/source/lp_213-67.json
+++ b/data/source/lp_213-67.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gizi00.385",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/lp_213-68.json b/data/source/lp_213-68.json
index 8c487172f..7fe1c1207 100644
--- a/data/source/lp_213-68.json
+++ b/data/source/lp_213-68.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gizi00.385",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/lp_335-12.json b/data/source/lp_335-12.json
index 4755252c5..a906dc472 100644
--- a/data/source/lp_335-12.json
+++ b/data/source/lp_335-12.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Cruz03",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/lp_368-128.json b/data/source/lp_368-128.json
index c32c7b1be..acc471109 100644
--- a/data/source/lp_368-128.json
+++ b/data/source/lp_368-128.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Scho01",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/lp_397-10.json b/data/source/lp_397-10.json
index 5cc3dfdce..d508d8871 100644
--- a/data/source/lp_397-10.json
+++ b/data/source/lp_397-10.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Cruz02",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/lp_415-20.json b/data/source/lp_415-20.json
index a04513bda..b09552dbf 100644
--- a/data/source/lp_415-20.json
+++ b/data/source/lp_415-20.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Bryj92",
+            "other_references": "GaiaDR3",
             "comments": "Best20 lists discovery as Bryj92; Bryj94"
         }
     ],
diff --git a/data/source/lp_44-162.json b/data/source/lp_44-162.json
index e3de229c6..d0e1a4fcb 100644
--- a/data/source/lp_44-162.json
+++ b/data/source/lp_44-162.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gizi00",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/lp_460-44.json b/data/source/lp_460-44.json
index f34d0c32e..67dad65c3 100644
--- a/data/source/lp_460-44.json
+++ b/data/source/lp_460-44.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gizi00",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/lp_655-_48.json b/data/source/lp_655-_48.json
index c73aa5a5d..5d66e6de8 100644
--- a/data/source/lp_655-_48.json
+++ b/data/source/lp_655-_48.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0440-0530",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Luyt79.2",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/lp_704-48.json b/data/source/lp_704-48.json
index f30102fb5..463fbce20 100644
--- a/data/source/lp_704-48.json
+++ b/data/source/lp_704-48.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Cruz02",
+            "other_references": "GaiaDR3",
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     ],
diff --git a/data/source/lp_775-31.json b/data/source/lp_775-31.json
index 82583fdac..f23cbc472 100644
--- a/data/source/lp_775-31.json
+++ b/data/source/lp_775-31.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0435-1606",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Luyt79.2",
+            "other_references": "GaiaDR3",
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     ],
diff --git a/data/source/lp_851-346.json b/data/source/lp_851-346.json
index c9e6ecb6d..5a443bc05 100644
--- a/data/source/lp_851-346.json
+++ b/data/source/lp_851-346.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Crif05",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/lp__413-53.json b/data/source/lp__413-53.json
index adb39db8d..445fd8717 100644
--- a/data/source/lp__413-53.json
+++ b/data/source/lp__413-53.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0350+1818",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Luyt79.2",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/lp__440-52.json b/data/source/lp__440-52.json
index 2111518b2..f5fc19c2b 100644
--- a/data/source/lp__440-52.json
+++ b/data/source/lp__440-52.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "1439+1839",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Lieb79",
+            "other_references": "GaiaDR3",
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     ],
diff --git a/data/source/lp__649-93.json b/data/source/lp__649-93.json
index d601a9ac8..03b79c3b2 100644
--- a/data/source/lp__649-93.json
+++ b/data/source/lp__649-93.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Luyt79.2",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/lp__859-1.json b/data/source/lp__859-1.json
index 5fa33f48c..690338058 100644
--- a/data/source/lp__859-1.json
+++ b/data/source/lp__859-1.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "1504-2355",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Luyt79.2",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/lp__938-71.json b/data/source/lp__938-71.json
index 896a0a4af..ce895a59e 100644
--- a/data/source/lp__938-71.json
+++ b/data/source/lp__938-71.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0102-3737",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Luyt79.5",
+            "other_references": "GaiaDR3",
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     ],
diff --git a/data/source/lspm_j0330+3504.json b/data/source/lspm_j0330+3504.json
index 8f119d3c0..77328b404 100644
--- a/data/source/lspm_j0330+3504.json
+++ b/data/source/lspm_j0330+3504.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Bard14",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/lspm_j0330+5413.json b/data/source/lspm_j0330+5413.json
index 88532e411..9d01ba89b 100644
--- a/data/source/lspm_j0330+5413.json
+++ b/data/source/lspm_j0330+5413.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Lepi05",
+            "other_references": "GaiaDR3",
             "comments": null
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     ],
diff --git a/data/source/lspm_j0402+1730.json b/data/source/lspm_j0402+1730.json
index 9ecbb2c3b..9b055a533 100644
--- a/data/source/lspm_j0402+1730.json
+++ b/data/source/lspm_j0402+1730.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Bard14",
+            "other_references": "GaiaDR3",
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diff --git a/data/source/lspm_j0804+6153.json b/data/source/lspm_j0804+6153.json
index cf2bad236..1c9a65b14 100644
--- a/data/source/lspm_j0804+6153.json
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index d4775ef8c..07e0dff57 100644
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index ee47559ce..02d4a65b8 100644
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index d0ac2a3ac..6c4e1180d 100644
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index 07a264864..cabfb7dad 100644
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index adfcda420..7eae607e6 100644
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index 2aa4e0566..f4491da79 100644
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index 057c4f69b..45652a59f 100644
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index dd27d19c9..f98f07721 100644
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index c399d005a..2aaa9b7c7 100644
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index 9d46ba4aa..a32a52b22 100644
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index cf57a7e7e..77dfb7d14 100644
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index b68f53b3b..020b1c9ba 100644
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index 87e18d953..9e075a519 100644
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index 20664a21f..a0bb09927 100644
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index c25cc5b92..f051d5b78 100644
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index b6673ee08..4eebb854f 100644
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index e8b40161d..b84296a21 100644
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index e8c7f4fc2..e5c94a4e0 100644
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index 6bfbf5dfe..5728c7340 100644
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index 7cb805d4e..a0cc797e0 100644
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index 7e5628485..ff0623c2a 100644
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index fce777143..86c228f1f 100644
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index 5ca325f5f..3c5b5f9d7 100644
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index c8d29fab3..778bd9926 100644
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index 76b323a0c..237413de0 100644
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index 6a81f3bcb..3c2c99909 100644
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index 7a7bf4573..81c9e11a5 100644
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index 78b908023..dc21f6ff3 100644
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index b6ec0691b..45b9430ca 100644
--- a/data/source/sdss_j000632.60+140606.3.json
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index 45ed82e30..f1370c2c3 100644
--- a/data/source/sdss_j000649.16-085246.3.json
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index 747f6294f..bf2220d26 100644
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index 3df15e037..1326fb131 100644
--- a/data/source/sdss_j001911.65+003017.8.json
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index b709644fd..c92b24cb4 100644
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index 2f503fd0d..4fd56feb8 100644
--- a/data/source/sdss_j002611.45-094341.1.json
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index c66702d3a..71c1d5dce 100644
--- a/data/source/sdss_j003843.99+134339.5.json
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index e7418f1b2..50009dd5e 100644
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index 46b0d6407..925ed1c75 100644
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--- a/data/source/sdss_j144842.76+371932.1.json
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index 65a22a589..a06e47129 100644
--- a/data/source/sdss_j145057.34+392045.2.json
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index 451064401..6c4fa6d17 100644
--- a/data/source/sdss_j145255.58+272324.4.json
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index 16e543508..582dc7e07 100644
--- a/data/source/sdss_j145325.89+142041.8.json
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index 87995f09d..71b925d62 100644
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index 6988c63e5..6e5c184bc 100644
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index 979906a0e..e64e67526 100644
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index 02af75e3a..fabd664ac 100644
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index aa7383ff5..40489f2f4 100644
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index 39fa36555..f4dc77698 100644
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index d45a11566..7b177c1de 100644
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index 8cad4c61a..c39f0b356 100644
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index e7d18e7ff..f391c9e70 100644
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index 388bb20b0..824ab745e 100644
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index e54deeaa6..a176b52d5 100644
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index 42cfac74f..deb21c887 100644
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index 767f0799f..b38fe90ba 100644
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index ffc2e6461..685158a59 100644
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index 9e818cd9f..8b4b0a33e 100644
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index 33d8198f0..69b92e274 100644
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index 7f1ee3356..1be3c1a6c 100644
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index cc003813b..0c2db48b8 100644
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index 37dc72730..1d55e29f8 100644
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index a85319cb9..3f9165393 100644
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index 9ce79c8e3..191290e0e 100644
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index 893859e3f..cefae1cbc 100644
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index c689c49a4..e24d04723 100644
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index 1d36816af..39c3758ed 100644
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index 85f2b163c..f4929a699 100644
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index c612eb9a8..2f4bff764 100644
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index 460138ec8..56e5be1ca 100644
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index 13539a470..a5a725f4b 100644
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index 3812536e1..0cb353b51 100644
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index 6dd0080f7..2be0dfe9b 100644
--- a/data/source/simp_j013656.5+093347.3.json
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index b81dcf500..5efcfdc24 100644
--- a/data/source/sips_j0050-1538.json
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@@ -7,8 +7,8 @@
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index 92fa8c774..3467c9a12 100644
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index 6f35ed272..a7470d5c6 100644
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index b114f523d..971cff35c 100644
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index d511e9d6d..9d0c93783 100644
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index 56987d1af..ddb90890d 100644
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index 41ccb6ed9..fabafee51 100644
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index 157476688..2d98ce818 100644
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index 3d806ec35..b977b217b 100644
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index aff604a69..018f64f30 100644
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index 726bd1dcf..5c2127385 100644
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index cb09b38bd..c37286c82 100644
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index 992160feb..0760c7619 100644
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index 0500774cc..2fe17fa9e 100644
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index ef295c258..d3624870a 100644
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index befa76e74..40f47847a 100644
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index ea8c368b1..d599c339b 100644
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index ae33a48ec..7eefc604a 100644
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index 68576da58..7d80c78c3 100644
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index edef7561b..0081cefb7 100644
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index 55c851a46..8455b18dc 100644
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index 227473e4a..361fdcae8 100644
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diff --git a/data/source/tvlm_513-8328.json b/data/source/tvlm_513-8328.json
index 7a7a68ec3..ede343418 100644
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diff --git a/data/source/tvlm_831-161058.json b/data/source/tvlm_831-161058.json
index 0fefc06c0..aef855bc7 100644
--- a/data/source/tvlm_831-161058.json
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index d5b094f93..1c4b5cfe7 100644
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diff --git a/data/source/tvlm_832-10443.json b/data/source/tvlm_832-10443.json
index 9605eb0e0..aa2e78179 100644
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diff --git a/data/source/tvlm_832-42500.json b/data/source/tvlm_832-42500.json
index 8643170c3..adcfc0289 100644
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index f37da066e..6aaa35038 100644
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index 28b111dfa..ae1758cb7 100644
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diff --git a/data/source/twa_26.json b/data/source/twa_26.json
index 980d9b4c4..460187553 100644
--- a/data/source/twa_26.json
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diff --git a/data/source/twa_27.json b/data/source/twa_27.json
index fa7bb6fc6..774cd7e37 100644
--- a/data/source/twa_27.json
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diff --git a/data/source/twa_28.json b/data/source/twa_28.json
index 985e459cf..87d7581bd 100644
--- a/data/source/twa_28.json
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@@ -7,8 +7,8 @@
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diff --git a/data/source/twa_8b.json b/data/source/twa_8b.json
index d97d2dc01..f18fca907 100644
--- a/data/source/twa_8b.json
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diff --git a/data/source/ulas2mass_j1452+0931.json b/data/source/ulas2mass_j1452+0931.json
index a8ecb3f36..0ec14409d 100644
--- a/data/source/ulas2mass_j1452+0931.json
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@@ -7,8 +7,8 @@
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index 02448e006..3d8de7cce 100644
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index 2207fe2e0..bc188a7f0 100644
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index 0ba90144e..9f975e6d4 100644
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diff --git a/data/source/ulas_j033350.84+001406.1.json b/data/source/ulas_j033350.84+001406.1.json
index c5328499b..b9ed5f608 100644
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             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Schn16.112",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisea_j020201.25-313645.2.json b/data/source/wisea_j020201.25-313645.2.json
index 807df7be3..1aced8b22 100644
--- a/data/source/wisea_j020201.25-313645.2.json
+++ b/data/source/wisea_j020201.25-313645.2.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk14",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisea_j023421.83+601227.3.json b/data/source/wisea_j023421.83+601227.3.json
index 9b276e6d5..fcf958c0b 100644
--- a/data/source/wisea_j023421.83+601227.3.json
+++ b/data/source/wisea_j023421.83+601227.3.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk14",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisea_j030601.66-033059.0.json b/data/source/wisea_j030601.66-033059.0.json
index f587ea240..d1992b025 100644
--- a/data/source/wisea_j030601.66-033059.0.json
+++ b/data/source/wisea_j030601.66-033059.0.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk14",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisea_j043535.82+211508.9.json b/data/source/wisea_j043535.82+211508.9.json
index 5ed492cec..b289110a9 100644
--- a/data/source/wisea_j043535.82+211508.9.json
+++ b/data/source/wisea_j043535.82+211508.9.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk14",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisea_j045921.21+154059.2.json b/data/source/wisea_j045921.21+154059.2.json
index 487b44327..b82957fba 100644
--- a/data/source/wisea_j045921.21+154059.2.json
+++ b/data/source/wisea_j045921.21+154059.2.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk14",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisea_j053257.29+041842.5.json b/data/source/wisea_j053257.29+041842.5.json
index 3f2be1262..f340c4af1 100644
--- a/data/source/wisea_j053257.29+041842.5.json
+++ b/data/source/wisea_j053257.29+041842.5.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk14",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisea_j055007.94+161051.9.json b/data/source/wisea_j055007.94+161051.9.json
index ecca9e5b6..f1e59d727 100644
--- a/data/source/wisea_j055007.94+161051.9.json
+++ b/data/source/wisea_j055007.94+161051.9.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk14",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisea_j060742.13+455037.0.json b/data/source/wisea_j060742.13+455037.0.json
index df38bb32b..8eef55a20 100644
--- a/data/source/wisea_j060742.13+455037.0.json
+++ b/data/source/wisea_j060742.13+455037.0.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk14",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisea_j064750.85-154616.4.json b/data/source/wisea_j064750.85-154616.4.json
index 624369ac0..71af73ee3 100644
--- a/data/source/wisea_j064750.85-154616.4.json
+++ b/data/source/wisea_j064750.85-154616.4.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Scho14.43",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisea_j065958.55+171710.9.json b/data/source/wisea_j065958.55+171710.9.json
index 4ffb8faab..1278bc8ef 100644
--- a/data/source/wisea_j065958.55+171710.9.json
+++ b/data/source/wisea_j065958.55+171710.9.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk14",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisea_j071552.38-114532.9.json b/data/source/wisea_j071552.38-114532.9.json
index b7205beff..fb760104d 100644
--- a/data/source/wisea_j071552.38-114532.9.json
+++ b/data/source/wisea_j071552.38-114532.9.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk14",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisea_j085224.36+513925.5.json b/data/source/wisea_j085224.36+513925.5.json
index 3853ef8a8..b3672cb3f 100644
--- a/data/source/wisea_j085224.36+513925.5.json
+++ b/data/source/wisea_j085224.36+513925.5.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk14",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisea_j091657.18-112104.7.json b/data/source/wisea_j091657.18-112104.7.json
index 12ab72468..7e6041f16 100644
--- a/data/source/wisea_j091657.18-112104.7.json
+++ b/data/source/wisea_j091657.18-112104.7.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk14",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisea_j102304.04+155616.4.json b/data/source/wisea_j102304.04+155616.4.json
index c83251f61..bedb5361f 100644
--- a/data/source/wisea_j102304.04+155616.4.json
+++ b/data/source/wisea_j102304.04+155616.4.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk14",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisea_j114553.61-250657.1.json b/data/source/wisea_j114553.61-250657.1.json
index e9112fe99..b3db0fe13 100644
--- a/data/source/wisea_j114553.61-250657.1.json
+++ b/data/source/wisea_j114553.61-250657.1.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Schn16.112",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisea_j154045.67-510139.3.json b/data/source/wisea_j154045.67-510139.3.json
index 9b1bec7a4..616efcfdd 100644
--- a/data/source/wisea_j154045.67-510139.3.json
+++ b/data/source/wisea_j154045.67-510139.3.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk14",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisea_j170726.69+545109.3.json b/data/source/wisea_j170726.69+545109.3.json
index e91318dcc..922640176 100644
--- a/data/source/wisea_j170726.69+545109.3.json
+++ b/data/source/wisea_j170726.69+545109.3.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Schn16.112",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisea_j204027.30+695924.1.json b/data/source/wisea_j204027.30+695924.1.json
index d23fd579b..0fd7b11df 100644
--- a/data/source/wisea_j204027.30+695924.1.json
+++ b/data/source/wisea_j204027.30+695924.1.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk14",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisea_j204218.13-082137.8.json b/data/source/wisea_j204218.13-082137.8.json
index 2fdcd874a..d3fe06cbb 100644
--- a/data/source/wisea_j204218.13-082137.8.json
+++ b/data/source/wisea_j204218.13-082137.8.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk14",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisea_j222013.75-361709.5.json b/data/source/wisea_j222013.75-361709.5.json
index a61a78353..ef319a75a 100644
--- a/data/source/wisea_j222013.75-361709.5.json
+++ b/data/source/wisea_j222013.75-361709.5.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk14",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisea_j224128.33+043459.3.json b/data/source/wisea_j224128.33+043459.3.json
index d14de22a6..23de4c3e5 100644
--- a/data/source/wisea_j224128.33+043459.3.json
+++ b/data/source/wisea_j224128.33+043459.3.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk14",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisep_j004928.48+044100.1.json b/data/source/wisep_j004928.48+044100.1.json
index 38c8dd3ad..ac9cbd9e0 100644
--- a/data/source/wisep_j004928.48+044100.1.json
+++ b/data/source/wisep_j004928.48+044100.1.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": null,
             "shortname": "0049+0440",
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Kirk11",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisep_j060738.65+242953.4.json b/data/source/wisep_j060738.65+242953.4.json
index 0516c1cb9..6cc0dfb51 100644
--- a/data/source/wisep_j060738.65+242953.4.json
+++ b/data/source/wisep_j060738.65+242953.4.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Cast12",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisep_j180026.60+013453.1.json b/data/source/wisep_j180026.60+013453.1.json
index a829888f2..ac6df5ccc 100644
--- a/data/source/wisep_j180026.60+013453.1.json
+++ b/data/source/wisep_j180026.60+013453.1.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gizi11.171",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/data/source/wisep_j190648.47+401106.8.json b/data/source/wisep_j190648.47+401106.8.json
index 63c9c6efe..60b761af5 100644
--- a/data/source/wisep_j190648.47+401106.8.json
+++ b/data/source/wisep_j190648.47+401106.8.json
@@ -7,8 +7,8 @@
             "epoch": 2016.0,
             "equinox": "2000",
             "shortname": null,
-            "reference": "GaiaDR3",
-            "other_references": null,
+            "reference": "Gizi11.34",
+            "other_references": "GaiaDR3",
             "comments": null
         }
     ],
diff --git a/scripts/ingests/Gaia/ingest_gaiadr3.py b/scripts/ingests/Gaia/ingest_gaiadr3.py
index 36b15988b..70fd51a85 100644
--- a/scripts/ingests/Gaia/ingest_gaiadr3.py
+++ b/scripts/ingests/Gaia/ingest_gaiadr3.py
@@ -103,7 +103,10 @@ def add_gaia_coordinates_and_epochs(data, ref):
                             "ra": ra,
                             "dec": dec,
                             "epoch": ref_epoch,
-                            "reference": ref,
+                            "other_references": func.case(
+                                (db.Sources.c.other_references == None, ref),
+                                else_=db.Sources.c.other_references + ", " + ref
+                            )
                         }
                     )
                 )
diff --git a/tests/conftest.py b/tests/conftest.py
index 0dbf0c1e9..62530e28f 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -22,17 +22,15 @@ def db():
     
     if os.path.exists(DB_NAME):
         os.remove(DB_NAME)
-    connection_string = "sqlite:///" + DB_NAME
-    create_database(connection_string, felis_schema=SCHEMA_PATH)
-    assert os.path.exists(DB_NAME)
 
-    # Connect to the new database
     db = load_astrodb(DB_NAME,
                       data_path=DB_PATH,
+                      recreatedb=True,
                       reference_tables=REFERENCE_TABLES,
                       felis_schema=SCHEMA_PATH)
 
-    return db
+    yield db
+    db.engine.dispose()
 
 
 # Create a temp database with dummy data to test utility functions
@@ -93,4 +91,6 @@ def temp_db():
 
     logger.info("Loaded temp database using temp_db function in conftest")
 
-    return temp_db
+    yield temp_db
+
+    temp_db.engine.dispose()
\ No newline at end of file

From 2c7240e9678555d6208f22153d26b62ef3e9ab26 Mon Sep 17 00:00:00 2001
From: Logan-Huang <lhuang-27@peddie.org>
Date: Wed, 22 Apr 2026 14:37:27 -0400
Subject: [PATCH 6/6] Update conftest.py for toml

Using build db from json instead of load astrodb now.
---
 tests/conftest.py | 13 +------------
 1 file changed, 1 insertion(+), 12 deletions(-)

diff --git a/tests/conftest.py b/tests/conftest.py
index 5e2f4b31b..aab15d345 100644
--- a/tests/conftest.py
+++ b/tests/conftest.py
@@ -16,18 +16,7 @@
 # Create a fresh SIMPLE database for the data and integrity tests
 @pytest.fixture(scope="session", autouse=True)
 def db():
-    DB_NAME = "tests/simple_tests.sqlite"
-    DB_PATH = "data"
-    
-    if os.path.exists(DB_NAME):
-        os.remove(DB_NAME)
-
-    db = load_astrodb(DB_NAME,
-                      data_path=DB_PATH,
-                      recreatedb=True,
-                      reference_tables=REFERENCE_TABLES,
-                      felis_schema=SCHEMA_PATH)
-
+    db = build_db_from_json(settings_file="database.toml")
     yield db
     db.engine.dispose()