From 15f32224d6839aeaad7d82c00b45b33468a3fe43 Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Wed, 19 Oct 2022 17:25:48 -0400
Subject: [PATCH 01/27] start of ingest script for Leggett 2021 compilation.

---
 scripts/ingests/21Legg_ingest.py | 4 ++++
 1 file changed, 4 insertions(+)
 create mode 100644 scripts/ingests/21Legg_ingest.py

diff --git a/scripts/ingests/21Legg_ingest.py b/scripts/ingests/21Legg_ingest.py
new file mode 100644
index 000000000..1d3d34cce
--- /dev/null
+++ b/scripts/ingests/21Legg_ingest.py
@@ -0,0 +1,4 @@
+from astropy.io import ascii
+
+
+legg21_table = ascii.read('scripts/ingests/apjac0cfet10_mrt.txt', format='mrt')
\ No newline at end of file

From 39e2e74dce957644d3b1ee0e2551641c7538e928 Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Thu, 20 Oct 2022 14:58:52 -0400
Subject: [PATCH 02/27] start to ingest sources

---
 scripts/ingests/21Legg_ingest.py | 21 ++++++++++++++++++++-
 1 file changed, 20 insertions(+), 1 deletion(-)

diff --git a/scripts/ingests/21Legg_ingest.py b/scripts/ingests/21Legg_ingest.py
index 1d3d34cce..d64495436 100644
--- a/scripts/ingests/21Legg_ingest.py
+++ b/scripts/ingests/21Legg_ingest.py
@@ -1,4 +1,23 @@
 from astropy.io import ascii
+from utils import *
+from ingest_utils import *
 
+SAVE_DB = False  # save the data files in addition to modifying the .db file
+RECREATE_DB = True  # recreates the .db file from the data files
+db = load_simpledb('SIMPLE.db', recreatedb=RECREATE_DB)
 
-legg21_table = ascii.read('scripts/ingests/apjac0cfet10_mrt.txt', format='mrt')
\ No newline at end of file
+logger.setLevel(logging.INFO)
+
+
+legg21_table = ascii.read('scripts/ingests/apjac0cfet10_mrt.txt', format='mrt')
+
+legg21_table.write('scripts/ingests/legg21.csv', overwrite=True, format='ascii.csv')
+
+#  Check if all sources are in the database
+legg21_sources = legg21_table['Survey', 'RA', 'Decl.', 'DisRef']
+for source in legg21_sources:
+    source_string = f"{source['Survey']} {source['RA']}{source['Decl.']}"
+    print(source_string)
+    # convert ra and dec to decimal string
+    # convert reference names
+    ingest_sources(db, source_string, references=source['DisRef'])
\ No newline at end of file

From f5f9573655f38016aa531cb7362940b1a277c3ff Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Thu, 20 Oct 2022 16:39:55 -0400
Subject: [PATCH 03/27] improvements to `find_publication`

---
 scripts/ingests/utils.py | 47 ++++++++++++++++++++++++++++++++++++----
 tests/test_utils.py      |  9 ++++----
 2 files changed, 48 insertions(+), 8 deletions(-)

diff --git a/scripts/ingests/utils.py b/scripts/ingests/utils.py
index 7096ff606..1194d3380 100644
--- a/scripts/ingests/utils.py
+++ b/scripts/ingests/utils.py
@@ -4,6 +4,7 @@
 import logging
 import os
 import sys
+import re
 import warnings
 from pathlib import Path
 from astrodbkit2.astrodb import create_database, Database
@@ -180,7 +181,7 @@ def find_publication(db, name: str = None, doi: str = None, bibcode: str = None)
 
     Returns
     -------
-    True, 1: if only one match
+    True, string: if only one match
     False, 0: No matches
     False, N_matches: Multiple matches
 
@@ -234,7 +235,7 @@ def find_publication(db, name: str = None, doi: str = None, bibcode: str = None)
                     f' {name} or {doi} or {bibcode}')
         if logger.level <= 20:  # info
             pub_search_table.pprint_all()
-        return True, 1
+        return True, pub_search_table['publication']
 
     if n_pubs_found > 1:
         logger.warning(f'Found {n_pubs_found} matching publications for {name} or {doi} or {bibcode}')
@@ -245,7 +246,7 @@ def find_publication(db, name: str = None, doi: str = None, bibcode: str = None)
     # If no matches found, search using first four characters of input name
     if n_pubs_found == 0 and name:
         shorter_name = name[:4]
-        logger.debug(f'No matching publications for {name}, Trying {shorter_name}')
+        logger.warning(f'No matching publications for {name}, Trying {shorter_name}.')
         fuzzy_query_shorter_name = '%' + shorter_name + '%'
         pub_search_table = db.query(db.Publications).filter(
             db.Publications.c.publication.ilike(fuzzy_query_shorter_name)).table()
@@ -259,7 +260,45 @@ def find_publication(db, name: str = None, doi: str = None, bibcode: str = None)
             logger.warning(f'Found {n_pubs_found_short} matching publications for {shorter_name}')
             if logger.level == 20:  # info:
                 pub_search_table.pprint_all()
-            return False, n_pubs_found_short
+
+            #  Try to find numbers in the reference which might be a date
+            dates = re.findall(r'\d+', name)
+            # try to find a two digit date
+            if len(dates) == 0:
+                logger.info(f'Could not find a date in {name}')
+                two_digit_date = None
+            elif len(dates) == 1:
+                if len(dates[0]) == 4:
+                    two_digit_date = dates[0][2:]
+                elif len(dates[0]) == 2:
+                    two_digit_date = dates[0]
+                else:
+                    logger.info(f'Could not find a two digit date using {dates}')
+                    two_digit_date = None
+            else:
+                logger.info(f'Could not find a two digit date using {dates}')
+                two_digit_date = None
+
+            if two_digit_date:
+                logger.warning(f'Trying to limit using {two_digit_date}')
+                n_pubs_found_short_date = 0
+                pubs_found_short_date = []
+                for pub in pub_search_table['publication']:
+                    if pub.find(two_digit_date) != -1:
+                        n_pubs_found_short_date += 1
+                        pubs_found_short_date.append(pub)
+                if n_pubs_found_short_date == 1:
+                    logger.info(f'Found {n_pubs_found_short_date} matching publications for '
+                                f'{name} using {shorter_name} and {two_digit_date}')
+                    logger.info(f'{pubs_found_short_date}')
+                    return True, pub
+                else:
+                    logger.warning(f'Found {n_pubs_found_short_date} matching publications for '
+                                   f'{name} using {shorter_name} and {two_digit_date}')
+                    logger.info(f'{pubs_found_short_date}')
+                    return False, n_pubs_found_short_date
+            else:
+                return False, n_pubs_found_short
     else:
         return False, n_pubs_found
 
diff --git a/tests/test_utils.py b/tests/test_utils.py
index 25079c453..50d785909 100644
--- a/tests/test_utils.py
+++ b/tests/test_utils.py
@@ -60,7 +60,8 @@ def t_pm():
 def test_setup_db(db):
     # Some setup tasks to ensure some data exists in the database first
     ref_data = [{'publication': 'Ref 1', 'doi': '10.1093/mnras/staa1522', 'bibcode': '2020MNRAS.496.1922B'},
-                {'publication': 'Ref 2', 'doi': 'Doi2', 'bibcode': '2012yCat.2311....0C'}]
+                {'publication': 'Ref 2', 'doi': 'Doi2', 'bibcode': '2012yCat.2311....0C'},
+                {'publication': 'Burn08', 'doi': 'Doi3', 'bibcode': '2008MNRAS.391..320B'}]
     db.Publications.insert().execute(ref_data)
 
     source_data = [{'source': 'Fake 1', 'ra': 9.0673755, 'dec': 18.352889, 'reference': 'Ref 1'},
@@ -173,16 +174,16 @@ def test_find_publication(db):
     assert find_publication(db, name='Ref 1', doi='10.1093/mnras/staa1522')[0]  # True
     doi_search = find_publication(db, doi='10.1093/mnras/staa1522')
     assert doi_search[0]  # True
-    assert doi_search[1] == 1
+    assert doi_search[1] == 'Ref 1'
     bibcode_search = find_publication(db, bibcode='2020MNRAS.496.1922B')
     assert bibcode_search[0]  # True
-    assert bibcode_search[1] == 1
+    assert bibcode_search[1] == 'Ref 1'
     multiple_matches = find_publication(db, name='Ref')
     assert not multiple_matches[0]  # False, multiple matches
     assert multiple_matches[1] == 2  # multiple matches
     assert not find_publication(db, name='Ref 2', doi='10.1093/mnras/staa1522')[0]  # False
     assert not find_publication(db, name='Ref 2', bibcode='2020MNRAS.496.1922B')[0]  # False
-
+    assert find_publication(db, name='Burningham_2008') == (1, 'Burn08')
 
 def test_ingest_publication(db):
     # should fail if trying to add a duplicate record

From 48de850cfd29d7e18dfd100abec29a3b72b429ba Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Fri, 21 Oct 2022 18:19:34 -0400
Subject: [PATCH 04/27] improvements to `ingest_sources`

---
 scripts/ingests/ingest_utils.py | 34 +++++++++++++++++----------------
 1 file changed, 18 insertions(+), 16 deletions(-)

diff --git a/scripts/ingests/ingest_utils.py b/scripts/ingests/ingest_utils.py
index 319dae1b6..ad7678389 100644
--- a/scripts/ingests/ingest_utils.py
+++ b/scripts/ingests/ingest_utils.py
@@ -22,7 +22,7 @@
 
 # SOURCES
 def ingest_sources(db, sources, references=None, ras=None, decs=None, comments=None, epochs=None,
-                   equinoxes=None, raise_error=True, search_db=True):
+                   equinoxes=None, other_references=None, raise_error=True, search_db=True):
     """
     Script to ingest sources
     TODO: better support references=None
@@ -71,13 +71,13 @@ def ingest_sources(db, sources, references=None, ras=None, decs=None, comments=N
         n_sources = len(sources)
 
     # Convert single element input values into lists
-    input_values = [sources, references, epochs, equinoxes, comments]
+    input_values = [sources, references, ras, decs, epochs, equinoxes, comments, other_references]
     for i, input_value in enumerate(input_values):
         if input_value is None:
             input_values[i] = [None] * n_sources
-        elif isinstance(input_value, str):
+        elif isinstance(input_value, str) or isinstance(input_value, float):
             input_values[i] = [input_value] * n_sources
-    sources, references, epochs, equinoxes, comments = input_values
+    sources, references, ras, decs, epochs, equinoxes, comments, other_references = input_values
 
     n_added = 0
     n_existing = 0
@@ -86,7 +86,8 @@ def ingest_sources(db, sources, references=None, ras=None, decs=None, comments=N
     n_skipped = 0
     n_multiples = 0
 
-    logger.info(f"Trying to add {n_sources} sources")
+    if n_sources > 1:
+        logger.info(f"Trying to add {n_sources} sources")
 
     # Loop over each source and decide to ingest, skip, or add alt name
     for i, source in enumerate(sources):
@@ -102,9 +103,8 @@ def ingest_sources(db, sources, references=None, ras=None, decs=None, comments=N
 
         if len(name_matches) == 1 and search_db:  # Source is already in database
             n_existing += 1
-            msg1 = f"{i}: Skipping {source}. Already in database. \n "
-            msg2 = f"{i}: Match found for {source}: {name_matches[0]}"
-            logger.debug(msg1 + msg2)
+            msg1 = f"{i}: Skipping {source}. Already in database as {name_matches[0]}. \n "
+            logger.info(msg1)
 
             # Figure out if ingest name is an alternate name and add
             db_matches = db.search_object(source, output_table='Sources', fuzzy_search=False)
@@ -112,7 +112,7 @@ def ingest_sources(db, sources, references=None, ras=None, decs=None, comments=N
                 alt_names_data = [{'source': name_matches[0], 'other_name': source}]
                 try:
                     db.Names.insert().execute(alt_names_data)
-                    logger.debug(f"{i}: Name added to database: {alt_names_data}\n")
+                    logger.info(f"{i}: Name added to database: {alt_names_data}\n")
                     n_alt_names += 1
                 except sqlalchemy.exc.IntegrityError as e:
                     msg = f"{i}: Could not add {alt_names_data} to database"
@@ -178,6 +178,7 @@ def ingest_sources(db, sources, references=None, ras=None, decs=None, comments=N
                         'reference': references[i],
                         'epoch': epoch,
                         'equinox': equinox,
+                        'other_references': other_references[i],
                         'comments': None if ma.is_masked(comments[i]) else comments[i]}]
         names_data = [{'source': source,
                        'other_name': source}]
@@ -187,7 +188,7 @@ def ingest_sources(db, sources, references=None, ras=None, decs=None, comments=N
             db.Sources.insert().execute(source_data)
             n_added += 1
             msg = f"Added {str(source_data)}"
-            logger.debug(msg)
+            logger.info(msg)
         except sqlalchemy.exc.IntegrityError:
             if ma.is_masked(source_data[0]['reference']):  # check if reference is blank
                 msg = f"{i}: Skipping: {source}. Discovery reference is blank. \n"
@@ -235,12 +236,13 @@ def ingest_sources(db, sources, references=None, ras=None, decs=None, comments=N
             else:
                 continue
 
-    logger.info(f"Sources added to database: {n_added}")
-    logger.info(f"Names added to database: {n_names} \n")
-    logger.info(f"Sources already in database: {n_existing}")
-    logger.info(f"Alt Names added to database: {n_alt_names}")
-    logger.info(f"Sources NOT added to database because multiple matches: {n_multiples}")
-    logger.info(f"Sources NOT added to database: {n_skipped} \n")
+    if n_sources > 1:
+        logger.info(f"Sources added to database: {n_added}")
+        logger.info(f"Names added to database: {n_names} \n")
+        logger.info(f"Sources already in database: {n_existing}")
+        logger.info(f"Alt Names added to database: {n_alt_names}")
+        logger.info(f"Sources NOT added to database because multiple matches: {n_multiples}")
+        logger.info(f"Sources NOT added to database: {n_skipped} \n")
 
     if n_added != n_names:
         msg = f"Number added should equal names added."

From 5343b28c7d08292fe2fbdab54389c2f144c3fede Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Fri, 21 Oct 2022 18:20:14 -0400
Subject: [PATCH 05/27] improvements to `find_publication`

---
 scripts/ingests/utils.py | 37 +++++++++++++++++++------------------
 1 file changed, 19 insertions(+), 18 deletions(-)

diff --git a/scripts/ingests/utils.py b/scripts/ingests/utils.py
index 1194d3380..f7161ebf5 100644
--- a/scripts/ingests/utils.py
+++ b/scripts/ingests/utils.py
@@ -131,7 +131,7 @@ def find_source_in_db(db, source, ra=None, dec=None, search_radius=60.):
     if len(db_name_matches) == 0 and coords:
         location = SkyCoord(ra, dec, frame='icrs', unit='deg')
         radius = u.Quantity(search_radius, unit='arcsec')
-        logger.info(f"{source}: No Simbad match, trying coord search around {location.ra.hour}, {location.dec}")
+        logger.info(f"{source}: No Simbad match, trying coord search around {location.ra.degree}, {location.dec}")
         db_name_matches = db.query_region(location, radius=radius)
 
     # If still no matches, try to get the coords from SIMBAD
@@ -231,11 +231,11 @@ def find_publication(db, name: str = None, doi: str = None, bibcode: str = None)
     n_pubs_found = len(pub_search_table)
 
     if n_pubs_found == 1:
-        logger.info(f'Found {n_pubs_found} matching publications for'
-                    f' {name} or {doi} or {bibcode}')
-        if logger.level <= 20:  # info
+        logger.info(f'Found {n_pubs_found} matching publications for '
+                    f"{name} or {doi} or {bibcode}: {pub_search_table['publication'].data}")
+        if logger.level <= 10:  # debug
             pub_search_table.pprint_all()
-        return True, pub_search_table['publication']
+        return True, pub_search_table['publication'].data[0]
 
     if n_pubs_found > 1:
         logger.warning(f'Found {n_pubs_found} matching publications for {name} or {doi} or {bibcode}')
@@ -246,26 +246,26 @@ def find_publication(db, name: str = None, doi: str = None, bibcode: str = None)
     # If no matches found, search using first four characters of input name
     if n_pubs_found == 0 and name:
         shorter_name = name[:4]
-        logger.warning(f'No matching publications for {name}, Trying {shorter_name}.')
+        logger.debug(f'No matching publications for {name}, Trying {shorter_name}.')
         fuzzy_query_shorter_name = '%' + shorter_name + '%'
         pub_search_table = db.query(db.Publications).filter(
             db.Publications.c.publication.ilike(fuzzy_query_shorter_name)).table()
         n_pubs_found_short = len(pub_search_table)
         if n_pubs_found_short == 0:
-            logger.warning(f'No matching publications for {shorter_name}')
+            logger.warning(f'No matching publications for {name} or {shorter_name}')
             logger.warning('Use add_publication() to add it to the database.')
             return False, 0
 
         if n_pubs_found_short > 0:
-            logger.warning(f'Found {n_pubs_found_short} matching publications for {shorter_name}')
-            if logger.level == 20:  # info:
+            logger.debug(f'Found {n_pubs_found_short} matching publications for {shorter_name}')
+            if logger.level == 10:  # debug
                 pub_search_table.pprint_all()
 
             #  Try to find numbers in the reference which might be a date
             dates = re.findall(r'\d+', name)
             # try to find a two digit date
             if len(dates) == 0:
-                logger.info(f'Could not find a date in {name}')
+                logger.debug(f'Could not find a date in {name}')
                 two_digit_date = None
             elif len(dates) == 1:
                 if len(dates[0]) == 4:
@@ -273,14 +273,14 @@ def find_publication(db, name: str = None, doi: str = None, bibcode: str = None)
                 elif len(dates[0]) == 2:
                     two_digit_date = dates[0]
                 else:
-                    logger.info(f'Could not find a two digit date using {dates}')
+                    logger.debug(f'Could not find a two digit date using {dates}')
                     two_digit_date = None
             else:
-                logger.info(f'Could not find a two digit date using {dates}')
+                logger.debug(f'Could not find a two digit date using {dates}')
                 two_digit_date = None
 
             if two_digit_date:
-                logger.warning(f'Trying to limit using {two_digit_date}')
+                logger.debug(f'Trying to limit using {two_digit_date}')
                 n_pubs_found_short_date = 0
                 pubs_found_short_date = []
                 for pub in pub_search_table['publication']:
@@ -288,14 +288,14 @@ def find_publication(db, name: str = None, doi: str = None, bibcode: str = None)
                         n_pubs_found_short_date += 1
                         pubs_found_short_date.append(pub)
                 if n_pubs_found_short_date == 1:
-                    logger.info(f'Found {n_pubs_found_short_date} matching publications for '
+                    logger.debug(f'Found {n_pubs_found_short_date} matching publications for '
                                 f'{name} using {shorter_name} and {two_digit_date}')
-                    logger.info(f'{pubs_found_short_date}')
+                    logger.debug(f'{pubs_found_short_date}')
                     return True, pub
                 else:
                     logger.warning(f'Found {n_pubs_found_short_date} matching publications for '
                                    f'{name} using {shorter_name} and {two_digit_date}')
-                    logger.info(f'{pubs_found_short_date}')
+                    logger.warning(f'{pubs_found_short_date}')
                     return False, n_pubs_found_short_date
             else:
                 return False, n_pubs_found_short
@@ -456,8 +456,9 @@ def ingest_publication(db, doi: str = None, bibcode: str = None, publication: st
         db.Publications.insert().execute(new_ref)
         logger.info(f'Added {name_add} to Publications table using {using}')
     except sqlalchemy.exc.IntegrityError as error:
-        msg = "It's possible that a similar publication already exists in database\n" \
-              "Use search_publication function before adding a new record"
+        msg = f"Not able to add {new_ref} to the database. " \
+              f"It's possible that a similar publication already exists in database\n"\
+              "Use find_publication function before adding a new record"
         logger.error(msg)
         raise SimpleError(msg + str(error))
 

From e8edb9b05e28eef1da60560ccf76bd3ba1dc30d6 Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Fri, 21 Oct 2022 18:20:41 -0400
Subject: [PATCH 06/27] successfully ingests all sources and discovery refs!

---
 scripts/ingests/21Legg_ingest.py | 158 +++++++++++++++++++++++++++++--
 1 file changed, 151 insertions(+), 7 deletions(-)

diff --git a/scripts/ingests/21Legg_ingest.py b/scripts/ingests/21Legg_ingest.py
index d64495436..89ed5690a 100644
--- a/scripts/ingests/21Legg_ingest.py
+++ b/scripts/ingests/21Legg_ingest.py
@@ -1,6 +1,11 @@
 from astropy.io import ascii
-from utils import *
-from ingest_utils import *
+from scripts.ingests.utils import *
+from scripts.ingests.ingest_utils import *
+from astropy.utils.exceptions import AstropyWarning
+
+
+warnings.simplefilter('ignore', category=AstropyWarning)
+
 
 SAVE_DB = False  # save the data files in addition to modifying the .db file
 RECREATE_DB = True  # recreates the .db file from the data files
@@ -9,15 +14,154 @@
 logger.setLevel(logging.INFO)
 
 
+def add_publications(db):
+    ingest_publication(db, publication='Meis20.74', bibcode='2020ApJ...889...74M')  # Meisner_2020a
+    ingest_publication(db, publication='Meis20.123', bibcode='2020ApJ...899..123M')  # Meisner_2020b
+    ingest_publication(db, bibcode='2020ApJ...895..145B')
+    ingest_publication(db, bibcode='2021ApJS..253....7K')
+    ingest_publication(db, bibcode='2019ApJ...881...17M')
+
+    db.Publications.update().where(db.Publications.c.publication == 'Mace13').values(publication='Mace13.6').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Mace13b').values(publication='Mace13.36').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Pinf14').values(publication='Pinf14.1931').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Pinf14a').values(publication='Pinf14.1009').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Scho10a').values(
+        publication='Scho10.92').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Scho10b').values(
+        publication='Scho10.8').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Tinn05a').values(
+        publication='Tinn05.1171').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Tinn05b').values(
+        publication='Tinn05.2326').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Delo08a').values(
+        publication='Delo08.961').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Delo08b').values(
+        publication='Delo08.469').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burn10').values(
+        publication='Burn10.1952').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burn10b').values(
+        publication='Burn10.1885').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg02a').values(
+        publication='Burg02.421').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg02b').values(
+        publication='Burg02.2744').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg02c').values(
+        publication='Burg02.151').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Warr07').values(
+        publication='Warr07.1400').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Warr07a').values(
+        publication='Warr07.213').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg04c').values(
+        publication='Burg04.73').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg04a').values(
+        publication='Burg04.827').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg04b').values(
+        publication='Burg04.2856').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg04d').values(
+        publication='Burg04.191').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Lodi09b').values(
+        publication='Lodi09.1631').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Lodi09d').values(
+        publication='Lodi09.258').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Cush11').values(
+        publication='Cush11.50').execute()
+
+
+if RECREATE_DB:
+    add_publications(db)
+
 legg21_table = ascii.read('scripts/ingests/apjac0cfet10_mrt.txt', format='mrt')
 
-legg21_table.write('scripts/ingests/legg21.csv', overwrite=True, format='ascii.csv')
+# legg21_table.write('scripts/ingests/legg21.csv', overwrite=True, format='ascii.csv')
+
+#  for all cases in the table, search and replace these strings
+for row, source in enumerate(legg21_table):
+    if source['DisRef'] == 'Meisner_2020a':
+        legg21_table[row]['DisRef'] = 'Meis20.74'
+    if source['DisRef'] == 'Meisner_2020b':
+        legg21_table[row]['DisRef'] = 'Meis20.123'
+    if source['DisRef'] == 'Mace_2013a':
+        legg21_table[row]['DisRef'] = 'Mace13.6'
+    if source['DisRef'] == 'Mace_2013b':
+        legg21_table[row]['DisRef'] = 'Mace13.36'
+    if source['DisRef'] == 'Pinfield_2014a':
+        legg21_table[row]['DisRef'] = 'Pinf14.1009'
+    if source['DisRef'] == 'Pinfield_2014b':
+        legg21_table[row]['DisRef'] = 'Pinf14.1931'
+    if source['DisRef'] == 'Kirkpatrick_2012':
+        legg21_table[row]['DisRef'] = 'Kirk12'
+    if source['DisRef'] == 'Scholz_2010a':
+        legg21_table[row]['DisRef'] = 'Scho10.8'
+    if source['DisRef'] == 'Scholz_2010b':
+        legg21_table[row]['DisRef'] = 'Scho10.92'
+    if source['DisRef'] == 'Tinney_2005':
+        legg21_table[row]['DisRef'] = 'Tinn05.2326'
+    if source['DisRef'] == 'Delorme_2008':
+        legg21_table[row]['DisRef'] = 'Delo08.961'
+    if source['DisRef'] == 'Burningham_2010a':
+        legg21_table[row]['DisRef'] = 'Burn10.1952'
+    if source['DisRef'] == 'Burningham_2010b':
+        legg21_table[row]['DisRef'] = 'Burn10.1885'
+    if source['DisRef'] == 'Burgasser_2002':
+        legg21_table[row]['DisRef'] = 'Burg02.421'
+    if source['DisRef'] == 'Warren_2007':
+        legg21_table[row]['DisRef'] = 'Warr07.1400'
+    if source['DisRef'] == 'Burgasser_2004':
+        legg21_table[row]['DisRef'] = 'Burg04.2856'
+    if source['DisRef'] == 'Lodieu_2009':
+        legg21_table[row]['DisRef'] = 'Lodi09.258'
+    if source['DisRef'] == 'Cushing_2011':
+        legg21_table[row]['DisRef'] = 'Cush11.50'
+    # write out modified table
+
+# print(legg21_table['DisRef'])
 
 #  Check if all sources are in the database
 legg21_sources = legg21_table['Survey', 'RA', 'Decl.', 'DisRef']
-for source in legg21_sources:
-    source_string = f"{source['Survey']} {source['RA']}{source['Decl.']}"
-    print(source_string)
+source_strings = []
+discovery_refs = []
+ras = []
+decs = []
+other_references = []
+
+for row, source in enumerate(legg21_sources):
+    source_string = f"{source['Survey']} J{source['RA']}{source['Decl.']}"
+    source_strings.append(source_string)
+
     # convert ra and dec to decimal string
+    ra_seconds = source['RA'][4:]
+    if float(ra_seconds) > 60.0:
+        ra_seconds = f"{source['RA'][4:6]}.{source['RA'][6:]}"
+    ra_sexg = f"{source['RA'][0:2]}h{source['RA'][2:4]}m{ra_seconds}s"
+    dec_seconds = source['Decl.'][5:]
+    if float(dec_seconds) > 60.0:
+        dec_seconds = f"{source['Decl.'][5:7]}.{source['Decl.'][7:]}"
+    dec_sexg = f"{source['Decl.'][0:3]}d{source['Decl.'][3:5]}m{dec_seconds}s"
+    coord = SkyCoord(ra_sexg, dec_sexg)
+    ra = coord.ra.degree
+    dec = coord.dec.degree
+    ras.append(ra)
+    decs.append(dec)
+
+    print(row, source_string, ra, dec)
+
     # convert reference names
-    ingest_sources(db, source_string, references=source['DisRef'])
\ No newline at end of file
+    first_ref = source['DisRef'].split()[0]
+    # print(first_ref)
+    discovery_ref = find_publication(db, first_ref)
+    # print(discovery_ref)
+    ref = discovery_ref[1]
+    # print(ref)
+    discovery_refs.append(ref)
+    try:
+        second_ref = source['DisRef'].split()[1]
+        other_ref = find_publication(db, second_ref)
+        ref = other_ref[1]
+        other_references.append(ref)
+        # print(f"other ref: {ref}")
+    except IndexError:
+        other_references.append(None)
+
+
+ingest_sources(db, source_strings, ras=ras, decs=decs,
+               references=discovery_refs, other_references=other_references)
\ No newline at end of file

From eec5cee5cfe4fcff689e7039e0423aec57a2f3a5 Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Sat, 22 Oct 2022 15:12:02 -0400
Subject: [PATCH 07/27] progress on ingesting spectral types

---
 scripts/ingests/21Legg_ingest.py | 195 +++++++++++++++++++++++++------
 1 file changed, 160 insertions(+), 35 deletions(-)

diff --git a/scripts/ingests/21Legg_ingest.py b/scripts/ingests/21Legg_ingest.py
index 89ed5690a..9c4c17ac1 100644
--- a/scripts/ingests/21Legg_ingest.py
+++ b/scripts/ingests/21Legg_ingest.py
@@ -1,3 +1,5 @@
+import logging
+
 from astropy.io import ascii
 from scripts.ingests.utils import *
 from scripts.ingests.ingest_utils import *
@@ -6,12 +8,28 @@
 
 warnings.simplefilter('ignore', category=AstropyWarning)
 
-
 SAVE_DB = False  # save the data files in addition to modifying the .db file
 RECREATE_DB = True  # recreates the .db file from the data files
 db = load_simpledb('SIMPLE.db', recreatedb=RECREATE_DB)
 
-logger.setLevel(logging.INFO)
+logger.setLevel(logging.WARNING)
+
+
+def convert_radec_to_decimal(source):
+    # convert ra and dec to decimal string
+    ra_seconds = source['RA'][4:]
+    if float(ra_seconds) > 60.0:
+        ra_seconds = f"{source['RA'][4:6]}.{source['RA'][6:]}"
+    ra_sexg = f"{source['RA'][0:2]}h{source['RA'][2:4]}m{ra_seconds}s"
+    dec_seconds = source['Decl.'][5:]
+    if float(dec_seconds) > 60.0:
+        dec_seconds = f"{source['Decl.'][5:7]}.{source['Decl.'][7:]}"
+    dec_sexg = f"{source['Decl.'][0:3]}d{source['Decl.'][3:5]}m{dec_seconds}s"
+    coord = SkyCoord(ra_sexg, dec_sexg)
+    ra = coord.ra.degree
+    dec = coord.dec.degree
+
+    return ra, dec
 
 
 def add_publications(db):
@@ -20,6 +38,8 @@ def add_publications(db):
     ingest_publication(db, bibcode='2020ApJ...895..145B')
     ingest_publication(db, bibcode='2021ApJS..253....7K')
     ingest_publication(db, bibcode='2019ApJ...881...17M')
+    ingest_publication(db, bibcode='2021ApJ...918...11L')
+    ingest_publication(db, bibcode='2020ApJ...889..176F')
 
     db.Publications.update().where(db.Publications.c.publication == 'Mace13').values(publication='Mace13.6').execute()
     db.Publications.update().where(db.Publications.c.publication == 'Mace13b').values(publication='Mace13.36').execute()
@@ -63,8 +83,40 @@ def add_publications(db):
         publication='Lodi09.1631').execute()
     db.Publications.update().where(db.Publications.c.publication == 'Lodi09d').values(
         publication='Lodi09.258').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Lodi12a').values(
+        publication='Lodi12.1495').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Lodi12b').values(
+        publication='Lodi12.105').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Lodi12d').values(
+        publication='Lodi12.53').execute()
+    db.Publications.delete().where(db.Publications.c.publication == 'Lodi12').execute()
+
     db.Publications.update().where(db.Publications.c.publication == 'Cush11').values(
         publication='Cush11.50').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg06c').values(
+        publication='Burg06.1095').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg06e').values(
+        publication='Burg06.585').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg06b').values(
+        publication='Burg06.1067').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg06a').values(
+        publication='Burg06.1007').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg06d').values(
+        publication='Burg06.1485').execute()
+
+    db.Publications.update().where(db.Publications.c.publication == 'Liu_11a').values(
+        publication='Liu_11.32').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Liu_11b').values(
+        publication='Liu_11.108').execute()
+
+
+def convert_ref_name(reference):
+    # convert reference names
+    first_ref = reference.split()[0]
+    # print(first_ref)
+    simple_ref = find_publication(db, first_ref)[1]
+    # print(discovery_ref)
+    return simple_ref
 
 
 if RECREATE_DB:
@@ -78,18 +130,37 @@ def add_publications(db):
 for row, source in enumerate(legg21_table):
     if source['DisRef'] == 'Meisner_2020a':
         legg21_table[row]['DisRef'] = 'Meis20.74'
+    if source['r_SpType'] == 'Meisner_2020a':
+        legg21_table[row]['r_SpType'] = 'Meis20.74'
+
     if source['DisRef'] == 'Meisner_2020b':
         legg21_table[row]['DisRef'] = 'Meis20.123'
+    if source['r_SpType'] == 'Meisner_2020b':
+        legg21_table[row]['r_SpType'] = 'Meis20.123'
+
     if source['DisRef'] == 'Mace_2013a':
         legg21_table[row]['DisRef'] = 'Mace13.6'
+    if source['r_SpType'] == 'Mace_2013a':
+        legg21_table[row]['r_SpType'] = 'Mace13.6'
+
     if source['DisRef'] == 'Mace_2013b':
         legg21_table[row]['DisRef'] = 'Mace13.36'
+    if source['r_SpType'] == 'Mace_2013b':
+        legg21_table[row]['r_SpType'] = 'Mace13.36'
+
     if source['DisRef'] == 'Pinfield_2014a':
         legg21_table[row]['DisRef'] = 'Pinf14.1009'
+    if source['r_SpType'] == 'Pinfield_2014a':
+        legg21_table[row]['r_SpType'] = 'Pinf14.1009'
+
     if source['DisRef'] == 'Pinfield_2014b':
         legg21_table[row]['DisRef'] = 'Pinf14.1931'
+
     if source['DisRef'] == 'Kirkpatrick_2012':
         legg21_table[row]['DisRef'] = 'Kirk12'
+    if source['r_SpType'] == 'Kirkpatrick_2012':
+        legg21_table[row]['r_SpType'] = 'Kirk12'
+
     if source['DisRef'] == 'Scholz_2010a':
         legg21_table[row]['DisRef'] = 'Scho10.8'
     if source['DisRef'] == 'Scholz_2010b':
@@ -100,68 +171,122 @@ def add_publications(db):
         legg21_table[row]['DisRef'] = 'Delo08.961'
     if source['DisRef'] == 'Burningham_2010a':
         legg21_table[row]['DisRef'] = 'Burn10.1952'
+
     if source['DisRef'] == 'Burningham_2010b':
         legg21_table[row]['DisRef'] = 'Burn10.1885'
+    if source['r_SpType'] == 'Burningham_2010b':
+        legg21_table[row]['r_SpType'] = 'Burn10.1885'
+
     if source['DisRef'] == 'Burgasser_2002':
         legg21_table[row]['DisRef'] = 'Burg02.421'
+
+    if source['r_SpType'] == 'Burgasser_2006':
+        legg21_table[row]['r_SpType'] = 'Burg06.1067'
+
+    if source['r_SpType'] == 'Burgasser_2010b':  # Error in Leggett 2021
+        legg21_table[row]['r_SpType'] = 'Burg02.421'
+
     if source['DisRef'] == 'Warren_2007':
         legg21_table[row]['DisRef'] = 'Warr07.1400'
     if source['DisRef'] == 'Burgasser_2004':
         legg21_table[row]['DisRef'] = 'Burg04.2856'
     if source['DisRef'] == 'Lodieu_2009':
         legg21_table[row]['DisRef'] = 'Lodi09.258'
+
     if source['DisRef'] == 'Cushing_2011':
         legg21_table[row]['DisRef'] = 'Cush11.50'
+    if source['r_SpType'] == 'Cushing_2011':
+        legg21_table[row]['r_SpType'] = 'Cush11.50'
+
+    if source['r_SpType'] == 'this_work':
+        legg21_table[row]['r_SpType'] = 'Legg21'
+
+    if source['r_SpType'] == 'Liu_2011':
+        legg21_table[row]['r_SpType'] = 'Liu_11.108'
+
+    if source['r_SpType'] == 'Lodieu_2012':
+        legg21_table[row]['r_SpType'] = 'Lodi12.53'
+
+    if source['r_SpType'] == 'Burningham_2010a':
+        legg21_table[row]['r_SpType'] = 'Burn10.1885'
     # write out modified table
 
 # print(legg21_table['DisRef'])
 
 #  Check if all sources are in the database
-legg21_sources = legg21_table['Survey', 'RA', 'Decl.', 'DisRef']
+# legg21_sources = legg21_table['Survey', 'RA', 'Decl.', 'DisRef']
 source_strings = []
 discovery_refs = []
 ras = []
 decs = []
 other_references = []
+sp_types = []
+sp_type_refs = []
 
-for row, source in enumerate(legg21_sources):
+
+for row, source in enumerate(legg21_table):
     source_string = f"{source['Survey']} J{source['RA']}{source['Decl.']}"
     source_strings.append(source_string)
 
-    # convert ra and dec to decimal string
-    ra_seconds = source['RA'][4:]
-    if float(ra_seconds) > 60.0:
-        ra_seconds = f"{source['RA'][4:6]}.{source['RA'][6:]}"
-    ra_sexg = f"{source['RA'][0:2]}h{source['RA'][2:4]}m{ra_seconds}s"
-    dec_seconds = source['Decl.'][5:]
-    if float(dec_seconds) > 60.0:
-        dec_seconds = f"{source['Decl.'][5:7]}.{source['Decl.'][7:]}"
-    dec_sexg = f"{source['Decl.'][0:3]}d{source['Decl.'][3:5]}m{dec_seconds}s"
-    coord = SkyCoord(ra_sexg, dec_sexg)
-    ra = coord.ra.degree
-    dec = coord.dec.degree
-    ras.append(ra)
-    decs.append(dec)
+    # ra, dec = convert_radec_to_decimal(source)
+    # ras.append(ra)
+    # decs.append(dec)
+    # print(row, source_string, ra, dec)
 
-    print(row, source_string, ra, dec)
+    #  Deal with discover ref and references
+    # discovery_ref = convert_ref_name(source['DisRef'])
+    # discovery_refs.append(discovery_ref)
+    # try:
+    #     legg21_second_ref = source['DisRef'].split()[1]
+    #     second_ref = convert_ref_name(legg21_second_ref)
+    #     other_references.append(second_ref)
+    #     # print(f"other ref: {ref}")
+    # except IndexError:
+    #     other_references.append(None)
+
+    # convert Legg21 SpType to string
+    legg21_sptype_code_base = source['SpType'].split('.')[0]
+    half_int = source['SpType'].split('.')[1][0]
+    if half_int == '5':
+        half_int_string = '.5'
+    elif half_int == '0':
+        half_int_string = ''
+    else:
+        msg = f"Unexpected half integer {half_int} for {source_string}"
+        raise SimpleError(msg)
 
-    # convert reference names
-    first_ref = source['DisRef'].split()[0]
-    # print(first_ref)
-    discovery_ref = find_publication(db, first_ref)
-    # print(discovery_ref)
-    ref = discovery_ref[1]
-    # print(ref)
-    discovery_refs.append(ref)
     try:
-        second_ref = source['DisRef'].split()[1]
-        other_ref = find_publication(db, second_ref)
-        ref = other_ref[1]
-        other_references.append(ref)
-        # print(f"other ref: {ref}")
+        suffix = source['SpType'].split()[1]
     except IndexError:
-        other_references.append(None)
+        suffix = None
+
+    if float(legg21_sptype_code_base) <= 9:
+        sp_type_string = f"T{legg21_sptype_code_base}{half_int_string}"
+    elif float(legg21_sptype_code_base) >= 10:
+        sp_type_string = f"Y{legg21_sptype_code_base[1]}{half_int_string}"
+    else:
+        msg = "Unexpected spectral type code"
+        raise SimpleError
+    if suffix:
+        sp_type_string = f"{sp_type_string} {suffix}"
+
+    sp_types.append(sp_type_string)
+
+    sp_type_ref = convert_ref_name(source['r_SpType'])
+    print(source_string, sp_type_ref)
+    sp_type_refs.append(sp_type_ref)
+
+# ingest_sources(db, source_strings, ras=ras, decs=decs,
+#               references=discovery_refs, other_references=other_references)
+
+# ingest spectral types
+ingest_spectral_types(db, source_strings, sp_types, sp_type_refs)
+
+
+# ingest NIR photometry
+
+# ingest Spitzer photometry
 
+# ingest WISE photometry
 
-ingest_sources(db, source_strings, ras=ras, decs=decs,
-               references=discovery_refs, other_references=other_references)
\ No newline at end of file
+# ingest Other Names
\ No newline at end of file

From 25a97f6bca21e102454b935a328b5ed57f5b9fda Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Sun, 23 Oct 2022 12:18:33 -0400
Subject: [PATCH 08/27] more work on refs

---
 scripts/ingests/21Legg_ingest.py | 290 +++++++++++++++++++++----------
 1 file changed, 202 insertions(+), 88 deletions(-)

diff --git a/scripts/ingests/21Legg_ingest.py b/scripts/ingests/21Legg_ingest.py
index 9c4c17ac1..c6c207907 100644
--- a/scripts/ingests/21Legg_ingest.py
+++ b/scripts/ingests/21Legg_ingest.py
@@ -40,19 +40,8 @@ def add_publications(db):
     ingest_publication(db, bibcode='2019ApJ...881...17M')
     ingest_publication(db, bibcode='2021ApJ...918...11L')
     ingest_publication(db, bibcode='2020ApJ...889..176F')
+    ingest_publication(db, publication='Pinf14.priv', description='P. Pinfield and M. Gromadzki, private communication 2014')
 
-    db.Publications.update().where(db.Publications.c.publication == 'Mace13').values(publication='Mace13.6').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Mace13b').values(publication='Mace13.36').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Pinf14').values(publication='Pinf14.1931').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Pinf14a').values(publication='Pinf14.1009').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Scho10a').values(
-        publication='Scho10.92').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Scho10b').values(
-        publication='Scho10.8').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Tinn05a').values(
-        publication='Tinn05.1171').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Tinn05b').values(
-        publication='Tinn05.2326').execute()
     db.Publications.update().where(db.Publications.c.publication == 'Delo08a').values(
         publication='Delo08.961').execute()
     db.Publications.update().where(db.Publications.c.publication == 'Delo08b').values(
@@ -61,16 +50,29 @@ def add_publications(db):
         publication='Burn10.1952').execute()
     db.Publications.update().where(db.Publications.c.publication == 'Burn10b').values(
         publication='Burn10.1885').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burn11').values(
+        publication='Burn11.3590').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burn11b').values(
+        publication='Burn11.90').execute()
+
     db.Publications.update().where(db.Publications.c.publication == 'Burg02a').values(
         publication='Burg02.421').execute()
     db.Publications.update().where(db.Publications.c.publication == 'Burg02b').values(
         publication='Burg02.2744').execute()
     db.Publications.update().where(db.Publications.c.publication == 'Burg02c').values(
         publication='Burg02.151').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Warr07').values(
-        publication='Warr07.1400').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Warr07a').values(
-        publication='Warr07.213').execute()
+
+    db.Publications.update().where(db.Publications.c.publication == 'Burg03d').values(
+        publication='Burg03.510').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg03b').values(
+        publication='Burg03.512').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg03c').values(
+        publication='Burg03.1186').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg03e').values(
+        publication='Burg03.2487').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg03a').values(
+        publication='Burg03.850').execute()
+
     db.Publications.update().where(db.Publications.c.publication == 'Burg04c').values(
         publication='Burg04.73').execute()
     db.Publications.update().where(db.Publications.c.publication == 'Burg04a').values(
@@ -79,10 +81,38 @@ def add_publications(db):
         publication='Burg04.2856').execute()
     db.Publications.update().where(db.Publications.c.publication == 'Burg04d').values(
         publication='Burg04.191').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg06c').values(
+        publication='Burg06.1095').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg06e').values(
+        publication='Burg06.585').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg06b').values(
+        publication='Burg06.1067').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg06a').values(
+        publication='Burg06.1007').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg06d').values(
+        publication='Burg06.1485').execute()
+
+    db.Publications.update().where(db.Publications.c.publication == 'Cush11').values(
+        publication='Cush11.50').execute()
+
+    db.Publications.update().where(db.Publications.c.publication == 'Dupu15a').values(
+        publication='Dupu15.102').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Dupu15b').values(
+        publication='Dupu15.56').execute()
+
+    db.Publications.update().where(db.Publications.c.publication == 'Geli11').values(
+        publication='Geli11.57').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Geli11b').values(
+        publication='Geli11.871').execute()
+
     db.Publications.update().where(db.Publications.c.publication == 'Lodi09b').values(
         publication='Lodi09.1631').execute()
     db.Publications.update().where(db.Publications.c.publication == 'Lodi09d').values(
         publication='Lodi09.258').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Lodi07a').values(
+        publication='Lodi07.1423').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Lodi07b').values(
+        publication='Lodi07.372').execute()
     db.Publications.update().where(db.Publications.c.publication == 'Lodi12a').values(
         publication='Lodi12.1495').execute()
     db.Publications.update().where(db.Publications.c.publication == 'Lodi12b').values(
@@ -91,24 +121,52 @@ def add_publications(db):
         publication='Lodi12.53').execute()
     db.Publications.delete().where(db.Publications.c.publication == 'Lodi12').execute()
 
-    db.Publications.update().where(db.Publications.c.publication == 'Cush11').values(
-        publication='Cush11.50').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burg06c').values(
-        publication='Burg06.1095').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burg06e').values(
-        publication='Burg06.585').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burg06b').values(
-        publication='Burg06.1067').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burg06a').values(
-        publication='Burg06.1007').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burg06d').values(
-        publication='Burg06.1485').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Loop07a').values(
+        publication='Loop07.1162').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Loop07b').values(
+        publication='Loop07.97').execute()
 
     db.Publications.update().where(db.Publications.c.publication == 'Liu_11a').values(
         publication='Liu_11.32').execute()
     db.Publications.update().where(db.Publications.c.publication == 'Liu_11b').values(
         publication='Liu_11.108').execute()
 
+    db.Publications.update().where(db.Publications.c.publication == 'Luhm12').values(
+        publication='Luhm12.135').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Luhm12d').values(
+        publication='Luhm12.152').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Luhm14b').values(
+        publication='Luhm14.18').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Luhm14d').values(
+        publication='Luhm14.16').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Luhm14a').values(
+        publication='Luhm14.4').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Luhm14c').values(
+        publication='Luhm14.126').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Luhm14e').values(
+        publication='Luhm14.6').execute()
+
+    db.Publications.update().where(db.Publications.c.publication == 'Mace13').values(
+        publication='Mace13.6').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Mace13b').values(
+        publication='Mace13.36').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Pinf14').values(
+        publication='Pinf14.1931').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Pinf14a').values(
+        publication='Pinf14.1009').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Scho10a').values(
+        publication='Scho10.92').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Scho10b').values(
+        publication='Scho10.8').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Tinn05a').values(
+        publication='Tinn05.1171').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Tinn05b').values(
+        publication='Tinn05.2326').execute()
+
+    db.Publications.update().where(db.Publications.c.publication == 'Warr07').values(
+        publication='Warr07.1400').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Warr07a').values(
+        publication='Warr07.213').execute()
 
 def convert_ref_name(reference):
     # convert reference names
@@ -128,6 +186,97 @@ def convert_ref_name(reference):
 
 #  for all cases in the table, search and replace these strings
 for row, source in enumerate(legg21_table):
+    if source['DisRef'] == 'Burningham_2010a':
+        legg21_table[row]['DisRef'] = 'Burn10.1952'
+
+    if source['DisRef'] == 'Burningham_2010b':
+        legg21_table[row]['DisRef'] = 'Burn10.1885'
+    if source['r_SpType'] == 'Burningham_2010b':
+        legg21_table[row]['r_SpType'] = 'Burn10.1885'
+
+    if source['DisRef'] == 'Burningham_2011':
+        legg21_table[row]['DisRef'] = 'Burn11.90'
+    if source['r_SpType'] == 'Burningham_2011':
+        legg21_table[row]['r_SpType'] = 'Burn11.90'
+
+    if source['DisRef'] == 'Burgasser_2002':
+        legg21_table[row]['DisRef'] = 'Burg02.421'
+
+    if source['DisRef'] == 'Burgasser_2003':
+        legg21_table[row]['DisRef'] = 'Burg03.2487'
+    if source['r_SpType'] == 'Burgasser_2003':
+        legg21_table[row]['r_SpType'] = 'Burg03.2487'
+
+    if source['r_SpType'] == 'Burgasser_2006':
+        legg21_table[row]['r_SpType'] = 'Burg06.1067'
+
+    if source['DisRef'] == 'Burgasser_2004':
+        legg21_table[row]['DisRef'] = 'Burg04.2856'
+
+    if source['r_SpType'] == 'Burgasser_2010b':  # Error in Leggett 2021
+        legg21_table[row]['r_SpType'] = 'Burg02.421'
+
+    if source['r_SpType'] == 'Burningham_2010a':
+        legg21_table[row]['r_SpType'] = 'Burn10.1885'
+
+    if source['DisRef'] == 'Cushing_2011':
+        legg21_table[row]['DisRef'] = 'Cush11.50'
+    if source['r_SpType'] == 'Cushing_2011':
+        legg21_table[row]['r_SpType'] = 'Cush11.50'
+
+    if source['DisRef'] == 'Delorme_2008':
+        legg21_table[row]['DisRef'] = 'Delo08.961'
+
+    if source['r_SpType'] == 'Dupuy_2015':
+        legg21_table[row]['r_SpType'] = 'Dupu15.102'
+
+    if source['r_SpType'] == 'Gelino_2011':
+        legg21_table[row]['r_SpType'] = 'Geli11.57'
+
+    if source['DisRef'] == 'Kirkpatrick_2012':
+        legg21_table[row]['DisRef'] = 'Kirk12'
+    if source['r_SpType'] == 'Kirkpatrick_2012':
+        legg21_table[row]['r_SpType'] = 'Kirk12'
+
+    if source['DisRef'] == 'Kirkpatrick_2013':
+        legg21_table[row]['DisRef'] = 'Kirk13'
+    if source['r_SpType'] == 'Kirkpatrick_2013':
+        legg21_table[row]['r_SpType'] = 'Kirk13'
+
+    if source['DisRef'] == 'Lodieu_2007':
+        legg21_table[row]['DisRef'] = 'Lodi07.1423'
+    if source['r_SpType'] == 'Lodieu_2007':
+        legg21_table[row]['r_SpType'] = 'Lodi07.1423'
+    if source['DisRef'] == 'Lodieu_2009':
+        legg21_table[row]['DisRef'] = 'Lodi09.258'
+    if source['r_SpType'] == 'Lodieu_2009':
+        legg21_table[row]['r_SpType'] = 'Lodi09.258'
+
+    if source['DisRef'] == 'Lodieu_2012':
+        legg21_table[row]['DisRef'] = 'Lodi12.53'
+    if source['r_SpType'] == 'Lodieu_2012':
+        legg21_table[row]['r_SpType'] = 'Lodi12.53'
+
+    if source['DisRef'] == 'Looper_2007':
+        legg21_table[row]['DisRef'] = 'Loop07.1162'
+    if source['r_SpType'] == 'Looper_2007':
+        legg21_table[row]['r_SpType'] = 'Loop07.1162'
+
+    if source['r_SpType'] == 'this_work':
+        legg21_table[row]['r_SpType'] = 'Legg21'
+
+    if source['r_SpType'] == 'Liu_2011':
+        legg21_table[row]['r_SpType'] = 'Liu_11.108'
+
+    if source['r_SpType'] == 'Liu_2011':
+        legg21_table[row]['r_SpType'] = 'Liu_11.108'
+
+    if source['DisRef'] == 'Lucas_2010':
+        legg21_table[row]['DisRef'] = 'Luca10'
+
+    if source['DisRef'] == 'Luhman_2014':
+        legg21_table[row]['DisRef'] = 'Luhm14.18'
+
     if source['DisRef'] == 'Meisner_2020a':
         legg21_table[row]['DisRef'] = 'Meis20.74'
     if source['r_SpType'] == 'Meisner_2020a':
@@ -155,60 +304,25 @@ def convert_ref_name(reference):
 
     if source['DisRef'] == 'Pinfield_2014b':
         legg21_table[row]['DisRef'] = 'Pinf14.1931'
+    if source['r_SpType'] == 'Pinfield_2014b':
+        legg21_table[row]['r_SpType'] = 'Pinf14.1931'
 
-    if source['DisRef'] == 'Kirkpatrick_2012':
-        legg21_table[row]['DisRef'] = 'Kirk12'
-    if source['r_SpType'] == 'Kirkpatrick_2012':
-        legg21_table[row]['r_SpType'] = 'Kirk12'
+    if source['r_SpType'] == 'Pinfield_Gromadzki_2014':
+        legg21_table[row]['r_SpType'] = 'Pinf14.priv'
 
     if source['DisRef'] == 'Scholz_2010a':
         legg21_table[row]['DisRef'] = 'Scho10.8'
+    if source['r_SpType'] == 'Scholz_2010a':
+        legg21_table[row]['r_SpType'] = 'Scho10.8'
     if source['DisRef'] == 'Scholz_2010b':
         legg21_table[row]['DisRef'] = 'Scho10.92'
     if source['DisRef'] == 'Tinney_2005':
         legg21_table[row]['DisRef'] = 'Tinn05.2326'
-    if source['DisRef'] == 'Delorme_2008':
-        legg21_table[row]['DisRef'] = 'Delo08.961'
-    if source['DisRef'] == 'Burningham_2010a':
-        legg21_table[row]['DisRef'] = 'Burn10.1952'
-
-    if source['DisRef'] == 'Burningham_2010b':
-        legg21_table[row]['DisRef'] = 'Burn10.1885'
-    if source['r_SpType'] == 'Burningham_2010b':
-        legg21_table[row]['r_SpType'] = 'Burn10.1885'
-
-    if source['DisRef'] == 'Burgasser_2002':
-        legg21_table[row]['DisRef'] = 'Burg02.421'
-
-    if source['r_SpType'] == 'Burgasser_2006':
-        legg21_table[row]['r_SpType'] = 'Burg06.1067'
-
-    if source['r_SpType'] == 'Burgasser_2010b':  # Error in Leggett 2021
-        legg21_table[row]['r_SpType'] = 'Burg02.421'
 
     if source['DisRef'] == 'Warren_2007':
         legg21_table[row]['DisRef'] = 'Warr07.1400'
-    if source['DisRef'] == 'Burgasser_2004':
-        legg21_table[row]['DisRef'] = 'Burg04.2856'
-    if source['DisRef'] == 'Lodieu_2009':
-        legg21_table[row]['DisRef'] = 'Lodi09.258'
-
-    if source['DisRef'] == 'Cushing_2011':
-        legg21_table[row]['DisRef'] = 'Cush11.50'
-    if source['r_SpType'] == 'Cushing_2011':
-        legg21_table[row]['r_SpType'] = 'Cush11.50'
 
-    if source['r_SpType'] == 'this_work':
-        legg21_table[row]['r_SpType'] = 'Legg21'
 
-    if source['r_SpType'] == 'Liu_2011':
-        legg21_table[row]['r_SpType'] = 'Liu_11.108'
-
-    if source['r_SpType'] == 'Lodieu_2012':
-        legg21_table[row]['r_SpType'] = 'Lodi12.53'
-
-    if source['r_SpType'] == 'Burningham_2010a':
-        legg21_table[row]['r_SpType'] = 'Burn10.1885'
     # write out modified table
 
 # print(legg21_table['DisRef'])
@@ -228,21 +342,21 @@ def convert_ref_name(reference):
     source_string = f"{source['Survey']} J{source['RA']}{source['Decl.']}"
     source_strings.append(source_string)
 
-    # ra, dec = convert_radec_to_decimal(source)
-    # ras.append(ra)
-    # decs.append(dec)
-    # print(row, source_string, ra, dec)
-
-    #  Deal with discover ref and references
-    # discovery_ref = convert_ref_name(source['DisRef'])
-    # discovery_refs.append(discovery_ref)
-    # try:
-    #     legg21_second_ref = source['DisRef'].split()[1]
-    #     second_ref = convert_ref_name(legg21_second_ref)
-    #     other_references.append(second_ref)
-    #     # print(f"other ref: {ref}")
-    # except IndexError:
-    #     other_references.append(None)
+    ra, dec = convert_radec_to_decimal(source)
+    ras.append(ra)
+    decs.append(dec)
+    print(row, source_string, ra, dec)
+
+    #  Deal with discovery ref and references
+    discovery_ref = convert_ref_name(source['DisRef'])
+    discovery_refs.append(discovery_ref)
+    try:
+        legg21_second_ref = source['DisRef'].split()[1]
+        second_ref = convert_ref_name(legg21_second_ref)
+        other_references.append(second_ref)
+        # print(f"other ref: {ref}")
+    except IndexError:
+        other_references.append(None)
 
     # convert Legg21 SpType to string
     legg21_sptype_code_base = source['SpType'].split('.')[0]
@@ -273,14 +387,14 @@ def convert_ref_name(reference):
     sp_types.append(sp_type_string)
 
     sp_type_ref = convert_ref_name(source['r_SpType'])
-    print(source_string, sp_type_ref)
+    print(source_string, discovery_ref, sp_type_ref)
     sp_type_refs.append(sp_type_ref)
 
-# ingest_sources(db, source_strings, ras=ras, decs=decs,
-#               references=discovery_refs, other_references=other_references)
+ingest_sources(db, source_strings, ras=ras, decs=decs,
+               references=discovery_refs, other_references=other_references)
 
 # ingest spectral types
-ingest_spectral_types(db, source_strings, sp_types, sp_type_refs)
+ingest_spectral_types(db, source_strings, sp_types, sp_type_refs, regimes='nir')
 
 
 # ingest NIR photometry

From 8e4432f98c8f1ba446ec07a3b2e23cb5eb5db75f Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Sun, 23 Oct 2022 12:19:17 -0400
Subject: [PATCH 09/27] small improvements to ingest functions

---
 scripts/ingests/ingest_utils.py | 2 +-
 scripts/ingests/utils.py        | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/scripts/ingests/ingest_utils.py b/scripts/ingests/ingest_utils.py
index ad7678389..21acf6d51 100644
--- a/scripts/ingests/ingest_utils.py
+++ b/scripts/ingests/ingest_utils.py
@@ -324,7 +324,7 @@ def find_survey_name_in_simbad(sources, desig_prefix, source_id_index=None):
 
 
 # SPECTRAL TYPES
-def ingest_spectral_types(db, sources, spectral_types, references, regimes, spectral_type_error=None,
+def ingest_spectral_types(db, sources, spectral_types, references, regimes=None, spectral_type_error=None,
                           comments=None):
     """
     Script to ingest spectral types
diff --git a/scripts/ingests/utils.py b/scripts/ingests/utils.py
index f7161ebf5..dbb9f8bf1 100644
--- a/scripts/ingests/utils.py
+++ b/scripts/ingests/utils.py
@@ -446,7 +446,7 @@ def ingest_publication(db, doi: str = None, bibcode: str = None, publication: st
         bibcode_add = bibcode
         doi_add = doi
 
-    if publication and not use_ads:
+    if publication and not bibcode and not doi:
         name_add = publication
         using = 'user input'
 

From 9c37324c23c8ee04fb9fb2d684712e3d8e24db7f Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Sun, 23 Oct 2022 22:35:03 -0400
Subject: [PATCH 10/27] ingest sources and spectral types working!

---
 scripts/ingests/21Legg_ingest.py | 118 +++++++++++++++++++++++--------
 1 file changed, 90 insertions(+), 28 deletions(-)

diff --git a/scripts/ingests/21Legg_ingest.py b/scripts/ingests/21Legg_ingest.py
index c6c207907..2b22d3b13 100644
--- a/scripts/ingests/21Legg_ingest.py
+++ b/scripts/ingests/21Legg_ingest.py
@@ -1,10 +1,11 @@
 import logging
-
 from astropy.io import ascii
 from scripts.ingests.utils import *
 from scripts.ingests.ingest_utils import *
 from astropy.utils.exceptions import AstropyWarning
 
+# TODO: Figure out binaries
+# TODO: figure out Burgasser10 duplicate
 
 warnings.simplefilter('ignore', category=AstropyWarning)
 
@@ -12,7 +13,7 @@
 RECREATE_DB = True  # recreates the .db file from the data files
 db = load_simpledb('SIMPLE.db', recreatedb=RECREATE_DB)
 
-logger.setLevel(logging.WARNING)
+logger.setLevel(logging.INFO)
 
 
 def convert_radec_to_decimal(source):
@@ -40,12 +41,9 @@ def add_publications(db):
     ingest_publication(db, bibcode='2019ApJ...881...17M')
     ingest_publication(db, bibcode='2021ApJ...918...11L')
     ingest_publication(db, bibcode='2020ApJ...889..176F')
-    ingest_publication(db, publication='Pinf14.priv', description='P. Pinfield and M. Gromadzki, private communication 2014')
+    ingest_publication(db, publication='Pinf14.priv',
+                       description='P. Pinfield and M. Gromadzki, private communication 2014')
 
-    db.Publications.update().where(db.Publications.c.publication == 'Delo08a').values(
-        publication='Delo08.961').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Delo08b').values(
-        publication='Delo08.469').execute()
     db.Publications.update().where(db.Publications.c.publication == 'Burn10').values(
         publication='Burn10.1952').execute()
     db.Publications.update().where(db.Publications.c.publication == 'Burn10b').values(
@@ -55,6 +53,13 @@ def add_publications(db):
     db.Publications.update().where(db.Publications.c.publication == 'Burn11b').values(
         publication='Burn11.90').execute()
 
+    db.Publications.update().where(db.Publications.c.publication == 'Burg00a').values(
+        publication='Burg00.57').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg00b').values(
+        publication='Burg00.473').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Burg00c').values(
+        publication='Burg00.1100').execute()
+
     db.Publications.update().where(db.Publications.c.publication == 'Burg02a').values(
         publication='Burg02.421').execute()
     db.Publications.update().where(db.Publications.c.publication == 'Burg02b').values(
@@ -95,6 +100,11 @@ def add_publications(db):
     db.Publications.update().where(db.Publications.c.publication == 'Cush11').values(
         publication='Cush11.50').execute()
 
+    db.Publications.update().where(db.Publications.c.publication == 'Delo08a').values(
+        publication='Delo08.961').execute()
+    db.Publications.update().where(db.Publications.c.publication == 'Delo08b').values(
+        publication='Delo08.469').execute()
+
     db.Publications.update().where(db.Publications.c.publication == 'Dupu15a').values(
         publication='Dupu15.102').execute()
     db.Publications.update().where(db.Publications.c.publication == 'Dupu15b').values(
@@ -186,18 +196,14 @@ def convert_ref_name(reference):
 
 #  for all cases in the table, search and replace these strings
 for row, source in enumerate(legg21_table):
-    if source['DisRef'] == 'Burningham_2010a':
-        legg21_table[row]['DisRef'] = 'Burn10.1952'
-
-    if source['DisRef'] == 'Burningham_2010b':
-        legg21_table[row]['DisRef'] = 'Burn10.1885'
-    if source['r_SpType'] == 'Burningham_2010b':
-        legg21_table[row]['r_SpType'] = 'Burn10.1885'
+    # if row == 319 or row == 215 or row == 216 or row == 210 or \
+    #         row == 166 or row == 176 or row == 145 or row == 124 or \
+    #         row ==320 or row ==326:
+    #     # print(row, source['DisRef'])
+    #     # print(row, source['r_SpType'])
 
-    if source['DisRef'] == 'Burningham_2011':
-        legg21_table[row]['DisRef'] = 'Burn11.90'
-    if source['r_SpType'] == 'Burningham_2011':
-        legg21_table[row]['r_SpType'] = 'Burn11.90'
+    if source['DisRef'] == 'Burgasser_2000':
+        legg21_table[row]['DisRef'] = 'Burg00.57'
 
     if source['DisRef'] == 'Burgasser_2002':
         legg21_table[row]['DisRef'] = 'Burg02.421'
@@ -213,11 +219,37 @@ def convert_ref_name(reference):
     if source['DisRef'] == 'Burgasser_2004':
         legg21_table[row]['DisRef'] = 'Burg04.2856'
 
+    if 'Burningham_2010a' in source['DisRef']:
+        b10_split = source['DisRef'].split()
+        try:
+            new = 'Burn10.1885 ' + b10_split[1]
+        except IndexError:
+            new = 'Burn10.1885'
+        legg21_table[row]['DisRef'] = new
+    if source['r_SpType'] == 'Burningham_2010a':
+        legg21_table[row]['r_SpType'] = 'Burn10.1885'
+
+    if 'Burningham_2010b' in source['DisRef']:
+        b10b_split = source['DisRef'].split()
+        try:
+            if b10b_split[0] == 'Burningham_2010b':
+                new = 'Burn10.1885 ' + b10b_split[1]
+            elif b10b_split[1] == 'Burningham_2010b':
+                new = b10b_split[0] + ' Burn10.1885 '
+        except IndexError:
+            new = 'Burn10.1885'
+        legg21_table[row]['DisRef'] = new
+
+    # TODO: Need to fix this
+    if source['r_SpType'] == 'Burningham_2010b':
+        legg21_table[row]['r_SpType'] = 'Burn10.1885'
     if source['r_SpType'] == 'Burgasser_2010b':  # Error in Leggett 2021
         legg21_table[row]['r_SpType'] = 'Burg02.421'
 
-    if source['r_SpType'] == 'Burningham_2010a':
-        legg21_table[row]['r_SpType'] = 'Burn10.1885'
+    if source['DisRef'] == 'Burningham_2011':
+        legg21_table[row]['DisRef'] = 'Burn11.90'
+    if source['r_SpType'] == 'Burningham_2011':
+        legg21_table[row]['r_SpType'] = 'Burn11.90'
 
     if source['DisRef'] == 'Cushing_2011':
         legg21_table[row]['DisRef'] = 'Cush11.50'
@@ -233,8 +265,14 @@ def convert_ref_name(reference):
     if source['r_SpType'] == 'Gelino_2011':
         legg21_table[row]['r_SpType'] = 'Geli11.57'
 
-    if source['DisRef'] == 'Kirkpatrick_2012':
-        legg21_table[row]['DisRef'] = 'Kirk12'
+    if 'Kirkpatrick_2012' in source['DisRef']:
+        k12_split = source['DisRef'].split()
+        try:
+            new = 'Kirk12 ' + k12_split[1]
+        except IndexError:
+            new = 'Kirk12'
+        legg21_table[row]['DisRef'] = new
+
     if source['r_SpType'] == 'Kirkpatrick_2012':
         legg21_table[row]['r_SpType'] = 'Kirk12'
 
@@ -274,6 +312,9 @@ def convert_ref_name(reference):
     if source['DisRef'] == 'Lucas_2010':
         legg21_table[row]['DisRef'] = 'Luca10'
 
+    if source['DisRef'] == 'Luhman_2012':
+        legg21_table[row]['DisRef'] = 'Luhm12.135'
+
     if source['DisRef'] == 'Luhman_2014':
         legg21_table[row]['DisRef'] = 'Luhm14.18'
 
@@ -310,18 +351,39 @@ def convert_ref_name(reference):
     if source['r_SpType'] == 'Pinfield_Gromadzki_2014':
         legg21_table[row]['r_SpType'] = 'Pinf14.priv'
 
-    if source['DisRef'] == 'Scholz_2010a':
-        legg21_table[row]['DisRef'] = 'Scho10.8'
+    if 'Scholz_2010a' in source['DisRef']:
+        s10_split = source['DisRef'].split()
+        try:
+            new = s10_split[0] + ' Scho10.8'
+        except IndexError:
+            new = 'Scho10.8'
+        legg21_table[row]['DisRef'] = new
+
     if source['r_SpType'] == 'Scholz_2010a':
         legg21_table[row]['r_SpType'] = 'Scho10.8'
-    if source['DisRef'] == 'Scholz_2010b':
-        legg21_table[row]['DisRef'] = 'Scho10.92'
+
+    if 'Scholz_2010b' in source['DisRef']:
+        s10b_split = source['DisRef'].split()
+        try:
+            if s10b_split[0] == 'Scholz_2010b':
+                new = 'Scho10.92 ' + s10b_split[1]
+            elif s10b_split[1] == 'Scholz_2010b':
+                new = s10b_split[0] + ' Scho10.92'
+        except IndexError:
+            new = 'Scho10.92'
+        legg21_table[row]['DisRef'] = new
+
     if source['DisRef'] == 'Tinney_2005':
         legg21_table[row]['DisRef'] = 'Tinn05.2326'
 
     if source['DisRef'] == 'Warren_2007':
         legg21_table[row]['DisRef'] = 'Warr07.1400'
 
+    # if row == 319 or row == 215 or row == 216 or row == 210 or \
+    #         row == 166 or row == 176 or row == 145 or row == 124 or \
+    #         row == 320 or row == 326:
+    #     print(row, legg21_table[row]['DisRef'])
+    #     print(row, legg21_table[row]['r_SpType'])
 
     # write out modified table
 
@@ -356,6 +418,7 @@ def convert_ref_name(reference):
         other_references.append(second_ref)
         # print(f"other ref: {ref}")
     except IndexError:
+        second_ref = ''
         other_references.append(None)
 
     # convert Legg21 SpType to string
@@ -387,13 +450,12 @@ def convert_ref_name(reference):
     sp_types.append(sp_type_string)
 
     sp_type_ref = convert_ref_name(source['r_SpType'])
-    print(source_string, discovery_ref, sp_type_ref)
+    print(source_string, discovery_ref, sp_type_ref, 'SECOND: ', second_ref)
     sp_type_refs.append(sp_type_ref)
 
 ingest_sources(db, source_strings, ras=ras, decs=decs,
                references=discovery_refs, other_references=other_references)
 
-# ingest spectral types
 ingest_spectral_types(db, source_strings, sp_types, sp_type_refs, regimes='nir')
 
 

From 61f8395431377b43f0c9b7a38ea7e9064672e8a6 Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Sun, 23 Oct 2022 22:35:16 -0400
Subject: [PATCH 11/27] fixes to ingest functions

---
 scripts/ingests/ingest_utils.py | 15 +++++++++++----
 scripts/ingests/utils.py        |  2 +-
 2 files changed, 12 insertions(+), 5 deletions(-)

diff --git a/scripts/ingests/ingest_utils.py b/scripts/ingests/ingest_utils.py
index 21acf6d51..702ccf2d5 100644
--- a/scripts/ingests/ingest_utils.py
+++ b/scripts/ingests/ingest_utils.py
@@ -104,7 +104,7 @@ def ingest_sources(db, sources, references=None, ras=None, decs=None, comments=N
         if len(name_matches) == 1 and search_db:  # Source is already in database
             n_existing += 1
             msg1 = f"{i}: Skipping {source}. Already in database as {name_matches[0]}. \n "
-            logger.info(msg1)
+            logger.debug(msg1)
 
             # Figure out if ingest name is an alternate name and add
             db_matches = db.search_object(source, output_table='Sources', fuzzy_search=False)
@@ -112,7 +112,7 @@ def ingest_sources(db, sources, references=None, ras=None, decs=None, comments=N
                 alt_names_data = [{'source': name_matches[0], 'other_name': source}]
                 try:
                     db.Names.insert().execute(alt_names_data)
-                    logger.info(f"{i}: Name added to database: {alt_names_data}\n")
+                    logger.debug(f"{i}: Name added to database: {alt_names_data}\n")
                     n_alt_names += 1
                 except sqlalchemy.exc.IntegrityError as e:
                     msg = f"{i}: Could not add {alt_names_data} to database"
@@ -188,7 +188,7 @@ def ingest_sources(db, sources, references=None, ras=None, decs=None, comments=N
             db.Sources.insert().execute(source_data)
             n_added += 1
             msg = f"Added {str(source_data)}"
-            logger.info(msg)
+            logger.debug(msg)
         except sqlalchemy.exc.IntegrityError:
             if ma.is_masked(source_data[0]['reference']):  # check if reference is blank
                 msg = f"{i}: Skipping: {source}. Discovery reference is blank. \n"
@@ -364,6 +364,7 @@ def ingest_spectral_types(db, sources, spectral_types, references, regimes=None,
     sources, spectral_types, spectral_type_error, regimes, comments, references = input_values
 
     n_added = 0
+    n_skipped = 0
 
     logger.info(f"Trying to add {n_sources} spectral types")
 
@@ -439,7 +440,9 @@ def ingest_spectral_types(db, sources, spectral_types, references, regimes=None,
                                                                 db.SpectralTypes.c.regime == regimes[i],
                                                                 db.SpectralTypes.c.reference == references[i])).count()
         if check == 1:
-            logger.debug(f'{db_name} already in the database: skipping insert')
+            n_skipped += 1
+            logger.info(f'Spectral type for {db_name} already in the database: skipping insert '
+                         f'{spt_data}')
             continue
 
         logger.debug(f"Trying to insert {spt_data} into Spectral Types table ")
@@ -463,6 +466,10 @@ def ingest_spectral_types(db, sources, spectral_types, references, regimes=None,
                 logger.error(msg)
                 raise SimpleError(msg)
 
+    msg = f"Spectral types added: {n_added} \n" \
+          f"Spectral Types skipped: {n_skipped}"
+    logger.info(msg)
+
 
 def convert_spt_string_to_code(spectral_types):
     """
diff --git a/scripts/ingests/utils.py b/scripts/ingests/utils.py
index dbb9f8bf1..fa54a2853 100644
--- a/scripts/ingests/utils.py
+++ b/scripts/ingests/utils.py
@@ -291,7 +291,7 @@ def find_publication(db, name: str = None, doi: str = None, bibcode: str = None)
                     logger.debug(f'Found {n_pubs_found_short_date} matching publications for '
                                 f'{name} using {shorter_name} and {two_digit_date}')
                     logger.debug(f'{pubs_found_short_date}')
-                    return True, pub
+                    return True, pubs_found_short_date[0]
                 else:
                     logger.warning(f'Found {n_pubs_found_short_date} matching publications for '
                                    f'{name} using {shorter_name} and {two_digit_date}')

From 601f2b28ab798fd6878fcb26a66aaa4c72812e5f Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Sun, 30 Oct 2022 20:14:56 -0400
Subject: [PATCH 12/27] lots of improvements

---
 scripts/ingests/21Legg_ingest.py | 307 ++++++++++---------------------
 1 file changed, 98 insertions(+), 209 deletions(-)

diff --git a/scripts/ingests/21Legg_ingest.py b/scripts/ingests/21Legg_ingest.py
index 2b22d3b13..b3ca9a982 100644
--- a/scripts/ingests/21Legg_ingest.py
+++ b/scripts/ingests/21Legg_ingest.py
@@ -3,17 +3,28 @@
 from scripts.ingests.utils import *
 from scripts.ingests.ingest_utils import *
 from astropy.utils.exceptions import AstropyWarning
+import numpy.ma as ma
 
 # TODO: Figure out binaries
-# TODO: figure out Burgasser10 duplicate
+# A and B: WISE	014656.66	+423410.0
+# A and B: WISEPA	045853.89	+643452.9
+# WISEPC	121756.91	+162640.2
+# 2MASS	122554.32	-273946.6
+# CFBDSIR	145829.00	+101343.0
+# 2MASSI	155302.20	+153236.0
+# WISEPA	171104.60	+350036.8
+# Other names: LHS6176B
+# Other name: Gl423B xiUmaB
+# SDSS141624.08+134826.7B
+# Gl547B 1BD01d2920B
 
 warnings.simplefilter('ignore', category=AstropyWarning)
 
 SAVE_DB = False  # save the data files in addition to modifying the .db file
-RECREATE_DB = True  # recreates the .db file from the data files
+RECREATE_DB = False  # recreates the .db file from the data files
 db = load_simpledb('SIMPLE.db', recreatedb=RECREATE_DB)
 
-logger.setLevel(logging.INFO)
+logger.setLevel(logging.WARNING)
 
 
 def convert_radec_to_decimal(source):
@@ -179,11 +190,58 @@ def add_publications(db):
         publication='Warr07.213').execute()
 
 def convert_ref_name(reference):
+    ref_dict = {'Burgasser_2000': 'Burg00.57',
+                'Burgasser_2002': 'Burg02.421',
+                'Burgasser_2003': 'Burg03.2487',
+                'Burgasser_2006': 'Burg06.1067',
+                'Burgasser_2004': 'Burg04.2856',
+                'Burgasser_2010b': 'Burg02.421',  # Error in Leggett 2021
+                'Burningham_2010a': 'Burn10.1885',
+                'Burningham_2010b': 'Burn10.1885',
+                'Burningham_2011': 'Burn11.90',
+                'Cushing_2011': 'Cush11.50',
+                'Delorme_2008': 'Delo08.961',
+                'Dupuy_2015': 'Dupu15.102',
+                'Gelino_2011': 'Geli11.57',
+                'Kirkpatrick_2012': 'Kirk12',
+                'Kirkpatrick_2013': 'Kirk13',
+                'Liu_2011': 'Liu_11.108',
+                'Lodieu_2007': 'Lodi07.1423',
+                'Lodieu_2009': 'Lodi09.258',
+                'Lodieu_2012': 'Lodi12.53',
+                'Looper_2007': 'Loop07.1162',
+                'this_work': 'Legg21',
+                'Lucas_2010': 'Luca10',
+                'Luhman_2012': 'Luhm12.135',
+                'Luhman_2014': 'Luhm14.18',
+                'Mace_2013a': 'Mace13.6',
+                'Mace_2013b': 'Mace13.36',
+                'Meisner_2020a': 'Meis20.74',
+                'Meisner_2020b': 'Meis20.123',
+                'Pinfield_2014a': 'Pinf14.1009',
+                'Pinfield_2014b': 'Pinf14.1931',
+                'Pinfield_Gromadzki_2014': 'Pinf14.priv',
+                'Scholz_2010a': 'Scho10.8',
+                'Scholz_2010b': 'Scho10.92',
+                'Tinney_2005': 'Tinn05.2326',
+                'Warren_2007': 'Warr07.1400'
+                }
+
     # convert reference names
     first_ref = reference.split()[0]
-    # print(first_ref)
-    simple_ref = find_publication(db, first_ref)[1]
-    # print(discovery_ref)
+    # print('Leggett Ref: ', first_ref)
+    for leggett_ref, simple_ref in ref_dict.items():
+        if first_ref == leggett_ref:
+            first_ref = first_ref.replace(leggett_ref, simple_ref)
+            # print('Replaced: ', first_ref)
+
+    simple_search = find_publication(db, first_ref)
+    if simple_search[0]:
+        simple_ref = simple_search[1]
+    else:
+        msg = f'More than SIMPLE ref found for {first_ref}'
+        raise SimpleError(msg)
+    # print('Simple Ref: ', simple_ref)
     return simple_ref
 
 
@@ -192,214 +250,15 @@ def convert_ref_name(reference):
 
 legg21_table = ascii.read('scripts/ingests/apjac0cfet10_mrt.txt', format='mrt')
 
-# legg21_table.write('scripts/ingests/legg21.csv', overwrite=True, format='ascii.csv')
-
-#  for all cases in the table, search and replace these strings
-for row, source in enumerate(legg21_table):
-    # if row == 319 or row == 215 or row == 216 or row == 210 or \
-    #         row == 166 or row == 176 or row == 145 or row == 124 or \
-    #         row ==320 or row ==326:
-    #     # print(row, source['DisRef'])
-    #     # print(row, source['r_SpType'])
-
-    if source['DisRef'] == 'Burgasser_2000':
-        legg21_table[row]['DisRef'] = 'Burg00.57'
-
-    if source['DisRef'] == 'Burgasser_2002':
-        legg21_table[row]['DisRef'] = 'Burg02.421'
-
-    if source['DisRef'] == 'Burgasser_2003':
-        legg21_table[row]['DisRef'] = 'Burg03.2487'
-    if source['r_SpType'] == 'Burgasser_2003':
-        legg21_table[row]['r_SpType'] = 'Burg03.2487'
-
-    if source['r_SpType'] == 'Burgasser_2006':
-        legg21_table[row]['r_SpType'] = 'Burg06.1067'
-
-    if source['DisRef'] == 'Burgasser_2004':
-        legg21_table[row]['DisRef'] = 'Burg04.2856'
-
-    if 'Burningham_2010a' in source['DisRef']:
-        b10_split = source['DisRef'].split()
-        try:
-            new = 'Burn10.1885 ' + b10_split[1]
-        except IndexError:
-            new = 'Burn10.1885'
-        legg21_table[row]['DisRef'] = new
-    if source['r_SpType'] == 'Burningham_2010a':
-        legg21_table[row]['r_SpType'] = 'Burn10.1885'
-
-    if 'Burningham_2010b' in source['DisRef']:
-        b10b_split = source['DisRef'].split()
-        try:
-            if b10b_split[0] == 'Burningham_2010b':
-                new = 'Burn10.1885 ' + b10b_split[1]
-            elif b10b_split[1] == 'Burningham_2010b':
-                new = b10b_split[0] + ' Burn10.1885 '
-        except IndexError:
-            new = 'Burn10.1885'
-        legg21_table[row]['DisRef'] = new
-
-    # TODO: Need to fix this
-    if source['r_SpType'] == 'Burningham_2010b':
-        legg21_table[row]['r_SpType'] = 'Burn10.1885'
-    if source['r_SpType'] == 'Burgasser_2010b':  # Error in Leggett 2021
-        legg21_table[row]['r_SpType'] = 'Burg02.421'
-
-    if source['DisRef'] == 'Burningham_2011':
-        legg21_table[row]['DisRef'] = 'Burn11.90'
-    if source['r_SpType'] == 'Burningham_2011':
-        legg21_table[row]['r_SpType'] = 'Burn11.90'
-
-    if source['DisRef'] == 'Cushing_2011':
-        legg21_table[row]['DisRef'] = 'Cush11.50'
-    if source['r_SpType'] == 'Cushing_2011':
-        legg21_table[row]['r_SpType'] = 'Cush11.50'
-
-    if source['DisRef'] == 'Delorme_2008':
-        legg21_table[row]['DisRef'] = 'Delo08.961'
-
-    if source['r_SpType'] == 'Dupuy_2015':
-        legg21_table[row]['r_SpType'] = 'Dupu15.102'
-
-    if source['r_SpType'] == 'Gelino_2011':
-        legg21_table[row]['r_SpType'] = 'Geli11.57'
-
-    if 'Kirkpatrick_2012' in source['DisRef']:
-        k12_split = source['DisRef'].split()
-        try:
-            new = 'Kirk12 ' + k12_split[1]
-        except IndexError:
-            new = 'Kirk12'
-        legg21_table[row]['DisRef'] = new
-
-    if source['r_SpType'] == 'Kirkpatrick_2012':
-        legg21_table[row]['r_SpType'] = 'Kirk12'
-
-    if source['DisRef'] == 'Kirkpatrick_2013':
-        legg21_table[row]['DisRef'] = 'Kirk13'
-    if source['r_SpType'] == 'Kirkpatrick_2013':
-        legg21_table[row]['r_SpType'] = 'Kirk13'
-
-    if source['DisRef'] == 'Lodieu_2007':
-        legg21_table[row]['DisRef'] = 'Lodi07.1423'
-    if source['r_SpType'] == 'Lodieu_2007':
-        legg21_table[row]['r_SpType'] = 'Lodi07.1423'
-    if source['DisRef'] == 'Lodieu_2009':
-        legg21_table[row]['DisRef'] = 'Lodi09.258'
-    if source['r_SpType'] == 'Lodieu_2009':
-        legg21_table[row]['r_SpType'] = 'Lodi09.258'
-
-    if source['DisRef'] == 'Lodieu_2012':
-        legg21_table[row]['DisRef'] = 'Lodi12.53'
-    if source['r_SpType'] == 'Lodieu_2012':
-        legg21_table[row]['r_SpType'] = 'Lodi12.53'
-
-    if source['DisRef'] == 'Looper_2007':
-        legg21_table[row]['DisRef'] = 'Loop07.1162'
-    if source['r_SpType'] == 'Looper_2007':
-        legg21_table[row]['r_SpType'] = 'Loop07.1162'
-
-    if source['r_SpType'] == 'this_work':
-        legg21_table[row]['r_SpType'] = 'Legg21'
-
-    if source['r_SpType'] == 'Liu_2011':
-        legg21_table[row]['r_SpType'] = 'Liu_11.108'
-
-    if source['r_SpType'] == 'Liu_2011':
-        legg21_table[row]['r_SpType'] = 'Liu_11.108'
-
-    if source['DisRef'] == 'Lucas_2010':
-        legg21_table[row]['DisRef'] = 'Luca10'
-
-    if source['DisRef'] == 'Luhman_2012':
-        legg21_table[row]['DisRef'] = 'Luhm12.135'
-
-    if source['DisRef'] == 'Luhman_2014':
-        legg21_table[row]['DisRef'] = 'Luhm14.18'
-
-    if source['DisRef'] == 'Meisner_2020a':
-        legg21_table[row]['DisRef'] = 'Meis20.74'
-    if source['r_SpType'] == 'Meisner_2020a':
-        legg21_table[row]['r_SpType'] = 'Meis20.74'
-
-    if source['DisRef'] == 'Meisner_2020b':
-        legg21_table[row]['DisRef'] = 'Meis20.123'
-    if source['r_SpType'] == 'Meisner_2020b':
-        legg21_table[row]['r_SpType'] = 'Meis20.123'
-
-    if source['DisRef'] == 'Mace_2013a':
-        legg21_table[row]['DisRef'] = 'Mace13.6'
-    if source['r_SpType'] == 'Mace_2013a':
-        legg21_table[row]['r_SpType'] = 'Mace13.6'
-
-    if source['DisRef'] == 'Mace_2013b':
-        legg21_table[row]['DisRef'] = 'Mace13.36'
-    if source['r_SpType'] == 'Mace_2013b':
-        legg21_table[row]['r_SpType'] = 'Mace13.36'
-
-    if source['DisRef'] == 'Pinfield_2014a':
-        legg21_table[row]['DisRef'] = 'Pinf14.1009'
-    if source['r_SpType'] == 'Pinfield_2014a':
-        legg21_table[row]['r_SpType'] = 'Pinf14.1009'
-
-    if source['DisRef'] == 'Pinfield_2014b':
-        legg21_table[row]['DisRef'] = 'Pinf14.1931'
-    if source['r_SpType'] == 'Pinfield_2014b':
-        legg21_table[row]['r_SpType'] = 'Pinf14.1931'
-
-    if source['r_SpType'] == 'Pinfield_Gromadzki_2014':
-        legg21_table[row]['r_SpType'] = 'Pinf14.priv'
-
-    if 'Scholz_2010a' in source['DisRef']:
-        s10_split = source['DisRef'].split()
-        try:
-            new = s10_split[0] + ' Scho10.8'
-        except IndexError:
-            new = 'Scho10.8'
-        legg21_table[row]['DisRef'] = new
-
-    if source['r_SpType'] == 'Scholz_2010a':
-        legg21_table[row]['r_SpType'] = 'Scho10.8'
-
-    if 'Scholz_2010b' in source['DisRef']:
-        s10b_split = source['DisRef'].split()
-        try:
-            if s10b_split[0] == 'Scholz_2010b':
-                new = 'Scho10.92 ' + s10b_split[1]
-            elif s10b_split[1] == 'Scholz_2010b':
-                new = s10b_split[0] + ' Scho10.92'
-        except IndexError:
-            new = 'Scho10.92'
-        legg21_table[row]['DisRef'] = new
-
-    if source['DisRef'] == 'Tinney_2005':
-        legg21_table[row]['DisRef'] = 'Tinn05.2326'
-
-    if source['DisRef'] == 'Warren_2007':
-        legg21_table[row]['DisRef'] = 'Warr07.1400'
-
-    # if row == 319 or row == 215 or row == 216 or row == 210 or \
-    #         row == 166 or row == 176 or row == 145 or row == 124 or \
-    #         row == 320 or row == 326:
-    #     print(row, legg21_table[row]['DisRef'])
-    #     print(row, legg21_table[row]['r_SpType'])
-
-    # write out modified table
-
-# print(legg21_table['DisRef'])
-
-#  Check if all sources are in the database
-# legg21_sources = legg21_table['Survey', 'RA', 'Decl.', 'DisRef']
 source_strings = []
 discovery_refs = []
 ras = []
 decs = []
 other_references = []
+spt_source_strings = []
 sp_types = []
 sp_type_refs = []
 
-
 for row, source in enumerate(legg21_table):
     source_string = f"{source['Survey']} J{source['RA']}{source['Decl.']}"
     source_strings.append(source_string)
@@ -412,8 +271,10 @@ def convert_ref_name(reference):
     #  Deal with discovery ref and references
     discovery_ref = convert_ref_name(source['DisRef'])
     discovery_refs.append(discovery_ref)
+    # Take care of secord discovery ref, if provided
     try:
         legg21_second_ref = source['DisRef'].split()[1]
+        print('2nd: ', legg21_second_ref)
         second_ref = convert_ref_name(legg21_second_ref)
         other_references.append(second_ref)
         # print(f"other ref: {ref}")
@@ -421,6 +282,9 @@ def convert_ref_name(reference):
         second_ref = ''
         other_references.append(None)
 
+    # SPECTRAL TYPES
+    spt_source_strings.append(source_string)
+
     # convert Legg21 SpType to string
     legg21_sptype_code_base = source['SpType'].split('.')[0]
     half_int = source['SpType'].split('.')[1][0]
@@ -450,13 +314,38 @@ def convert_ref_name(reference):
     sp_types.append(sp_type_string)
 
     sp_type_ref = convert_ref_name(source['r_SpType'])
-    print(source_string, discovery_ref, sp_type_ref, 'SECOND: ', second_ref)
     sp_type_refs.append(sp_type_ref)
+    # If 2nd Spectral Type Ref, add them both
+    try:
+        legg21_second_spt_ref = source['r_SpType'].split()[1]
+        print('2nd Spt: ', legg21_second_spt_ref)
+        second_spt_ref = convert_ref_name(legg21_second_spt_ref)
+        spt_source_strings.append(source_string)
+        sp_types.append(sp_type_string)
+        sp_type_refs.append(second_spt_ref)
+    except IndexError:
+        second_spt_ref = ''
+
+    print(source_string, discovery_ref, sp_type_ref,
+          'SECOND Dis: ', second_ref, 'SECOND SpT: ', second_spt_ref)
+
+    # BINARIES
+    if not ma.is_masked(source['CBin']):
+        print(f"binary: {source['CBin']}")
 
-ingest_sources(db, source_strings, ras=ras, decs=decs,
+    # OTHER NAMES
+    if not ma.is_masked(source['OName']):
+        other_names = source['OName']
+        print(f'Other Names: {other_names}')
+
+print(f'Sources to ingest: {len(source_strings)}')
+print(f'SpTypes to ingest: {len(spt_source_strings)}')
+
+if RECREATE_DB:
+    ingest_sources(db, source_strings, ras=ras, decs=decs,
                references=discovery_refs, other_references=other_references)
 
-ingest_spectral_types(db, source_strings, sp_types, sp_type_refs, regimes='nir')
+    ingest_spectral_types(db, spt_source_strings, sp_types, sp_type_refs, regimes='nir')
 
 
 # ingest NIR photometry

From 2ce74f87389b612266686f29008fd04ab717703c Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Tue, 29 Nov 2022 22:27:58 -0600
Subject: [PATCH 13/27] progress on ingesting binary systems

---
 scripts/ingests/21Legg_ingest.py | 60 ++++++++++++++++++++++----------
 1 file changed, 42 insertions(+), 18 deletions(-)

diff --git a/scripts/ingests/21Legg_ingest.py b/scripts/ingests/21Legg_ingest.py
index b3ca9a982..3e6e6dc37 100644
--- a/scripts/ingests/21Legg_ingest.py
+++ b/scripts/ingests/21Legg_ingest.py
@@ -5,26 +5,14 @@
 from astropy.utils.exceptions import AstropyWarning
 import numpy.ma as ma
 
-# TODO: Figure out binaries
-# A and B: WISE	014656.66	+423410.0
-# A and B: WISEPA	045853.89	+643452.9
-# WISEPC	121756.91	+162640.2
-# 2MASS	122554.32	-273946.6
-# CFBDSIR	145829.00	+101343.0
-# 2MASSI	155302.20	+153236.0
-# WISEPA	171104.60	+350036.8
-# Other names: LHS6176B
-# Other name: Gl423B xiUmaB
-# SDSS141624.08+134826.7B
-# Gl547B 1BD01d2920B
 
 warnings.simplefilter('ignore', category=AstropyWarning)
 
 SAVE_DB = False  # save the data files in addition to modifying the .db file
-RECREATE_DB = False  # recreates the .db file from the data files
+RECREATE_DB = True  # recreates the .db file from the data files
 db = load_simpledb('SIMPLE.db', recreatedb=RECREATE_DB)
 
-logger.setLevel(logging.WARNING)
+logger.setLevel(logging.INFO)
 
 
 def convert_radec_to_decimal(source):
@@ -189,6 +177,7 @@ def add_publications(db):
     db.Publications.update().where(db.Publications.c.publication == 'Warr07a').values(
         publication='Warr07.213').execute()
 
+
 def convert_ref_name(reference):
     ref_dict = {'Burgasser_2000': 'Burg00.57',
                 'Burgasser_2002': 'Burg02.421',
@@ -250,6 +239,18 @@ def convert_ref_name(reference):
 
 legg21_table = ascii.read('scripts/ingests/apjac0cfet10_mrt.txt', format='mrt')
 
+primary_list = ['WISE J014656.66+423410.0A']
+
+binary_list = [
+    "WISE J014656.66+423410.0B",
+    "WISEPA J045853.89+643452.9B",
+    "WISEPC J121756.91+162640.2B",
+    "2MASS J122554.32-273946.6B",
+    "CFBDS J145829.00+101343.0B",
+    "2MASSI J155302.20+153236.0B",
+    "WISEPA J171104.60+350036.8B"
+]
+
 source_strings = []
 discovery_refs = []
 ras = []
@@ -260,7 +261,10 @@ def convert_ref_name(reference):
 sp_type_refs = []
 
 for row, source in enumerate(legg21_table):
-    source_string = f"{source['Survey']} J{source['RA']}{source['Decl.']}"
+    if not ma.is_masked(source['CBin']):
+        source_string = f"{source['Survey']} J{source['RA']}{source['Decl.']}{source['CBin']}"
+    else:
+        source_string = f"{source['Survey']} J{source['RA']}{source['Decl.']}"
     source_strings.append(source_string)
 
     ra, dec = convert_radec_to_decimal(source)
@@ -282,6 +286,27 @@ def convert_ref_name(reference):
         second_ref = ''
         other_references.append(None)
 
+    #Add A components as Other Name
+    if source_string in primary_list:
+        source = find_source_in_db(db, source_string, ra, dec)
+        names_data = [{'source': source,
+                       'other_name': source_string}]
+        db.Names.insert().execute(names_data)
+        print(f'Added: {source_string}')
+
+    #Add the B components directly.
+    if source_string in binary_list:
+        source_data = [{'source': source_string,
+                        'ra': ra,
+                        'dec': dec,
+                        'reference': discovery_ref}
+                        ]
+        names_data = [{'source': source_string,
+                       'other_name': source_string}]
+        db.Sources.insert().execute(source_data)
+        db.Names.insert().execute(names_data)
+        print(f'Added: {source_string}')
+
     # SPECTRAL TYPES
     spt_source_strings.append(source_string)
 
@@ -329,9 +354,7 @@ def convert_ref_name(reference):
     print(source_string, discovery_ref, sp_type_ref,
           'SECOND Dis: ', second_ref, 'SECOND SpT: ', second_spt_ref)
 
-    # BINARIES
-    if not ma.is_masked(source['CBin']):
-        print(f"binary: {source['CBin']}")
+
 
     # OTHER NAMES
     if not ma.is_masked(source['OName']):
@@ -341,6 +364,7 @@ def convert_ref_name(reference):
 print(f'Sources to ingest: {len(source_strings)}')
 print(f'SpTypes to ingest: {len(spt_source_strings)}')
 
+
 if RECREATE_DB:
     ingest_sources(db, source_strings, ras=ras, decs=decs,
                references=discovery_refs, other_references=other_references)

From 7df3a58aef34e02e86e10ac1e207c3889b0e22b2 Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Tue, 29 Nov 2022 23:54:16 -0600
Subject: [PATCH 14/27] primary and secondary names ingesting

---
 scripts/ingests/21Legg_ingest.py | 27 ++++++++++++++++++++++-----
 1 file changed, 22 insertions(+), 5 deletions(-)

diff --git a/scripts/ingests/21Legg_ingest.py b/scripts/ingests/21Legg_ingest.py
index 3e6e6dc37..d108211a3 100644
--- a/scripts/ingests/21Legg_ingest.py
+++ b/scripts/ingests/21Legg_ingest.py
@@ -239,7 +239,14 @@ def convert_ref_name(reference):
 
 legg21_table = ascii.read('scripts/ingests/apjac0cfet10_mrt.txt', format='mrt')
 
-primary_list = ['WISE J014656.66+423410.0A']
+primary_list = ['WISE J014656.66+423410.0A',
+                'WISEPA J045853.89+643452.9A',
+                "WISEPC J121756.91+162640.2A",
+                "2MASS J122554.32-273946.6A",
+                "CFBDSIR J145829.00+101343.0A",
+                '2MASSI J155302.20+153236.0A',
+                "WISEPA J171104.60+350036.8A"
+                ]
 
 binary_list = [
     "WISE J014656.66+423410.0B",
@@ -288,11 +295,21 @@ def convert_ref_name(reference):
 
     #Add A components as Other Name
     if source_string in primary_list:
-        source = find_source_in_db(db, source_string, ra, dec)
-        names_data = [{'source': source,
+        source_matches = find_source_in_db(db, source_string, ra, dec)
+        if len(source_matches) == 1:
+            source_match = source_matches[0]
+        else:
+            shortest = 100
+            source_short = ''
+            for source_match in source_matches:
+                if len(source_match) < shortest:
+                    source_short = source_match
+                    shortest = len(source_short)
+            source_match = source_short
+        names_data = [{'source': source_match,
                        'other_name': source_string}]
         db.Names.insert().execute(names_data)
-        print(f'Added: {source_string}')
+        print(f'Added to Names: {source_match, source_string}')
 
     #Add the B components directly.
     if source_string in binary_list:
@@ -305,7 +322,7 @@ def convert_ref_name(reference):
                        'other_name': source_string}]
         db.Sources.insert().execute(source_data)
         db.Names.insert().execute(names_data)
-        print(f'Added: {source_string}')
+        print(f'Added Source: {source_string}')
 
     # SPECTRAL TYPES
     spt_source_strings.append(source_string)

From 0bbde9a0f604a82d3202c7d4c8ad03660f9f34b8 Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Wed, 30 Nov 2022 00:53:50 -0600
Subject: [PATCH 15/27] ingests Spitzer photometry

---
 scripts/ingests/21Legg_ingest.py | 64 ++++++++++++++++++++++++++++++--
 scripts/ingests/ingest_utils.py  | 25 +++++++++----
 2 files changed, 79 insertions(+), 10 deletions(-)

diff --git a/scripts/ingests/21Legg_ingest.py b/scripts/ingests/21Legg_ingest.py
index d108211a3..25c5a0291 100644
--- a/scripts/ingests/21Legg_ingest.py
+++ b/scripts/ingests/21Legg_ingest.py
@@ -263,9 +263,27 @@ def convert_ref_name(reference):
 ras = []
 decs = []
 other_references = []
+# spectral type variables
 spt_source_strings = []
 sp_types = []
 sp_type_refs = []
+# spitzer phot variables
+iraci1_source_strings = []
+iraci2_source_strings = []
+iraci3_source_strings = []
+iraci4_source_strings = []
+iraci1_mags = []
+iraci2_mags = []
+iraci3_mags = []
+iraci4_mags = []
+iraci1_mags_err = []
+iraci2_mags_err = []
+iraci3_mags_err = []
+iraci4_mags_err = []
+iraci1_refs = []
+iraci2_refs = []
+iraci3_refs = []
+iraci4_refs = []
 
 for row, source in enumerate(legg21_table):
     if not ma.is_masked(source['CBin']):
@@ -378,6 +396,35 @@ def convert_ref_name(reference):
         other_names = source['OName']
         print(f'Other Names: {other_names}')
 
+    # IRAC photometry
+    if not ma.is_masked(source['3.6mag']):
+        iraci1_source_strings.append(source_string)
+        iraci1_mags.append(source['3.6mag'])
+        iraci1_mags_err.append(source['e_3.6mag'])
+        iraci1_ref = convert_ref_name(source['SpitRef'])
+        iraci1_refs.append(iraci1_ref)
+
+    if not ma.is_masked(source['4.5mag']):
+        iraci2_source_strings.append(source_string)
+        iraci2_mags.append(source['4.5mag'])
+        iraci2_mags_err.append(source['e_4.5mag'])
+        iraci2_ref = convert_ref_name(source['SpitRef'])
+        iraci2_refs.append(iraci2_ref)
+
+    if not ma.is_masked(source['5.8mag']):
+        iraci3_source_strings.append(source_string)
+        iraci3_mags.append(source['5.8mag'])
+        iraci3_mags_err.append(source['e_5.8mag'])
+        iraci3_ref = convert_ref_name(source['SpitRef'])
+        iraci3_refs.append(iraci3_ref)
+
+    if not ma.is_masked(source['8.0mag']):
+        iraci4_source_strings.append(source_string)
+        iraci4_mags.append(source['8.0mag'])
+        iraci4_mags_err.append(source['e_8.0mag'])
+        iraci4_ref = convert_ref_name(source['SpitRef'])
+        iraci4_refs.append(iraci4_ref)
+
 print(f'Sources to ingest: {len(source_strings)}')
 print(f'SpTypes to ingest: {len(spt_source_strings)}')
 
@@ -388,11 +435,22 @@ def convert_ref_name(reference):
 
     ingest_spectral_types(db, spt_source_strings, sp_types, sp_type_refs, regimes='nir')
 
+    # ingest Spitzer photometry
+    ingest_photometry(db, iraci1_source_strings, 'IRAC.I1', iraci1_mags, iraci1_mags_err,
+                      iraci1_refs, ucds='em.IR.3-4um', telescope='Spitzer', instrument='IRAC',
+                      raise_error=False)
+
+    ingest_photometry(db, iraci2_source_strings, 'IRAC.I2', iraci2_mags, iraci2_mags_err,
+                      iraci2_refs, ucds='em.IR.4-8um', telescope='Spitzer', instrument='IRAC', raise_error=False)
+
+    ingest_photometry(db, iraci3_source_strings, 'IRAC.I3', iraci3_mags, iraci3_mags_err,
+                      iraci3_refs, ucds='em.IR.4-8um', telescope='Spitzer', instrument='IRAC', raise_error=False)
+
+    ingest_photometry(db, iraci4_source_strings, 'IRAC.I4', iraci4_mags, iraci4_mags_err,
+                      iraci4_refs, ucds='em.IR.8-15um', telescope='Spitzer', instrument='IRAC',raise_error=False)
 
 # ingest NIR photometry
 
-# ingest Spitzer photometry
 
 # ingest WISE photometry
-
-# ingest Other Names
\ No newline at end of file
+# ref = "Cutr12"
\ No newline at end of file
diff --git a/scripts/ingests/ingest_utils.py b/scripts/ingests/ingest_utils.py
index 702ccf2d5..1330655cc 100644
--- a/scripts/ingests/ingest_utils.py
+++ b/scripts/ingests/ingest_utils.py
@@ -793,7 +793,7 @@ def ingest_proper_motions(db, sources, pm_ras, pm_ra_errs, pm_decs, pm_dec_errs,
 
 # PHOTOMETRY
 def ingest_photometry(db, sources, bands, magnitudes, magnitude_errors, reference, ucds=None,
-                      telescope=None, instrument=None, epoch=None, comments=None):
+                      telescope=None, instrument=None, epoch=None, comments=None, raise_error=True):
     """
     TODO: Write Docstring
 
@@ -810,6 +810,9 @@ def ingest_photometry(db, sources, bands, magnitudes, magnitude_errors, referenc
     instrument: str or list[str]
     epoch: list[float], optional
     comments: list[str], optional
+    raise_error: bool, optional
+        True (default): Raise an error if a source cannot be ingested
+        False: Log a warning but skip sources which cannot be ingested
 
     Returns
     -------
@@ -887,13 +890,21 @@ def ingest_photometry(db, sources, bands, magnitudes, magnitude_errors, referenc
             n_added += 1
             logger.info(f"Photometry measurement added: \n"
                         f"{photometry_data}")
-        except sqlalchemy.exc.IntegrityError:
-            msg = "The source may not exist in Sources table.\n" \
+        except sqlalchemy.exc.IntegrityError as e:
+            if 'UNIQUE constraint failed:' in str(e):
+                msg = "The measurement may be a duplicate."
+                if raise_error:
+                    logger.error(msg)
+                    raise SimpleError(msg)
+                else:
+                    logger.warning(msg)
+                    continue
+            else:
+                msg = "The source may not exist in Sources table.\n" \
                   "The reference may not exist in the Publications table. " \
-                  "Add it with add_publication function. \n" \
-                  "The measurement may be a duplicate."
-            logger.error(msg)
-            raise SimpleError(msg)
+                  "Add it with add_publication function."
+                logger.error(msg)
+                raise SimpleError(msg)
 
     logger.info(f"Total photometry measurements added to database: {n_added} \n")
 

From 99ffb64da65286a4bf09ab77f25cd7017ede0fb7 Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Tue, 6 Dec 2022 16:25:17 -0500
Subject: [PATCH 16/27] polish

---
 scripts/ingests/21Legg_ingest.py | 17 +++++------------
 1 file changed, 5 insertions(+), 12 deletions(-)

diff --git a/scripts/ingests/21Legg_ingest.py b/scripts/ingests/21Legg_ingest.py
index 25c5a0291..1f9d436e7 100644
--- a/scripts/ingests/21Legg_ingest.py
+++ b/scripts/ingests/21Legg_ingest.py
@@ -1,11 +1,8 @@
-import logging
 from astropy.io import ascii
-from scripts.ingests.utils import *
 from scripts.ingests.ingest_utils import *
 from astropy.utils.exceptions import AstropyWarning
 import numpy.ma as ma
 
-
 warnings.simplefilter('ignore', category=AstropyWarning)
 
 SAVE_DB = False  # save the data files in addition to modifying the .db file
@@ -311,7 +308,7 @@ def convert_ref_name(reference):
         second_ref = ''
         other_references.append(None)
 
-    #Add A components as Other Name
+    # Add A components as Other Name
     if source_string in primary_list:
         source_matches = find_source_in_db(db, source_string, ra, dec)
         if len(source_matches) == 1:
@@ -329,7 +326,7 @@ def convert_ref_name(reference):
         db.Names.insert().execute(names_data)
         print(f'Added to Names: {source_match, source_string}')
 
-    #Add the B components directly.
+    # Add the B components directly.
     if source_string in binary_list:
         source_data = [{'source': source_string,
                         'ra': ra,
@@ -389,8 +386,6 @@ def convert_ref_name(reference):
     print(source_string, discovery_ref, sp_type_ref,
           'SECOND Dis: ', second_ref, 'SECOND SpT: ', second_spt_ref)
 
-
-
     # OTHER NAMES
     if not ma.is_masked(source['OName']):
         other_names = source['OName']
@@ -447,10 +442,8 @@ def convert_ref_name(reference):
                       iraci3_refs, ucds='em.IR.4-8um', telescope='Spitzer', instrument='IRAC', raise_error=False)
 
     ingest_photometry(db, iraci4_source_strings, 'IRAC.I4', iraci4_mags, iraci4_mags_err,
-                      iraci4_refs, ucds='em.IR.8-15um', telescope='Spitzer', instrument='IRAC',raise_error=False)
-
-# ingest NIR photometry
+                      iraci4_refs, ucds='em.IR.8-15um', telescope='Spitzer', instrument='IRAC', raise_error=False)
 
+# not ingesting NIR photometry at the moment. Data is too heterogeneous.
 
-# ingest WISE photometry
-# ref = "Cutr12"
\ No newline at end of file
+# not going to ingest WISE photometry. Should get direct from IRSA

From 972f9150f305ae23741fda3031bf584bd2f38515 Mon Sep 17 00:00:00 2001
From: Kelle Cruz <kellecruz@gmail.com>
Date: Tue, 13 Dec 2022 13:45:16 -0500
Subject: [PATCH 17/27] Update scripts/ingests/21Legg_ingest.py

Co-authored-by: Will Cooper <w.cooper@herts.ac.uk>
---
 scripts/ingests/21Legg_ingest.py | 30 ++++++------------------------
 1 file changed, 6 insertions(+), 24 deletions(-)

diff --git a/scripts/ingests/21Legg_ingest.py b/scripts/ingests/21Legg_ingest.py
index 1f9d436e7..5cc56ceef 100644
--- a/scripts/ingests/21Legg_ingest.py
+++ b/scripts/ingests/21Legg_ingest.py
@@ -255,32 +255,14 @@ def convert_ref_name(reference):
     "WISEPA J171104.60+350036.8B"
 ]
 
-source_strings = []
-discovery_refs = []
-ras = []
-decs = []
-other_references = []
+source_strings, discovery_refs, ras, decs, other_references = [], [], [], [], []
 # spectral type variables
-spt_source_strings = []
-sp_types = []
-sp_type_refs = []
+spt_source_strings, sp_types, sp_type_refs = [], [], []
 # spitzer phot variables
-iraci1_source_strings = []
-iraci2_source_strings = []
-iraci3_source_strings = []
-iraci4_source_strings = []
-iraci1_mags = []
-iraci2_mags = []
-iraci3_mags = []
-iraci4_mags = []
-iraci1_mags_err = []
-iraci2_mags_err = []
-iraci3_mags_err = []
-iraci4_mags_err = []
-iraci1_refs = []
-iraci2_refs = []
-iraci3_refs = []
-iraci4_refs = []
+iraci1_source_strings, iraci2_source_strings, iraci3_source_strings, iraci4_source_strings = [], [], [], []
+iraci1_mags, iraci2_mags, iraci3_mags, iraci4_mags = [], [], [], []
+iraci1_mags_err, iraci2_mags_err, iraci3_mags_err, iraci4_mags_err = [], [], [], []
+iraci1_refs, iraci2_refs, iraci3_refs, iraci4_refs = [], [], [], []
 
 for row, source in enumerate(legg21_table):
     if not ma.is_masked(source['CBin']):

From 97ae25e00af3c82ff4c0ceef8b41d0c5715155d5 Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Tue, 13 Dec 2022 15:41:57 -0500
Subject: [PATCH 18/27] fix to return docstring

---
 scripts/ingests/utils.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/scripts/ingests/utils.py b/scripts/ingests/utils.py
index e54805a9e..fc7b16d5c 100644
--- a/scripts/ingests/utils.py
+++ b/scripts/ingests/utils.py
@@ -182,7 +182,7 @@ def find_publication(db, name: str = None, doi: str = None, bibcode: str = None)
 
     Returns
     -------
-    True, string: if only one match
+    True, str: if only one match
     False, 0: No matches
     False, N_matches: Multiple matches
 

From f222a2829ddbea6990b0f1297988f67f6cff79fc Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Tue, 13 Dec 2022 15:50:26 -0500
Subject: [PATCH 19/27] Implement Will's suggesstions.

---
 scripts/ingests/21Legg_ingest.py | 20 ++++++++++++++++++--
 1 file changed, 18 insertions(+), 2 deletions(-)

diff --git a/scripts/ingests/21Legg_ingest.py b/scripts/ingests/21Legg_ingest.py
index 5cc56ceef..eeb8ffeee 100644
--- a/scripts/ingests/21Legg_ingest.py
+++ b/scripts/ingests/21Legg_ingest.py
@@ -264,7 +264,7 @@ def convert_ref_name(reference):
 iraci1_mags_err, iraci2_mags_err, iraci3_mags_err, iraci4_mags_err = [], [], [], []
 iraci1_refs, iraci2_refs, iraci3_refs, iraci4_refs = [], [], [], []
 
-for row, source in enumerate(legg21_table):
+for row_number, source in enumerate(legg21_table):
     if not ma.is_masked(source['CBin']):
         source_string = f"{source['Survey']} J{source['RA']}{source['Decl.']}{source['CBin']}"
     else:
@@ -274,7 +274,7 @@ def convert_ref_name(reference):
     ra, dec = convert_radec_to_decimal(source)
     ras.append(ra)
     decs.append(dec)
-    print(row, source_string, ra, dec)
+    print(row_number, source_string, ra, dec)
 
     #  Deal with discovery ref and references
     discovery_ref = convert_ref_name(source['DisRef'])
@@ -334,6 +334,22 @@ def convert_ref_name(reference):
     else:
         msg = f"Unexpected half integer {half_int} for {source_string}"
         raise SimpleError(msg)
+    print(f"kelle's way: {half_int_string}")
+
+    # Will's way
+    w_half_int_string = ''
+    try:
+        half_int = int(half_int)
+        if half_int:
+            w_half_int_string += f'.{half_int}'
+    except ValueError:
+        msg = f"Unexpected half integer {half_int} for {source_string}"
+        raise SimpleError(msg)
+    print(f'Wills way: {w_half_int_string}')
+
+    if w_half_int_string != half_int_string:
+        msg = f'{w_half_int_string} and {half_int_string} are not the same'
+        raise SimpleError(msg)
 
     try:
         suffix = source['SpType'].split()[1]

From 275a3b892f8bf549345818095adcbe03ea6e2d87 Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Wed, 14 Dec 2022 12:16:01 -0500
Subject: [PATCH 20/27] make updates to ref names a dictionary.

---
 scripts/ingests/21Legg_ingest.py | 204 +++++++++++--------------------
 1 file changed, 71 insertions(+), 133 deletions(-)

diff --git a/scripts/ingests/21Legg_ingest.py b/scripts/ingests/21Legg_ingest.py
index eeb8ffeee..e503e93cb 100644
--- a/scripts/ingests/21Legg_ingest.py
+++ b/scripts/ingests/21Legg_ingest.py
@@ -5,7 +5,7 @@
 
 warnings.simplefilter('ignore', category=AstropyWarning)
 
-SAVE_DB = False  # save the data files in addition to modifying the .db file
+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
 db = load_simpledb('SIMPLE.db', recreatedb=RECREATE_DB)
 
@@ -40,139 +40,73 @@ def add_publications(db):
     ingest_publication(db, publication='Pinf14.priv',
                        description='P. Pinfield and M. Gromadzki, private communication 2014')
 
-    db.Publications.update().where(db.Publications.c.publication == 'Burn10').values(
-        publication='Burn10.1952').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burn10b').values(
-        publication='Burn10.1885').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burn11').values(
-        publication='Burn11.3590').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burn11b').values(
-        publication='Burn11.90').execute()
-
-    db.Publications.update().where(db.Publications.c.publication == 'Burg00a').values(
-        publication='Burg00.57').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burg00b').values(
-        publication='Burg00.473').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burg00c').values(
-        publication='Burg00.1100').execute()
-
-    db.Publications.update().where(db.Publications.c.publication == 'Burg02a').values(
-        publication='Burg02.421').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burg02b').values(
-        publication='Burg02.2744').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burg02c').values(
-        publication='Burg02.151').execute()
-
-    db.Publications.update().where(db.Publications.c.publication == 'Burg03d').values(
-        publication='Burg03.510').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burg03b').values(
-        publication='Burg03.512').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burg03c').values(
-        publication='Burg03.1186').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burg03e').values(
-        publication='Burg03.2487').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burg03a').values(
-        publication='Burg03.850').execute()
-
-    db.Publications.update().where(db.Publications.c.publication == 'Burg04c').values(
-        publication='Burg04.73').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burg04a').values(
-        publication='Burg04.827').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burg04b').values(
-        publication='Burg04.2856').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burg04d').values(
-        publication='Burg04.191').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burg06c').values(
-        publication='Burg06.1095').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burg06e').values(
-        publication='Burg06.585').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burg06b').values(
-        publication='Burg06.1067').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burg06a').values(
-        publication='Burg06.1007').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Burg06d').values(
-        publication='Burg06.1485').execute()
-
-    db.Publications.update().where(db.Publications.c.publication == 'Cush11').values(
-        publication='Cush11.50').execute()
-
-    db.Publications.update().where(db.Publications.c.publication == 'Delo08a').values(
-        publication='Delo08.961').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Delo08b').values(
-        publication='Delo08.469').execute()
-
-    db.Publications.update().where(db.Publications.c.publication == 'Dupu15a').values(
-        publication='Dupu15.102').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Dupu15b').values(
-        publication='Dupu15.56').execute()
-
-    db.Publications.update().where(db.Publications.c.publication == 'Geli11').values(
-        publication='Geli11.57').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Geli11b').values(
-        publication='Geli11.871').execute()
-
-    db.Publications.update().where(db.Publications.c.publication == 'Lodi09b').values(
-        publication='Lodi09.1631').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Lodi09d').values(
-        publication='Lodi09.258').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Lodi07a').values(
-        publication='Lodi07.1423').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Lodi07b').values(
-        publication='Lodi07.372').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Lodi12a').values(
-        publication='Lodi12.1495').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Lodi12b').values(
-        publication='Lodi12.105').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Lodi12d').values(
-        publication='Lodi12.53').execute()
-    db.Publications.delete().where(db.Publications.c.publication == 'Lodi12').execute()
+    update_ref_dict = {
+        "Burn10": "Burn10.1952",
+        "Burn10b": "Burn10.1885",
+        "Burn11": "Burn11.3590",
+        "Burn11b": "Burn11.90",
+        "Burg00a": "Burg00.57",
+        "Burg00b": "Burg00.473",
+        "Burg00c": "Burg00.1100",
+        "Burg02a": "Burg02.421",
+        "Burg02b": "Burg02.2744",
+        "Burg02c": "Burg02.151",
+        "Burg03d": "Burg03.510",
+        "Burg03b": "Burg03.512",
+        "Burg03c": "Burg03.1186",
+        "Burg03e": "Burg03.2487",
+        "Burg03a": "Burg03.850",
+        "Burg04c": "Burg04.73",
+        "Burg04a": "Burg04.827",
+        "Burg04b": "Burg04.2856",
+        "Burg04d": "Burg04.191",
+        "Burg06c": "Burg06.1095",
+        "Burg06e": "Burg06.585",
+        "Burg06b": "Burg06.1067",
+        "Burg06a": "Burg06.1007",
+        "Burg06d": "Burg06.1485",
+        "Cush11": "Cush11.50",
+        "Delo08a": "Delo08.961",
+        "Delo08b": "Delo08.469",
+        "Dupu15a": "Dupu15.102",
+        "Dupu15b": "Dupu15.56",
+        "Geli11": "Geli11.57",
+        "Geli11b": "Geli11.871",
+        "Lodi09b": "Lodi09.1631",
+        "Lodi09d": "Lodi09.258",
+        "Lodi07a": "Lodi07.1423",
+        "Lodi07b": "Lodi07.372",
+        "Lodi12a": "Lodi12.1495",
+        "Lodi12b": "Lodi12.105",
+        "Lodi12d": "Lodi12.53",
+        "Loop07a": "Loop07.1162",
+        "Loop07b": "Loop07.97",
+        "Liu_11a": "Liu_11.32",
+        "Liu_11b": "Liu_11.108",
+        "Luhm12": "Luhm12.135",
+        "Luhm12d": "Luhm12.152",
+        "Luhm14b": "Luhm14.18",
+        "Luhm14d": "Luhm14.16",
+        "Luhm14a": "Luhm14.4",
+        "Luhm14c": "Luhm14.126",
+        "Luhm14e": "Luhm14.6",
+        "Mace13": "Mace13.6",
+        "Mace13b": "Mace13.36",
+        "Pinf14": "Pinf14.1931",
+        "Pinf14a": "Pinf14.1009",
+        "Scho10a": "Scho10.92",
+        "Scho10b": "Scho10.8",
+        "Tinn05a": "Tinn05.1171",
+        "Tinn05b": "Tinn05.2326",
+        "Warr07": "Warr07.1400",
+        "Warr07a": "Warr07.213",
+    }
+
+    for old_ref, new_ref in update_ref_dict.items():
+        db.Publications.update().where(db.Publications.c.publication == old_ref).values(
+            publication=new_ref).execute()
 
-    db.Publications.update().where(db.Publications.c.publication == 'Loop07a').values(
-        publication='Loop07.1162').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Loop07b').values(
-        publication='Loop07.97').execute()
-
-    db.Publications.update().where(db.Publications.c.publication == 'Liu_11a').values(
-        publication='Liu_11.32').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Liu_11b').values(
-        publication='Liu_11.108').execute()
-
-    db.Publications.update().where(db.Publications.c.publication == 'Luhm12').values(
-        publication='Luhm12.135').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Luhm12d').values(
-        publication='Luhm12.152').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Luhm14b').values(
-        publication='Luhm14.18').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Luhm14d').values(
-        publication='Luhm14.16').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Luhm14a').values(
-        publication='Luhm14.4').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Luhm14c').values(
-        publication='Luhm14.126').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Luhm14e').values(
-        publication='Luhm14.6').execute()
-
-    db.Publications.update().where(db.Publications.c.publication == 'Mace13').values(
-        publication='Mace13.6').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Mace13b').values(
-        publication='Mace13.36').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Pinf14').values(
-        publication='Pinf14.1931').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Pinf14a').values(
-        publication='Pinf14.1009').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Scho10a').values(
-        publication='Scho10.92').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Scho10b').values(
-        publication='Scho10.8').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Tinn05a').values(
-        publication='Tinn05.1171').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Tinn05b').values(
-        publication='Tinn05.2326').execute()
-
-    db.Publications.update().where(db.Publications.c.publication == 'Warr07').values(
-        publication='Warr07.1400').execute()
-    db.Publications.update().where(db.Publications.c.publication == 'Warr07a').values(
-        publication='Warr07.213').execute()
+    db.Publications.delete().where(db.Publications.c.publication == 'Lodi12').execute()
 
 
 def convert_ref_name(reference):
@@ -445,3 +379,7 @@ def convert_ref_name(reference):
 # not ingesting NIR photometry at the moment. Data is too heterogeneous.
 
 # not going to ingest WISE photometry. Should get direct from IRSA
+
+# WRITE THE JSON FILES
+if SAVE_DB:
+    db.save_database(directory='data/')
\ No newline at end of file

From db572ccb05429e6c1c4b5335ac6cb42a091a253e Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Tue, 20 Dec 2022 17:01:21 -0500
Subject: [PATCH 21/27] remove duplicate nir_UCD spectral types

---
 scripts/ingests/21Legg_ingest.py | 16 ++++++++++++++++
 tests/test_data.py               | 29 ++++++++++++++++-------------
 tests/test_integrity.py          |  8 ++++----
 3 files changed, 36 insertions(+), 17 deletions(-)

diff --git a/scripts/ingests/21Legg_ingest.py b/scripts/ingests/21Legg_ingest.py
index e503e93cb..4712c3b38 100644
--- a/scripts/ingests/21Legg_ingest.py
+++ b/scripts/ingests/21Legg_ingest.py
@@ -2,6 +2,7 @@
 from scripts.ingests.ingest_utils import *
 from astropy.utils.exceptions import AstropyWarning
 import numpy.ma as ma
+from sqlalchemy import and_
 
 warnings.simplefilter('ignore', category=AstropyWarning)
 
@@ -380,6 +381,21 @@ def convert_ref_name(reference):
 
 # not going to ingest WISE photometry. Should get direct from IRSA
 
+# remove duplicate spectral types
+query = "SELECT source, reference, regime, spectral_type_code, count(*) FROM SpectralTypes where regime like 'nir%' " \
+        "Group by source, reference, spectral_type_code " \
+        "having count(*)>1 " \
+        "ORDER by source"
+
+dupe_types = db.sql_query(query, fmt='astropy')
+# make sure it's 103
+for row in dupe_types:
+    db.SpectralTypes.delete().where(and_(
+    db.SpectralTypes.c.source == row['source'],
+    db.SpectralTypes.c.reference == row['reference'],
+    db.SpectralTypes.c.regime == 'nir_UCD'))\
+        .execute()
+
 # WRITE THE JSON FILES
 if SAVE_DB:
     db.save_database(directory='data/')
\ No newline at end of file
diff --git a/tests/test_data.py b/tests/test_data.py
index b4842b638..ea8137fa5 100644
--- a/tests/test_data.py
+++ b/tests/test_data.py
@@ -85,9 +85,9 @@ def test_discovery_references(db):
 
     ref = 'Kirk11'
     t = db.query(db.Sources).filter(db.Sources.c.reference == ref).astropy()
-    assert len(t) == 98, f'found {len(t)} discovery reference entries for {ref}'
+    assert len(t) == 100, f'found {len(t)} discovery reference entries for {ref}'
 
-    ref = 'Mace13'
+    ref = 'Mace13.6'
     t = db.query(db.Sources).filter(db.Sources.c.reference == ref).astropy()
     assert len(t) == 93, f'found {len(t)} discovery reference entries for {ref}'
 
@@ -263,7 +263,7 @@ def test_missions(db):
                   select([db.Photometry.c.source]).where(db.Photometry.c.band.like("2MASS%")))
     result = db.session.execute(stm)
     s = result.scalars().all()
-    assert len(s) == 254, f'found {len(s)} sources with 2MASS designation that have no 2MASS photometry'
+    assert len(s) == 255, f'found {len(s)} sources with 2MASS designation that have no 2MASS photometry'
 
     # If 2MASS photometry, 2MASS designation should be in Names
     stm = except_(select([db.Photometry.c.source]).where(db.Photometry.c.band.like("2MASS%")),
@@ -291,7 +291,7 @@ def test_missions(db):
                   select([db.Photometry.c.source]).where(db.Photometry.c.band.like("WISE%")))
     result = db.session.execute(stm)
     s = result.scalars().all()
-    assert len(s) == 392, f'found {len(s)} sources with WISE designation that have no WISE photometry'
+    assert len(s) == 479, f'found {len(s)} sources with WISE designation that have no WISE photometry'
 
     # If Wise photometry, Wise designation should be in Names
     stm = except_(select([db.Photometry.c.source]).where(db.Photometry.c.band.like("WISE%")),
@@ -387,11 +387,11 @@ def test_spectral_types(db):
 
     regime = 'nir'
     t = db.query(db.SpectralTypes).filter(db.SpectralTypes.c.regime == regime).astropy()
-    assert len(t) == 42, f'found {len(t)} spectral types in the {regime} regime'
+    assert len(t) == 380, f'found {len(t)} spectral types in the {regime} regime'
 
     regime = 'nir_UCD'
     t = db.query(db.SpectralTypes).filter(db.SpectralTypes.c.regime == regime).astropy()
-    assert len(t) == 2080, f'found {len(t)} spectral types in the {regime} regime'
+    assert len(t) == 1977, f'found {len(t)} spectral types in the {regime} regime'
 
     regime = 'mir'
     t = db.query(db.SpectralTypes).filter(db.SpectralTypes.c.regime == regime).astropy()
@@ -468,8 +468,8 @@ def test_Kirk19_ingest(db):
     # -----------------------------------------------------------------------------------------
 
     # Test refereces added
-    ref_list = ['Tinn18', 'Pinf14', 'Mace13', 'Kirk12', 'Cush11', 'Kirk13',
-                'Schn15', 'Luhm14b', 'Tinn14', 'Tinn12', 'Cush14', 'Kirk19']
+    ref_list = ['Tinn18', 'Pinf14.1931', 'Mace13.6', 'Kirk12', 'Cush11.50', 'Kirk13',
+                'Schn15', 'Luhm14.18', 'Tinn14', 'Tinn12', 'Cush14', 'Kirk19']
     t = db.query(db.Publications).filter(db.Publications.c.publication.in_(ref_list)).astropy()
 
     if len(ref_list) != len(t):
@@ -478,14 +478,14 @@ def test_Kirk19_ingest(db):
 
     # Check DOI and Bibcode values are correctly set for new references added
     reference_verifier(t, 'Kirk19', '2019ApJS..240...19K', '10.3847/1538-4365/aaf6af')
-    reference_verifier(t, 'Pinf14', '2014MNRAS.444.1931P', '10.1093/mnras/stu1540')
+    reference_verifier(t, 'Pinf14.1931', '2014MNRAS.444.1931P', '10.1093/mnras/stu1540')
     reference_verifier(t, 'Tinn18', '2018ApJS..236...28T', '10.3847/1538-4365/aabad3')
 
     # Data tests
     # -----------------------------------------------------------------------------------------
 
     # Test sources added
-    ref = 'Pinf14'
+    ref = 'Pinf14.1931'
     t = db.query(db.Sources).filter(db.Sources.c.reference == ref).astropy()
     assert len(t) == 1, f'found {len(t)} sources for {ref}'
 
@@ -503,12 +503,15 @@ def test_Kirk19_ingest(db):
 
     # Test photometry added
     telescope = 'Spitzer'
-    t = db.query(db.Photometry).filter(db.Photometry.c.telescope == telescope).astropy()
-    assert len(t) == 350, f'found {len(t)} photometry entries for {telescope}'
+    ref = 'Kirk19'
+    t = db.query(db.Photometry).filter(and_(
+        db.Photometry.c.telescope == telescope,
+        db.Photometry.c.reference == ref)).astropy()
+    assert len(t) == 290, f'found {len(t)} photometry entries for {telescope}'
 
     ref = 'Kirk19'
     t = db.query(db.Photometry).filter(db.Photometry.c.reference == ref).astropy()
-    assert len(t) == 18, f'found {len(t)} photometry entries for {ref}'
+    assert len(t) == 290, f'found {len(t)} photometry entries for {ref}'
 
     ref = 'Schn15'
     t = db.query(db.Photometry).filter(db.Photometry.c.reference == ref).astropy()
diff --git a/tests/test_integrity.py b/tests/test_integrity.py
index 259bab011..36c208cdf 100644
--- a/tests/test_integrity.py
+++ b/tests/test_integrity.py
@@ -96,7 +96,7 @@ def test_publications(db):
             and_(db.Publications.c.doi.is_(''), db.Publications.c.bibcode.is_(None)),
             and_(db.Publications.c.doi.is_(None), db.Publications.c.bibcode.is_('')),
             and_(db.Publications.c.doi.is_(''), db.Publications.c.bibcode.is_('')))).astropy()
-    assert len(t) == 26, f'found {len(t)} publications with missing bibcode and doi'
+    assert len(t) == 27, f'found {len(t)} publications with missing bibcode and doi'
 
 
 def test_parameters(db):
@@ -421,9 +421,9 @@ def test_sources(db):
 
     ref = 'Kirk11'
     t = db.query(db.Sources).filter(db.Sources.c.reference == ref).astropy()
-    assert len(t) == 98, f'found {len(t)} sources from {ref}'
+    assert len(t) == 100, f'found {len(t)} sources from {ref}'
 
-    ref = 'Mace13'
+    ref = 'Mace13.6'
     t = db.query(db.Sources).filter(db.Sources.c.reference == ref).astropy()
     assert len(t) == 93, f'found {len(t)} sources from {ref}'
 
@@ -467,7 +467,7 @@ def test_sources(db):
     t = db.query(db.Sources).filter(db.Sources.c.reference == ref).astropy()
     assert len(t) == 45, f'found {len(t)} sources from {ref}'
 
-    ref = 'Burn10b'
+    ref = 'Burn10.1885'
     t = db.query(db.Sources).filter(db.Sources.c.reference == ref).astropy()
     assert len(t) == 43, f'found {len(t)} sources from {ref}'
 

From 10880bc0e1a1ace42def9e4afd2ccb4440fb7ed4 Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Tue, 20 Dec 2022 17:02:09 -0500
Subject: [PATCH 22/27] updated JSON files

---
 data/2mass_j00001354+2554180.json       |   4 +-
 data/2mass_j00345157+0523050.json       |  55 +++++++-
 data/2mass_j00412179+3547133.json       |   6 +-
 data/2mass_j00501994-3322402.json       |  55 +++++++-
 data/2mass_j01423153+0523285.json       |   2 +-
 data/2mass_j01514155+1244300.json       |   6 +-
 data/2mass_j02074284+0000564.json       |   6 +-
 data/2mass_j02431371-2453298.json       |  63 +++++++--
 data/2mass_j02540788+0223563.json       |  33 ++++-
 data/2mass_j02550357-4700509.json       |   4 +-
 data/2mass_j03454316+2540233.json       |   2 +-
 data/2mass_j03480772-6022270.json       |  53 +++++++-
 data/2mass_j04070885+1514565.json       |   4 +-
 data/2mass_j04151954-0935066.json       |  59 +++++++-
 data/2mass_j04234858-0414035.json       |   2 +-
 data/2mass_j05103524-4208146.json       |   4 +-
 data/2mass_j05160945-0445499.json       |   6 +-
 data/2mass_j05185995-2828372.json       |   2 +-
 data/2mass_j05325346+8246465.json       |   2 +-
 data/2mass_j05591914-1404488.json       |  10 +-
 data/2mass_j06020638+4043588.json       |   4 +-
 data/2mass_j07222760-0540384.json       |  26 +++-
 data/2mass_j07271824+1710012.json       |  59 +++++++-
 data/2mass_j07290002-3954043.json       |  33 ++++-
 data/2mass_j07414920+2351275.json       |  33 ++++-
 data/2mass_j07420130+2055198.json       |   2 +-
 data/2mass_j07584037+3247245.json       |   2 +-
 data/2mass_j08173001-6155158.json       |  32 ++++-
 data/2mass_j08304878+0128311.json       |   2 +-
 data/2mass_j09121469+1459396.json       |   2 +-
 data/2mass_j09201223+3517429.json       |   2 +-
 data/2mass_j09261537+5847212.json       |   2 +-
 data/2mass_j09373487+2931409.json       |  59 +++++++-
 data/2mass_j09393548-2448279.json       |  55 +++++++-
 data/2mass_j09490860-1545485.json       |   6 +-
 data/2mass_j10073369-4555147.json       |   6 +-
 data/2mass_j10210969-0304197.json       |   4 +-
 data/2mass_j10475385+2124234.json       |   4 +-
 data/2mass_j11040127+1959217.json       |   2 +-
 data/2mass_j11061197+2754225.json       |   4 +-
 data/2mass_j11101001+0116130.json       |   8 +-
 data/2mass_j11145133-2618235.json       |  55 +++++++-
 data/2mass_j11220826-3512363.json       |   4 +-
 data/2mass_j12074717+0244249.json       |   4 +-
 data/2mass_j12095613-1004008.json       |   4 +-
 data/2mass_j12154430-3420594.json       |   6 +-
 data/2mass_j12171110-0311131.json       |  57 +++++++-
 data/2mass_j12255432-2739466.json       |  20 ++-
 data/2mass_j12314753+0847331.json       |   4 +-
 data/2mass_j12373919+6526148.json       |  55 +++++++-
 data/2mass_j12451416-4429077.json       |   2 +-
 data/2mass_j12545393-0122474.json       |   8 +-
 data/2mass_j13464634-0031501.json       |  54 +++++++-
 data/2mass_j14044941-3159329.json       |   4 +-
 data/2mass_j14162408+1348263.json       |   2 +-
 data/2mass_j14351087-2333025.json       |   6 +-
 data/2mass_j14392836+1929149.json       |   2 +-
 data/2mass_j14571496-2121477.json       |  59 +++++++-
 data/2mass_j15031961+2525196.json       |  10 +-
 data/2mass_j15261405+2043414.json       |   2 +-
 data/2mass_j15412408+5425598.json       |   2 +-
 data/2mass_j16150413+1340079.json       |   6 +-
 data/2mass_j16241436+0029158.json       |  60 +++++++--
 data/2mass_j16262034+3925190.json       |   6 +-
 data/2mass_j16322911+1904407.json       |   2 +-
 data/2mass_j16334976-6808488.json       |   6 +-
 data/2mass_j16403197+1231068.json       |   2 +-
 data/2mass_j17503293+1759042.json       |   6 +-
 data/2mass_j18095256-0448081.json       |   2 +-
 data/2mass_j18283572-4849046.json       |   6 +-
 data/2mass_j19010601+4718136.json       |   6 +-
 data/2mass_j20282035+0052265.json       |   2 +-
 data/2mass_j21392676+0220226.json       |   4 +-
 data/2mass_j21501592-7520367.json       |  34 +++++
 data/2mass_j21513839-4853542.json       |   2 +-
 data/2mass_j21542494-1023022.json       |   4 +-
 data/2mass_j21543318+5942187.json       |   4 +-
 data/2mass_j22282889-4310262.json       |  36 ++++-
 data/2mass_j23312378-4718274.json       |   4 +-
 data/2mass_j23565477-1553111.json       |   6 +-
 data/2massi_j0755480+221218.json        |   6 +-
 data/2massi_j1534498-295227.json        |   6 +-
 data/2massi_j1546271-332511.json        |  59 +++++++-
 data/2massi_j1553022+153236.json        |  16 ++-
 data/2massi_j2254188+312349.json        |   4 +-
 data/2massi_j2339101+135230.json        |   4 +-
 data/2massw_j0310599+164816.json        |   2 +-
 data/Publications.json                  | 172 +++++++++++++++---------
 data/[ldc2013]_j160918.68-222923.9.json |   2 +-
 data/bd_+01_2920b.json                  |  47 ++++++-
 data/cfbds_j003402-005205.json          |  57 +++++++-
 data/cfbds_j005910.90-011401.3.json     |  52 ++++++-
 data/cfbds_j013302.27+023128.4.json     |  26 +++-
 data/cfbds_j095914.80+023655.2.json     |   2 +-
 data/cfbds_j100113.05+022622.3.json     |   2 +-
 data/cfbds_j193430.36-214221.0.json     |   2 +-
 data/cfbdsir_j145829+101343.json        |  14 +-
 data/eps_indi_b.json                    |   2 +-
 data/eq_j0448-1935.json                 |  26 +++-
 data/eq_j0952+1955.json                 |  26 +++-
 data/eq_j1322-2340.json                 |  26 +++-
 data/eq_j1542+2230.json                 |  37 ++++-
 data/eq_j2319-1844.json                 |  26 +++-
 data/g_259-20b.json                     |   6 +-
 data/gj_494_c.json                      |  40 ++++--
 data/gl_229b.json                       |   2 +-
 data/hd_91324b.json                     |   2 +-
 data/hip_73786b.json                    |  31 ++++-
 data/hqt-9.json                         |   2 +-
 data/ifa_0230-z1.json                   |   2 +-
 data/l_97-3b.json                       |  29 +++-
 data/lehpm_2-59.json                    |   2 +-
 data/lhs_2924.json                      |   2 +-
 data/lhs_3421b.json                     |   2 +-
 data/lp__440-52.json                    |   2 +-
 data/lspm_j2010+0632b.json              |   6 +-
 data/nttdf_j1205-0744.json              |   2 +-
 data/pso_j224.3820+47.4057.json         |  29 +++-
 data/sdss_j083717.21-000018.0.json      |   2 +-
 data/sdss_j110454.25+554841.4.json      |   2 +-
 data/sdss_j115700.50+061105.2.json      |   2 +-
 data/sdss_j150411.63+102718.4.json      |  48 ++++++-
 data/sdss_j151603.03+025928.9.json      |   2 +-
 data/sdss_j162838.77+230821.1.json      |  46 ++++++-
 data/sdss_j163022.92+081822.0.json      |  24 +++-
 data/sdss_j163239.34+415004.3.json      |   2 +-
 data/sdss_j175024.01+422237.8.json      |   2 +-
 data/sdss_j175805.46+463311.9.json      |  26 +++-
 data/sdss_j204749.61-071818.3.json      |   2 +-
 data/sdss_j212413.89+010000.3.json      |   2 +-
 data/twa_26.json                        |   2 +-
 data/ugcs_j030013.86+490142.5.json      |   6 +-
 data/ugcs_j053022.52-052447.4.json      |   4 +-
 data/ugps_j052127.27+364048.6.json      |  30 ++++-
 data/ugps_j065227.71+032431.0.json      |   4 +-
 data/ulas_j002422.94+002247.9.json      |   4 +-
 data/ulas_j004539.97+135032.7.json      |   6 +-
 data/ulas_j013346.25+132822.4.json      |   6 +-
 data/ulas_j015024.37+135924.0.json      |  30 ++++-
 data/ulas_j015034.33+142002.4.json      |   6 +-
 data/ulas_j020047.44+133755.1.json      |   4 +-
 data/ulas_j020336.94-010231.1.json      |   4 +-
 data/ulas_j020533.75+123824.1.json      |   6 +-
 data/ulas_j020944.30+133924.7.json      |   4 +-
 data/ulas_j033350.84+001406.1.json      |   6 +-
 data/ulas_j074502.79+233240.3.json      |  15 ++-
 data/ulas_j081918.58+210310.4.json      |  51 ++++++-
 data/ulas_j081948.09+073323.3.json      |   4 +-
 data/ulas_j082707.67-020408.2.json      |   4 +-
 data/ulas_j084036.72+075933.6.json      |   4 +-
 data/ulas_j084211.68+093611.9.json      |   4 +-
 data/ulas_j085139.03+005340.9.json      |   4 +-
 data/ulas_j085342.94+000651.8.json      |   4 +-
 data/ulas_j085500.12+000204.1.json      |   6 +-
 data/ulas_j085715.96+091325.3.json      |   4 +-
 data/ulas_j085910.69+101017.1.json      |   2 +-
 data/ulas_j090116.23-030635.0.json      |  30 ++++-
 data/ulas_j092605.47+083517.0.json      |   4 +-
 data/ulas_j092624.76+071140.7.json      |   4 +-
 data/ulas_j092926.44+110547.3.json      |   4 +-
 data/ulas_j094331.49+085849.2.json      |   4 +-
 data/ulas_j094349.60+094203.4.json      |   4 +-
 data/ulas_j094516.39+075545.6.json      |   4 +-
 data/ulas_j094806.06+064805.0.json      |   4 +-
 data/ulas_j095047.28+011734.3.json      |  44 +++++-
 data/ulas_j100759.90-010031.1.json      |   4 +-
 data/ulas_j101243.54+102101.7.json      |   4 +-
 data/ulas_j101821.78+072547.1.json      |   4 +-
 data/ulas_j103434.52-001553.0.json      |   4 +-
 data/ulas_j105235.42+001632.7.json      |   4 +-
 data/ulas_j114925.58-014343.2.json      |   4 +-
 data/ulas_j115229.68+035927.3.json      |   5 +-
 data/ulas_j115239.94+113407.6.json      |  26 +++-
 data/ulas_j115338.74-014724.1.json      |   4 +-
 data/ulas_j115718.02-013923.9.json      |   4 +-
 data/ulas_j115826.62+044746.8.json      |   6 +-
 data/ulas_j120214.62+073113.8.json      |   6 +-
 data/ulas_j120257.05+090158.8.json      |   4 +-
 data/ulas_j120744.65+133902.7.json      |   6 +-
 data/ulas_j121508.37+040200.5.json      |   6 +-
 data/ulas_j123153.60+091205.4.json      |   4 +-
 data/ulas_j123327.45+121952.2.json      |   4 +-
 data/ulas_j123828.51+095351.3.json      |  55 ++++++++
 data/ulas_j123903.75+102518.6.json      |   4 +-
 data/ulas_j124425.90+102441.9.json      |   4 +-
 data/ulas_j124804.56+075904.0.json      |   6 +-
 data/ulas_j125635.91-001944.9.json      |   6 +-
 data/ulas_j125708.07+110850.4.json      |   4 +-
 data/ulas_j130217.21+130851.2.json      |  37 ++++-
 data/ulas_j131705.66+091016.9.json      |   6 +-
 data/ulas_j131943.77+120900.2.json      |   4 +-
 data/ulas_j132048.12+102910.6.json      |   4 +-
 data/ulas_j132605.18+120009.9.json      |   8 +-
 data/ulas_j133553.45+113005.2.json      |  55 ++++++++
 data/ulas_j134940.81+091833.3.json      |   4 +-
 data/ulas_j135607.41+085345.2.json      |   4 +-
 data/ulas_j141623.94+134836.3.json      |  45 ++++++-
 data/ulas_j141806.71+000035.5.json      |   6 +-
 data/ulas_j144458.87+105531.1.json      |   4 +-
 data/ulas_j144555.24+125735.1.json      |   4 +-
 data/ulas_j145935.25+085751.2.json      |   2 +-
 data/ulas_j152526.25+095814.3.json      |   4 +-
 data/ulas_j152912.23+092228.5.json      |   6 +-
 data/ulas_j223955.76+003252.6.json      |   4 +-
 data/ulas_j225649.51+005452.5.json      |   4 +-
 data/ulas_j230601.02+130225.0.json      |  30 ++++-
 data/ulas_j231557.61+132256.2.json      |   6 +-
 data/ulas_j231835.51-001330.0.json      |   4 +-
 data/ulas_j232035.28+144829.8.json      |  40 +++++-
 data/ulas_j232123.79+135454.9.json      |  30 ++++-
 data/ulas_j232600.40+020139.2.json      |  26 +++-
 data/ulas_j232802.03+134544.8.json      |   6 +-
 data/ulas_j233359.39+004935.2.json      |   6 +-
 data/ulas_j234228.97+085620.1.json      |  40 +++++-
 data/ulas_j234827.94+005220.5.json      |   4 +-
 data/vhs_j125804.89-441232.4.json       |  30 ++++-
 data/vhs_j143311.46-083736.3.json       |   4 +-
 data/vhs_j154352.78-043909.6.json       |   6 +-
 data/vhs_j192934.18-442550.5.json       |   4 +-
 data/vhs_j205159.38-550843.9.json       |   4 +-
 data/wise_j000517.48+373720.5.json      |  37 ++++-
 data/wise_j001354.39+063448.1.json      |  35 ++++-
 data/wise_j003231.09-494651.4.json      |  33 +++++
 data/wise_j003829.05+275852.1.json      |  37 ++++-
 data/wise_j003830.54+840517.7.json      |   4 +-
 data/wise_j004024.88+090054.8.json      |   4 +-
 data/wise_j004542.56+361139.1.json      |   4 +-
 data/wise_j004945.61+215120.0.json      |  35 ++++-
 data/wise_j013525.64+171503.4.json      |  37 ++++-
 data/wise_j014656.66+423410.0.json      |  38 +++++-
 data/wise_j014807.25-720258.7.json      |  28 +++-
 data/wise_j021010.25+400829.6.json      |   4 +-
 data/wise_j023318.05+303030.5.json      |   4 +-
 data/wise_j024512.62-345047.8.json      |   4 +-
 data/wise_j024714.52+372523.5.json      |   4 +-
 data/wise_j025934.00-034645.7.json      |   4 +-
 data/wise_j030449.03-270508.3.json      |   8 +-
 data/wise_j030919.67-501614.3.json      |  36 +++++
 data/wise_j031614.68+382008.0.json      |   4 +-
 data/wise_j031624.35+430709.1.json      |   4 +-
 data/wise_j032120.91-734758.8.json      |   4 +-
 data/wise_j032517.69-385454.1.json      |  37 ++++-
 data/wise_j032547.72+083118.2.json      |  37 ++++-
 data/wise_j033605.05-014350.4.json      |   6 +-
 data/wise_j033651.90+282628.8.json      |   4 +-
 data/wise_j035000.32-565830.2.json      |  24 +++-
 data/wise_j035934.06-540154.6.json      |  24 +++-
 data/wise_j041358.14-475039.3.json      |  37 ++++-
 data/wise_j042417.94+072744.1.json      |   4 +-
 data/wise_j043052.92+463331.6.json      |  37 ++++-
 data/wise_j051208.66-300404.4.json      |  37 ++++-
 data/wise_j053516.80-750024.9.json      |  26 +++-
 data/wise_j054047.00+483232.4.json      |  37 ++++-
 data/wise_j054601.19-095947.5.json      |   4 +-
 data/wise_j061437.73+095135.0.json      |   4 +-
 data/wise_j062720.07-111428.0.json      |  24 +++-
 data/wise_j062905.13+241804.9.json      |   4 +-
 data/wise_j064723.23-623235.5.json      |  24 +++-
 data/wise_j070159.79+632129.2.json      |   2 +-
 data/wise_j071301.84-585445.1.json      |  29 +++-
 data/wise_j071322.55-291751.9.json      |   2 +-
 data/wise_j072312.44+340313.5.json      |  37 ++++-
 data/wise_j073347.94+754439.2.json      |   4 +-
 data/wise_j073444.02-715744.0.json      |  24 +++-
 data/wise_j075430.95+790957.8.json      |   2 +-
 data/wise_j081117.81-805141.3.json      |  37 ++++-
 data/wise_j081220.04+402106.2.json      |   4 +-
 data/wise_j083337.82+005214.1.json      |  40 +++++-
 data/wise_j092055.40+453856.3.json      |   2 +-
 data/wise_j094305.98+360723.5.json      |  26 +++-
 data/wise_j102557.72+030755.7.json      |  37 ++++-
 data/wise_j103907.73-160002.9.json      |   4 +-
 data/wise_j105047.90+505606.2.json      |   4 +-
 data/wise_j105130.01-213859.7.json      |  28 +++-
 data/wise_j105553.59-165216.3.json      |  29 +++-
 data/wise_j111239.24-385700.7.json      |  26 +++-
 data/wise_j111838.70+312537.9.json      |  26 +++-
 data/wise_j112438.12-042149.7.json      |   4 +-
 data/wise_j114340.22+443123.8.json      |  37 ++++-
 data/wise_j122152.28-313600.8.json      |   4 +-
 data/wise_j122558.86-101345.0.json      |   4 +-
 data/wise_j124309.61+844547.8.json      |  26 +++-
 data/wise_j124629.65-313934.2.json      |   4 +-
 data/wise_j125015.56+262846.9.json      |   2 +-
 data/wise_j125715.90+400854.2.json      |   4 +-
 data/wise_j130141.62-030212.9.json      |  37 ++++-
 data/wise_j131833.98-175826.5.json      |  28 +++-
 data/wise_j133750.46+263648.6.json      |   4 +-
 data/wise_j140035.40-385013.5.json      |   4 +-
 data/wise_j140518.39+553421.3.json      |  33 ++++-
 data/wise_j144901.85+114710.9.json      |  40 +++++-
 data/wise_j150115.92-400418.4.json      |  26 +++-
 data/wise_j151721.13+052929.3.json      |  37 ++++-
 data/wise_j152305.10+312537.6.json      |  37 ++++-
 data/wise_j154151.65-225024.9.json      |  26 +++-
 data/wise_j154459.27+584204.5.json      |  37 ++++-
 data/wise_j163236.47+032927.3.json      |   4 +-
 data/wise_j163348.95-680851.6.json      |   6 +-
 data/wise_j163645.56-074325.1.json      |   4 +-
 data/wise_j163940.83-684738.6.json      |  12 ++
 data/wise_j170745.85-174452.5.json      |  35 ++++-
 data/wise_j171104.60+350036.8.json      |  12 ++
 data/wise_j172134.46+111739.4.json      |   4 +-
 data/wise_j173035.99+420742.5.json      |   4 +-
 data/wise_j173421.02+502349.9.json      |   4 +-
 data/wise_j173623.03+605920.2.json      |   4 +-
 data/wise_j173835.53+273259.0.json      |  35 ++++-
 data/wise_j173859.27+614242.1.json      |   2 +-
 data/wise_j174113.12+132711.9.json      |   4 +-
 data/wise_j174303.71+421150.0.json      |   4 +-
 data/wise_j174556.65+645933.8.json      |   4 +-
 data/wise_j174640.78-033818.0.json      |   4 +-
 data/wise_j175510.28+180320.2.json      |   2 +-
 data/wise_j175929.37+544204.7.json      |   4 +-
 data/wise_j180901.07+383805.4.json      |   6 +-
 data/wise_j181243.14+200746.4.json      |  37 ++++-
 data/wise_j181329.40+283533.3.json      |   4 +-
 data/wise_j184041.77+293229.2.json      |   4 +-
 data/wise_j190903.16-520433.5.json      |   4 +-
 data/wise_j191359.78+644456.6.json      |   4 +-
 data/wise_j192841.35+235604.9.json      |  37 ++++-
 data/wise_j195436.15+691541.3.json      |   4 +-
 data/wise_j195500.42-254013.9.json      |   4 +-
 data/wise_j200050.19+362950.1.json      |  26 +++-
 data/wise_j200520.38+542433.9.json      |  37 ++++-
 data/wise_j200804.71-083428.5.json      |   4 +-
 data/wise_j201404.13+042408.5.json      |  37 ++++-
 data/wise_j201920.76-114807.5.json      |   4 +-
 data/wise_j203042.79+074934.7.json      |   4 +-
 data/wise_j204356.42+622048.9.json      |   4 +-
 data/wise_j210200.15-442919.5.json      |  26 +++-
 data/wise_j212100.87-623921.6.json      |   2 +-
 data/wise_j212321.92-261405.1.json      |   4 +-
 data/wise_j214706.78-102924.0.json      |   4 +-
 data/wise_j215949.48-480854.9.json      |  29 +++-
 data/wise_j220905.73+271143.9.json      |  26 +++-
 data/wise_j222055.31-362817.4.json      |  24 +++-
 data/wise_j223204.50-573010.5.json      |  29 +++-
 data/wise_j223617.59+510551.9.json      |   2 +-
 data/wise_j223720.39+722833.8.json      |   4 +-
 data/wise_j230133.32+021635.0.json      |   4 +-
 data/wise_j230356.79+191432.9.json      |   4 +-
 data/wise_j233226.49-432510.6.json      |  28 +++-
 data/wise_j233543.79+422255.2.json      |   4 +-
 data/wise_j235402.77+024015.0.json      |  24 +++-
 data/wise_j235716.49+122741.8.json      |  40 +++++-
 data/wisea_j000131.93-084126.9.json     |   6 +-
 data/wisea_j000622.67-131955.2.json     |   6 +-
 data/wisea_j001450.17-083823.4.json     |   2 +-
 data/wisea_j002656.73-542854.8.json     |   6 +-
 data/wisea_j004713.81-371033.7.json     |   2 +-
 data/wisea_j011154.36-505343.2.json     |   6 +-
 data/wisea_j020110.68-523916.9.json     |   6 +-
 data/wisea_j030237.52-581740.3.json     |  12 +-
 data/wisea_j030845.36+325923.1.json     |   6 +-
 data/wisea_j032301.86+562558.0.json     |   6 +-
 data/wisea_j032504.52-504403.0.json     |  29 +++-
 data/wisea_j033515.07+431044.7.json     |  37 ++++-
 data/wisea_j040443.50-642030.0.json     |  29 +++-
 data/wisea_j042449.21-595905.6.json     |   6 +-
 data/wisea_j042949.41-783705.6.json     |   6 +-
 data/wisea_j061557.21+152626.1.json     |  26 +++-
 data/wisea_j082000.48-662211.9.json     |   6 +-
 data/wisea_j082507.37+280548.2.json     |   2 +-
 data/wisea_j085510.74-071442.5.json     |  11 +-
 data/wisea_j095729.41+462413.5.json     |   6 +-
 data/wisea_j103602.80+030615.6.json     |   6 +-
 data/wisea_j114156.67-332635.5.json     |  31 +++++
 data/wisea_j120604.25+840110.5.json     |  24 +++-
 data/wisea_j122036.38+540717.3.json     |  26 +++-
 data/wisea_j131211.10-761740.9.json     |   6 +-
 data/wisea_j134310.44-121628.8.json     |   6 +-
 data/wisea_j172907.10-753017.0.json     |  33 +++++
 data/wisea_j174336.62+154901.3.json     |   6 +-
 data/wisea_j193430.11-421444.3.json     |   6 +-
 data/wisea_j194128.98-342335.8.json     |   8 +-
 data/wisea_j195311.04-022954.7.json     |   6 +-
 data/wisea_j200907.88-170448.0.json     |   6 +-
 data/wisea_j203644.55-084715.1.json     |   6 +-
 data/wisea_j203751.31-421645.2.json     |   6 +-
 data/wisea_j204027.30+695924.1.json     |   2 +-
 data/wisea_j210529.08-623558.7.json     |   6 +-
 data/wisea_j211157.85-521111.2.json     |   6 +-
 data/wisea_j211807.07-321713.5.json     |   6 +-
 data/wisea_j212354.78-365223.4.json     |   6 +-
 data/wisea_j214155.85-511853.1.json     |   6 +-
 data/wisea_j220304.18+461923.4.json     |  26 +++-
 data/wisea_j221216.27-693121.6.json     |  36 +++++
 data/wisea_j222409.64-185242.1.json     |   6 +-
 data/wisea_j232219.45-140726.2.json     |   6 +-
 data/wisep_j031325.96+780744.2.json     |  26 +++-
 data/wisep_j041022.71+150248.5.json     |  35 ++++-
 data/wisep_j131106.24+012252.4.json     |  28 +++-
 data/wisep_j180435.40+311706.1.json     |  28 +++-
 data/wisep_j182831.08+265037.8.json     |   6 +-
 data/wisep_j205628.90+145953.3.json     |  33 ++++-
 data/wisep_j235941.07-733504.8.json     |  36 ++++-
 data/wisepa_j045853.89+643452.9.json    |  36 +++++
 data/wisepa_j075003.84+272544.8.json    |  26 +++-
 data/wisepa_j075108.79-763449.6.json    |  26 +++-
 data/wisepa_j161441.45+173936.7.json    |  26 +++-
 data/wisepa_j174124.26+255319.5.json    |  26 +++-
 data/wisepa_j181210.85+272144.3.json    |  33 +++++
 data/wisepa_j213456.73-713743.6.json    |  26 +++-
 data/wisepa_j234351.20-741847.0.json    |  26 +++-
 data/wisepc_j032337.53-602554.9.json    |  26 +++-
 data/wisepc_j083641.12-185947.2.json    |  33 +++++
 data/wisepc_j104245.23-384238.3.json    |  26 +++-
 data/wisepc_j115013.88+630240.7.json    |  29 +++-
 data/wisepc_j121756.91+162640.2.json    |  36 +++++
 data/wisepc_j201546.27+664645.1.json    |   4 +-
 data/wisepc_j232519.54-410534.9.json    |  26 +++-
 data/wisepc_j234446.25+103415.8.json    |  26 +++-
 data/wolf_940b.json                     |  55 ++++++++
 414 files changed, 5546 insertions(+), 910 deletions(-)

diff --git a/data/2mass_j00001354+2554180.json b/data/2mass_j00001354+2554180.json
index c28daf361..559739888 100644
--- a/data/2mass_j00001354+2554180.json
+++ b/data/2mass_j00001354+2554180.json
@@ -263,7 +263,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg06b",
+            "reference": "Burg06.1067",
             "other_references": null
         }
     ],
@@ -284,7 +284,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T5",
diff --git a/data/2mass_j00345157+0523050.json b/data/2mass_j00345157+0523050.json
index d1185aa81..189aebb58 100644
--- a/data/2mass_j00345157+0523050.json
+++ b/data/2mass_j00345157+0523050.json
@@ -7,12 +7,15 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0034+0523",
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null,
             "comments": null
         }
     ],
     "Names": [
+        {
+            "other_name": "2MASS J003451.57+052305.0"
+        },
         {
             "other_name": "2MASS J00345157+0523050"
         }
@@ -40,6 +43,50 @@
             "comments": null,
             "reference": "Cutr03"
         },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.1,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 12.58,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.13,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 12.41,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "WISE.W1",
             "ucd": null,
@@ -142,7 +189,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null
         }
     ],
@@ -151,10 +198,10 @@
             "spectral_type_string": "T6.5",
             "spectral_type_code": 86.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j00412179+3547133.json b/data/2mass_j00412179+3547133.json
index 271cc07c4..8abdf3ef1 100644
--- a/data/2mass_j00412179+3547133.json
+++ b/data/2mass_j00412179+3547133.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null,
             "comments": null
         }
@@ -155,7 +155,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg04b"
+            "reference": "Burg04.2856"
         },
         {
             "spectral_type_string": "sdM9",
@@ -164,7 +164,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Burg04b"
+            "reference": "Burg04.2856"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j00501994-3322402.json b/data/2mass_j00501994-3322402.json
index 4afe17e8d..00573cd0f 100644
--- a/data/2mass_j00501994-3322402.json
+++ b/data/2mass_j00501994-3322402.json
@@ -7,12 +7,15 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0050-3322",
-            "reference": "Tinn05b",
+            "reference": "Tinn05.2326",
             "other_references": null,
             "comments": null
         }
     ],
     "Names": [
+        {
+            "other_name": "2MASS J005019.94-332240.2"
+        },
         {
             "other_name": "2MASS J00501994-3322402"
         },
@@ -57,6 +60,17 @@
             "comments": null,
             "reference": "Cutr03"
         },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.87,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I1",
             "ucd": null,
@@ -68,6 +82,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.59,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": null,
@@ -79,6 +104,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.32,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I3",
             "ucd": null,
@@ -90,6 +126,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 13.0,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I4",
             "ucd": null,
@@ -215,7 +262,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg06c",
+            "reference": "Burg06.1095",
             "other_references": null
         }
     ],
@@ -224,10 +271,10 @@
             "spectral_type_string": "T7",
             "spectral_type_code": 87.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j01423153+0523285.json b/data/2mass_j01423153+0523285.json
index 70a6c620e..89a37f57d 100644
--- a/data/2mass_j01423153+0523285.json
+++ b/data/2mass_j01423153+0523285.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null,
             "comments": null
         }
diff --git a/data/2mass_j01514155+1244300.json b/data/2mass_j01514155+1244300.json
index 955c21663..9f14dd947 100644
--- a/data/2mass_j01514155+1244300.json
+++ b/data/2mass_j01514155+1244300.json
@@ -157,7 +157,7 @@
             "instrument": null,
             "epoch": null,
             "comments": null,
-            "reference": "Burg06e"
+            "reference": "Burg06.585"
         },
         {
             "band": "SDSS.g",
@@ -284,7 +284,7 @@
             "flux_units": "normalized",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null
         }
     ],
@@ -296,7 +296,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j02074284+0000564.json b/data/2mass_j02074284+0000564.json
index e7772e258..3996b974d 100644
--- a/data/2mass_j02074284+0000564.json
+++ b/data/2mass_j02074284+0000564.json
@@ -135,7 +135,7 @@
             "instrument": null,
             "epoch": null,
             "comments": null,
-            "reference": "Burg06e"
+            "reference": "Burg06.585"
         },
         {
             "band": "SDSS.g",
@@ -262,7 +262,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg06b",
+            "reference": "Burg06.1067",
             "other_references": null
         }
     ],
@@ -274,7 +274,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j02431371-2453298.json b/data/2mass_j02431371-2453298.json
index 0f45c9f98..d21e83d52 100644
--- a/data/2mass_j02431371-2453298.json
+++ b/data/2mass_j02431371-2453298.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0243-2453",
-            "reference": "Burg02a",
+            "reference": "Burg02.421",
             "other_references": null,
             "comments": null
         }
@@ -19,6 +19,9 @@
         {
             "other_name": "2MASS J02431371-2453298"
         },
+        {
+            "other_name": "2MASSI J024313.70-245329.0"
+        },
         {
             "other_name": "2MASSI J0243137-245329"
         },
@@ -69,6 +72,17 @@
             "comments": null,
             "reference": "Cutr03"
         },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 13.95,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I1",
             "ucd": null,
@@ -80,6 +94,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 12.98,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": null,
@@ -91,6 +116,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 12.71,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I3",
             "ucd": null,
@@ -102,6 +138,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 12.27,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I4",
             "ucd": null,
@@ -122,7 +169,7 @@
             "instrument": null,
             "epoch": null,
             "comments": null,
-            "reference": "Burg06e"
+            "reference": "Burg06.585"
         },
         {
             "band": "WISE.W1",
@@ -210,7 +257,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null
         }
     ],
@@ -220,18 +267,18 @@
             "spectral_type_code": 86.0,
             "spectral_type_error": null,
             "regime": "nir",
-            "adopted": false,
+            "adopted": null,
             "comments": null,
-            "reference": "Manj19"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T6",
             "spectral_type_code": 86.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
-            "adopted": null,
+            "regime": "nir",
+            "adopted": false,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Manj19"
         },
         {
             "spectral_type_string": "T5.5",
diff --git a/data/2mass_j02540788+0223563.json b/data/2mass_j02540788+0223563.json
index 912f6063d..5abfe6a2c 100644
--- a/data/2mass_j02540788+0223563.json
+++ b/data/2mass_j02540788+0223563.json
@@ -49,6 +49,28 @@
             "comments": null,
             "reference": "Cutr03"
         },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.69,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 12.7,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "WISE.W1",
             "ucd": null,
@@ -106,6 +128,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8",
+            "spectral_type_code": 88.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Kirk11"
+        },
         {
             "spectral_type_string": "T8",
             "spectral_type_code": 88.0,
@@ -113,7 +144,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Liu_11a"
+            "reference": "Liu_11.32"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j02550357-4700509.json b/data/2mass_j02550357-4700509.json
index e19be2ef2..c5e2a1faa 100644
--- a/data/2mass_j02550357-4700509.json
+++ b/data/2mass_j02550357-4700509.json
@@ -319,7 +319,7 @@
             "flux_units": "erg s-1 cm-2 A-1",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg06c",
+            "reference": "Burg06.1095",
             "other_references": null
         },
         {
@@ -363,7 +363,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "L8",
diff --git a/data/2mass_j03454316+2540233.json b/data/2mass_j03454316+2540233.json
index 83aa341d7..5da5022c9 100644
--- a/data/2mass_j03454316+2540233.json
+++ b/data/2mass_j03454316+2540233.json
@@ -264,7 +264,7 @@
             "flux_units": "erg s-1 cm-2 A-1",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg06a",
+            "reference": "Burg06.1007",
             "other_references": null
         },
         {
diff --git a/data/2mass_j03480772-6022270.json b/data/2mass_j03480772-6022270.json
index 2828e6360..e60e82aec 100644
--- a/data/2mass_j03480772-6022270.json
+++ b/data/2mass_j03480772-6022270.json
@@ -7,12 +7,15 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burg03e",
+            "reference": "Burg03.2487",
             "other_references": null,
             "comments": null
         }
     ],
     "Names": [
+        {
+            "other_name": "2MASS J034807.72-602227.0"
+        },
         {
             "other_name": "2MASS J03480772-6022270"
         }
@@ -50,6 +53,50 @@
             "epoch": null,
             "comments": null,
             "reference": "Cutr03"
+        },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.17,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 12.54,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 12.89,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 12.28,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
         }
     ],
     "ProperMotions": [
@@ -102,10 +149,10 @@
             "spectral_type_string": "T7",
             "spectral_type_code": 87.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j04070885+1514565.json b/data/2mass_j04070885+1514565.json
index 07084a61d..d39551e5f 100644
--- a/data/2mass_j04070885+1514565.json
+++ b/data/2mass_j04070885+1514565.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null,
             "comments": null
         }
@@ -89,7 +89,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j04151954-0935066.json b/data/2mass_j04151954-0935066.json
index 3519c6e9f..e389bcacf 100644
--- a/data/2mass_j04151954-0935066.json
+++ b/data/2mass_j04151954-0935066.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0415-0935",
-            "reference": "Burg02a",
+            "reference": "Burg02.421",
             "other_references": null,
             "comments": null
         }
@@ -16,6 +16,9 @@
         {
             "other_name": "2MASS J04151954-0935066"
         },
+        {
+            "other_name": "2MASSI J041519.50-093506.0"
+        },
         {
             "other_name": "2MASSI J0415195-093506"
         },
@@ -57,6 +60,17 @@
             "comments": null,
             "reference": "Cutr03"
         },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.26,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I1",
             "ucd": null,
@@ -68,6 +82,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 12.37,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": null,
@@ -79,6 +104,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 12.87,
+            "magnitude_error": 0.07,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I3",
             "ucd": null,
@@ -90,6 +126,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 12.11,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I4",
             "ucd": null,
@@ -154,7 +201,7 @@
             "instrument": null,
             "epoch": null,
             "comments": null,
-            "reference": "Burg06e"
+            "reference": "Burg06.585"
         },
         {
             "band": "SDSS.i",
@@ -296,7 +343,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null
         }
     ],
@@ -305,10 +352,10 @@
             "spectral_type_string": "T8",
             "spectral_type_code": 88.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T8",
@@ -317,7 +364,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Burg03d"
+            "reference": "Burg03.510"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j04234858-0414035.json b/data/2mass_j04234858-0414035.json
index 95ad45843..f2d4c3667 100644
--- a/data/2mass_j04234858-0414035.json
+++ b/data/2mass_j04234858-0414035.json
@@ -277,7 +277,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "L7.5",
diff --git a/data/2mass_j05103524-4208146.json b/data/2mass_j05103524-4208146.json
index 5d6ba39f1..934627bc7 100644
--- a/data/2mass_j05103524-4208146.json
+++ b/data/2mass_j05103524-4208146.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0510-4208",
-            "reference": "Loop07a",
+            "reference": "Loop07.1162",
             "other_references": null,
             "comments": null
         }
@@ -74,7 +74,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Loop07a"
+            "reference": "Loop07.1162"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j05160945-0445499.json b/data/2mass_j05160945-0445499.json
index 982fde8d2..fca1f8617 100644
--- a/data/2mass_j05160945-0445499.json
+++ b/data/2mass_j05160945-0445499.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0516-0445",
-            "reference": "Burg03e",
+            "reference": "Burg03.2487",
             "other_references": null,
             "comments": null
         }
@@ -72,7 +72,7 @@
             "instrument": null,
             "epoch": null,
             "comments": null,
-            "reference": "Burg06e"
+            "reference": "Burg06.585"
         },
         {
             "band": "WISE.W1",
@@ -165,7 +165,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j05185995-2828372.json b/data/2mass_j05185995-2828372.json
index 7795d598e..b03a689b4 100644
--- a/data/2mass_j05185995-2828372.json
+++ b/data/2mass_j05185995-2828372.json
@@ -89,7 +89,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "L7",
diff --git a/data/2mass_j05325346+8246465.json b/data/2mass_j05325346+8246465.json
index 93b98f322..36e9942e9 100644
--- a/data/2mass_j05325346+8246465.json
+++ b/data/2mass_j05325346+8246465.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0532+8246",
-            "reference": "Burg03c",
+            "reference": "Burg03.1186",
             "other_references": null,
             "comments": null
         }
diff --git a/data/2mass_j05591914-1404488.json b/data/2mass_j05591914-1404488.json
index 7261053d0..09a08f4a6 100644
--- a/data/2mass_j05591914-1404488.json
+++ b/data/2mass_j05591914-1404488.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0559-1404",
-            "reference": "Burg00c",
+            "reference": "Burg00.1100",
             "other_references": null,
             "comments": null
         }
@@ -373,7 +373,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg06b",
+            "reference": "Burg06.1067",
             "other_references": null
         },
         {
@@ -405,7 +405,7 @@
             "flux_units": "erg s-1 cm-2 A-1",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg03d",
+            "reference": "Burg03.510",
             "other_references": null
         }
     ],
@@ -426,7 +426,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T5",
@@ -435,7 +435,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Burg03d"
+            "reference": "Burg03.510"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j06020638+4043588.json b/data/2mass_j06020638+4043588.json
index 74a6c52f5..37bc97df8 100644
--- a/data/2mass_j06020638+4043588.json
+++ b/data/2mass_j06020638+4043588.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0602+4043",
-            "reference": "Loop07a",
+            "reference": "Loop07.1162",
             "other_references": null,
             "comments": null
         }
@@ -89,7 +89,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Loop07a"
+            "reference": "Loop07.1162"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j07222760-0540384.json b/data/2mass_j07222760-0540384.json
index 7beb1b2e9..254fec6be 100644
--- a/data/2mass_j07222760-0540384.json
+++ b/data/2mass_j07222760-0540384.json
@@ -46,6 +46,28 @@
             "comments": null,
             "reference": "Cutr03"
         },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.3,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 12.22,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "SDSS.i",
             "ucd": null,
@@ -129,10 +151,10 @@
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Cush11"
+            "reference": "Cush11.50"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j07271824+1710012.json b/data/2mass_j07271824+1710012.json
index d4304165d..1584e5c7d 100644
--- a/data/2mass_j07271824+1710012.json
+++ b/data/2mass_j07271824+1710012.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0727+1710",
-            "reference": "Burg02a",
+            "reference": "Burg02.421",
             "other_references": null,
             "comments": null
         }
@@ -16,6 +16,9 @@
         {
             "other_name": "2MASS J07271824+1710012"
         },
+        {
+            "other_name": "2MASSI J072718.20+171001.0"
+        },
         {
             "other_name": "2MASSI J0727182+171001"
         },
@@ -60,6 +63,17 @@
             "comments": null,
             "reference": "Cutr03"
         },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.46,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I1",
             "ucd": null,
@@ -71,6 +85,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.02,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": null,
@@ -82,6 +107,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.24,
+            "magnitude_error": 0.06,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I3",
             "ucd": null,
@@ -93,6 +129,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 12.64,
+            "magnitude_error": 0.11,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I4",
             "ucd": null,
@@ -250,7 +297,7 @@
             "flux_units": "normalized",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg06b",
+            "reference": "Burg06.1067",
             "other_references": null
         },
         {
@@ -266,7 +313,7 @@
             "flux_units": "erg s-1 cm-2 A-1",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg03d",
+            "reference": "Burg03.510",
             "other_references": null
         }
     ],
@@ -275,10 +322,10 @@
             "spectral_type_string": "T7",
             "spectral_type_code": 87.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T8",
@@ -287,7 +334,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Burg03d"
+            "reference": "Burg03.510"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j07290002-3954043.json b/data/2mass_j07290002-3954043.json
index de9cadf4c..6408a1fb0 100644
--- a/data/2mass_j07290002-3954043.json
+++ b/data/2mass_j07290002-3954043.json
@@ -7,12 +7,15 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0729-3954",
-            "reference": "Loop07a",
+            "reference": "Loop07.1162",
             "other_references": null,
             "comments": null
         }
     ],
     "Names": [
+        {
+            "other_name": "2MASS J072900.02-395404.3"
+        },
         {
             "other_name": "2MASS J07290002-3954043"
         },
@@ -54,6 +57,28 @@
             "comments": null,
             "reference": "Cutr03"
         },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.56,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.0,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "SDSS.i",
             "ucd": null,
@@ -190,7 +215,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Loop07a",
+            "reference": "Loop07.1162",
             "other_references": null
         }
     ],
@@ -199,10 +224,10 @@
             "spectral_type_string": "T8 pec",
             "spectral_type_code": 88.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Loop07a"
+            "reference": "Loop07.1162"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j07414920+2351275.json b/data/2mass_j07414920+2351275.json
index fcb9ad862..2173645cb 100644
--- a/data/2mass_j07414920+2351275.json
+++ b/data/2mass_j07414920+2351275.json
@@ -68,6 +68,28 @@
             "epoch": null,
             "comments": null,
             "reference": "Cutr03"
+        },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.02,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.03,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
         }
     ],
     "ProperMotions": [
@@ -91,6 +113,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T5.5",
+            "spectral_type_code": 85.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Burg02.421"
+        },
         {
             "spectral_type_string": "T5",
             "spectral_type_code": 85.0,
@@ -98,7 +129,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j07420130+2055198.json b/data/2mass_j07420130+2055198.json
index 6cfd5378d..d22b72a4e 100644
--- a/data/2mass_j07420130+2055198.json
+++ b/data/2mass_j07420130+2055198.json
@@ -212,7 +212,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j07584037+3247245.json b/data/2mass_j07584037+3247245.json
index 5a9cab124..487c00dc6 100644
--- a/data/2mass_j07584037+3247245.json
+++ b/data/2mass_j07584037+3247245.json
@@ -126,7 +126,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T3",
diff --git a/data/2mass_j08173001-6155158.json b/data/2mass_j08173001-6155158.json
index 6acf3f949..813551aa1 100644
--- a/data/2mass_j08173001-6155158.json
+++ b/data/2mass_j08173001-6155158.json
@@ -158,6 +158,28 @@
             "comments": null,
             "reference": "GaiaEDR3"
         },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 12.24,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 11.3,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "WISE.W1",
             "ucd": null,
@@ -250,18 +272,18 @@
             "spectral_type_code": 86.0,
             "spectral_type_error": null,
             "regime": "nir",
-            "adopted": false,
+            "adopted": null,
             "comments": null,
-            "reference": "Manj19"
+            "reference": "Arti10"
         },
         {
             "spectral_type_string": "T6",
             "spectral_type_code": 86.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
-            "adopted": null,
+            "regime": "nir",
+            "adopted": false,
             "comments": null,
-            "reference": "Arti10"
+            "reference": "Manj19"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j08304878+0128311.json b/data/2mass_j08304878+0128311.json
index 7ebf2c3d5..15d7465f4 100644
--- a/data/2mass_j08304878+0128311.json
+++ b/data/2mass_j08304878+0128311.json
@@ -226,7 +226,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j09121469+1459396.json b/data/2mass_j09121469+1459396.json
index 4c286e8b4..49ab9a041 100644
--- a/data/2mass_j09121469+1459396.json
+++ b/data/2mass_j09121469+1459396.json
@@ -271,7 +271,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "L8",
diff --git a/data/2mass_j09201223+3517429.json b/data/2mass_j09201223+3517429.json
index 24c1f39f6..f42f25bb3 100644
--- a/data/2mass_j09201223+3517429.json
+++ b/data/2mass_j09201223+3517429.json
@@ -149,7 +149,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "L6.5",
diff --git a/data/2mass_j09261537+5847212.json b/data/2mass_j09261537+5847212.json
index a11206b16..99d27052d 100644
--- a/data/2mass_j09261537+5847212.json
+++ b/data/2mass_j09261537+5847212.json
@@ -95,7 +95,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T5",
diff --git a/data/2mass_j09373487+2931409.json b/data/2mass_j09373487+2931409.json
index b10810e0e..88a90cbfd 100644
--- a/data/2mass_j09373487+2931409.json
+++ b/data/2mass_j09373487+2931409.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0937+2931",
-            "reference": "Burg02a",
+            "reference": "Burg02.421",
             "other_references": null,
             "comments": null
         }
@@ -16,6 +16,9 @@
         {
             "other_name": "2MASS J09373487+2931409"
         },
+        {
+            "other_name": "2MASSI J093734.70+293142.0"
+        },
         {
             "other_name": "2MASSI J0937347+293142"
         },
@@ -57,6 +60,17 @@
             "comments": null,
             "reference": "Cutr03"
         },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 13.16,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I1",
             "ucd": null,
@@ -68,6 +82,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 11.69,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": null,
@@ -79,6 +104,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 12.32,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I3",
             "ucd": null,
@@ -90,6 +126,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 11.73,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I4",
             "ucd": null,
@@ -324,7 +371,7 @@
             "flux_units": "normalized",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg06b",
+            "reference": "Burg06.1067",
             "other_references": null
         },
         {
@@ -340,7 +387,7 @@
             "flux_units": "erg s-1 cm-2 A-1",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg03d",
+            "reference": "Burg03.510",
             "other_references": null
         }
     ],
@@ -349,10 +396,10 @@
             "spectral_type_string": "T6 pec",
             "spectral_type_code": 86.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T7",
@@ -361,7 +408,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Burg03d"
+            "reference": "Burg03.510"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j09393548-2448279.json b/data/2mass_j09393548-2448279.json
index 158d0921c..54776a95a 100644
--- a/data/2mass_j09393548-2448279.json
+++ b/data/2mass_j09393548-2448279.json
@@ -7,12 +7,15 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0939-2448",
-            "reference": "Tinn05b",
+            "reference": "Tinn05.2326",
             "other_references": null,
             "comments": null
         }
     ],
     "Names": [
+        {
+            "other_name": "2MASS J093935.48-244827.9AB"
+        },
         {
             "other_name": "2MASS J09393548-2448279"
         }
@@ -73,6 +76,17 @@
             "comments": null,
             "reference": "Burg08b"
         },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 13.77,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": null,
@@ -84,6 +98,17 @@
             "comments": null,
             "reference": "Burg08b"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 11.62,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I3",
             "ucd": null,
@@ -95,6 +120,17 @@
             "comments": null,
             "reference": "Burg08b"
         },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 12.95,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I4",
             "ucd": null,
@@ -106,6 +142,17 @@
             "comments": null,
             "reference": "Burg08b"
         },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 11.89,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "WISE.W1",
             "ucd": null,
@@ -208,7 +255,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg06b",
+            "reference": "Burg06.1067",
             "other_references": null
         }
     ],
@@ -217,10 +264,10 @@
             "spectral_type_string": "T8",
             "spectral_type_code": 88.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T8",
diff --git a/data/2mass_j09490860-1545485.json b/data/2mass_j09490860-1545485.json
index 01eb439c3..eae665c70 100644
--- a/data/2mass_j09490860-1545485.json
+++ b/data/2mass_j09490860-1545485.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0949-1545",
-            "reference": "Tinn05b",
+            "reference": "Tinn05.2326",
             "other_references": null,
             "comments": null
         }
@@ -153,7 +153,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg06b",
+            "reference": "Burg06.1067",
             "other_references": null
         }
     ],
@@ -165,7 +165,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j10073369-4555147.json b/data/2mass_j10073369-4555147.json
index 73d8ec7f5..4fe04212c 100644
--- a/data/2mass_j10073369-4555147.json
+++ b/data/2mass_j10073369-4555147.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "1007-4555",
-            "reference": "Loop07a",
+            "reference": "Loop07.1162",
             "other_references": null,
             "comments": null
         }
@@ -124,7 +124,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Loop07a",
+            "reference": "Loop07.1162",
             "other_references": null
         }
     ],
@@ -136,7 +136,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Loop07a"
+            "reference": "Loop07.1162"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j10210969-0304197.json b/data/2mass_j10210969-0304197.json
index 62deac1a2..761d7c65c 100644
--- a/data/2mass_j10210969-0304197.json
+++ b/data/2mass_j10210969-0304197.json
@@ -121,7 +121,7 @@
             "flux_units": "normalized",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg06b",
+            "reference": "Burg06.1067",
             "other_references": null
         }
     ],
@@ -133,7 +133,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T3.5",
diff --git a/data/2mass_j10475385+2124234.json b/data/2mass_j10475385+2124234.json
index 1de4e6e5a..1f513b20d 100644
--- a/data/2mass_j10475385+2124234.json
+++ b/data/2mass_j10475385+2124234.json
@@ -202,7 +202,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T7",
@@ -211,7 +211,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Burg03d"
+            "reference": "Burg03.510"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j11040127+1959217.json b/data/2mass_j11040127+1959217.json
index 2800e8646..421e0ac9f 100644
--- a/data/2mass_j11040127+1959217.json
+++ b/data/2mass_j11040127+1959217.json
@@ -224,7 +224,7 @@
             "flux_units": "erg s-1 cm-2 A-1",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null
         },
         {
diff --git a/data/2mass_j11061197+2754225.json b/data/2mass_j11061197+2754225.json
index ca1af7a35..1e9819632 100644
--- a/data/2mass_j11061197+2754225.json
+++ b/data/2mass_j11061197+2754225.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Loop07a",
+            "reference": "Loop07.1162",
             "other_references": null,
             "comments": null
         }
@@ -149,7 +149,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Loop07a"
+            "reference": "Loop07.1162"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j11101001+0116130.json b/data/2mass_j11101001+0116130.json
index 362a7d8e5..2a210e4d3 100644
--- a/data/2mass_j11101001+0116130.json
+++ b/data/2mass_j11101001+0116130.json
@@ -120,7 +120,7 @@
             "instrument": null,
             "epoch": null,
             "comments": null,
-            "reference": "Burg06e"
+            "reference": "Burg06.585"
         },
         {
             "band": "NICMOS1.F110W",
@@ -131,7 +131,7 @@
             "instrument": null,
             "epoch": null,
             "comments": null,
-            "reference": "Burg06e"
+            "reference": "Burg06.585"
         },
         {
             "band": "SDSS.g",
@@ -328,7 +328,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg06c",
+            "reference": "Burg06.1095",
             "other_references": null
         }
     ],
@@ -349,7 +349,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j11145133-2618235.json b/data/2mass_j11145133-2618235.json
index 9821e5b43..d86bba51e 100644
--- a/data/2mass_j11145133-2618235.json
+++ b/data/2mass_j11145133-2618235.json
@@ -7,12 +7,15 @@
             "epoch": null,
             "equinox": null,
             "shortname": "1114-2618",
-            "reference": "Tinn05b",
+            "reference": "Tinn05.2326",
             "other_references": null,
             "comments": null
         }
     ],
     "Names": [
+        {
+            "other_name": "2MASS J111451.33-261823.5"
+        },
         {
             "other_name": "2MASS J11145133-2618235"
         },
@@ -65,6 +68,50 @@
             "comments": null,
             "reference": "DENIS"
         },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.19,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 12.35,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.22,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 12.25,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "SDSS.i",
             "ucd": null,
@@ -189,7 +236,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg06c",
+            "reference": "Burg06.1095",
             "other_references": null
         }
     ],
@@ -198,10 +245,10 @@
             "spectral_type_string": "T7.5",
             "spectral_type_code": 87.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T8",
diff --git a/data/2mass_j11220826-3512363.json b/data/2mass_j11220826-3512363.json
index c1451ed89..3287077f0 100644
--- a/data/2mass_j11220826-3512363.json
+++ b/data/2mass_j11220826-3512363.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Tinn05b",
+            "reference": "Tinn05.2326",
             "other_references": null,
             "comments": null
         }
@@ -155,7 +155,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j12074717+0244249.json b/data/2mass_j12074717+0244249.json
index 5cb9ea8fc..d47d4e8dc 100644
--- a/data/2mass_j12074717+0244249.json
+++ b/data/2mass_j12074717+0244249.json
@@ -331,7 +331,7 @@
             "flux_units": "normalized",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Loop07a",
+            "reference": "Loop07.1162",
             "other_references": null
         }
     ],
@@ -343,7 +343,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "L8",
diff --git a/data/2mass_j12095613-1004008.json b/data/2mass_j12095613-1004008.json
index 3303a70aa..e862262db 100644
--- a/data/2mass_j12095613-1004008.json
+++ b/data/2mass_j12095613-1004008.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null,
             "comments": null
         }
@@ -71,7 +71,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T3.5",
diff --git a/data/2mass_j12154430-3420594.json b/data/2mass_j12154430-3420594.json
index fa2ecc856..3b0beeda5 100644
--- a/data/2mass_j12154430-3420594.json
+++ b/data/2mass_j12154430-3420594.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "1215-3420",
-            "reference": "Loop07a",
+            "reference": "Loop07.1162",
             "other_references": null,
             "comments": null
         }
@@ -80,7 +80,7 @@
             "flux_units": "W m-2 um-1",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Loop07a",
+            "reference": "Loop07.1162",
             "other_references": null
         }
     ],
@@ -92,7 +92,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Loop07a"
+            "reference": "Loop07.1162"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j12171110-0311131.json b/data/2mass_j12171110-0311131.json
index efb59e8b5..801314976 100644
--- a/data/2mass_j12171110-0311131.json
+++ b/data/2mass_j12171110-0311131.json
@@ -16,6 +16,9 @@
         {
             "other_name": "2MASS J12171110-0311131"
         },
+        {
+            "other_name": "2MASSI J121711.00-031113.0"
+        },
         {
             "other_name": "2MASSI J1217110-031113"
         },
@@ -63,6 +66,17 @@
             "comments": null,
             "reference": "Cutr03"
         },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.75,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I1",
             "ucd": null,
@@ -74,6 +88,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.29,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": null,
@@ -85,6 +110,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.34,
+            "magnitude_error": 0.07,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I3",
             "ucd": null,
@@ -96,6 +132,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 12.95,
+            "magnitude_error": 0.18,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I4",
             "ucd": null,
@@ -116,7 +163,7 @@
             "instrument": null,
             "epoch": null,
             "comments": null,
-            "reference": "Burg06e"
+            "reference": "Burg06.585"
         },
         {
             "band": "SDSS.g",
@@ -275,7 +322,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg06c",
+            "reference": "Burg06.1095",
             "other_references": null
         }
     ],
@@ -284,10 +331,10 @@
             "spectral_type_string": "T7.5",
             "spectral_type_code": 87.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T7",
@@ -296,7 +343,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Burg03d"
+            "reference": "Burg03.510"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j12255432-2739466.json b/data/2mass_j12255432-2739466.json
index b6ec5772a..c6275e64c 100644
--- a/data/2mass_j12255432-2739466.json
+++ b/data/2mass_j12255432-2739466.json
@@ -13,6 +13,9 @@
         }
     ],
     "Names": [
+        {
+            "other_name": "2MASS J122554.32-273946.6A"
+        },
         {
             "other_name": "2MASS J12255432-2739466"
         }
@@ -109,7 +112,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null
         },
         {
@@ -125,11 +128,20 @@
             "flux_units": "erg s-1 cm-2 A-1",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg03d",
+            "reference": "Burg03.510",
             "other_references": null
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T6",
+            "spectral_type_code": 86.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Burg03.2487"
+        },
         {
             "spectral_type_string": "T6",
             "spectral_type_code": 86.0,
@@ -137,7 +149,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T6",
@@ -146,7 +158,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Burg03d"
+            "reference": "Burg03.510"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j12314753+0847331.json b/data/2mass_j12314753+0847331.json
index 474d09e45..e65774f99 100644
--- a/data/2mass_j12314753+0847331.json
+++ b/data/2mass_j12314753+0847331.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null,
             "comments": null
         }
@@ -92,7 +92,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T6",
diff --git a/data/2mass_j12373919+6526148.json b/data/2mass_j12373919+6526148.json
index 56377c349..89c3ed253 100644
--- a/data/2mass_j12373919+6526148.json
+++ b/data/2mass_j12373919+6526148.json
@@ -13,6 +13,9 @@
         }
     ],
     "Names": [
+        {
+            "other_name": "2MASS J123739.19+652614.8"
+        },
         {
             "other_name": "2MASS J12373919+6526148"
         },
@@ -46,6 +49,17 @@
             "comments": null,
             "reference": "Cutr03"
         },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.43,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I1",
             "ucd": null,
@@ -57,6 +71,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 12.95,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": null,
@@ -68,6 +93,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.42,
+            "magnitude_error": 0.06,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I3",
             "ucd": null,
@@ -79,6 +115,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 12.78,
+            "magnitude_error": 0.11,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I4",
             "ucd": null,
@@ -312,7 +359,7 @@
             "flux_units": "erg s-1 cm-2 A-1",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg00b",
+            "reference": "Burg00.473",
             "other_references": null
         }
     ],
@@ -321,10 +368,10 @@
             "spectral_type_string": "T6.5",
             "spectral_type_code": 86.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T7",
@@ -333,7 +380,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Burg03d"
+            "reference": "Burg03.510"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j12451416-4429077.json b/data/2mass_j12451416-4429077.json
index 19de48075..585b59d8f 100644
--- a/data/2mass_j12451416-4429077.json
+++ b/data/2mass_j12451416-4429077.json
@@ -277,7 +277,7 @@
             "flux_units": "erg s-1 cm-2 A-1",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Loop07b",
+            "reference": "Loop07.97",
             "other_references": null
         }
     ],
diff --git a/data/2mass_j12545393-0122474.json b/data/2mass_j12545393-0122474.json
index b178cd697..1419954d0 100644
--- a/data/2mass_j12545393-0122474.json
+++ b/data/2mass_j12545393-0122474.json
@@ -216,7 +216,7 @@
             "instrument": null,
             "epoch": null,
             "comments": null,
-            "reference": "Burg06e"
+            "reference": "Burg06.585"
         },
         {
             "band": "SDSS.g",
@@ -400,7 +400,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null
         },
         {
@@ -428,7 +428,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T2",
@@ -437,7 +437,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Burg03d"
+            "reference": "Burg03.510"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j13464634-0031501.json b/data/2mass_j13464634-0031501.json
index 5eb90b125..ff60cbfdd 100644
--- a/data/2mass_j13464634-0031501.json
+++ b/data/2mass_j13464634-0031501.json
@@ -60,6 +60,17 @@
             "comments": null,
             "reference": "Cutr03"
         },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.67,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I1",
             "ucd": null,
@@ -71,6 +82,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.67,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": null,
@@ -82,6 +104,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.4,
+            "magnitude_error": 0.11,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I3",
             "ucd": null,
@@ -93,6 +126,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 13.13,
+            "magnitude_error": 0.17,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I4",
             "ucd": null,
@@ -229,7 +273,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg06c",
+            "reference": "Burg06.1095",
             "other_references": null
         },
         {
@@ -245,7 +289,7 @@
             "flux_units": "erg s-1 cm-2 A-1",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg00b",
+            "reference": "Burg00.473",
             "other_references": null
         }
     ],
@@ -254,10 +298,10 @@
             "spectral_type_string": "T6.5",
             "spectral_type_code": 86.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T7",
@@ -266,7 +310,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Burg03d"
+            "reference": "Burg03.510"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j14044941-3159329.json b/data/2mass_j14044941-3159329.json
index c800ea990..a8da0f5ac 100644
--- a/data/2mass_j14044941-3159329.json
+++ b/data/2mass_j14044941-3159329.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Loop07a",
+            "reference": "Loop07.1162",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Loop07a"
+            "reference": "Loop07.1162"
         },
         {
             "spectral_type_string": "T0",
diff --git a/data/2mass_j14162408+1348263.json b/data/2mass_j14162408+1348263.json
index ba679939a..8ccafa4c6 100644
--- a/data/2mass_j14162408+1348263.json
+++ b/data/2mass_j14162408+1348263.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "1416+1348A",
-            "reference": "Burn10",
+            "reference": "Burn10.1952",
             "other_references": null,
             "comments": null
         }
diff --git a/data/2mass_j14351087-2333025.json b/data/2mass_j14351087-2333025.json
index 38ff9e1c9..c5d19426f 100644
--- a/data/2mass_j14351087-2333025.json
+++ b/data/2mass_j14351087-2333025.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm12d",
+            "reference": "Luhm12.152",
             "other_references": null,
             "comments": null
         }
@@ -144,7 +144,7 @@
             "mu_dec_error": 15.0,
             "adopted": false,
             "comments": null,
-            "reference": "Luhm12d"
+            "reference": "Luhm12.152"
         }
     ],
     "SpectralTypes": [
@@ -155,7 +155,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm12d"
+            "reference": "Luhm12.152"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j14392836+1929149.json b/data/2mass_j14392836+1929149.json
index b2c555b26..b20f5c40d 100644
--- a/data/2mass_j14392836+1929149.json
+++ b/data/2mass_j14392836+1929149.json
@@ -324,7 +324,7 @@
             "flux_units": "erg s-1 cm-2 A-1",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null
         },
         {
diff --git a/data/2mass_j14571496-2121477.json b/data/2mass_j14571496-2121477.json
index ee126df68..7a8131256 100644
--- a/data/2mass_j14571496-2121477.json
+++ b/data/2mass_j14571496-2121477.json
@@ -7,12 +7,15 @@
             "epoch": null,
             "equinox": null,
             "shortname": "1457-2121",
-            "reference": "Burg00a",
+            "reference": "Burg00.57",
             "other_references": null,
             "comments": null
         }
     ],
     "Names": [
+        {
+            "other_name": "2MASS J145714.96-212147.7"
+        },
         {
             "other_name": "2MASS J14571496-2121477"
         },
@@ -60,6 +63,17 @@
             "comments": null,
             "reference": "Cutr03"
         },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 13.88,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I1",
             "ucd": null,
@@ -71,6 +85,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 12.15,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": null,
@@ -82,6 +107,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 12.77,
+            "magnitude_error": 0.11,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I3",
             "ucd": null,
@@ -93,6 +129,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 11.97,
+            "magnitude_error": 0.07,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I4",
             "ucd": null,
@@ -272,7 +319,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null
         },
         {
@@ -288,7 +335,7 @@
             "flux_units": "erg s-1 cm-2 A-1",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg03d",
+            "reference": "Burg03.510",
             "other_references": null
         }
     ],
@@ -297,10 +344,10 @@
             "spectral_type_string": "T7.5",
             "spectral_type_code": 87.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T7",
@@ -309,7 +356,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Burg03d"
+            "reference": "Burg03.510"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j15031961+2525196.json b/data/2mass_j15031961+2525196.json
index 68bed09e6..dd3e2287a 100644
--- a/data/2mass_j15031961+2525196.json
+++ b/data/2mass_j15031961+2525196.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "1503+2525",
-            "reference": "Burg03d",
+            "reference": "Burg03.510",
             "other_references": null,
             "comments": null
         }
@@ -203,7 +203,7 @@
             "instrument": null,
             "epoch": null,
             "comments": null,
-            "reference": "Burg06e"
+            "reference": "Burg06.585"
         },
         {
             "band": "SDSS.g",
@@ -396,7 +396,7 @@
             "flux_units": "normalized",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null
         }
     ],
@@ -408,7 +408,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T6",
@@ -417,7 +417,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Burg03d"
+            "reference": "Burg03.510"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j15261405+2043414.json b/data/2mass_j15261405+2043414.json
index b1cc1b9f0..572159299 100644
--- a/data/2mass_j15261405+2043414.json
+++ b/data/2mass_j15261405+2043414.json
@@ -361,7 +361,7 @@
             "flux_units": "normalized",
             "wavelength_order": null,
             "comments": "Wrong Amazon spectrum-this is08435",
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null
         },
         {
diff --git a/data/2mass_j15412408+5425598.json b/data/2mass_j15412408+5425598.json
index 0a7996b28..a4515976a 100644
--- a/data/2mass_j15412408+5425598.json
+++ b/data/2mass_j15412408+5425598.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null,
             "comments": null
         }
diff --git a/data/2mass_j16150413+1340079.json b/data/2mass_j16150413+1340079.json
index ea65bc333..568c7406d 100644
--- a/data/2mass_j16150413+1340079.json
+++ b/data/2mass_j16150413+1340079.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "1615+1340",
-            "reference": "Loop07a",
+            "reference": "Loop07.1162",
             "other_references": null,
             "comments": null
         }
@@ -146,7 +146,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Loop07a",
+            "reference": "Loop07.1162",
             "other_references": null
         }
     ],
@@ -158,7 +158,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Loop07a"
+            "reference": "Loop07.1162"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j16241436+0029158.json b/data/2mass_j16241436+0029158.json
index 223e6a5ff..03dc3fa12 100644
--- a/data/2mass_j16241436+0029158.json
+++ b/data/2mass_j16241436+0029158.json
@@ -72,6 +72,17 @@
             "comments": null,
             "reference": "Cutr03"
         },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.41,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I1",
             "ucd": null,
@@ -83,6 +94,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.1,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": null,
@@ -94,6 +116,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.25,
+            "magnitude_error": 0.08,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I3",
             "ucd": null,
@@ -105,6 +138,17 @@
             "comments": null,
             "reference": "Patt06"
         },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 12.84,
+            "magnitude_error": 0.09,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I4",
             "ucd": null,
@@ -169,7 +213,7 @@
             "instrument": null,
             "epoch": null,
             "comments": null,
-            "reference": "Burg06e"
+            "reference": "Burg06.585"
         },
         {
             "band": "SDSS.g",
@@ -366,7 +410,7 @@
             "flux_units": "normalized",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg06b",
+            "reference": "Burg06.1067",
             "other_references": null
         },
         {
@@ -382,7 +426,7 @@
             "flux_units": "erg s-1 cm-2 A-1",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg00b",
+            "reference": "Burg00.473",
             "other_references": null
         }
     ],
@@ -392,18 +436,18 @@
             "spectral_type_code": 86.0,
             "spectral_type_error": null,
             "regime": "nir",
-            "adopted": false,
+            "adopted": null,
             "comments": null,
-            "reference": "Manj19"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T6",
             "spectral_type_code": 86.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
-            "adopted": null,
+            "regime": "nir",
+            "adopted": false,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Manj19"
         },
         {
             "spectral_type_string": "T6",
diff --git a/data/2mass_j16262034+3925190.json b/data/2mass_j16262034+3925190.json
index 89709bbf2..cede790a3 100644
--- a/data/2mass_j16262034+3925190.json
+++ b/data/2mass_j16262034+3925190.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "1626+3925",
-            "reference": "Burg04c",
+            "reference": "Burg04.73",
             "other_references": null,
             "comments": null
         }
@@ -297,7 +297,7 @@
             "flux_units": "normalized",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg04c",
+            "reference": "Burg04.73",
             "other_references": null
         }
     ],
@@ -309,7 +309,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg04c"
+            "reference": "Burg04.73"
         },
         {
             "spectral_type_string": "esdL4",
diff --git a/data/2mass_j16322911+1904407.json b/data/2mass_j16322911+1904407.json
index 023eca380..261d05ae3 100644
--- a/data/2mass_j16322911+1904407.json
+++ b/data/2mass_j16322911+1904407.json
@@ -345,7 +345,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "L8",
diff --git a/data/2mass_j16334976-6808488.json b/data/2mass_j16334976-6808488.json
index a97df7f66..3cd7c8a91 100644
--- a/data/2mass_j16334976-6808488.json
+++ b/data/2mass_j16334976-6808488.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -144,7 +144,7 @@
             "mu_dec_error": 20.0,
             "adopted": false,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -155,7 +155,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j16403197+1231068.json b/data/2mass_j16403197+1231068.json
index a5eb102af..6557dcc15 100644
--- a/data/2mass_j16403197+1231068.json
+++ b/data/2mass_j16403197+1231068.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null,
             "comments": null
         }
diff --git a/data/2mass_j17503293+1759042.json b/data/2mass_j17503293+1759042.json
index fe42415fc..3a6304d74 100644
--- a/data/2mass_j17503293+1759042.json
+++ b/data/2mass_j17503293+1759042.json
@@ -165,7 +165,7 @@
             "instrument": null,
             "epoch": null,
             "comments": null,
-            "reference": "Burg06e"
+            "reference": "Burg06.585"
         },
         {
             "band": "SDSS.g",
@@ -339,7 +339,7 @@
             "flux_units": "normalized",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null
         }
     ],
@@ -360,7 +360,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T4",
diff --git a/data/2mass_j18095256-0448081.json b/data/2mass_j18095256-0448081.json
index 1c1a95316..c7b6fd5f0 100644
--- a/data/2mass_j18095256-0448081.json
+++ b/data/2mass_j18095256-0448081.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "1809-0448",
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
diff --git a/data/2mass_j18283572-4849046.json b/data/2mass_j18283572-4849046.json
index edeb949ac..ab1c6e300 100644
--- a/data/2mass_j18283572-4849046.json
+++ b/data/2mass_j18283572-4849046.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "1828-4849",
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null,
             "comments": null
         }
@@ -156,7 +156,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null
         }
     ],
@@ -168,7 +168,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j19010601+4718136.json b/data/2mass_j19010601+4718136.json
index ba7f0c217..a62121304 100644
--- a/data/2mass_j19010601+4718136.json
+++ b/data/2mass_j19010601+4718136.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null,
             "comments": null
         }
@@ -78,7 +78,7 @@
             "mu_dec_error": 20.02,
             "adopted": null,
             "comments": null,
-            "reference": "Burg04b"
+            "reference": "Burg04.2856"
         }
     ],
     "SpectralTypes": [
@@ -89,7 +89,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j20282035+0052265.json b/data/2mass_j20282035+0052265.json
index 1a2f70041..a3e3652d4 100644
--- a/data/2mass_j20282035+0052265.json
+++ b/data/2mass_j20282035+0052265.json
@@ -268,7 +268,7 @@
             "flux_units": "W m-2 um-1",
             "wavelength_order": null,
             "comments": "None",
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null
         },
         {
diff --git a/data/2mass_j21392676+0220226.json b/data/2mass_j21392676+0220226.json
index d1bac208b..1d65152f6 100644
--- a/data/2mass_j21392676+0220226.json
+++ b/data/2mass_j21392676+0220226.json
@@ -239,7 +239,7 @@
             "flux_units": "erg s-1 cm-2 A-1",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg06b",
+            "reference": "Burg06.1067",
             "other_references": null
         },
         {
@@ -276,7 +276,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T2",
diff --git a/data/2mass_j21501592-7520367.json b/data/2mass_j21501592-7520367.json
index 15376ae60..42650b406 100644
--- a/data/2mass_j21501592-7520367.json
+++ b/data/2mass_j21501592-7520367.json
@@ -21,6 +21,9 @@
         },
         {
             "other_name": "Gaia EDR3 6358287868675805824"
+        },
+        {
+            "other_name": "WISE J215018.99-752054.6"
         }
     ],
     "Parallaxes": [
@@ -116,6 +119,28 @@
             "epoch": null,
             "comments": null,
             "reference": "GaiaEDR3"
+        },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.01,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Fahe20"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.6,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Fahe20"
         }
     ],
     "ProperMotions": [
@@ -166,6 +191,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8",
+            "spectral_type_code": 88.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Fahe20"
+        },
         {
             "spectral_type_string": "L1:",
             "spectral_type_code": 71.0,
diff --git a/data/2mass_j21513839-4853542.json b/data/2mass_j21513839-4853542.json
index 7458bd487..80f0ef2c7 100644
--- a/data/2mass_j21513839-4853542.json
+++ b/data/2mass_j21513839-4853542.json
@@ -105,7 +105,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j21542494-1023022.json b/data/2mass_j21542494-1023022.json
index bd4f910ad..fa666328e 100644
--- a/data/2mass_j21542494-1023022.json
+++ b/data/2mass_j21542494-1023022.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Loop07a",
+            "reference": "Loop07.1162",
             "other_references": null,
             "comments": null
         }
@@ -60,7 +60,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Loop07a"
+            "reference": "Loop07.1162"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j21543318+5942187.json b/data/2mass_j21543318+5942187.json
index d55583feb..ddbf19186 100644
--- a/data/2mass_j21543318+5942187.json
+++ b/data/2mass_j21543318+5942187.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Loop07a",
+            "reference": "Loop07.1162",
             "other_references": null,
             "comments": null
         }
@@ -60,7 +60,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Loop07a"
+            "reference": "Loop07.1162"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j22282889-4310262.json b/data/2mass_j22282889-4310262.json
index cc1390921..3aa4cad3e 100644
--- a/data/2mass_j22282889-4310262.json
+++ b/data/2mass_j22282889-4310262.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "2228-4310",
-            "reference": "Burg03e",
+            "reference": "Burg03.2487",
             "other_references": null,
             "comments": null
         }
@@ -66,6 +66,28 @@
             "comments": null,
             "reference": "Cutr03"
         },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.45,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.35,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "WISE.W1",
             "ucd": null,
@@ -152,7 +174,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null
         }
     ],
@@ -162,18 +184,18 @@
             "spectral_type_code": 86.0,
             "spectral_type_error": null,
             "regime": "nir",
-            "adopted": false,
+            "adopted": null,
             "comments": null,
-            "reference": "Manj19"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T6",
             "spectral_type_code": 86.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
-            "adopted": null,
+            "regime": "nir",
+            "adopted": false,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Manj19"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j23312378-4718274.json b/data/2mass_j23312378-4718274.json
index 19e709c77..a3545e1a0 100644
--- a/data/2mass_j23312378-4718274.json
+++ b/data/2mass_j23312378-4718274.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burg04b",
+            "reference": "Burg04.2856",
             "other_references": null,
             "comments": null
         }
@@ -71,7 +71,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2mass_j23565477-1553111.json b/data/2mass_j23565477-1553111.json
index 62bc82047..5367d0319 100644
--- a/data/2mass_j23565477-1553111.json
+++ b/data/2mass_j23565477-1553111.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "2356-1553",
-            "reference": "Burg02a",
+            "reference": "Burg02.421",
             "other_references": null,
             "comments": null
         }
@@ -226,7 +226,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg06c",
+            "reference": "Burg06.1095",
             "other_references": null
         }
     ],
@@ -238,7 +238,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2massi_j0755480+221218.json b/data/2massi_j0755480+221218.json
index 3b44523f1..0725b6b37 100644
--- a/data/2massi_j0755480+221218.json
+++ b/data/2massi_j0755480+221218.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burg02a",
+            "reference": "Burg02.421",
             "other_references": null,
             "comments": null
         }
@@ -92,7 +92,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T6",
@@ -101,7 +101,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Burg03d"
+            "reference": "Burg03.510"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2massi_j1534498-295227.json b/data/2massi_j1534498-295227.json
index 2b1fe5959..b6b30371c 100644
--- a/data/2massi_j1534498-295227.json
+++ b/data/2massi_j1534498-295227.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burg02a",
+            "reference": "Burg02.421",
             "other_references": null,
             "comments": null
         }
@@ -74,7 +74,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T6",
@@ -83,7 +83,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Burg03d"
+            "reference": "Burg03.510"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2massi_j1546271-332511.json b/data/2massi_j1546271-332511.json
index 3742aa0d9..62a483846 100644
--- a/data/2massi_j1546271-332511.json
+++ b/data/2massi_j1546271-332511.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "1546-3325",
-            "reference": "Burg02a",
+            "reference": "Burg02.421",
             "other_references": null,
             "comments": null
         }
@@ -60,6 +60,50 @@
             "comments": null,
             "reference": "Cutr03"
         },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.22,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Patt06"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.39,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Patt06"
+        },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.44,
+            "magnitude_error": 0.15,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Patt06"
+        },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 13.38,
+            "magnitude_error": 0.1,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Patt06"
+        },
         {
             "band": "WISE.W1",
             "ucd": null,
@@ -130,11 +174,20 @@
             "flux_units": "normalized",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Loop07a",
+            "reference": "Loop07.1162",
             "other_references": null
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T5.5",
+            "spectral_type_code": 85.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Burg02.421"
+        },
         {
             "spectral_type_string": "T5.5",
             "spectral_type_code": 85.5,
@@ -142,7 +195,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2massi_j1553022+153236.json b/data/2massi_j1553022+153236.json
index 68a8fc03c..2dd67055e 100644
--- a/data/2massi_j1553022+153236.json
+++ b/data/2massi_j1553022+153236.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burg02a",
+            "reference": "Burg02.421",
             "other_references": null,
             "comments": null
         }
@@ -16,6 +16,9 @@
         {
             "other_name": "2MASS J15530228+1532369"
         },
+        {
+            "other_name": "2MASSI J155302.20+153236.0A"
+        },
         {
             "other_name": "2MASSI J1553022+153236"
         }
@@ -85,6 +88,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T6.5",
+            "spectral_type_code": 86.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Burg06.1067"
+        },
         {
             "spectral_type_string": "T7",
             "spectral_type_code": 87.0,
@@ -92,7 +104,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2massi_j2254188+312349.json b/data/2massi_j2254188+312349.json
index 3d9d5e324..dda8dac8b 100644
--- a/data/2massi_j2254188+312349.json
+++ b/data/2massi_j2254188+312349.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burg02a",
+            "reference": "Burg02.421",
             "other_references": null,
             "comments": null
         }
@@ -92,7 +92,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T5",
diff --git a/data/2massi_j2339101+135230.json b/data/2massi_j2339101+135230.json
index 62dd90197..d8d60bf6e 100644
--- a/data/2massi_j2339101+135230.json
+++ b/data/2massi_j2339101+135230.json
@@ -84,7 +84,7 @@
             "mu_dec_error": 117.25,
             "adopted": null,
             "comments": null,
-            "reference": "Burg03a"
+            "reference": "Burg03.850"
         }
     ],
     "Spectra": [
@@ -122,7 +122,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/2massw_j0310599+164816.json b/data/2massw_j0310599+164816.json
index 4984eea04..fd5753e1d 100644
--- a/data/2massw_j0310599+164816.json
+++ b/data/2massw_j0310599+164816.json
@@ -110,7 +110,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "L8",
diff --git a/data/Publications.json b/data/Publications.json
index ee53afdf8..463dbc44f 100644
--- a/data/Publications.json
+++ b/data/Publications.json
@@ -132,31 +132,31 @@
         "description": "SDSS J141624.08+134826.7: A Nearby Blue L Dwarf From the Sloan Digital Sky Survey"
     },
     {
-        "publication": "Burg00a",
+        "publication": "Burg00.57",
         "bibcode": "2000ApJ...531L..57B",
         "doi": "10.1086/312522",
         "description": "Discovery of a brown dwarf companion to Gliese 570ABC: a 2MASS T dwarf significantly cooler than Gliese 229B"
     },
     {
-        "publication": "Burg03d",
+        "publication": "Burg03.510",
         "bibcode": "2003ApJ...594..510B",
         "doi": "10.1086/376756",
         "description": "The spectra of T dwarfs. II. Red optical data"
     },
     {
-        "publication": "Burg03b",
+        "publication": "Burg03.512",
         "bibcode": "2003ApJ...586..512B",
         "doi": "10.1086/346263",
         "description": "Binarity in Brown Dwarfs: T Dwarf Binaries Discovered with the Hubble Space Telescope Wide Field Planetary Camera 2"
     },
     {
-        "publication": "Burg03c",
+        "publication": "Burg03.1186",
         "bibcode": "2003ApJ...592.1186B",
         "doi": "10.1086/375813",
         "description": "The First Substellar Subdwarf? Discovery of a Metal-poor L Dwarf with Halo Kinematics"
     },
     {
-        "publication": "Burg04c",
+        "publication": "Burg04.73",
         "bibcode": "2004ApJ...614L..73B",
         "doi": "10.1086/425418",
         "description": "Discovery of a Second L Subdwarf in the Two Micron All Sky Survey"
@@ -174,13 +174,13 @@
         "description": "SDSS J042348.57-041403.5AB: A Brown Dwarf Binary Straddling the L/T Transition"
     },
     {
-        "publication": "Burg06c",
+        "publication": "Burg06.1095",
         "bibcode": "2006ApJ...639.1095B",
         "doi": "10.1086/499344",
         "description": "A Method for Determining the Physical Properties of the Coldest Known Brown Dwarfs"
     },
     {
-        "publication": "Burg06e",
+        "publication": "Burg06.585",
         "bibcode": "2006ApJS..166..585B",
         "doi": "10.1086/506327",
         "description": "Hubble Space Telescope NICMOS Observations of T Dwarfs: Brown Dwarf Multiplicity and New Probes of the L/T Transition"
@@ -252,7 +252,7 @@
         "description": "The discovery of an M4+T8.5 binary system"
     },
     {
-        "publication": "Burn10",
+        "publication": "Burn10.1952",
         "bibcode": "2010MNRAS.404.1952B",
         "doi": "10.1111/j.1365-2966.2010.16411.x",
         "description": "The discovery of a very cool binary system"
@@ -348,7 +348,7 @@
         "description": "2MASS J06164006-6407194: The First Outer Halo L Subdwarf"
     },
     {
-        "publication": "Cush11",
+        "publication": "Cush11.50",
         "bibcode": "2011ApJ...743...50C",
         "doi": "10.1088/0004-637X/743/1/50",
         "description": "The Discovery of Y Dwarfs using Data from the Wide-field Infrared Survey Explorer (WISE)"
@@ -378,7 +378,7 @@
         "description": "HIP 38939B: A New Benchmark T Dwarf in the Galactic Plane Discovered with Pan-STARRS1"
     },
     {
-        "publication": "Delo08a",
+        "publication": "Delo08.961",
         "bibcode": "2008A&A...482..961D",
         "doi": "10.1051/0004-6361:20079317",
         "description": "CFBDS J005910.90-011401.3: reaching the T-Y brown dwarf transition?"
@@ -510,7 +510,7 @@
         "description": "Evidence of Orbital Motion in the Binary Brown Dwarf Kelu-1AB"
     },
     {
-        "publication": "Geli11",
+        "publication": "Geli11.57",
         "bibcode": "2011AJ....142...57G",
         "doi": "10.1088/0004-6256/142/2/57",
         "description": "WISE Brown Dwarf Binaries: The Discovery of a T5+T5 and a T8.5+T9 System"
@@ -984,13 +984,13 @@
         "description": "Discovery of a Highly Unequal-mass Binary T Dwarf with Keck Laser Guide Star Adaptive Optics: A Coevality Test of Substellar Theoretical Models and Effective Temperatures"
     },
     {
-        "publication": "Liu_11a",
+        "publication": "Liu_11.32",
         "bibcode": "2011ApJ...740L..32L",
         "doi": "10.1088/2041-8205/740/2/L32",
         "description": "A Search for High Proper Motion T Dwarfs with PAN-STARRS1 + 2MASS + WISE"
     },
     {
-        "publication": "Liu_11b",
+        "publication": "Liu_11.108",
         "bibcode": "2011ApJ...740..108L",
         "doi": "10.1088/0004-637X/740/2/108",
         "description": "CFBDSIR J1458+1013B: A Very Cold ($\\gt$T10) Brown Dwarf in a Binary System"
@@ -1002,13 +1002,13 @@
         "description": "Spectroscopic classification of red high proper motion objects in the Southern Sky"
     },
     {
-        "publication": "Lodi07a",
+        "publication": "Lodi07.1423",
         "bibcode": "2007MNRAS.379.1423L",
         "doi": "10.1111/j.1365-2966.2007.12023.x",
         "description": "Eight new T4.5-T7.5 dwarfs discovered in the UKIDSS Large Area Survey Data Release 1"
     },
     {
-        "publication": "Loop07a",
+        "publication": "Loop07.1162",
         "bibcode": "2007AJ....134.1162L",
         "doi": "10.1086/520645",
         "description": "Discovery of 11 New T Dwarfs in the Two Micron All Sky Survey, Including a Possible L/T Transition Binary"
@@ -1062,7 +1062,7 @@
         "description": "Discovery of a Candidate for the Coolest Known Brown Dwarf"
     },
     {
-        "publication": "Luhm12",
+        "publication": "Luhm12.135",
         "bibcode": "2012ApJ...744..135L",
         "doi": "10.1088/0004-637X/744/2/135",
         "description": "Confirmation of One of the Coldest Known Brown Dwarfs"
@@ -1392,13 +1392,13 @@
         "description": "Extremely faint high proper motion objects from SDSS stripe 82. Optical classification spectroscopy of about 40 new objects"
     },
     {
-        "publication": "Scho10a",
+        "publication": "Scho10.92",
         "bibcode": "2010A&A...515A..92S",
         "doi": "10.1051/0004-6361/201014264",
         "description": "Hip 63510C, Hip 73786B, and nine new isolated high proper motion T dwarf candidates from UKIDSS DR6 and SDSS DR7"
     },
     {
-        "publication": "Scho10b",
+        "publication": "Scho10.8",
         "bibcode": "2010A&A...510L...8S",
         "doi": "10.1051/0004-6361/201014078",
         "description": "ULAS J141623.94+134836.3 - a faint common proper motion companion of a nearby L dwarf. Serendipitous discovery of a cool brown dwarf in UKIDSS DR6"
@@ -1560,7 +1560,7 @@
         "description": "Preliminary Parallaxes of 40 L and T Dwarfs from the US Naval Observatory Infrared Astrometry Program"
     },
     {
-        "publication": "Warr07",
+        "publication": "Warr07.1400",
         "bibcode": "2007MNRAS.381.1400W",
         "doi": "10.1111/j.1365-2966.2007.12348.x",
         "description": "A very cool brown dwarf in UKIDSS DR1"
@@ -1602,7 +1602,7 @@
         "description": "Four Nearby L Dwarfs"
     },
     {
-        "publication": "Burg06b",
+        "publication": "Burg06.1067",
         "bibcode": "2006ApJ...637.1067B",
         "doi": "10.1086/498563",
         "description": "A Unified Near-Infrared Spectral Classification Scheme for T Dwarfs"
@@ -1824,7 +1824,7 @@
         "description": "The First Ultra-cool Brown Dwarf Discovered by the Wide-field Infrared Survey Explorer"
     },
     {
-        "publication": "Mace13",
+        "publication": "Mace13.6",
         "bibcode": "2013ApJS..205....6M",
         "doi": "10.1088/0067-0049/205/1/6",
         "description": "A Study of the Diverse T Dwarf Population Revealed by WISE"
@@ -1859,12 +1859,6 @@
         "doi": "10.1088/0004-637X/799/2/203",
         "description": "WISEP J004701.06+680352.1: An Intermediate Surface Gravity, Dusty Brown Dwarf in the AB Dor Moving Group"
     },
-    {
-        "publication": "Lodi12",
-        "bibcode": "2012A&A...548A..53L ",
-        "doi": "10.1051/0004-6361/201220182",
-        "description": "First T dwarfs in the VISTA Hemisphere Survey"
-    },
     {
         "publication": "Irwi91",
         "bibcode": "1991MNRAS.252P..61I",
@@ -2178,13 +2172,13 @@
         "description": "The Properties of the 500 K Dwarf UGPS J072227.51-054031.2 and a Study of the Far-red Flux of Cold Brown Dwarfs"
     },
     {
-        "publication": "Burg00b",
+        "publication": "Burg00.473",
         "bibcode": "2000AJ....120..473B",
         "doi": "10.1086/301423",
         "description": "Detection of Ha Emission in a Methane (T Type) Brown Dwarf"
     },
     {
-        "publication": "Loop07b",
+        "publication": "Loop07.97",
         "bibcode": "2007ApJ...669L..97L",
         "doi": "10.1086/523812",
         "description": "Discovery of an M9.5 candidate brown dwarf in the TW Hydrae association: DENIS J124514.1-442907"
@@ -2214,7 +2208,7 @@
         "description": "SpeX Spectroscopy of Unresolved Very Low Mass Binaries. I. Identification of 17 Candidate Binaries Straddling the L Dwarf/T Dwarf Transition"
     },
     {
-        "publication": "Burg06a",
+        "publication": "Burg06.1007",
         "bibcode": "2006AJ....131.1007B",
         "doi": "10.1086/499042",
         "description": "Resolved Spectroscopy of M Dwarf/L Dwarf Binaries. I. DENIS J220002.05-303832.9AB"
@@ -2226,7 +2220,7 @@
         "description": "Discovery of a Very Young Field L Dwarf, 2MASS J01415823-4633574"
     },
     {
-        "publication": "Burg06d",
+        "publication": "Burg06.1485",
         "bibcode": "2006ApJ...645.1485B",
         "doi": "10.1086/504375",
         "description": "Discovery of the Coolest Extreme Subdwarf"
@@ -2280,25 +2274,25 @@
         "description": "The MagE spectrograph"
     },
     {
-        "publication": "Burg04a",
+        "publication": "Burg04.827",
         "bibcode": "2004ApJ...604..827B",
         "doi": "10.1086/382129",
         "description": "S Orionis 70: Just a Foreground Field Brown Dwarf?"
     },
     {
-        "publication": "Burg04b",
+        "publication": "Burg04.2856",
         "bibcode": "2004AJ....127.2856B",
         "doi": "10.1086/383549",
         "description": "The 2MASS Wide-Field T Dwarf Search. III. Seven New T Dwarfs and Other Cool Dwarf Discoveries"
     },
     {
-        "publication": "Burg04d",
+        "publication": "Burg04.191",
         "bibcode": "2004ApJS..155..191B",
         "doi": "10.1086/424386",
         "description": "T Dwarfs and the Substellar Mass Function. I. Monte Carlo Simulations"
     },
     {
-        "publication": "Burn11",
+        "publication": "Burn11.3590",
         "bibcode": "2011MNRAS.414.3590B",
         "doi": "10.1111/j.1365-2966.2011.18664.x",
         "description": "The properties of the T8.5p dwarf Ross 458C"
@@ -2616,7 +2610,7 @@
         "description": "SpeX Spectroscopy of Unresolved Very Low Mass Binaries. II. Identification of 14 Candidate Binaries with Late-M/Early-L and T Dwarf Components"
     },
     {
-        "publication": "Burg03e",
+        "publication": "Burg03.2487",
         "bibcode": "2003AJ....126.2487B",
         "doi": "10.1086/378608",
         "description": "The 2MASS Wide-Field T Dwarf Search. II. Discovery of Three T Dwarfs in the Southern Hemisphere"
@@ -2634,13 +2628,13 @@
         "description": "Resolved Spectroscopy of M Dwarf/L Dwarf Binaries. II. 2MASS J17072343-0558249AB"
     },
     {
-        "publication": "Tinn05a",
+        "publication": "Tinn05.1171",
         "bibcode": "2005ApJ...623.1171T",
         "doi": "10.1086/428661",
         "description": "Three Low-Mass Planets from the Anglo-Australian Planet Search"
     },
     {
-        "publication": "Tinn05b",
+        "publication": "Tinn05.2326",
         "bibcode": "2005AJ....130.2326T",
         "doi": "10.1086/491734",
         "description": "The 2MASS Wide-Field T Dwarf Search. IV. Hunting Out T Dwarfs with Methane Imaging"
@@ -2664,7 +2658,7 @@
         "description": "Discovery of a cool brown dwarf"
     },
     {
-        "publication": "Burg02a",
+        "publication": "Burg02.421",
         "bibcode": "2002ApJ...564..421B",
         "doi": "10.1086/324033",
         "description": "The spectra of T dwarfs. I. Near-infrared data and spectral classification"
@@ -2694,25 +2688,25 @@
         "description": "Spectroscopy of an unusual emission line M star"
     },
     {
-        "publication": "Burg00c",
+        "publication": "Burg00.1100",
         "bibcode": "2000AJ....120.1100B",
         "doi": "10.1086/301475",
         "description": "Discovery of a Bright Field Methane (T-Type) Brown Dwarf by 2MASS"
     },
     {
-        "publication": "Burg02b",
+        "publication": "Burg02.2744",
         "bibcode": "2002AJ....123.2744B",
         "doi": "10.1086/339836",
         "description": "A Search for Variability in the Active T Dwarf 2MASS 1237+6526"
     },
     {
-        "publication": "Burg02c",
+        "publication": "Burg02.151",
         "bibcode": "2002ApJ...571L.151B",
         "doi": "10.1086/341343",
         "description": "Evidence of Cloud Disruption in the L/T Dwarf Transition"
     },
     {
-        "publication": "Burg03a",
+        "publication": "Burg03.850",
         "bibcode": "2003AJ....125..850B",
         "doi": "10.1086/345975",
         "description": "The 2Mass Wide-Field T Dwarf Search. I. Discovery of a Bright T Dwarf within 10 Parsecs of the Sun"
@@ -3102,7 +3096,7 @@
         "description": "UFTI: the 0.8 - 2.5 \u03bcm fast track imager for the UK infrared telescope"
     },
     {
-        "publication": "Luhm14b",
+        "publication": "Luhm14.18",
         "bibcode": "2014ApJ...786L..18L",
         "doi": "10.1088/2041-8205/786/2/L18",
         "description": "Discovery of a ~250 K Brown Dwarf at 2 pc from the Sun"
@@ -3114,19 +3108,19 @@
         "description": "PI S. Leggett"
     },
     {
-        "publication": "Dupu15a",
+        "publication": "Dupu15.102",
         "bibcode": "2015ApJ...803..102D",
         "doi": "10.1088/0004-637X/803/2/102",
         "description": "Discovery of a Low-luminosity, Tight Substellar Binary at the T/Y Transition"
     },
     {
-        "publication": "Dupu15b",
+        "publication": "Dupu15.56",
         "bibcode": "2015ApJ...805...56D",
         "doi": "10.1088/0004-637X/805/1/56",
         "description": "The Mass\u2500Luminosity Relation in the L/T Transition: Individual Dynamical Masses for the New J-band Flux Reversal Binary SDSSJ105213.51+442255.7AB"
     },
     {
-        "publication": "Geli11b",
+        "publication": "Geli11.871",
         "bibcode": "2011ASPC..448..871G",
         "doi": null,
         "description": "Keck LGS-AO Imaging of Cool WISE Brown Dwarfs"
@@ -3264,7 +3258,7 @@
         "description": "BANYAN. VII. A New Population of Young Substellar Candidate Members of Nearby Moving Groups from the BASS Survey"
     },
     {
-        "publication": "Luhm14d",
+        "publication": "Luhm14.16",
         "bibcode": "2014ApJ...794...16L",
         "doi": "10.1088/0004-637X/794/1/16",
         "description": "Near-infrared Detection of WD 0806-661 B with the Hubble Space Telescope"
@@ -3366,7 +3360,7 @@
         "description": "unpublished data"
     },
     {
-        "publication": "Lodi07b",
+        "publication": "Lodi07.372",
         "bibcode": "2007MNRAS.374..372L",
         "doi": "10.1111/j.1365-2966.2006.11151.x",
         "description": "New brown dwarfs in Upper Sco using UKIDSS Galactic Cluster Survey science verification data"
@@ -3600,7 +3594,7 @@
         "description": "Discovery of a New Nearby Star"
     },
     {
-        "publication": "Pinf14",
+        "publication": "Pinf14.1931",
         "bibcode": "2014MNRAS.444.1931P",
         "doi": "10.1093/mnras/stu1540",
         "description": "Discovery of a new Y dwarf: WISE J030449.03-270508.3"
@@ -4050,13 +4044,13 @@
         "description": "The Orbit of the L Dwarf + T Dwarf Spectral Binary SDSS J080531.84+481233.0"
     },
     {
-        "publication": "Burn10b",
+        "publication": "Burn10.1885",
         "bibcode": "2010MNRAS.406.1885B",
         "doi": "10.1111/j.1365-2966.2010.16800.x",
         "description": "47 new T dwarfs from the UKIDSS Large Area Survey"
     },
     {
-        "publication": "Burn11b",
+        "publication": "Burn11.90",
         "bibcode": "2011MNRAS.414L..90B",
         "doi": "10.1111/j.1745-3933.2011.01062.x",
         "description": "The discovery of the T8.5 dwarf UGPS J0521+3640"
@@ -4344,7 +4338,7 @@
         "description": "Searching for very low-mass stars and brown dwarfs with DENIS"
     },
     {
-        "publication": "Delo08b",
+        "publication": "Delo08.469",
         "bibcode": "2008A&A...484..469D",
         "doi": "10.1051/0004-6361:20078843",
         "description": "Finding ultracool brown dwarfs with MegaCam on CFHT: method and first results"
@@ -5190,13 +5184,13 @@
         "description": "Near-infrared cross-dispersed spectroscopy of brown dwarf candidates in the UpperSco association"
     },
     {
-        "publication": "Lodi09b",
+        "publication": "Lodi09.1631",
         "bibcode": "2009MNRAS.395.1631L",
         "doi": "10.1111/j.1365-2966.2009.14650.x",
         "description": "Two distant brown dwarfs in the UKIRT Infrared Deep Sky Survey Deep Extragalactic Survey Data Release 2"
     },
     {
-        "publication": "Lodi09d",
+        "publication": "Lodi09.258",
         "bibcode": "2009MNRAS.397..258L",
         "doi": "10.1111/j.1365-2966.2008.14384.x",
         "description": "Identifying nearby field T dwarfs in the UKIDSS Galactic Clusters Survey"
@@ -5208,19 +5202,19 @@
         "description": "GTC/OSIRIS Spectroscopic Identification of a Faint L Subdwarf in the UKIRT Infrared Deep Sky Survey"
     },
     {
-        "publication": "Lodi12a",
+        "publication": "Lodi12.1495",
         "bibcode": "2012MNRAS.422.1495L",
         "doi": "10.1111/j.1365-2966.2012.20723.x",
         "description": "Astrometric and photometric initial mass functions from the UKIDSS Galactic Clusters Survey - I. The Pleiades"
     },
     {
-        "publication": "Lodi12b",
+        "publication": "Lodi12.105",
         "bibcode": "2012A&A...542A.105L",
         "doi": "10.1051/0004-6361/201118717",
         "description": "New ultracool subdwarfs identified in large-scale surveys using Virtual Observatory tools. I. UKIDSS LAS DR5 vs. SDSS DR7"
     },
     {
-        "publication": "Lodi12d",
+        "publication": "Lodi12.53",
         "bibcode": "2012A&A...548A..53L",
         "doi": "10.1051/0004-6361/201220182",
         "description": "First T dwarfs in the VISTA Hemisphere Survey"
@@ -5298,25 +5292,25 @@
         "description": "The Disk Population of the Taurus Star-Forming Region"
     },
     {
-        "publication": "Luhm12d",
+        "publication": "Luhm12.152",
         "bibcode": "2012ApJ...760..152L",
         "doi": "10.1088/0004-637X/760/2/152",
         "description": "New M, L, and T Dwarf Companions to Nearby Stars from the Wide-field Infrared Survey Explorer"
     },
     {
-        "publication": "Luhm14a",
+        "publication": "Luhm14.4",
         "bibcode": "2014ApJ...781....4L",
         "doi": "10.1088/0004-637X/781/1/4",
         "description": "A Search for a Distant Companion to the Sun with the Wide-field Infrared Survey Explorer"
     },
     {
-        "publication": "Luhm14c",
+        "publication": "Luhm14.126",
         "bibcode": "2014ApJ...787..126L",
         "doi": "10.1088/0004-637X/787/2/126",
         "description": "Characterization of High Proper Motion Objects from the Wide-field Infrared Survey Explorer"
     },
     {
-        "publication": "Luhm14e",
+        "publication": "Luhm14.6",
         "bibcode": "2014ApJ...796....6L",
         "doi": "10.1088/0004-637X/796/1/6",
         "description": "A New Parallax Measurement for the Coldest Known Brown Dwarf"
@@ -5340,7 +5334,7 @@
         "description": "A catalogue of 9867 stars in the Southern Hemisphere with proper motions exceeding 0.\"2 annually."
     },
     {
-        "publication": "Mace13b",
+        "publication": "Mace13.36",
         "bibcode": "2013ApJ...777...36M",
         "doi": "10.1088/0004-637X/777/1/36",
         "description": "The Exemplar T8 Subdwarf Companion of Wolf 1130"
@@ -5670,7 +5664,7 @@
         "description": "A Survey for H\u03b1 Emission from Late L Dwarfs and T Dwarfs"
     },
     {
-        "publication": "Pinf14a",
+        "publication": "Pinf14.1009",
         "bibcode": "2014MNRAS.437.1009P",
         "doi": "10.1093/mnras/stt1437",
         "description": "A deep WISE search for very late type objects and the discovery of two halo/thick-disc T dwarfs: WISE 0013+0634 and WISE 0833+0052"
@@ -6252,7 +6246,7 @@
         "description": "Keck/NIRC2 L'-band Imaging of Jovian-mass Accreting Protoplanets around PDS 70"
     },
     {
-        "publication": "Warr07a",
+        "publication": "Warr07.213",
         "bibcode": "2007MNRAS.375..213W",
         "doi": "10.1111/j.1365-2966.2006.11284.x",
         "description": "The United Kingdom Infrared Telescope Infrared Deep Sky Survey First Data Release"
@@ -6868,5 +6862,53 @@
         "bibcode": null,
         "doi": "10.1051/0004-6361/202243940",
         "description": "Gaia Data Release 3: Summary of the contents and survey properties"
+    },
+    {
+        "publication": "Meis20.74",
+        "bibcode": "2020ApJ...889...74M",
+        "doi": "10.3847/1538-4357/ab6215",
+        "description": "Expanding the Y Dwarf Census with Spitzer Follow-up of the Coldest CatWISE Solar Neighborhood Discoveries"
+    },
+    {
+        "publication": "Meis20.123",
+        "bibcode": "2020ApJ...899..123M",
+        "doi": "10.3847/1538-4357/aba633",
+        "description": "Spitzer Follow-up of Extremely Cold Brown Dwarfs Discovered by the Backyard Worlds: Planet 9 Citizen Science Project"
+    },
+    {
+        "publication": "Bard20",
+        "bibcode": "2020ApJ...895..145B",
+        "doi": "10.3847/1538-4357/ab8d25",
+        "description": "WISEA J083011.95+283716.0: A Missing Link Planetary-mass Object"
+    },
+    {
+        "publication": "Kirk21",
+        "bibcode": "2021ApJS..253....7K",
+        "doi": "10.3847/1538-4365/abd107",
+        "description": "The Field Substellar Mass Function Based on the Full-sky 20 pc Census of 525 L, T, and Y Dwarfs"
+    },
+    {
+        "publication": "Maro19",
+        "bibcode": "2019ApJ...881...17M",
+        "doi": "10.3847/1538-4357/ab2bf0",
+        "description": "CWISEP J193518.59-154620.3: An Extremely Cold Brown Dwarf in the Solar Neighborhood Discovered with CatWISE"
+    },
+    {
+        "publication": "Legg21",
+        "bibcode": "2021ApJ...918...11L",
+        "doi": "10.3847/1538-4357/ac0cfe",
+        "description": "Measuring and Replicating the 1-20 \u03bcm Energy Distributions of the Coldest Brown Dwarfs: Rotating, Turbulent, and Nonadiabatic Atmospheres"
+    },
+    {
+        "publication": "Fahe20",
+        "bibcode": "2020ApJ...889..176F",
+        "doi": "10.3847/1538-4357/ab5303",
+        "description": "WISE 2150-7520AB: A Very Low-mass, Wide Comoving Brown Dwarf System Discovered through the Citizen Science Project Backyard Worlds: Planet 9"
+    },
+    {
+        "publication": "Pinf14.priv",
+        "bibcode": "",
+        "doi": "",
+        "description": "P. Pinfield and M. Gromadzki, private communication 2014"
     }
 ]
\ No newline at end of file
diff --git a/data/[ldc2013]_j160918.68-222923.9.json b/data/[ldc2013]_j160918.68-222923.9.json
index 392d4d9ff..c57b9b047 100644
--- a/data/[ldc2013]_j160918.68-222923.9.json
+++ b/data/[ldc2013]_j160918.68-222923.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "1609-2229",
-            "reference": "Lodi07b",
+            "reference": "Lodi07.372",
             "other_references": null,
             "comments": null
         }
diff --git a/data/bd_+01_2920b.json b/data/bd_+01_2920b.json
index 8e5362ac6..5a057f25c 100644
--- a/data/bd_+01_2920b.json
+++ b/data/bd_+01_2920b.json
@@ -15,6 +15,33 @@
     "Names": [
         {
             "other_name": "BD +01 2920B"
+        },
+        {
+            "other_name": "WISEP J142320.86+011638.1"
+        }
+    ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.73,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.69,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
         }
     ],
     "ProperMotions": [
@@ -29,6 +56,24 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8",
+            "spectral_type_code": 88.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
+        {
+            "spectral_type_string": "T8",
+            "spectral_type_code": 88.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Pinf08"
+        },
         {
             "spectral_type_string": "T8",
             "spectral_type_code": 88.0,
@@ -36,7 +81,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/cfbds_j003402-005205.json b/data/cfbds_j003402-005205.json
index 8c23e5d97..08afc8803 100644
--- a/data/cfbds_j003402-005205.json
+++ b/data/cfbds_j003402-005205.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0034-0052",
-            "reference": "Warr07",
+            "reference": "Warr07.1400",
             "other_references": null,
             "comments": null
         }
@@ -23,6 +23,52 @@
             "other_name": "WISEP J003402.80-005207.4"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.23,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.5,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.82,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 13.91,
+            "magnitude_error": 0.06,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -16.7,
@@ -53,6 +99,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8.5",
+            "spectral_type_code": 88.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Cush11.50"
+        },
         {
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
diff --git a/data/cfbds_j005910.90-011401.3.json b/data/cfbds_j005910.90-011401.3.json
index 0bd473726..a969579c7 100644
--- a/data/cfbds_j005910.90-011401.3.json
+++ b/data/cfbds_j005910.90-011401.3.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Delo08a",
+            "reference": "Delo08.961",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,52 @@
             "other_name": "CFBDS J005910.90-011401.3"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.77,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.72,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.24,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 13.31,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 884.7,
@@ -51,10 +97,10 @@
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Cush11"
+            "reference": "Cush11.50"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/cfbds_j013302.27+023128.4.json b/data/cfbds_j013302.27+023128.4.json
index 0b5511b49..995cfe341 100644
--- a/data/cfbds_j013302.27+023128.4.json
+++ b/data/cfbds_j013302.27+023128.4.json
@@ -17,6 +17,30 @@
             "other_name": "CFBDS J013302.27+023128.4"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.79,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.05,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 598.0,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Albe11"
diff --git a/data/cfbds_j095914.80+023655.2.json b/data/cfbds_j095914.80+023655.2.json
index e1d83e1a8..0e86445b4 100644
--- a/data/cfbds_j095914.80+023655.2.json
+++ b/data/cfbds_j095914.80+023655.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Delo08b",
+            "reference": "Delo08.469",
             "other_references": null,
             "comments": null
         }
diff --git a/data/cfbds_j100113.05+022622.3.json b/data/cfbds_j100113.05+022622.3.json
index ff6734379..78cf7c902 100644
--- a/data/cfbds_j100113.05+022622.3.json
+++ b/data/cfbds_j100113.05+022622.3.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Delo08b",
+            "reference": "Delo08.469",
             "other_references": null,
             "comments": null
         }
diff --git a/data/cfbds_j193430.36-214221.0.json b/data/cfbds_j193430.36-214221.0.json
index f83088499..9a42db681 100644
--- a/data/cfbds_j193430.36-214221.0.json
+++ b/data/cfbds_j193430.36-214221.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Delo08b",
+            "reference": "Delo08.469",
             "other_references": null,
             "comments": null
         }
diff --git a/data/cfbdsir_j145829+101343.json b/data/cfbdsir_j145829+101343.json
index 418a2c17f..e97aa07d1 100644
--- a/data/cfbdsir_j145829+101343.json
+++ b/data/cfbdsir_j145829+101343.json
@@ -15,6 +15,9 @@
     "Names": [
         {
             "other_name": "CFBDSIR J145829+101343"
+        },
+        {
+            "other_name": "CFBDSIR J145829.00+101343.0A"
         }
     ],
     "ProperMotions": [
@@ -29,6 +32,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8.5",
+            "spectral_type_code": 88.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Liu_11.108"
+        },
         {
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
@@ -36,7 +48,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Cush11"
+            "reference": "Cush11.50"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/eps_indi_b.json b/data/eps_indi_b.json
index 9e386db28..d23461eca 100644
--- a/data/eps_indi_b.json
+++ b/data/eps_indi_b.json
@@ -160,7 +160,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/eq_j0448-1935.json b/data/eq_j0448-1935.json
index babb28e62..919809632 100644
--- a/data/eq_j0448-1935.json
+++ b/data/eq_j0448-1935.json
@@ -32,6 +32,30 @@
             "reference": "Best20a"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.37,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.16,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 896.8,
@@ -57,7 +81,7 @@
             "spectral_type_string": "T5 pec",
             "spectral_type_code": 85.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk11"
diff --git a/data/eq_j0952+1955.json b/data/eq_j0952+1955.json
index c62d29073..6351aac87 100644
--- a/data/eq_j0952+1955.json
+++ b/data/eq_j0952+1955.json
@@ -23,6 +23,30 @@
             "other_name": "WISEPC J095259.29+195507.3"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.81,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.5,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -34.4,
@@ -39,7 +63,7 @@
             "spectral_type_string": "T6",
             "spectral_type_code": 86.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk11"
diff --git a/data/eq_j1322-2340.json b/data/eq_j1322-2340.json
index 6cc3302e4..973bc8cff 100644
--- a/data/eq_j1322-2340.json
+++ b/data/eq_j1322-2340.json
@@ -23,6 +23,30 @@
             "other_name": "WISEPA J132233.66-234017.1"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.67,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.89,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -348.31,
@@ -39,7 +63,7 @@
             "spectral_type_string": "T8",
             "spectral_type_code": 88.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk11"
diff --git a/data/eq_j1542+2230.json b/data/eq_j1542+2230.json
index 07a72be0d..72712e86e 100644
--- a/data/eq_j1542+2230.json
+++ b/data/eq_j1542+2230.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "1542+2230",
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -35,6 +35,30 @@
             "reference": "Tinn14"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.26,
+            "magnitude_error": 0.06,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.06,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -974.3,
@@ -65,6 +89,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T9.5",
+            "spectral_type_code": 89.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T9.5",
             "spectral_type_code": 89.5,
@@ -72,7 +105,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         },
         {
             "spectral_type_string": "T9.5",
diff --git a/data/eq_j2319-1844.json b/data/eq_j2319-1844.json
index f6b0e0d1e..58a2967f4 100644
--- a/data/eq_j2319-1844.json
+++ b/data/eq_j2319-1844.json
@@ -32,6 +32,30 @@
             "reference": "Best20a"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.92,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.95,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 74.1,
@@ -57,7 +81,7 @@
             "spectral_type_string": "T7.5",
             "spectral_type_code": 87.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk11"
diff --git a/data/g_259-20b.json b/data/g_259-20b.json
index fdedd1091..563bd251d 100644
--- a/data/g_259-20b.json
+++ b/data/g_259-20b.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm12d",
+            "reference": "Luhm12.152",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 25.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm12d"
+            "reference": "Luhm12.152"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm12d"
+            "reference": "Luhm12.152"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/gj_494_c.json b/data/gj_494_c.json
index 5f1cb0b18..8717e6df2 100644
--- a/data/gj_494_c.json
+++ b/data/gj_494_c.json
@@ -56,6 +56,17 @@
             "comments": null,
             "reference": "Grif12"
         },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.36,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": null,
@@ -67,6 +78,17 @@
             "comments": null,
             "reference": "Grif12"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.85,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "SDSS.g",
             "ucd": null,
@@ -242,22 +264,22 @@
     ],
     "SpectralTypes": [
         {
-            "spectral_type_string": "T7.5",
-            "spectral_type_code": 87.5,
+            "spectral_type_string": "T8",
+            "spectral_type_code": 88.0,
             "spectral_type_error": null,
             "regime": "nir",
-            "adopted": false,
+            "adopted": null,
             "comments": null,
-            "reference": "Manj19"
+            "reference": "Cush11.50"
         },
         {
-            "spectral_type_string": "T8",
-            "spectral_type_code": 88.0,
+            "spectral_type_string": "T7.5",
+            "spectral_type_code": 87.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
-            "adopted": null,
+            "regime": "nir",
+            "adopted": false,
             "comments": null,
-            "reference": "Cush11"
+            "reference": "Manj19"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/gl_229b.json b/data/gl_229b.json
index 7984ba94d..b656ec1ed 100644
--- a/data/gl_229b.json
+++ b/data/gl_229b.json
@@ -152,7 +152,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/hd_91324b.json b/data/hd_91324b.json
index c1cec6246..567cb30c5 100644
--- a/data/hd_91324b.json
+++ b/data/hd_91324b.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm12d",
+            "reference": "Luhm12.152",
             "other_references": null,
             "comments": null
         }
diff --git a/data/hip_73786b.json b/data/hip_73786b.json
index c6e346712..75b121db9 100644
--- a/data/hip_73786b.json
+++ b/data/hip_73786b.json
@@ -15,6 +15,9 @@
     "Names": [
         {
             "other_name": "HIP 73786B"
+        },
+        {
+            "other_name": "ULAS J150457.65+053800.8"
         }
     ],
     "Parallaxes": [
@@ -26,6 +29,30 @@
             "reference": "Best20a"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.48,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.25,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -599.6,
@@ -48,10 +75,10 @@
     ],
     "SpectralTypes": [
         {
-            "spectral_type_string": "T6: pec",
+            "spectral_type_string": "T6 pec",
             "spectral_type_code": 86.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Murr11"
diff --git a/data/hqt-9.json b/data/hqt-9.json
index 916c8e3bc..4ea28a232 100644
--- a/data/hqt-9.json
+++ b/data/hqt-9.json
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi09b"
+            "reference": "Lodi09.1631"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ifa_0230-z1.json b/data/ifa_0230-z1.json
index 60d13ca53..802dff628 100644
--- a/data/ifa_0230-z1.json
+++ b/data/ifa_0230-z1.json
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/l_97-3b.json b/data/l_97-3b.json
index 4333c42bf..8c2c25503 100644
--- a/data/l_97-3b.json
+++ b/data/l_97-3b.json
@@ -13,6 +13,9 @@
         }
     ],
     "Names": [
+        {
+            "other_name": "-- J080714.68-661848.7"
+        },
         {
             "other_name": "GJ 3483B"
         },
@@ -26,6 +29,30 @@
             "other_name": "WD 0806-661B"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 19.28,
+            "magnitude_error": 0.1,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg17"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 16.78,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg17"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 340.3,
@@ -42,7 +69,7 @@
             "spectral_type_string": "Y1",
             "spectral_type_code": 91.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk19"
diff --git a/data/lehpm_2-59.json b/data/lehpm_2-59.json
index dd8dd44a7..f00dbdb21 100644
--- a/data/lehpm_2-59.json
+++ b/data/lehpm_2-59.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burg06d",
+            "reference": "Burg06.1485",
             "other_references": null,
             "comments": null
         }
diff --git a/data/lhs_2924.json b/data/lhs_2924.json
index cbf4e1bf3..1c73cd9ec 100644
--- a/data/lhs_2924.json
+++ b/data/lhs_2924.json
@@ -347,7 +347,7 @@
             "flux_units": "normalized",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg06a",
+            "reference": "Burg06.1007",
             "other_references": null
         },
         {
diff --git a/data/lhs_3421b.json b/data/lhs_3421b.json
index 49c4da6ce..7c4153b72 100644
--- a/data/lhs_3421b.json
+++ b/data/lhs_3421b.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm12d",
+            "reference": "Luhm12.152",
             "other_references": null,
             "comments": null
         }
diff --git a/data/lp__440-52.json b/data/lp__440-52.json
index 2b52122fe..29157eecc 100644
--- a/data/lp__440-52.json
+++ b/data/lp__440-52.json
@@ -304,7 +304,7 @@
             "flux_units": "normalized",
             "wavelength_order": null,
             "comments": null,
-            "reference": "Burg04c",
+            "reference": "Burg04.73",
             "other_references": null
         }
     ],
diff --git a/data/lspm_j2010+0632b.json b/data/lspm_j2010+0632b.json
index fc1027a59..b5a696b30 100644
--- a/data/lspm_j2010+0632b.json
+++ b/data/lspm_j2010+0632b.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm12d",
+            "reference": "Luhm12.152",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 20.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm12d"
+            "reference": "Luhm12.152"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm12d"
+            "reference": "Luhm12.152"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/nttdf_j1205-0744.json b/data/nttdf_j1205-0744.json
index 691032b66..f885f90e1 100644
--- a/data/nttdf_j1205-0744.json
+++ b/data/nttdf_j1205-0744.json
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/pso_j224.3820+47.4057.json b/data/pso_j224.3820+47.4057.json
index b72735ed9..5337c9d22 100644
--- a/data/pso_j224.3820+47.4057.json
+++ b/data/pso_j224.3820+47.4057.json
@@ -13,6 +13,9 @@
         }
     ],
     "Names": [
+        {
+            "other_name": "PSO J145731.67+472420.1"
+        },
         {
             "other_name": "PSO J224.3820+47.4057"
         }
@@ -26,6 +29,30 @@
             "reference": "Best20a"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.81,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.71,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 72.89,
@@ -51,7 +78,7 @@
             "spectral_type_string": "T7",
             "spectral_type_code": 87.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Best15"
diff --git a/data/sdss_j083717.21-000018.0.json b/data/sdss_j083717.21-000018.0.json
index 5aa53dd7f..e4811e082 100644
--- a/data/sdss_j083717.21-000018.0.json
+++ b/data/sdss_j083717.21-000018.0.json
@@ -81,7 +81,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         },
         {
             "spectral_type_string": "T0",
diff --git a/data/sdss_j110454.25+554841.4.json b/data/sdss_j110454.25+554841.4.json
index d5e458d95..8e81955d5 100644
--- a/data/sdss_j110454.25+554841.4.json
+++ b/data/sdss_j110454.25+554841.4.json
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/sdss_j115700.50+061105.2.json b/data/sdss_j115700.50+061105.2.json
index 00c14e670..30f86a31e 100644
--- a/data/sdss_j115700.50+061105.2.json
+++ b/data/sdss_j115700.50+061105.2.json
@@ -57,7 +57,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/sdss_j150411.63+102718.4.json b/data/sdss_j150411.63+102718.4.json
index 7166728cb..6448a06d7 100644
--- a/data/sdss_j150411.63+102718.4.json
+++ b/data/sdss_j150411.63+102718.4.json
@@ -26,6 +26,52 @@
             "other_name": "WISEP J150411.81+102717.4"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.5,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.06,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.37,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 13.76,
+            "magnitude_error": 0.07,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 373.6,
@@ -42,7 +88,7 @@
             "spectral_type_string": "T7",
             "spectral_type_code": 87.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Chiu06"
diff --git a/data/sdss_j151603.03+025928.9.json b/data/sdss_j151603.03+025928.9.json
index fa83d0edb..29ccd43f8 100644
--- a/data/sdss_j151603.03+025928.9.json
+++ b/data/sdss_j151603.03+025928.9.json
@@ -74,7 +74,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/sdss_j162838.77+230821.1.json b/data/sdss_j162838.77+230821.1.json
index cf2fad3c8..b8f79e1cb 100644
--- a/data/sdss_j162838.77+230821.1.json
+++ b/data/sdss_j162838.77+230821.1.json
@@ -53,6 +53,50 @@
             "epoch": null,
             "comments": null,
             "reference": "Cutr03"
+        },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.44,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.94,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.14,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 13.55,
+            "magnitude_error": 0.07,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
         }
     ],
     "ProperMotions": [
@@ -71,7 +115,7 @@
             "spectral_type_string": "T7",
             "spectral_type_code": 87.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Chiu06"
diff --git a/data/sdss_j163022.92+081822.0.json b/data/sdss_j163022.92+081822.0.json
index 774264463..d8893cf3d 100644
--- a/data/sdss_j163022.92+081822.0.json
+++ b/data/sdss_j163022.92+081822.0.json
@@ -62,6 +62,28 @@
             "epoch": null,
             "comments": null,
             "reference": "Cutr03"
+        },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.23,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.37,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
         }
     ],
     "ProperMotions": [
@@ -89,7 +111,7 @@
             "spectral_type_string": "T5.5",
             "spectral_type_code": 85.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Chiu06"
diff --git a/data/sdss_j163239.34+415004.3.json b/data/sdss_j163239.34+415004.3.json
index 6e60ccee1..28f2a043f 100644
--- a/data/sdss_j163239.34+415004.3.json
+++ b/data/sdss_j163239.34+415004.3.json
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/sdss_j175024.01+422237.8.json b/data/sdss_j175024.01+422237.8.json
index a0f133788..7f9e66c52 100644
--- a/data/sdss_j175024.01+422237.8.json
+++ b/data/sdss_j175024.01+422237.8.json
@@ -92,7 +92,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/sdss_j175805.46+463311.9.json b/data/sdss_j175805.46+463311.9.json
index 96793b945..258652406 100644
--- a/data/sdss_j175805.46+463311.9.json
+++ b/data/sdss_j175805.46+463311.9.json
@@ -53,6 +53,28 @@
             "epoch": null,
             "comments": null,
             "reference": "Cutr03"
+        },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.84,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.86,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
         }
     ],
     "ProperMotions": [
@@ -71,10 +93,10 @@
             "spectral_type_string": "T6.5",
             "spectral_type_code": 86.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/sdss_j204749.61-071818.3.json b/data/sdss_j204749.61-071818.3.json
index c8c907db6..feca90d1f 100644
--- a/data/sdss_j204749.61-071818.3.json
+++ b/data/sdss_j204749.61-071818.3.json
@@ -199,7 +199,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/sdss_j212413.89+010000.3.json b/data/sdss_j212413.89+010000.3.json
index 735feb27d..067b850c8 100644
--- a/data/sdss_j212413.89+010000.3.json
+++ b/data/sdss_j212413.89+010000.3.json
@@ -60,7 +60,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burg06b"
+            "reference": "Burg06.1067"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/twa_26.json b/data/twa_26.json
index 89c80d1a0..7ecb42a06 100644
--- a/data/twa_26.json
+++ b/data/twa_26.json
@@ -293,7 +293,7 @@
             "flux_units": null,
             "wavelength_order": null,
             "comments": null,
-            "reference": "Loop07b",
+            "reference": "Loop07.97",
             "other_references": null
         },
         {
diff --git a/data/ugcs_j030013.86+490142.5.json b/data/ugcs_j030013.86+490142.5.json
index 20d9b0e29..9dae6a325 100644
--- a/data/ugcs_j030013.86+490142.5.json
+++ b/data/ugcs_j030013.86+490142.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi09d",
+            "reference": "Lodi09.258",
             "other_references": null,
             "comments": null
         }
@@ -22,10 +22,10 @@
             "spectral_type_string": "T6.5",
             "spectral_type_code": 86.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi09d"
+            "reference": "Lodi09.258"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ugcs_j053022.52-052447.4.json b/data/ugcs_j053022.52-052447.4.json
index 243b2073e..6072596f3 100644
--- a/data/ugcs_j053022.52-052447.4.json
+++ b/data/ugcs_j053022.52-052447.4.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi09d",
+            "reference": "Lodi09.258",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi09d"
+            "reference": "Lodi09.258"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ugps_j052127.27+364048.6.json b/data/ugps_j052127.27+364048.6.json
index de3a8b457..e7e5ddf3a 100644
--- a/data/ugps_j052127.27+364048.6.json
+++ b/data/ugps_j052127.27+364048.6.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn11b",
+            "reference": "Burn11.90",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "UGPS J052127.27+364048.6"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.94,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.58,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 569.0,
@@ -33,10 +57,10 @@
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burn11b"
+            "reference": "Burn11.90"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ugps_j065227.71+032431.0.json b/data/ugps_j065227.71+032431.0.json
index d43973017..361cf4915 100644
--- a/data/ugps_j065227.71+032431.0.json
+++ b/data/ugps_j065227.71+032431.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn11b",
+            "reference": "Burn11.90",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn11b"
+            "reference": "Burn11.90"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j002422.94+002247.9.json b/data/ulas_j002422.94+002247.9.json
index 0bd1fdc23..54629c828 100644
--- a/data/ulas_j002422.94+002247.9.json
+++ b/data/ulas_j002422.94+002247.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi07a",
+            "reference": "Lodi07.1423",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi07a"
+            "reference": "Lodi07.1423"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j004539.97+135032.7.json b/data/ulas_j004539.97+135032.7.json
index acdde4cc6..0dca5a708 100644
--- a/data/ulas_j004539.97+135032.7.json
+++ b/data/ulas_j004539.97+135032.7.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi12b",
+            "reference": "Lodi12.105",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 5.0,
             "adopted": true,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j013346.25+132822.4.json b/data/ulas_j013346.25+132822.4.json
index 8d215760a..e4a509dfb 100644
--- a/data/ulas_j013346.25+132822.4.json
+++ b/data/ulas_j013346.25+132822.4.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi12b",
+            "reference": "Lodi12.105",
             "other_references": null,
             "comments": null
         }
@@ -147,7 +147,7 @@
             "mu_dec_error": 2.0,
             "adopted": false,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ],
     "SpectralTypes": [
@@ -158,7 +158,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j015024.37+135924.0.json b/data/ulas_j015024.37+135924.0.json
index 95abf19ec..0e5df598d 100644
--- a/data/ulas_j015024.37+135924.0.json
+++ b/data/ulas_j015024.37+135924.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -26,6 +26,30 @@
             "reference": "Best20a"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.45,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.11,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 27.8,
@@ -51,10 +75,10 @@
             "spectral_type_string": "T7.5",
             "spectral_type_code": 87.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j015034.33+142002.4.json b/data/ulas_j015034.33+142002.4.json
index 4ead79b6a..6bfc52c78 100644
--- a/data/ulas_j015034.33+142002.4.json
+++ b/data/ulas_j015034.33+142002.4.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi12b",
+            "reference": "Lodi12.105",
             "other_references": null,
             "comments": null
         }
@@ -100,7 +100,7 @@
             "mu_dec_error": 5.0,
             "adopted": false,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ],
     "SpectralTypes": [
@@ -111,7 +111,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j020047.44+133755.1.json b/data/ulas_j020047.44+133755.1.json
index 938876c8b..f83f1d983 100644
--- a/data/ulas_j020047.44+133755.1.json
+++ b/data/ulas_j020047.44+133755.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j020336.94-010231.1.json b/data/ulas_j020336.94-010231.1.json
index d6720a120..c4f762c9f 100644
--- a/data/ulas_j020336.94-010231.1.json
+++ b/data/ulas_j020336.94-010231.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi07a",
+            "reference": "Lodi07.1423",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi07a"
+            "reference": "Lodi07.1423"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j020533.75+123824.1.json b/data/ulas_j020533.75+123824.1.json
index 8fe025dfc..cc34a11aa 100644
--- a/data/ulas_j020533.75+123824.1.json
+++ b/data/ulas_j020533.75+123824.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi12b",
+            "reference": "Lodi12.105",
             "other_references": null,
             "comments": null
         }
@@ -136,7 +136,7 @@
             "mu_dec_error": 2.0,
             "adopted": false,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ],
     "SpectralTypes": [
@@ -147,7 +147,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j020944.30+133924.7.json b/data/ulas_j020944.30+133924.7.json
index bc3a30bf5..0d7d64b1b 100644
--- a/data/ulas_j020944.30+133924.7.json
+++ b/data/ulas_j020944.30+133924.7.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j033350.84+001406.1.json b/data/ulas_j033350.84+001406.1.json
index 76822a04a..61885f93a 100644
--- a/data/ulas_j033350.84+001406.1.json
+++ b/data/ulas_j033350.84+001406.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi12b",
+            "reference": "Lodi12.105",
             "other_references": null,
             "comments": null
         }
@@ -114,7 +114,7 @@
             "mu_dec_error": 2.0,
             "adopted": false,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ],
     "SpectralTypes": [
@@ -125,7 +125,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j074502.79+233240.3.json b/data/ulas_j074502.79+233240.3.json
index a2b0559ad..4f54ed1de 100644
--- a/data/ulas_j074502.79+233240.3.json
+++ b/data/ulas_j074502.79+233240.3.json
@@ -17,6 +17,19 @@
             "other_name": "ULAS J074502.79+233240.3"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.45,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -251.7,
@@ -33,7 +46,7 @@
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Burn13"
diff --git a/data/ulas_j081918.58+210310.4.json b/data/ulas_j081918.58+210310.4.json
index 591f82a4f..0f88fcb30 100644
--- a/data/ulas_j081918.58+210310.4.json
+++ b/data/ulas_j081918.58+210310.4.json
@@ -13,10 +13,59 @@
         }
     ],
     "Names": [
+        {
+            "other_name": "SDSS J081918.57+210311.2"
+        },
         {
             "other_name": "ULAS J081918.58+210310.4"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.04,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg17"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.05,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg17"
+        },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.71,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg17"
+        },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 14.38,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg17"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -57.72,
@@ -33,7 +82,7 @@
             "spectral_type_string": "T6",
             "spectral_type_code": 86.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Burn13"
diff --git a/data/ulas_j081948.09+073323.3.json b/data/ulas_j081948.09+073323.3.json
index f65e9ba66..b6072f27f 100644
--- a/data/ulas_j081948.09+073323.3.json
+++ b/data/ulas_j081948.09+073323.3.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j082707.67-020408.2.json b/data/ulas_j082707.67-020408.2.json
index 017e0b9df..2dfe33182 100644
--- a/data/ulas_j082707.67-020408.2.json
+++ b/data/ulas_j082707.67-020408.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0827-0204",
-            "reference": "Lodi07a",
+            "reference": "Lodi07.1423",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi07a"
+            "reference": "Lodi07.1423"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j084036.72+075933.6.json b/data/ulas_j084036.72+075933.6.json
index e1699a7ea..d3a2c4a0b 100644
--- a/data/ulas_j084036.72+075933.6.json
+++ b/data/ulas_j084036.72+075933.6.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j084211.68+093611.9.json b/data/ulas_j084211.68+093611.9.json
index ded2fa466..ff2891622 100644
--- a/data/ulas_j084211.68+093611.9.json
+++ b/data/ulas_j084211.68+093611.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j085139.03+005340.9.json b/data/ulas_j085139.03+005340.9.json
index f66ae518e..7f10dbd7e 100644
--- a/data/ulas_j085139.03+005340.9.json
+++ b/data/ulas_j085139.03+005340.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j085342.94+000651.8.json b/data/ulas_j085342.94+000651.8.json
index 5f5c30ae2..153c2832c 100644
--- a/data/ulas_j085342.94+000651.8.json
+++ b/data/ulas_j085342.94+000651.8.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j085500.12+000204.1.json b/data/ulas_j085500.12+000204.1.json
index ef4844d29..a6980e546 100644
--- a/data/ulas_j085500.12+000204.1.json
+++ b/data/ulas_j085500.12+000204.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi12b",
+            "reference": "Lodi12.105",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 6.0,
             "adopted": true,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j085715.96+091325.3.json b/data/ulas_j085715.96+091325.3.json
index 0302c59a1..137002cf6 100644
--- a/data/ulas_j085715.96+091325.3.json
+++ b/data/ulas_j085715.96+091325.3.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j085910.69+101017.1.json b/data/ulas_j085910.69+101017.1.json
index ccd6d82bf..b2dfcf663 100644
--- a/data/ulas_j085910.69+101017.1.json
+++ b/data/ulas_j085910.69+101017.1.json
@@ -51,7 +51,7 @@
             "spectral_type_string": "T7",
             "spectral_type_code": 87.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Pinf08"
diff --git a/data/ulas_j090116.23-030635.0.json b/data/ulas_j090116.23-030635.0.json
index e798656ac..2bca755df 100644
--- a/data/ulas_j090116.23-030635.0.json
+++ b/data/ulas_j090116.23-030635.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0901-0306",
-            "reference": "Lodi07a",
+            "reference": "Lodi07.1423",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "ULAS J090116.23-030635.0"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.44,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.53,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -38.6,
@@ -33,10 +57,10 @@
             "spectral_type_string": "T7.5",
             "spectral_type_code": 87.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi07a"
+            "reference": "Lodi07.1423"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j092605.47+083517.0.json b/data/ulas_j092605.47+083517.0.json
index 4be9c56dc..7bba2c474 100644
--- a/data/ulas_j092605.47+083517.0.json
+++ b/data/ulas_j092605.47+083517.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j092624.76+071140.7.json b/data/ulas_j092624.76+071140.7.json
index b3bfa7d89..f1bd2ffc8 100644
--- a/data/ulas_j092624.76+071140.7.json
+++ b/data/ulas_j092624.76+071140.7.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j092926.44+110547.3.json b/data/ulas_j092926.44+110547.3.json
index cdcd9e233..f0646672d 100644
--- a/data/ulas_j092926.44+110547.3.json
+++ b/data/ulas_j092926.44+110547.3.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j094331.49+085849.2.json b/data/ulas_j094331.49+085849.2.json
index 036195131..958ddc558 100644
--- a/data/ulas_j094331.49+085849.2.json
+++ b/data/ulas_j094331.49+085849.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j094349.60+094203.4.json b/data/ulas_j094349.60+094203.4.json
index aae7228a1..fd52822f8 100644
--- a/data/ulas_j094349.60+094203.4.json
+++ b/data/ulas_j094349.60+094203.4.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j094516.39+075545.6.json b/data/ulas_j094516.39+075545.6.json
index 43ae82a48..4ef4269da 100644
--- a/data/ulas_j094516.39+075545.6.json
+++ b/data/ulas_j094516.39+075545.6.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Scho10b",
+            "reference": "Scho10.8",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j094806.06+064805.0.json b/data/ulas_j094806.06+064805.0.json
index 5be53f587..aa9bff7d4 100644
--- a/data/ulas_j094806.06+064805.0.json
+++ b/data/ulas_j094806.06+064805.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi07a",
+            "reference": "Lodi07.1423",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi07a"
+            "reference": "Lodi07.1423"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j095047.28+011734.3.json b/data/ulas_j095047.28+011734.3.json
index 7a2c4a976..87f645d8c 100644
--- a/data/ulas_j095047.28+011734.3.json
+++ b/data/ulas_j095047.28+011734.3.json
@@ -17,6 +17,30 @@
             "other_name": "ULAS J095047.28+011734.3"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.31,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.42,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 241.6,
@@ -29,6 +53,24 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8",
+            "spectral_type_code": 88.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Burn13"
+        },
+        {
+            "spectral_type_string": "T8",
+            "spectral_type_code": 88.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T8",
             "spectral_type_code": 88.0,
@@ -36,7 +78,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j100759.90-010031.1.json b/data/ulas_j100759.90-010031.1.json
index ed01d858d..092e8a669 100644
--- a/data/ulas_j100759.90-010031.1.json
+++ b/data/ulas_j100759.90-010031.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi07a",
+            "reference": "Lodi07.1423",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi07a"
+            "reference": "Lodi07.1423"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j101243.54+102101.7.json b/data/ulas_j101243.54+102101.7.json
index 4f5c3cc7d..cf2b6faae 100644
--- a/data/ulas_j101243.54+102101.7.json
+++ b/data/ulas_j101243.54+102101.7.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Scho10b",
+            "reference": "Scho10.8",
             "other_references": null,
             "comments": null
         }
@@ -54,7 +54,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j101821.78+072547.1.json b/data/ulas_j101821.78+072547.1.json
index af6f5d95b..9ac4b5681 100644
--- a/data/ulas_j101821.78+072547.1.json
+++ b/data/ulas_j101821.78+072547.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "1018+0725",
-            "reference": "Lodi07a",
+            "reference": "Lodi07.1423",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi07a"
+            "reference": "Lodi07.1423"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j103434.52-001553.0.json b/data/ulas_j103434.52-001553.0.json
index 8eebd8f47..578787e1d 100644
--- a/data/ulas_j103434.52-001553.0.json
+++ b/data/ulas_j103434.52-001553.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j105235.42+001632.7.json b/data/ulas_j105235.42+001632.7.json
index ad1cdfeab..a53d70720 100644
--- a/data/ulas_j105235.42+001632.7.json
+++ b/data/ulas_j105235.42+001632.7.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j114925.58-014343.2.json b/data/ulas_j114925.58-014343.2.json
index a760b3ed6..dad0bc45b 100644
--- a/data/ulas_j114925.58-014343.2.json
+++ b/data/ulas_j114925.58-014343.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j115229.68+035927.3.json b/data/ulas_j115229.68+035927.3.json
index 190aa9ea4..dd8d3a884 100644
--- a/data/ulas_j115229.68+035927.3.json
+++ b/data/ulas_j115229.68+035927.3.json
@@ -13,6 +13,9 @@
         }
     ],
     "Names": [
+        {
+            "other_name": "ULAS J115229.67+035927.2"
+        },
         {
             "other_name": "ULAS J115229.68+035927.3"
         }
@@ -22,7 +25,7 @@
             "spectral_type_string": "T6",
             "spectral_type_code": 86.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Burn13"
diff --git a/data/ulas_j115239.94+113407.6.json b/data/ulas_j115239.94+113407.6.json
index 5c17d7c82..34fa7fee2 100644
--- a/data/ulas_j115239.94+113407.6.json
+++ b/data/ulas_j115239.94+113407.6.json
@@ -17,6 +17,30 @@
             "other_name": "ULAS J115239.94+113407.6"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.28,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.78,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -492.4,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Burn13"
diff --git a/data/ulas_j115338.74-014724.1.json b/data/ulas_j115338.74-014724.1.json
index 2e3ebd695..72021aabb 100644
--- a/data/ulas_j115338.74-014724.1.json
+++ b/data/ulas_j115338.74-014724.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j115718.02-013923.9.json b/data/ulas_j115718.02-013923.9.json
index 705c3134c..8b5e1f071 100644
--- a/data/ulas_j115718.02-013923.9.json
+++ b/data/ulas_j115718.02-013923.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j115826.62+044746.8.json b/data/ulas_j115826.62+044746.8.json
index d5bafc205..b0b4549cb 100644
--- a/data/ulas_j115826.62+044746.8.json
+++ b/data/ulas_j115826.62+044746.8.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi12b",
+            "reference": "Lodi12.105",
             "other_references": null,
             "comments": null
         }
@@ -63,7 +63,7 @@
             "mu_dec_error": 3.0,
             "adopted": true,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ],
     "SpectralTypes": [
@@ -74,7 +74,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j120214.62+073113.8.json b/data/ulas_j120214.62+073113.8.json
index c32ed7232..acececf0e 100644
--- a/data/ulas_j120214.62+073113.8.json
+++ b/data/ulas_j120214.62+073113.8.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi12b",
+            "reference": "Lodi12.105",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 7.0,
             "adopted": true,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j120257.05+090158.8.json b/data/ulas_j120257.05+090158.8.json
index bb8ddaa33..2de58411f 100644
--- a/data/ulas_j120257.05+090158.8.json
+++ b/data/ulas_j120257.05+090158.8.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j120744.65+133902.7.json b/data/ulas_j120744.65+133902.7.json
index 390e45660..cc98af240 100644
--- a/data/ulas_j120744.65+133902.7.json
+++ b/data/ulas_j120744.65+133902.7.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -33,10 +33,10 @@
             "spectral_type_string": "T6",
             "spectral_type_code": 86.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j121508.37+040200.5.json b/data/ulas_j121508.37+040200.5.json
index dcadebfd5..23e164b3b 100644
--- a/data/ulas_j121508.37+040200.5.json
+++ b/data/ulas_j121508.37+040200.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi12b",
+            "reference": "Lodi12.105",
             "other_references": null,
             "comments": null
         }
@@ -111,7 +111,7 @@
             "mu_dec_error": 3.0,
             "adopted": false,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ],
     "SpectralTypes": [
@@ -122,7 +122,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j123153.60+091205.4.json b/data/ulas_j123153.60+091205.4.json
index 761914f77..769683008 100644
--- a/data/ulas_j123153.60+091205.4.json
+++ b/data/ulas_j123153.60+091205.4.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j123327.45+121952.2.json b/data/ulas_j123327.45+121952.2.json
index 10ad299da..3da2751ba 100644
--- a/data/ulas_j123327.45+121952.2.json
+++ b/data/ulas_j123327.45+121952.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j123828.51+095351.3.json b/data/ulas_j123828.51+095351.3.json
index 8e882097f..57fa43e65 100644
--- a/data/ulas_j123828.51+095351.3.json
+++ b/data/ulas_j123828.51+095351.3.json
@@ -17,6 +17,52 @@
             "other_name": "ULAS J123828.51+095351.3"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.14,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.37,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.32,
+            "magnitude_error": 0.06,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 14.58,
+            "magnitude_error": 0.1,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -445.8,
@@ -29,6 +75,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8",
+            "spectral_type_code": 88.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Cush11.50"
+        },
         {
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
diff --git a/data/ulas_j123903.75+102518.6.json b/data/ulas_j123903.75+102518.6.json
index 18951798b..5e0b6cdfd 100644
--- a/data/ulas_j123903.75+102518.6.json
+++ b/data/ulas_j123903.75+102518.6.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j124425.90+102441.9.json b/data/ulas_j124425.90+102441.9.json
index 1717741bd..76853dd6c 100644
--- a/data/ulas_j124425.90+102441.9.json
+++ b/data/ulas_j124425.90+102441.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi12b",
+            "reference": "Lodi12.105",
             "other_references": null,
             "comments": null
         }
@@ -147,7 +147,7 @@
             "mu_dec_error": 7.0,
             "adopted": false,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ],
     "SpectralTypes": [
diff --git a/data/ulas_j124804.56+075904.0.json b/data/ulas_j124804.56+075904.0.json
index 011e66a16..ad688e0d5 100644
--- a/data/ulas_j124804.56+075904.0.json
+++ b/data/ulas_j124804.56+075904.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -33,10 +33,10 @@
             "spectral_type_string": "T7",
             "spectral_type_code": 87.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j125635.91-001944.9.json b/data/ulas_j125635.91-001944.9.json
index 92f31e0a4..313d17961 100644
--- a/data/ulas_j125635.91-001944.9.json
+++ b/data/ulas_j125635.91-001944.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi12b",
+            "reference": "Lodi12.105",
             "other_references": null,
             "comments": null
         }
@@ -147,7 +147,7 @@
             "mu_dec_error": 6.0,
             "adopted": false,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ],
     "SpectralTypes": [
@@ -158,7 +158,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j125708.07+110850.4.json b/data/ulas_j125708.07+110850.4.json
index 10cb63801..4cd71b4c2 100644
--- a/data/ulas_j125708.07+110850.4.json
+++ b/data/ulas_j125708.07+110850.4.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j130217.21+130851.2.json b/data/ulas_j130217.21+130851.2.json
index 09deaf855..df8c6fec7 100644
--- a/data/ulas_j130217.21+130851.2.json
+++ b/data/ulas_j130217.21+130851.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "ULAS J130217.21+130851.2"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.51,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.92,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -445.0,
@@ -29,6 +53,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8",
+            "spectral_type_code": 88.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Cush11.50"
+        },
         {
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
@@ -36,7 +69,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j131705.66+091016.9.json b/data/ulas_j131705.66+091016.9.json
index b45f37634..302932382 100644
--- a/data/ulas_j131705.66+091016.9.json
+++ b/data/ulas_j131705.66+091016.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi12b",
+            "reference": "Lodi12.105",
             "other_references": null,
             "comments": null
         }
@@ -111,7 +111,7 @@
             "mu_dec_error": 10.0,
             "adopted": false,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ],
     "SpectralTypes": [
@@ -122,7 +122,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j131943.77+120900.2.json b/data/ulas_j131943.77+120900.2.json
index 727fa1ef2..79509cad3 100644
--- a/data/ulas_j131943.77+120900.2.json
+++ b/data/ulas_j131943.77+120900.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j132048.12+102910.6.json b/data/ulas_j132048.12+102910.6.json
index 8e6f09e38..4474d93e7 100644
--- a/data/ulas_j132048.12+102910.6.json
+++ b/data/ulas_j132048.12+102910.6.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j132605.18+120009.9.json b/data/ulas_j132605.18+120009.9.json
index febf8f489..36a6636b1 100644
--- a/data/ulas_j132605.18+120009.9.json
+++ b/data/ulas_j132605.18+120009.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -30,13 +30,13 @@
     ],
     "SpectralTypes": [
         {
-            "spectral_type_string": "T6 pec",
+            "spectral_type_string": "T6",
             "spectral_type_code": 86.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j133553.45+113005.2.json b/data/ulas_j133553.45+113005.2.json
index ff9510abc..ae5a5d0c3 100644
--- a/data/ulas_j133553.45+113005.2.json
+++ b/data/ulas_j133553.45+113005.2.json
@@ -20,6 +20,52 @@
             "other_name": "WISEP J133553.41+113004.7"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.99,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.94,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.34,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 13.37,
+            "magnitude_error": 0.06,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -190.3,
@@ -50,6 +96,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8.5",
+            "spectral_type_code": 88.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Cush11.50"
+        },
         {
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
diff --git a/data/ulas_j134940.81+091833.3.json b/data/ulas_j134940.81+091833.3.json
index 887da53cc..d12bffd2c 100644
--- a/data/ulas_j134940.81+091833.3.json
+++ b/data/ulas_j134940.81+091833.3.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j135607.41+085345.2.json b/data/ulas_j135607.41+085345.2.json
index 4af816e2c..2ab15b8ce 100644
--- a/data/ulas_j135607.41+085345.2.json
+++ b/data/ulas_j135607.41+085345.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j141623.94+134836.3.json b/data/ulas_j141623.94+134836.3.json
index 54c25520f..d7a22124f 100644
--- a/data/ulas_j141623.94+134836.3.json
+++ b/data/ulas_j141623.94+134836.3.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "1416+1348B",
-            "reference": "Burn10",
+            "reference": "Burn10.1952",
             "other_references": null,
             "comments": null
         }
@@ -30,7 +30,18 @@
             "instrument": null,
             "epoch": null,
             "comments": null,
-            "reference": "Burn10"
+            "reference": "Burn10.1952"
+        },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.74,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
         },
         {
             "band": "IRAC.I2",
@@ -41,7 +52,18 @@
             "instrument": null,
             "epoch": null,
             "comments": null,
-            "reference": "Burn10"
+            "reference": "Burn10.1952"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 12.8,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
         },
         {
             "band": "MKO.H",
@@ -52,7 +74,7 @@
             "instrument": null,
             "epoch": null,
             "comments": null,
-            "reference": "Burn10"
+            "reference": "Burn10.1952"
         },
         {
             "band": "MKO.J",
@@ -63,7 +85,7 @@
             "instrument": null,
             "epoch": null,
             "comments": null,
-            "reference": "Burn10"
+            "reference": "Burn10.1952"
         },
         {
             "band": "MKO.K",
@@ -74,7 +96,7 @@
             "instrument": null,
             "epoch": null,
             "comments": null,
-            "reference": "Burn10"
+            "reference": "Burn10.1952"
         },
         {
             "band": "MKO.Y",
@@ -85,7 +107,7 @@
             "instrument": null,
             "epoch": null,
             "comments": null,
-            "reference": "Burn10"
+            "reference": "Burn10.1952"
         },
         {
             "band": "SDSS.i",
@@ -184,6 +206,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T7.5",
+            "spectral_type_code": 87.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Burn10.1885"
+        },
         {
             "spectral_type_string": "(sd)T7.5",
             "spectral_type_code": 87.5,
diff --git a/data/ulas_j141806.71+000035.5.json b/data/ulas_j141806.71+000035.5.json
index d903cb671..7dcbe5a85 100644
--- a/data/ulas_j141806.71+000035.5.json
+++ b/data/ulas_j141806.71+000035.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi12b",
+            "reference": "Lodi12.105",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 3.0,
             "adopted": true,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j144458.87+105531.1.json b/data/ulas_j144458.87+105531.1.json
index 4922ffb55..60ed5a2f1 100644
--- a/data/ulas_j144458.87+105531.1.json
+++ b/data/ulas_j144458.87+105531.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j144555.24+125735.1.json b/data/ulas_j144555.24+125735.1.json
index d0990d32f..d4ced1c3d 100644
--- a/data/ulas_j144555.24+125735.1.json
+++ b/data/ulas_j144555.24+125735.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j145935.25+085751.2.json b/data/ulas_j145935.25+085751.2.json
index 955c9e649..1f694c328 100644
--- a/data/ulas_j145935.25+085751.2.json
+++ b/data/ulas_j145935.25+085751.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": "Best20 lists discovery as Burn10b; Albe11"
         }
diff --git a/data/ulas_j152526.25+095814.3.json b/data/ulas_j152526.25+095814.3.json
index 5e2aacd4d..7df02573f 100644
--- a/data/ulas_j152526.25+095814.3.json
+++ b/data/ulas_j152526.25+095814.3.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j152912.23+092228.5.json b/data/ulas_j152912.23+092228.5.json
index 3c4da8e1b..152e508e2 100644
--- a/data/ulas_j152912.23+092228.5.json
+++ b/data/ulas_j152912.23+092228.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -33,10 +33,10 @@
             "spectral_type_string": "T6",
             "spectral_type_code": 86.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j223955.76+003252.6.json b/data/ulas_j223955.76+003252.6.json
index 4018026d6..ee2650280 100644
--- a/data/ulas_j223955.76+003252.6.json
+++ b/data/ulas_j223955.76+003252.6.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi07a",
+            "reference": "Lodi07.1423",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi07a"
+            "reference": "Lodi07.1423"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j225649.51+005452.5.json b/data/ulas_j225649.51+005452.5.json
index b212e6d5f..90bc3171b 100644
--- a/data/ulas_j225649.51+005452.5.json
+++ b/data/ulas_j225649.51+005452.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j230601.02+130225.0.json b/data/ulas_j230601.02+130225.0.json
index 25fd41b7c..976a370e7 100644
--- a/data/ulas_j230601.02+130225.0.json
+++ b/data/ulas_j230601.02+130225.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -26,6 +26,30 @@
             "reference": "Best20a"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.49,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Grif12"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.11,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Grif12"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 69.9,
@@ -42,10 +66,10 @@
             "spectral_type_string": "T6.5",
             "spectral_type_code": 86.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j231557.61+132256.2.json b/data/ulas_j231557.61+132256.2.json
index 28c0e5b86..92b0817a5 100644
--- a/data/ulas_j231557.61+132256.2.json
+++ b/data/ulas_j231557.61+132256.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -22,10 +22,10 @@
             "spectral_type_string": "T6.5",
             "spectral_type_code": 86.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j231835.51-001330.0.json b/data/ulas_j231835.51-001330.0.json
index 34e7f79d1..e159b1174 100644
--- a/data/ulas_j231835.51-001330.0.json
+++ b/data/ulas_j231835.51-001330.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j232035.28+144829.8.json b/data/ulas_j232035.28+144829.8.json
index 14da41b67..eb9bc1a81 100644
--- a/data/ulas_j232035.28+144829.8.json
+++ b/data/ulas_j232035.28+144829.8.json
@@ -7,16 +7,43 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Scho10b",
+            "reference": "Scho10.8",
             "other_references": null,
             "comments": null
         }
     ],
     "Names": [
+        {
+            "other_name": "SDSS J232035.10+144828.9"
+        },
         {
             "other_name": "ULAS J232035.28+144829.8"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.64,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.38,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 410.0,
@@ -29,6 +56,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T6",
+            "spectral_type_code": 86.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Murr11"
+        },
         {
             "spectral_type_string": "T5",
             "spectral_type_code": 85.0,
@@ -36,7 +72,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j232123.79+135454.9.json b/data/ulas_j232123.79+135454.9.json
index 69baaca47..cb5bc9c7d 100644
--- a/data/ulas_j232123.79+135454.9.json
+++ b/data/ulas_j232123.79+135454.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Scho10b",
+            "reference": "Scho10.8",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "ULAS J232123.79+135454.9"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.86,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.19,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 78.7,
@@ -33,10 +57,10 @@
             "spectral_type_string": "T7.5",
             "spectral_type_code": 87.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j232600.40+020139.2.json b/data/ulas_j232600.40+020139.2.json
index 972de4168..d48b60c97 100644
--- a/data/ulas_j232600.40+020139.2.json
+++ b/data/ulas_j232600.40+020139.2.json
@@ -17,6 +17,30 @@
             "other_name": "ULAS J232600.40+020139.2"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.88,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.44,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 299.8,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T8",
             "spectral_type_code": 88.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Burn13"
diff --git a/data/ulas_j232802.03+134544.8.json b/data/ulas_j232802.03+134544.8.json
index c441657b9..bf2845132 100644
--- a/data/ulas_j232802.03+134544.8.json
+++ b/data/ulas_j232802.03+134544.8.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -22,10 +22,10 @@
             "spectral_type_string": "T7",
             "spectral_type_code": 87.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j233359.39+004935.2.json b/data/ulas_j233359.39+004935.2.json
index 10e435788..a184b44de 100644
--- a/data/ulas_j233359.39+004935.2.json
+++ b/data/ulas_j233359.39+004935.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi12b",
+            "reference": "Lodi12.105",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 4.0,
             "adopted": true,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi12b"
+            "reference": "Lodi12.105"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j234228.97+085620.1.json b/data/ulas_j234228.97+085620.1.json
index ad0698498..78ab768bc 100644
--- a/data/ulas_j234228.97+085620.1.json
+++ b/data/ulas_j234228.97+085620.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Scho10b",
+            "reference": "Scho10.8",
             "other_references": null,
             "comments": null
         }
@@ -16,6 +16,9 @@
         {
             "other_name": "EQ J2342+0856"
         },
+        {
+            "other_name": "ULAS J234228.96+085620.1"
+        },
         {
             "other_name": "ULAS J234228.97+085620.1"
         }
@@ -29,6 +32,30 @@
             "reference": "Best20a"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.29,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.99,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 255.3,
@@ -50,6 +77,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T6.5",
+            "spectral_type_code": 86.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T6.5",
             "spectral_type_code": 86.5,
@@ -57,7 +93,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/ulas_j234827.94+005220.5.json b/data/ulas_j234827.94+005220.5.json
index 736003753..87c694938 100644
--- a/data/ulas_j234827.94+005220.5.json
+++ b/data/ulas_j234827.94+005220.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Burn10b",
+            "reference": "Burn10.1885",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Burn10b"
+            "reference": "Burn10.1885"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/vhs_j125804.89-441232.4.json b/data/vhs_j125804.89-441232.4.json
index 5b4086e5b..11a783be1 100644
--- a/data/vhs_j125804.89-441232.4.json
+++ b/data/vhs_j125804.89-441232.4.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi12d",
+            "reference": "Lodi12.53",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "VHS J125804.89-441232.4"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.91,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.0,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 143.6,
@@ -33,10 +57,10 @@
             "spectral_type_string": "T6",
             "spectral_type_code": 86.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi12d"
+            "reference": "Lodi12.53"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/vhs_j143311.46-083736.3.json b/data/vhs_j143311.46-083736.3.json
index 97f397eb7..9e205b289 100644
--- a/data/vhs_j143311.46-083736.3.json
+++ b/data/vhs_j143311.46-083736.3.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi12d",
+            "reference": "Lodi12.53",
             "other_references": null,
             "comments": null
         }
@@ -54,7 +54,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi12d"
+            "reference": "Lodi12.53"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/vhs_j154352.78-043909.6.json b/data/vhs_j154352.78-043909.6.json
index 301cf5a01..1768fdaa1 100644
--- a/data/vhs_j154352.78-043909.6.json
+++ b/data/vhs_j154352.78-043909.6.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi12d",
+            "reference": "Lodi12.53",
             "other_references": null,
             "comments": null
         }
@@ -49,7 +49,7 @@
             "mu_dec_error": 5.0,
             "adopted": null,
             "comments": null,
-            "reference": "Lodi12d"
+            "reference": "Lodi12.53"
         }
     ],
     "SpectralTypes": [
@@ -60,7 +60,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/vhs_j192934.18-442550.5.json b/data/vhs_j192934.18-442550.5.json
index c64cdbfcd..6b7d9d528 100644
--- a/data/vhs_j192934.18-442550.5.json
+++ b/data/vhs_j192934.18-442550.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi12d",
+            "reference": "Lodi12.53",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi12d"
+            "reference": "Lodi12.53"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/vhs_j205159.38-550843.9.json b/data/vhs_j205159.38-550843.9.json
index d794db161..e44094fda 100644
--- a/data/vhs_j205159.38-550843.9.json
+++ b/data/vhs_j205159.38-550843.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Lodi12d",
+            "reference": "Lodi12.53",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Lodi12d"
+            "reference": "Lodi12.53"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j000517.48+373720.5.json b/data/wise_j000517.48+373720.5.json
index 010d1ae2f..f0ec44720 100644
--- a/data/wise_j000517.48+373720.5.json
+++ b/data/wise_j000517.48+373720.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "WISE J000517.48+373720.5"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.43,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.28,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 998.9,
@@ -29,6 +53,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T9",
+            "spectral_type_code": 89.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
@@ -36,7 +69,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j001354.39+063448.1.json b/data/wise_j001354.39+063448.1.json
index 5add46f65..da1992273 100644
--- a/data/wise_j001354.39+063448.1.json
+++ b/data/wise_j001354.39+063448.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Pinf14a",
+            "reference": "Pinf14.1009",
             "other_references": null,
             "comments": null
         }
@@ -15,6 +15,33 @@
     "Names": [
         {
             "other_name": "WISE J001354.39+063448.1"
+        },
+        {
+            "other_name": "WISE J001354.39+063448.2"
+        }
+    ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.15,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Pinf14.1009"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.16,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Pinf14.1009"
         }
     ],
     "ProperMotions": [
@@ -25,7 +52,7 @@
             "mu_dec_error": 90.0,
             "adopted": true,
             "comments": null,
-            "reference": "Pinf14a"
+            "reference": "Pinf14.1009"
         }
     ],
     "SpectralTypes": [
@@ -33,10 +60,10 @@
             "spectral_type_string": "T8",
             "spectral_type_code": 88.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Pinf14a"
+            "reference": "Pinf14.1009"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j003231.09-494651.4.json b/data/wise_j003231.09-494651.4.json
index 4b6a67527..18bf6a464 100644
--- a/data/wise_j003231.09-494651.4.json
+++ b/data/wise_j003231.09-494651.4.json
@@ -17,6 +17,30 @@
             "other_name": "WISE J003231.09-494651.4"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.93,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.93,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -379.3,
@@ -29,6 +53,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8.5",
+            "spectral_type_code": 88.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Kirk12"
+        },
         {
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
diff --git a/data/wise_j003829.05+275852.1.json b/data/wise_j003829.05+275852.1.json
index 7245478fb..a67041ed3 100644
--- a/data/wise_j003829.05+275852.1.json
+++ b/data/wise_j003829.05+275852.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "WISE J003829.05+275852.1"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.45,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.41,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -15.4,
@@ -29,6 +53,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T9",
+            "spectral_type_code": 89.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
@@ -36,7 +69,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j003830.54+840517.7.json b/data/wise_j003830.54+840517.7.json
index 7dbd727cb..d9df54b2a 100644
--- a/data/wise_j003830.54+840517.7.json
+++ b/data/wise_j003830.54+840517.7.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j004024.88+090054.8.json b/data/wise_j004024.88+090054.8.json
index 0a364bab9..1e7130f78 100644
--- a/data/wise_j004024.88+090054.8.json
+++ b/data/wise_j004024.88+090054.8.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -81,7 +81,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j004542.56+361139.1.json b/data/wise_j004542.56+361139.1.json
index a9e56daa8..eda2d7181 100644
--- a/data/wise_j004542.56+361139.1.json
+++ b/data/wise_j004542.56+361139.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -83,7 +83,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j004945.61+215120.0.json b/data/wise_j004945.61+215120.0.json
index d72e4ea47..6fd021c9c 100644
--- a/data/wise_j004945.61+215120.0.json
+++ b/data/wise_j004945.61+215120.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0049+2151",
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -34,6 +34,28 @@
             "epoch": null,
             "comments": null,
             "reference": "Cutr03"
+        },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.01,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.04,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
         }
     ],
     "ProperMotions": [
@@ -48,6 +70,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8.5",
+            "spectral_type_code": 88.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
@@ -55,7 +86,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j013525.64+171503.4.json b/data/wise_j013525.64+171503.4.json
index 0768b260e..bae55f17f 100644
--- a/data/wise_j013525.64+171503.4.json
+++ b/data/wise_j013525.64+171503.4.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -26,6 +26,30 @@
             "reference": "Best20a"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.08,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.57,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -365.4,
@@ -38,6 +62,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T6",
+            "spectral_type_code": 86.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Kirk12"
+        },
         {
             "spectral_type_string": "T6",
             "spectral_type_code": 86.0,
@@ -45,7 +78,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j014656.66+423410.0.json b/data/wise_j014656.66+423410.0.json
index 545bc353c..77df57f8f 100644
--- a/data/wise_j014656.66+423410.0.json
+++ b/data/wise_j014656.66+423410.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0146+4234",
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -16,10 +16,37 @@
         {
             "other_name": "WISE J014656.66+423410.0"
         },
+        {
+            "other_name": "WISE J014656.66+423410.0A"
+        },
         {
             "other_name": "WISEA J014656.66+423409.9"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.86,
+            "magnitude_error": 0.17,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg21"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.54,
+            "magnitude_error": 0.1,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg21"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -452.0,
@@ -32,6 +59,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T9",
+            "spectral_type_code": 89.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Dupu15.102"
+        },
         {
             "spectral_type_string": "T9.5",
             "spectral_type_code": 89.5,
diff --git a/data/wise_j014807.25-720258.7.json b/data/wise_j014807.25-720258.7.json
index dee241100..00bf9381b 100644
--- a/data/wise_j014807.25-720258.7.json
+++ b/data/wise_j014807.25-720258.7.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0148-7202",
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -23,6 +23,30 @@
             "other_name": "WISEPC J014807.25-720258.7"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.84,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.65,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 1269.3,
@@ -39,7 +63,7 @@
             "spectral_type_string": "T9.5",
             "spectral_type_code": 89.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk11"
diff --git a/data/wise_j021010.25+400829.6.json b/data/wise_j021010.25+400829.6.json
index a2a96b65f..5dedd0807 100644
--- a/data/wise_j021010.25+400829.6.json
+++ b/data/wise_j021010.25+400829.6.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j023318.05+303030.5.json b/data/wise_j023318.05+303030.5.json
index bbda291c3..2446f5026 100644
--- a/data/wise_j023318.05+303030.5.json
+++ b/data/wise_j023318.05+303030.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -70,7 +70,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j024512.62-345047.8.json b/data/wise_j024512.62-345047.8.json
index bc440ad2e..aa674bc6b 100644
--- a/data/wise_j024512.62-345047.8.json
+++ b/data/wise_j024512.62-345047.8.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j024714.52+372523.5.json b/data/wise_j024714.52+372523.5.json
index b4cd994b5..f39a6cf85 100644
--- a/data/wise_j024714.52+372523.5.json
+++ b/data/wise_j024714.52+372523.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -54,7 +54,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j025934.00-034645.7.json b/data/wise_j025934.00-034645.7.json
index ce56c6ae0..b93011dea 100644
--- a/data/wise_j025934.00-034645.7.json
+++ b/data/wise_j025934.00-034645.7.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j030449.03-270508.3.json b/data/wise_j030449.03-270508.3.json
index 944e7e511..697b6ae19 100644
--- a/data/wise_j030449.03-270508.3.json
+++ b/data/wise_j030449.03-270508.3.json
@@ -7,7 +7,7 @@
             "epoch": 2014.0,
             "equinox": null,
             "shortname": "0304-2705",
-            "reference": "Pinf14",
+            "reference": "Pinf14.1931",
             "other_references": null,
             "comments": null
         }
@@ -69,16 +69,16 @@
             "regime": "infrared",
             "adopted": null,
             "comments": null,
-            "reference": "Pinf14"
+            "reference": "Pinf14.1931"
         },
         {
             "spectral_type_string": "Y0 pec",
             "spectral_type_code": 90.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
-            "reference": "Pinf14"
+            "reference": "Pinf14.1931"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j030919.67-501614.3.json b/data/wise_j030919.67-501614.3.json
index 5d7964642..2b3812328 100644
--- a/data/wise_j030919.67-501614.3.json
+++ b/data/wise_j030919.67-501614.3.json
@@ -15,6 +15,33 @@
     "Names": [
         {
             "other_name": "WISE J030919.67-501614.3"
+        },
+        {
+            "other_name": "WISEA J030919.70-501614.2AB"
+        }
+    ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.53,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.63,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
         }
     ],
     "ProperMotions": [
@@ -29,6 +56,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T7",
+            "spectral_type_code": 87.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Grec19"
+        },
         {
             "spectral_type_string": "T7.2",
             "spectral_type_code": 87.2,
diff --git a/data/wise_j031614.68+382008.0.json b/data/wise_j031614.68+382008.0.json
index 3a6fd8608..d670c77c6 100644
--- a/data/wise_j031614.68+382008.0.json
+++ b/data/wise_j031614.68+382008.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -83,7 +83,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j031624.35+430709.1.json b/data/wise_j031624.35+430709.1.json
index f1bd4835f..696658346 100644
--- a/data/wise_j031624.35+430709.1.json
+++ b/data/wise_j031624.35+430709.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j032120.91-734758.8.json b/data/wise_j032120.91-734758.8.json
index 49ee68633..39057f9f2 100644
--- a/data/wise_j032120.91-734758.8.json
+++ b/data/wise_j032120.91-734758.8.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j032517.69-385454.1.json b/data/wise_j032517.69-385454.1.json
index 184d07ddc..c87687c38 100644
--- a/data/wise_j032517.69-385454.1.json
+++ b/data/wise_j032517.69-385454.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "WISE J032517.69-385454.1"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.12,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.98,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 283.7,
@@ -29,6 +53,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T9",
+            "spectral_type_code": 89.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
@@ -36,7 +69,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j032547.72+083118.2.json b/data/wise_j032547.72+083118.2.json
index fece12153..dbd8d47b3 100644
--- a/data/wise_j032547.72+083118.2.json
+++ b/data/wise_j032547.72+083118.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "WISE J032547.72+083118.2"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.7,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.59,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 116.2,
@@ -29,6 +53,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T7",
+            "spectral_type_code": 87.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T7",
             "spectral_type_code": 87.0,
@@ -36,7 +69,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j033605.05-014350.4.json b/data/wise_j033605.05-014350.4.json
index be1f939d8..84e6f3da2 100644
--- a/data/wise_j033605.05-014350.4.json
+++ b/data/wise_j033605.05-014350.4.json
@@ -7,7 +7,7 @@
             "epoch": 2014.0,
             "equinox": null,
             "shortname": "0336-0143",
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -72,10 +72,10 @@
             "reference": "Mart18"
         },
         {
-            "spectral_type_string": "Y0:",
+            "spectral_type_string": "Y0",
             "spectral_type_code": 90.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Mart18"
diff --git a/data/wise_j033651.90+282628.8.json b/data/wise_j033651.90+282628.8.json
index 467db8cc1..3c00b47ca 100644
--- a/data/wise_j033651.90+282628.8.json
+++ b/data/wise_j033651.90+282628.8.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -83,7 +83,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j035000.32-565830.2.json b/data/wise_j035000.32-565830.2.json
index 728a331db..165565b33 100644
--- a/data/wise_j035000.32-565830.2.json
+++ b/data/wise_j035000.32-565830.2.json
@@ -40,6 +40,17 @@
         }
     ],
     "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.94,
+            "magnitude_error": 0.1,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I1",
             "ucd": "em.IR.3-4um",
@@ -51,6 +62,17 @@
             "comments": null,
             "reference": "Schn15"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.69,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": "em.IR.4-8um",
@@ -106,7 +128,7 @@
             "spectral_type_string": "Y1",
             "spectral_type_code": 91.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk12"
diff --git a/data/wise_j035934.06-540154.6.json b/data/wise_j035934.06-540154.6.json
index 145845d6f..eac0d2e5c 100644
--- a/data/wise_j035934.06-540154.6.json
+++ b/data/wise_j035934.06-540154.6.json
@@ -40,6 +40,17 @@
         }
     ],
     "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.55,
+            "magnitude_error": 0.07,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I1",
             "ucd": "em.IR.3-4um",
@@ -51,6 +62,17 @@
             "comments": null,
             "reference": "Schn15"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.33,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": "em.IR.4-8um",
@@ -106,7 +128,7 @@
             "spectral_type_string": "Y0",
             "spectral_type_code": 90.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk12"
diff --git a/data/wise_j041358.14-475039.3.json b/data/wise_j041358.14-475039.3.json
index c9c3eb532..180a3591a 100644
--- a/data/wise_j041358.14-475039.3.json
+++ b/data/wise_j041358.14-475039.3.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "WISE J041358.14-475039.3"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.8,
+            "magnitude_error": 0.09,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.49,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 110.6,
@@ -29,6 +53,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T9",
+            "spectral_type_code": 89.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
@@ -36,7 +69,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j042417.94+072744.1.json b/data/wise_j042417.94+072744.1.json
index 9f02229fd..f71a483b4 100644
--- a/data/wise_j042417.94+072744.1.json
+++ b/data/wise_j042417.94+072744.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -45,7 +45,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j043052.92+463331.6.json b/data/wise_j043052.92+463331.6.json
index 0383d3c6d..faf427173 100644
--- a/data/wise_j043052.92+463331.6.json
+++ b/data/wise_j043052.92+463331.6.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -26,6 +26,30 @@
             "reference": "Best20a"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.13,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.22,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 884.5,
@@ -47,6 +71,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8",
+            "spectral_type_code": 88.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T8",
             "spectral_type_code": 88.0,
@@ -54,7 +87,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j051208.66-300404.4.json b/data/wise_j051208.66-300404.4.json
index fe5aa5ce5..5e34be8f7 100644
--- a/data/wise_j051208.66-300404.4.json
+++ b/data/wise_j051208.66-300404.4.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "WISE J051208.66-300404.4"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.64,
+            "magnitude_error": 0.08,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.58,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 614.2,
@@ -29,6 +53,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8.5",
+            "spectral_type_code": 88.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
@@ -36,7 +69,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j053516.80-750024.9.json b/data/wise_j053516.80-750024.9.json
index 2085bd19f..8aa98c937 100644
--- a/data/wise_j053516.80-750024.9.json
+++ b/data/wise_j053516.80-750024.9.json
@@ -40,6 +40,17 @@
         }
     ],
     "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.75,
+            "magnitude_error": 0.08,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I1",
             "ucd": "em.IR.3-4um",
@@ -51,6 +62,17 @@
             "comments": null,
             "reference": "Schn15"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.01,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": "em.IR.4-8um",
@@ -103,10 +125,10 @@
             "reference": "Schn15"
         },
         {
-            "spectral_type_string": "Y1: (or later)",
+            "spectral_type_string": "Y1",
             "spectral_type_code": 91.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk12"
diff --git a/data/wise_j054047.00+483232.4.json b/data/wise_j054047.00+483232.4.json
index d319a1357..9aee45094 100644
--- a/data/wise_j054047.00+483232.4.json
+++ b/data/wise_j054047.00+483232.4.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "WISE J054047.00+483232.4"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.97,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.77,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 246.0,
@@ -29,6 +53,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8.5",
+            "spectral_type_code": 88.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
@@ -36,7 +69,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j054601.19-095947.5.json b/data/wise_j054601.19-095947.5.json
index 932cbf298..c7a213442 100644
--- a/data/wise_j054601.19-095947.5.json
+++ b/data/wise_j054601.19-095947.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -72,7 +72,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j061437.73+095135.0.json b/data/wise_j061437.73+095135.0.json
index c8d0da4de..a1e0539aa 100644
--- a/data/wise_j061437.73+095135.0.json
+++ b/data/wise_j061437.73+095135.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -92,7 +92,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j062720.07-111428.0.json b/data/wise_j062720.07-111428.0.json
index 7c79fd109..cf8d50ea4 100644
--- a/data/wise_j062720.07-111428.0.json
+++ b/data/wise_j062720.07-111428.0.json
@@ -59,6 +59,28 @@
             "epoch": null,
             "comments": null,
             "reference": "Cutr03"
+        },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.27,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.32,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
         }
     ],
     "ProperMotions": [
@@ -77,7 +99,7 @@
             "spectral_type_string": "T6",
             "spectral_type_code": 86.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk11"
diff --git a/data/wise_j062905.13+241804.9.json b/data/wise_j062905.13+241804.9.json
index 5c3c125ba..5d356e0ec 100644
--- a/data/wise_j062905.13+241804.9.json
+++ b/data/wise_j062905.13+241804.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0629+2418",
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -48,7 +48,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j064723.23-623235.5.json b/data/wise_j064723.23-623235.5.json
index 117687c9c..0a8dd114c 100644
--- a/data/wise_j064723.23-623235.5.json
+++ b/data/wise_j064723.23-623235.5.json
@@ -40,6 +40,17 @@
         }
     ],
     "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.89,
+            "magnitude_error": 0.09,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I1",
             "ucd": "em.IR.3-4um",
@@ -51,6 +62,17 @@
             "comments": null,
             "reference": "Schn15"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.07,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": "em.IR.4-8um",
@@ -106,7 +128,7 @@
             "spectral_type_string": "Y1",
             "spectral_type_code": 91.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk13"
diff --git a/data/wise_j070159.79+632129.2.json b/data/wise_j070159.79+632129.2.json
index 2ea896b31..ca7312525 100644
--- a/data/wise_j070159.79+632129.2.json
+++ b/data/wise_j070159.79+632129.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
diff --git a/data/wise_j071301.84-585445.1.json b/data/wise_j071301.84-585445.1.json
index fe73c17d0..a976f27e5 100644
--- a/data/wise_j071301.84-585445.1.json
+++ b/data/wise_j071301.84-585445.1.json
@@ -15,6 +15,33 @@
     "Names": [
         {
             "other_name": "WISE J071301.84-585445.1"
+        },
+        {
+            "other_name": "WISEA J071301.86-585445.2"
+        }
+    ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.29,
+            "magnitude_error": 0.06,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.14,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
         }
     ],
     "ProperMotions": [
@@ -33,7 +60,7 @@
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Tinn18"
diff --git a/data/wise_j071322.55-291751.9.json b/data/wise_j071322.55-291751.9.json
index c7b44289f..a9fff6c22 100644
--- a/data/wise_j071322.55-291751.9.json
+++ b/data/wise_j071322.55-291751.9.json
@@ -75,7 +75,7 @@
             "spectral_type_string": "Y0",
             "spectral_type_code": 90.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk12"
diff --git a/data/wise_j072312.44+340313.5.json b/data/wise_j072312.44+340313.5.json
index d2cb2fd0a..4b56471ca 100644
--- a/data/wise_j072312.44+340313.5.json
+++ b/data/wise_j072312.44+340313.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "WISE J072312.44+340313.5"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.77,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.68,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -5.0,
@@ -29,6 +53,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T9",
+            "spectral_type_code": 89.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T9:",
             "spectral_type_code": 89.0,
@@ -36,7 +69,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j073347.94+754439.2.json b/data/wise_j073347.94+754439.2.json
index 826329cac..f6981dbd6 100644
--- a/data/wise_j073347.94+754439.2.json
+++ b/data/wise_j073347.94+754439.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j073444.02-715744.0.json b/data/wise_j073444.02-715744.0.json
index e16ff907c..19c279273 100644
--- a/data/wise_j073444.02-715744.0.json
+++ b/data/wise_j073444.02-715744.0.json
@@ -40,6 +40,17 @@
         }
     ],
     "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.65,
+            "magnitude_error": 0.08,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I1",
             "ucd": "em.IR.3-4um",
@@ -51,6 +62,17 @@
             "comments": null,
             "reference": "Schn15"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.21,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": "em.IR.4-8um",
@@ -106,7 +128,7 @@
             "spectral_type_string": "Y0",
             "spectral_type_code": 90.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk12"
diff --git a/data/wise_j075430.95+790957.8.json b/data/wise_j075430.95+790957.8.json
index f3028a873..be8a88538 100644
--- a/data/wise_j075430.95+790957.8.json
+++ b/data/wise_j075430.95+790957.8.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
diff --git a/data/wise_j081117.81-805141.3.json b/data/wise_j081117.81-805141.3.json
index d95b10bf8..f32e3d3c6 100644
--- a/data/wise_j081117.81-805141.3.json
+++ b/data/wise_j081117.81-805141.3.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "WISE J081117.81-805141.3"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.82,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.4,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 288.39,
@@ -29,6 +53,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T9.5",
+            "spectral_type_code": 89.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T9.5:",
             "spectral_type_code": 89.5,
@@ -36,7 +69,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j081220.04+402106.2.json b/data/wise_j081220.04+402106.2.json
index 2811f4dbd..a0072e898 100644
--- a/data/wise_j081220.04+402106.2.json
+++ b/data/wise_j081220.04+402106.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -54,7 +54,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j083337.82+005214.1.json b/data/wise_j083337.82+005214.1.json
index 053d35d6c..3a076e913 100644
--- a/data/wise_j083337.82+005214.1.json
+++ b/data/wise_j083337.82+005214.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Pinf14a",
+            "reference": "Pinf14.1009",
             "other_references": null,
             "comments": null
         }
@@ -15,6 +15,33 @@
     "Names": [
         {
             "other_name": "WISE J083337.82+005214.1"
+        },
+        {
+            "other_name": "WISE J083337.83+005214.2"
+        }
+    ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.01,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Pinf14.1009"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.85,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Pinf14.1009"
         }
     ],
     "ProperMotions": [
@@ -29,6 +56,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T9",
+            "spectral_type_code": 89.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "spectral_type_string": "(sd)T9",
             "spectral_type_code": 89.0,
@@ -36,7 +72,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Pinf14a"
+            "reference": "Pinf14.1009"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j092055.40+453856.3.json b/data/wise_j092055.40+453856.3.json
index 166dd0d61..c5c65e36b 100644
--- a/data/wise_j092055.40+453856.3.json
+++ b/data/wise_j092055.40+453856.3.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
diff --git a/data/wise_j094305.98+360723.5.json b/data/wise_j094305.98+360723.5.json
index 2a5c41bae..921642fa1 100644
--- a/data/wise_j094305.98+360723.5.json
+++ b/data/wise_j094305.98+360723.5.json
@@ -23,6 +23,30 @@
             "other_name": "WISEA J094306.00+360723.3"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.75,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.28,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 675.1,
@@ -57,7 +81,7 @@
             "spectral_type_string": "T9.5",
             "spectral_type_code": 89.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Cush14"
diff --git a/data/wise_j102557.72+030755.7.json b/data/wise_j102557.72+030755.7.json
index 3dbbc2abe..d91d483f9 100644
--- a/data/wise_j102557.72+030755.7.json
+++ b/data/wise_j102557.72+030755.7.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "WISE J102557.72+030755.7"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.32,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.19,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -1199.3,
@@ -29,6 +53,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8.5",
+            "spectral_type_code": 88.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
@@ -36,7 +69,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j103907.73-160002.9.json b/data/wise_j103907.73-160002.9.json
index 217f553c8..c1f6337f8 100644
--- a/data/wise_j103907.73-160002.9.json
+++ b/data/wise_j103907.73-160002.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -54,7 +54,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j105047.90+505606.2.json b/data/wise_j105047.90+505606.2.json
index 76f045ad4..16f219893 100644
--- a/data/wise_j105047.90+505606.2.json
+++ b/data/wise_j105047.90+505606.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -54,7 +54,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j105130.01-213859.7.json b/data/wise_j105130.01-213859.7.json
index 695f673c0..95750515c 100644
--- a/data/wise_j105130.01-213859.7.json
+++ b/data/wise_j105130.01-213859.7.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "WISE J105130.01-213859.7"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.42,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.6,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 137.1,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Mart18"
diff --git a/data/wise_j105553.59-165216.3.json b/data/wise_j105553.59-165216.3.json
index 1bdf09c14..d8397a819 100644
--- a/data/wise_j105553.59-165216.3.json
+++ b/data/wise_j105553.59-165216.3.json
@@ -15,6 +15,33 @@
     "Names": [
         {
             "other_name": "WISE J105553.59-165216.3"
+        },
+        {
+            "other_name": "WISEA J105553.62-165216.5"
+        }
+    ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.3,
+            "magnitude_error": 0.06,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.05,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
         }
     ],
     "ProperMotions": [
@@ -33,7 +60,7 @@
             "spectral_type_string": "T9.5",
             "spectral_type_code": 89.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Mart18"
diff --git a/data/wise_j111239.24-385700.7.json b/data/wise_j111239.24-385700.7.json
index 5732d3352..28b344f91 100644
--- a/data/wise_j111239.24-385700.7.json
+++ b/data/wise_j111239.24-385700.7.json
@@ -17,6 +17,30 @@
             "other_name": "WISE J111239.24-385700.7"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.54,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.42,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 666.0,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Tinn18"
diff --git a/data/wise_j111838.70+312537.9.json b/data/wise_j111838.70+312537.9.json
index 7e70c4735..a4fff3175 100644
--- a/data/wise_j111838.70+312537.9.json
+++ b/data/wise_j111838.70+312537.9.json
@@ -17,6 +17,30 @@
             "other_name": "WISE J111838.70+312537.9"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.6,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.37,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -453.67,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Wrig13"
diff --git a/data/wise_j112438.12-042149.7.json b/data/wise_j112438.12-042149.7.json
index 1aaa2c091..c137de789 100644
--- a/data/wise_j112438.12-042149.7.json
+++ b/data/wise_j112438.12-042149.7.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -70,7 +70,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j114340.22+443123.8.json b/data/wise_j114340.22+443123.8.json
index 9d0c16bb1..d1b09d906 100644
--- a/data/wise_j114340.22+443123.8.json
+++ b/data/wise_j114340.22+443123.8.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "WISE J114340.22+443123.8"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.14,
+            "magnitude_error": 0.06,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.16,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 76.9,
@@ -29,6 +53,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8.5",
+            "spectral_type_code": 88.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
@@ -36,7 +69,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j122152.28-313600.8.json b/data/wise_j122152.28-313600.8.json
index a45e79587..e4e129ce8 100644
--- a/data/wise_j122152.28-313600.8.json
+++ b/data/wise_j122152.28-313600.8.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -39,7 +39,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j122558.86-101345.0.json b/data/wise_j122558.86-101345.0.json
index 3da051452..f8dfeeb78 100644
--- a/data/wise_j122558.86-101345.0.json
+++ b/data/wise_j122558.86-101345.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -81,7 +81,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j124309.61+844547.8.json b/data/wise_j124309.61+844547.8.json
index da4d7e202..f13f1c7af 100644
--- a/data/wise_j124309.61+844547.8.json
+++ b/data/wise_j124309.61+844547.8.json
@@ -17,6 +17,30 @@
             "other_name": "WISE J124309.61+844547.8"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.36,
+            "magnitude_error": 0.06,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.4,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -530.2,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Thom13"
diff --git a/data/wise_j124629.65-313934.2.json b/data/wise_j124629.65-313934.2.json
index 27f0de2f9..f5860944c 100644
--- a/data/wise_j124629.65-313934.2.json
+++ b/data/wise_j124629.65-313934.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -158,7 +158,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j125015.56+262846.9.json b/data/wise_j125015.56+262846.9.json
index 3d6d8b620..75d40e200 100644
--- a/data/wise_j125015.56+262846.9.json
+++ b/data/wise_j125015.56+262846.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
diff --git a/data/wise_j125715.90+400854.2.json b/data/wise_j125715.90+400854.2.json
index db8d0820e..d6ed6a0e8 100644
--- a/data/wise_j125715.90+400854.2.json
+++ b/data/wise_j125715.90+400854.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -54,7 +54,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j130141.62-030212.9.json b/data/wise_j130141.62-030212.9.json
index 0a66ad48e..b8d956b86 100644
--- a/data/wise_j130141.62-030212.9.json
+++ b/data/wise_j130141.62-030212.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "WISE J130141.62-030212.9"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.64,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.89,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 241.5,
@@ -29,6 +53,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8.5",
+            "spectral_type_code": 88.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
@@ -36,7 +69,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j131833.98-175826.5.json b/data/wise_j131833.98-175826.5.json
index dea779b8f..4d3e4318d 100644
--- a/data/wise_j131833.98-175826.5.json
+++ b/data/wise_j131833.98-175826.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "WISE J131833.98-175826.5"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.79,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.73,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -515.2,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T8",
             "spectral_type_code": 88.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Mart18"
diff --git a/data/wise_j133750.46+263648.6.json b/data/wise_j133750.46+263648.6.json
index c1e3689c4..f86035c34 100644
--- a/data/wise_j133750.46+263648.6.json
+++ b/data/wise_j133750.46+263648.6.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -57,7 +57,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j140035.40-385013.5.json b/data/wise_j140035.40-385013.5.json
index 2b3cbdbd3..b5cea25f0 100644
--- a/data/wise_j140035.40-385013.5.json
+++ b/data/wise_j140035.40-385013.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -52,7 +52,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j140518.39+553421.3.json b/data/wise_j140518.39+553421.3.json
index efb000449..ff598d884 100644
--- a/data/wise_j140518.39+553421.3.json
+++ b/data/wise_j140518.39+553421.3.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "1405+5534",
-            "reference": "Cush11",
+            "reference": "Cush11.50",
             "other_references": null,
             "comments": null
         }
@@ -46,6 +46,17 @@
         }
     ],
     "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.88,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Meis20.74"
+        },
         {
             "band": "IRAC.I1",
             "ucd": "em.IR.3-4um",
@@ -57,6 +68,17 @@
             "comments": null,
             "reference": "Schn15"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.06,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Meis20.74"
+        },
         {
             "band": "IRAC.I2",
             "ucd": "em.IR.4-8um",
@@ -108,6 +130,15 @@
             "comments": null,
             "reference": "Schn15"
         },
+        {
+            "spectral_type_string": "Y0.5",
+            "spectral_type_code": 90.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Cush16"
+        },
         {
             "spectral_type_string": "Y0.5 (pec?)",
             "spectral_type_code": 90.5,
diff --git a/data/wise_j144901.85+114710.9.json b/data/wise_j144901.85+114710.9.json
index 6dfaf6407..d6980600b 100644
--- a/data/wise_j144901.85+114710.9.json
+++ b/data/wise_j144901.85+114710.9.json
@@ -7,16 +7,43 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Scho10b",
+            "reference": "Scho10.8",
             "other_references": null,
             "comments": null
         }
     ],
     "Names": [
+        {
+            "other_name": "SDSS J144901.96+114712.3"
+        },
         {
             "other_name": "WISE J144901.85+114710.9"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.06,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Grif12"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.91,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Grif12"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -248.94,
@@ -29,6 +56,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T7",
+            "spectral_type_code": 87.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Burn13"
+        },
         {
             "spectral_type_string": "T5 pec",
             "spectral_type_code": 85.0,
@@ -36,7 +72,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j150115.92-400418.4.json b/data/wise_j150115.92-400418.4.json
index 6076fd52e..d8e78c6c5 100644
--- a/data/wise_j150115.92-400418.4.json
+++ b/data/wise_j150115.92-400418.4.json
@@ -17,6 +17,30 @@
             "other_name": "WISE J150115.92-400418.4"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.28,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.13,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 370.2,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T6",
             "spectral_type_code": 86.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Tinn18"
diff --git a/data/wise_j151721.13+052929.3.json b/data/wise_j151721.13+052929.3.json
index 209bee8bc..6a23bf7da 100644
--- a/data/wise_j151721.13+052929.3.json
+++ b/data/wise_j151721.13+052929.3.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -26,6 +26,30 @@
             "reference": "Best20a"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.85,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.1,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -65.6,
@@ -47,6 +71,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8",
+            "spectral_type_code": 88.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T8",
             "spectral_type_code": 88.0,
@@ -54,7 +87,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j152305.10+312537.6.json b/data/wise_j152305.10+312537.6.json
index 9be1cc663..6fea6b49b 100644
--- a/data/wise_j152305.10+312537.6.json
+++ b/data/wise_j152305.10+312537.6.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "WISE J152305.10+312537.6"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.95,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.27,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 103.9,
@@ -29,6 +53,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T6.5 pec",
+            "spectral_type_code": 86.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T6.5 pec",
             "spectral_type_code": 86.5,
@@ -36,7 +69,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j154151.65-225024.9.json b/data/wise_j154151.65-225024.9.json
index 43e7c9961..8bc43ce31 100644
--- a/data/wise_j154151.65-225024.9.json
+++ b/data/wise_j154151.65-225024.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "1541-2250",
-            "reference": "Cush11",
+            "reference": "Cush11.50",
             "other_references": null,
             "comments": null
         }
@@ -43,6 +43,17 @@
         }
     ],
     "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.92,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg13"
+        },
         {
             "band": "IRAC.I1",
             "ucd": "em.IR.3-4um",
@@ -54,6 +65,17 @@
             "comments": null,
             "reference": "Schn15"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.12,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg13"
+        },
         {
             "band": "IRAC.I2",
             "ucd": "em.IR.4-8um",
@@ -109,7 +131,7 @@
             "spectral_type_string": "Y1",
             "spectral_type_code": 91.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Schn15"
diff --git a/data/wise_j154459.27+584204.5.json b/data/wise_j154459.27+584204.5.json
index 10981617b..f5edc8b52 100644
--- a/data/wise_j154459.27+584204.5.json
+++ b/data/wise_j154459.27+584204.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -26,6 +26,30 @@
             "reference": "Best20a"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.68,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.95,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -68.5,
@@ -38,6 +62,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T7.5",
+            "spectral_type_code": 87.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Kirk12"
+        },
         {
             "spectral_type_string": "T7.5",
             "spectral_type_code": 87.5,
@@ -45,7 +78,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j163236.47+032927.3.json b/data/wise_j163236.47+032927.3.json
index 03e98b304..38eedf3ae 100644
--- a/data/wise_j163236.47+032927.3.json
+++ b/data/wise_j163236.47+032927.3.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -72,7 +72,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j163348.95-680851.6.json b/data/wise_j163348.95-680851.6.json
index 3f8ceb0a2..61cb0df67 100644
--- a/data/wise_j163348.95-680851.6.json
+++ b/data/wise_j163348.95-680851.6.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 20.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j163645.56-074325.1.json b/data/wise_j163645.56-074325.1.json
index b4ab805c0..1f502733e 100644
--- a/data/wise_j163645.56-074325.1.json
+++ b/data/wise_j163645.56-074325.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -45,7 +45,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j163940.83-684738.6.json b/data/wise_j163940.83-684738.6.json
index c7f2e4eb3..9b89bde51 100644
--- a/data/wise_j163940.83-684738.6.json
+++ b/data/wise_j163940.83-684738.6.json
@@ -16,6 +16,9 @@
         {
             "other_name": "WISE J163940.83-684738.6"
         },
+        {
+            "other_name": "WISE J163940.86-684744.6"
+        },
         {
             "other_name": "WISEA J163940.8-684739.4"
         },
@@ -102,6 +105,15 @@
             "comments": null,
             "reference": "Schn15"
         },
+        {
+            "spectral_type_string": "Y0 pec",
+            "spectral_type_code": 90.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Schn15"
+        },
         {
             "spectral_type_string": "Y0:",
             "spectral_type_code": 90.0,
diff --git a/data/wise_j170745.85-174452.5.json b/data/wise_j170745.85-174452.5.json
index f140c1a08..b4125d245 100644
--- a/data/wise_j170745.85-174452.5.json
+++ b/data/wise_j170745.85-174452.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -51,6 +51,28 @@
             "epoch": null,
             "comments": null,
             "reference": "Cutr03"
+        },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.97,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.62,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
         }
     ],
     "ProperMotions": [
@@ -65,6 +87,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T5",
+            "spectral_type_code": 85.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T5:",
             "spectral_type_code": 85.0,
@@ -72,7 +103,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j171104.60+350036.8.json b/data/wise_j171104.60+350036.8.json
index 81e4122c8..a66990d41 100644
--- a/data/wise_j171104.60+350036.8.json
+++ b/data/wise_j171104.60+350036.8.json
@@ -21,6 +21,9 @@
         },
         {
             "other_name": "WISEPA J171104.60+350036.8"
+        },
+        {
+            "other_name": "WISEPA J171104.60+350036.8A"
         }
     ],
     "ProperMotions": [
@@ -35,6 +38,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8",
+            "spectral_type_code": 88.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Liu_12"
+        },
         {
             "spectral_type_string": "T8",
             "spectral_type_code": 88.0,
diff --git a/data/wise_j172134.46+111739.4.json b/data/wise_j172134.46+111739.4.json
index d382bd193..69282ab99 100644
--- a/data/wise_j172134.46+111739.4.json
+++ b/data/wise_j172134.46+111739.4.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -70,7 +70,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j173035.99+420742.5.json b/data/wise_j173035.99+420742.5.json
index 8c1f8bd24..ca2163672 100644
--- a/data/wise_j173035.99+420742.5.json
+++ b/data/wise_j173035.99+420742.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "1730+4207",
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -28,7 +28,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j173421.02+502349.9.json b/data/wise_j173421.02+502349.9.json
index 97d431907..7d94a6e7d 100644
--- a/data/wise_j173421.02+502349.9.json
+++ b/data/wise_j173421.02+502349.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -92,7 +92,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j173623.03+605920.2.json b/data/wise_j173623.03+605920.2.json
index 48155121d..ddbc41c4e 100644
--- a/data/wise_j173623.03+605920.2.json
+++ b/data/wise_j173623.03+605920.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j173835.53+273259.0.json b/data/wise_j173835.53+273259.0.json
index 43b3eb9f9..dc1c938ed 100644
--- a/data/wise_j173835.53+273259.0.json
+++ b/data/wise_j173835.53+273259.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "1738+2732",
-            "reference": "Cush11",
+            "reference": "Cush11.50",
             "other_references": null,
             "comments": null
         }
@@ -46,6 +46,17 @@
         }
     ],
     "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.87,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg13"
+        },
         {
             "band": "IRAC.I1",
             "ucd": "em.IR.3-4um",
@@ -57,6 +68,17 @@
             "comments": null,
             "reference": "Schn15"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.42,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg13"
+        },
         {
             "band": "IRAC.I2",
             "ucd": "em.IR.4-8um",
@@ -106,7 +128,16 @@
             "regime": "infrared",
             "adopted": null,
             "comments": null,
-            "reference": "Cush11"
+            "reference": "Cush11.50"
+        },
+        {
+            "spectral_type_string": "Y0",
+            "spectral_type_code": 90.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Cush11.50"
         },
         {
             "spectral_type_string": "Y0",
diff --git a/data/wise_j173859.27+614242.1.json b/data/wise_j173859.27+614242.1.json
index c0c5ac58e..4f803fbc6 100644
--- a/data/wise_j173859.27+614242.1.json
+++ b/data/wise_j173859.27+614242.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
diff --git a/data/wise_j174113.12+132711.9.json b/data/wise_j174113.12+132711.9.json
index 5b99b1818..517587809 100644
--- a/data/wise_j174113.12+132711.9.json
+++ b/data/wise_j174113.12+132711.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -45,7 +45,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j174303.71+421150.0.json b/data/wise_j174303.71+421150.0.json
index a67ca813f..8beaee6df 100644
--- a/data/wise_j174303.71+421150.0.json
+++ b/data/wise_j174303.71+421150.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -83,7 +83,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j174556.65+645933.8.json b/data/wise_j174556.65+645933.8.json
index ee97153d8..5f4f241f2 100644
--- a/data/wise_j174556.65+645933.8.json
+++ b/data/wise_j174556.65+645933.8.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
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             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j174640.78-033818.0.json b/data/wise_j174640.78-033818.0.json
index 693082e42..0af079335 100644
--- a/data/wise_j174640.78-033818.0.json
+++ b/data/wise_j174640.78-033818.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -45,7 +45,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j175510.28+180320.2.json b/data/wise_j175510.28+180320.2.json
index 8017056e2..9d6cf4d44 100644
--- a/data/wise_j175510.28+180320.2.json
+++ b/data/wise_j175510.28+180320.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
diff --git a/data/wise_j175929.37+544204.7.json b/data/wise_j175929.37+544204.7.json
index d798afe78..81e1c44ae 100644
--- a/data/wise_j175929.37+544204.7.json
+++ b/data/wise_j175929.37+544204.7.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j180901.07+383805.4.json b/data/wise_j180901.07+383805.4.json
index 6a2b1bf87..d9ac5a7a8 100644
--- a/data/wise_j180901.07+383805.4.json
+++ b/data/wise_j180901.07+383805.4.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm12d",
+            "reference": "Luhm12.152",
             "other_references": null,
             "comments": null
         }
@@ -43,7 +43,7 @@
             "mu_dec_error": 60.0,
             "adopted": null,
             "comments": null,
-            "reference": "Luhm12d"
+            "reference": "Luhm12.152"
         }
     ],
     "SpectralTypes": [
@@ -54,7 +54,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j181243.14+200746.4.json b/data/wise_j181243.14+200746.4.json
index 6b00c561e..0128b8f31 100644
--- a/data/wise_j181243.14+200746.4.json
+++ b/data/wise_j181243.14+200746.4.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "WISE J181243.14+200746.4"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.96,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.02,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 0.7,
@@ -29,6 +53,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T9",
+            "spectral_type_code": 89.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
@@ -36,7 +69,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j181329.40+283533.3.json b/data/wise_j181329.40+283533.3.json
index 326582c54..5e2b5f0b1 100644
--- a/data/wise_j181329.40+283533.3.json
+++ b/data/wise_j181329.40+283533.3.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -54,7 +54,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j184041.77+293229.2.json b/data/wise_j184041.77+293229.2.json
index db039e78d..68100c3f5 100644
--- a/data/wise_j184041.77+293229.2.json
+++ b/data/wise_j184041.77+293229.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j190903.16-520433.5.json b/data/wise_j190903.16-520433.5.json
index 986c04145..7c66e433c 100644
--- a/data/wise_j190903.16-520433.5.json
+++ b/data/wise_j190903.16-520433.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j191359.78+644456.6.json b/data/wise_j191359.78+644456.6.json
index 76f770ff2..5419857a2 100644
--- a/data/wise_j191359.78+644456.6.json
+++ b/data/wise_j191359.78+644456.6.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j192841.35+235604.9.json b/data/wise_j192841.35+235604.9.json
index cd9c9f0f3..603c526be 100644
--- a/data/wise_j192841.35+235604.9.json
+++ b/data/wise_j192841.35+235604.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -29,6 +29,30 @@
             "reference": "Best20a"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 13.14,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 12.06,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -247.4,
@@ -50,6 +74,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T6",
+            "spectral_type_code": 86.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T6",
             "spectral_type_code": 86.0,
@@ -57,7 +90,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j195436.15+691541.3.json b/data/wise_j195436.15+691541.3.json
index 24fbf51c6..5765e949a 100644
--- a/data/wise_j195436.15+691541.3.json
+++ b/data/wise_j195436.15+691541.3.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j195500.42-254013.9.json b/data/wise_j195500.42-254013.9.json
index 661e01176..ae4ca5e5a 100644
--- a/data/wise_j195500.42-254013.9.json
+++ b/data/wise_j195500.42-254013.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -54,7 +54,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j200050.19+362950.1.json b/data/wise_j200050.19+362950.1.json
index bc20056ae..9a8654708 100644
--- a/data/wise_j200050.19+362950.1.json
+++ b/data/wise_j200050.19+362950.1.json
@@ -29,6 +29,30 @@
             "reference": "Best20a"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.22,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 12.68,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 1.9,
@@ -54,7 +78,7 @@
             "spectral_type_string": "T8",
             "spectral_type_code": 88.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Cush14"
diff --git a/data/wise_j200520.38+542433.9.json b/data/wise_j200520.38+542433.9.json
index a709c652b..70a584f6d 100644
--- a/data/wise_j200520.38+542433.9.json
+++ b/data/wise_j200520.38+542433.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13b",
+            "reference": "Mace13.36",
             "other_references": null,
             "comments": null
         }
@@ -17,6 +17,30 @@
             "other_name": "WISE J200520.38+542433.9"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.87,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.63,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -1154.4,
@@ -29,6 +53,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8",
+            "spectral_type_code": 88.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.6"
+        },
         {
             "spectral_type_string": "sdT8",
             "spectral_type_code": 88.0,
@@ -36,7 +69,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13b"
+            "reference": "Mace13.36"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j200804.71-083428.5.json b/data/wise_j200804.71-083428.5.json
index fe3a65342..fba91ed56 100644
--- a/data/wise_j200804.71-083428.5.json
+++ b/data/wise_j200804.71-083428.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -48,7 +48,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j201404.13+042408.5.json b/data/wise_j201404.13+042408.5.json
index 67467147c..018ff715e 100644
--- a/data/wise_j201404.13+042408.5.json
+++ b/data/wise_j201404.13+042408.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -26,6 +26,30 @@
             "reference": "Best20a"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.35,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.76,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -612.4,
@@ -38,6 +62,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T6.5 pec",
+            "spectral_type_code": 86.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T6.5 pec",
             "spectral_type_code": 86.5,
@@ -45,7 +78,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j201920.76-114807.5.json b/data/wise_j201920.76-114807.5.json
index 7da5d176d..d0c37c12a 100644
--- a/data/wise_j201920.76-114807.5.json
+++ b/data/wise_j201920.76-114807.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j203042.79+074934.7.json b/data/wise_j203042.79+074934.7.json
index 4abe0a2e4..6d5893423 100644
--- a/data/wise_j203042.79+074934.7.json
+++ b/data/wise_j203042.79+074934.7.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -174,7 +174,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j204356.42+622048.9.json b/data/wise_j204356.42+622048.9.json
index 6c608b69a..3cb293190 100644
--- a/data/wise_j204356.42+622048.9.json
+++ b/data/wise_j204356.42+622048.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "2043+6220",
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -39,7 +39,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j210200.15-442919.5.json b/data/wise_j210200.15-442919.5.json
index 3b636e00e..67519fefb 100644
--- a/data/wise_j210200.15-442919.5.json
+++ b/data/wise_j210200.15-442919.5.json
@@ -17,6 +17,30 @@
             "other_name": "WISE J210200.15-442919.5"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.33,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk11"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.22,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk11"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 41.64,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk12"
diff --git a/data/wise_j212100.87-623921.6.json b/data/wise_j212100.87-623921.6.json
index 63dfe75d3..3d70f2c83 100644
--- a/data/wise_j212100.87-623921.6.json
+++ b/data/wise_j212100.87-623921.6.json
@@ -25,7 +25,7 @@
             "mu_dec_error": 11.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
diff --git a/data/wise_j212321.92-261405.1.json b/data/wise_j212321.92-261405.1.json
index 40b1fbd1d..274871472 100644
--- a/data/wise_j212321.92-261405.1.json
+++ b/data/wise_j212321.92-261405.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -45,7 +45,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j214706.78-102924.0.json b/data/wise_j214706.78-102924.0.json
index 65b3ab772..324685baf 100644
--- a/data/wise_j214706.78-102924.0.json
+++ b/data/wise_j214706.78-102924.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0245-3450",
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -57,7 +57,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j215949.48-480854.9.json b/data/wise_j215949.48-480854.9.json
index 118d257de..d13991f74 100644
--- a/data/wise_j215949.48-480854.9.json
+++ b/data/wise_j215949.48-480854.9.json
@@ -15,6 +15,33 @@
     "Names": [
         {
             "other_name": "WISE J215949.48-480854.9"
+        },
+        {
+            "other_name": "WISEA J215949.54-480855.2"
+        }
+    ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.84,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.58,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
         }
     ],
     "ProperMotions": [
@@ -33,7 +60,7 @@
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Tinn18"
diff --git a/data/wise_j220905.73+271143.9.json b/data/wise_j220905.73+271143.9.json
index cb24f250c..9b8deea73 100644
--- a/data/wise_j220905.73+271143.9.json
+++ b/data/wise_j220905.73+271143.9.json
@@ -40,6 +40,17 @@
         }
     ],
     "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.82,
+            "magnitude_error": 0.09,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I1",
             "ucd": "em.IR.3-4um",
@@ -51,6 +62,17 @@
             "comments": null,
             "reference": "Schn15"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.74,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": "em.IR.4-8um",
@@ -103,10 +125,10 @@
             "reference": "Cush14"
         },
         {
-            "spectral_type_string": "Y0:",
+            "spectral_type_string": "Y0",
             "spectral_type_code": 90.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Cush14"
diff --git a/data/wise_j222055.31-362817.4.json b/data/wise_j222055.31-362817.4.json
index 7df298375..1af62f176 100644
--- a/data/wise_j222055.31-362817.4.json
+++ b/data/wise_j222055.31-362817.4.json
@@ -40,6 +40,17 @@
         }
     ],
     "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.2,
+            "magnitude_error": 0.06,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I1",
             "ucd": "em.IR.3-4um",
@@ -51,6 +62,17 @@
             "comments": null,
             "reference": "Schn15"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.74,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": "em.IR.4-8um",
@@ -106,7 +128,7 @@
             "spectral_type_string": "Y0",
             "spectral_type_code": 90.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk12"
diff --git a/data/wise_j223204.50-573010.5.json b/data/wise_j223204.50-573010.5.json
index 8d6fa003e..a9d1d56fe 100644
--- a/data/wise_j223204.50-573010.5.json
+++ b/data/wise_j223204.50-573010.5.json
@@ -15,6 +15,33 @@
     "Names": [
         {
             "other_name": "WISE J223204.50-573010.5"
+        },
+        {
+            "other_name": "WISEA J223204.53-573010.4"
+        }
+    ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.44,
+            "magnitude_error": 0.07,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.18,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
         }
     ],
     "ProperMotions": [
@@ -33,7 +60,7 @@
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Tinn18"
diff --git a/data/wise_j223617.59+510551.9.json b/data/wise_j223617.59+510551.9.json
index 98a42cee9..4cffe2ae2 100644
--- a/data/wise_j223617.59+510551.9.json
+++ b/data/wise_j223617.59+510551.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
diff --git a/data/wise_j223720.39+722833.8.json b/data/wise_j223720.39+722833.8.json
index 3aece6bee..59a6c4c18 100644
--- a/data/wise_j223720.39+722833.8.json
+++ b/data/wise_j223720.39+722833.8.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -63,7 +63,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         },
         {
             "spectral_type_string": "T6",
diff --git a/data/wise_j230133.32+021635.0.json b/data/wise_j230133.32+021635.0.json
index ae313f889..42ba148dc 100644
--- a/data/wise_j230133.32+021635.0.json
+++ b/data/wise_j230133.32+021635.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -57,7 +57,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j230356.79+191432.9.json b/data/wise_j230356.79+191432.9.json
index 0c14f8779..8846b1664 100644
--- a/data/wise_j230356.79+191432.9.json
+++ b/data/wise_j230356.79+191432.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j233226.49-432510.6.json b/data/wise_j233226.49-432510.6.json
index 2ff5e5dbb..15c18d77c 100644
--- a/data/wise_j233226.49-432510.6.json
+++ b/data/wise_j233226.49-432510.6.json
@@ -17,6 +17,30 @@
             "other_name": "WISE J233226.49-432510.6"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.27,
+            "magnitude_error": 0.06,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.01,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 249.7,
@@ -30,10 +54,10 @@
     ],
     "SpectralTypes": [
         {
-            "spectral_type_string": "T9:",
+            "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk12"
diff --git a/data/wise_j233543.79+422255.2.json b/data/wise_j233543.79+422255.2.json
index 428a4b21d..ee89c7f68 100644
--- a/data/wise_j233543.79+422255.2.json
+++ b/data/wise_j233543.79+422255.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -45,7 +45,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wise_j235402.77+024015.0.json b/data/wise_j235402.77+024015.0.json
index 941e27189..05530f272 100644
--- a/data/wise_j235402.77+024015.0.json
+++ b/data/wise_j235402.77+024015.0.json
@@ -33,6 +33,17 @@
         }
     ],
     "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 18.11,
+            "magnitude_error": 0.11,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I1",
             "ucd": "em.IR.3-4um",
@@ -44,6 +55,17 @@
             "comments": null,
             "reference": "Schn15"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.01,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": "em.IR.4-8um",
@@ -99,7 +121,7 @@
             "spectral_type_string": "Y1",
             "spectral_type_code": 91.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Schn15"
diff --git a/data/wise_j235716.49+122741.8.json b/data/wise_j235716.49+122741.8.json
index 8349a9233..00786bc75 100644
--- a/data/wise_j235716.49+122741.8.json
+++ b/data/wise_j235716.49+122741.8.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -18,6 +18,9 @@
         },
         {
             "other_name": "WISE J235716.49+122741.8"
+        },
+        {
+            "other_name": "WISEPA J235716.49+122741.8"
         }
     ],
     "Parallaxes": [
@@ -29,6 +32,30 @@
             "reference": "Best20a"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.26,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.1,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 24.3,
@@ -50,6 +77,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T6",
+            "spectral_type_code": 86.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T6",
             "spectral_type_code": 86.0,
@@ -57,7 +93,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j000131.93-084126.9.json b/data/wisea_j000131.93-084126.9.json
index a85ac0427..36cb573a1 100644
--- a/data/wisea_j000131.93-084126.9.json
+++ b/data/wisea_j000131.93-084126.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 14.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j000622.67-131955.2.json b/data/wisea_j000622.67-131955.2.json
index 2830f40c7..2ae75edf6 100644
--- a/data/wisea_j000622.67-131955.2.json
+++ b/data/wisea_j000622.67-131955.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 14.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j001450.17-083823.4.json b/data/wisea_j001450.17-083823.4.json
index 630ce2805..cb064d01a 100644
--- a/data/wisea_j001450.17-083823.4.json
+++ b/data/wisea_j001450.17-083823.4.json
@@ -158,7 +158,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         },
         {
             "spectral_type_string": "sdL0",
diff --git a/data/wisea_j002656.73-542854.8.json b/data/wisea_j002656.73-542854.8.json
index b80ffb377..2dd597c41 100644
--- a/data/wisea_j002656.73-542854.8.json
+++ b/data/wisea_j002656.73-542854.8.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 10.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j004713.81-371033.7.json b/data/wisea_j004713.81-371033.7.json
index 6fc581651..a93e3a8bf 100644
--- a/data/wisea_j004713.81-371033.7.json
+++ b/data/wisea_j004713.81-371033.7.json
@@ -74,7 +74,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         },
         {
             "spectral_type_string": "L4:",
diff --git a/data/wisea_j011154.36-505343.2.json b/data/wisea_j011154.36-505343.2.json
index f628066e2..aee542cbf 100644
--- a/data/wisea_j011154.36-505343.2.json
+++ b/data/wisea_j011154.36-505343.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 11.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j020110.68-523916.9.json b/data/wisea_j020110.68-523916.9.json
index b917c1df0..98f35ef5b 100644
--- a/data/wisea_j020110.68-523916.9.json
+++ b/data/wisea_j020110.68-523916.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 15.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j030237.52-581740.3.json b/data/wisea_j030237.52-581740.3.json
index f13aea471..1b2d9f5dd 100644
--- a/data/wisea_j030237.52-581740.3.json
+++ b/data/wisea_j030237.52-581740.3.json
@@ -15,6 +15,9 @@
     "Names": [
         {
             "other_name": "WISEA J030237.52-581740.3"
+        },
+        {
+            "other_name": "WISEA J030237.53-581740.3"
         }
     ],
     "Parallaxes": [
@@ -70,15 +73,6 @@
             "adopted": null,
             "comments": null,
             "reference": "Tinn18"
-        },
-        {
-            "spectral_type_string": "Y0:",
-            "spectral_type_code": 90.0,
-            "spectral_type_error": null,
-            "regime": "nir_UCD",
-            "adopted": null,
-            "comments": null,
-            "reference": "Tinn18"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j030845.36+325923.1.json b/data/wisea_j030845.36+325923.1.json
index 896c74d64..ed25cf76a 100644
--- a/data/wisea_j030845.36+325923.1.json
+++ b/data/wisea_j030845.36+325923.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 12.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j032301.86+562558.0.json b/data/wisea_j032301.86+562558.0.json
index ae9779619..5024f0243 100644
--- a/data/wisea_j032301.86+562558.0.json
+++ b/data/wisea_j032301.86+562558.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -43,7 +43,7 @@
             "mu_dec_error": 10.0,
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -54,7 +54,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j032504.52-504403.0.json b/data/wisea_j032504.52-504403.0.json
index 65a7b7be8..c2c6a4940 100644
--- a/data/wisea_j032504.52-504403.0.json
+++ b/data/wisea_j032504.52-504403.0.json
@@ -13,6 +13,9 @@
         }
     ],
     "Names": [
+        {
+            "other_name": "WISE J032504.33-504400.3"
+        },
         {
             "other_name": "WISEA J032504.5-504403.0"
         },
@@ -20,6 +23,30 @@
             "other_name": "WISEA J032504.52-504403.0"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.75,
+            "magnitude_error": 0.09,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.7,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 84.6,
@@ -54,7 +81,7 @@
             "spectral_type_string": "T8",
             "spectral_type_code": 88.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Schn15"
diff --git a/data/wisea_j033515.07+431044.7.json b/data/wisea_j033515.07+431044.7.json
index 9827438ae..e5aa604a1 100644
--- a/data/wisea_j033515.07+431044.7.json
+++ b/data/wisea_j033515.07+431044.7.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0335+4310",
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -32,6 +32,30 @@
             "reference": "Missing"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.61,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.38,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 825.7,
@@ -62,6 +86,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T9",
+            "spectral_type_code": 89.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
@@ -69,7 +102,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         },
         {
             "spectral_type_string": "T9",
diff --git a/data/wisea_j040443.50-642030.0.json b/data/wisea_j040443.50-642030.0.json
index 69be5bb02..2884337bb 100644
--- a/data/wisea_j040443.50-642030.0.json
+++ b/data/wisea_j040443.50-642030.0.json
@@ -13,6 +13,9 @@
         }
     ],
     "Names": [
+        {
+            "other_name": "WISE J040443.48-642029.9"
+        },
         {
             "other_name": "WISEA J040443.5-642030.0"
         },
@@ -20,6 +23,30 @@
             "other_name": "WISEA J040443.50-642030.0"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.63,
+            "magnitude_error": 0.08,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.42,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -46.8,
@@ -54,7 +81,7 @@
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Schn15"
diff --git a/data/wisea_j042449.21-595905.6.json b/data/wisea_j042449.21-595905.6.json
index f008e8e4b..7ade29b7f 100644
--- a/data/wisea_j042449.21-595905.6.json
+++ b/data/wisea_j042449.21-595905.6.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 23.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j042949.41-783705.6.json b/data/wisea_j042949.41-783705.6.json
index bc6f0ab82..a3d574532 100644
--- a/data/wisea_j042949.41-783705.6.json
+++ b/data/wisea_j042949.41-783705.6.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 18.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j061557.21+152626.1.json b/data/wisea_j061557.21+152626.1.json
index cae20194c..9f9720530 100644
--- a/data/wisea_j061557.21+152626.1.json
+++ b/data/wisea_j061557.21+152626.1.json
@@ -17,12 +17,36 @@
             "other_name": "WISEA J061557.21+152626.1"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.19,
+            "magnitude_error": 0.06,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.2,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
+        }
+    ],
     "SpectralTypes": [
         {
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Mart18"
diff --git a/data/wisea_j082000.48-662211.9.json b/data/wisea_j082000.48-662211.9.json
index a3421489a..556c7a434 100644
--- a/data/wisea_j082000.48-662211.9.json
+++ b/data/wisea_j082000.48-662211.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 10.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j082507.37+280548.2.json b/data/wisea_j082507.37+280548.2.json
index 65471e730..c331a8e9e 100644
--- a/data/wisea_j082507.37+280548.2.json
+++ b/data/wisea_j082507.37+280548.2.json
@@ -106,7 +106,7 @@
             "spectral_type_string": "Y0.5",
             "spectral_type_code": 90.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Schn15"
diff --git a/data/wisea_j085510.74-071442.5.json b/data/wisea_j085510.74-071442.5.json
index 437ff87a1..1becb6f82 100644
--- a/data/wisea_j085510.74-071442.5.json
+++ b/data/wisea_j085510.74-071442.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": null,
             "shortname": "0855-0714",
-            "reference": "Luhm14b",
+            "reference": "Luhm14.18",
             "other_references": null,
             "comments": null
         }
@@ -74,6 +74,15 @@
             "comments": null,
             "reference": "Kirk19"
         },
+        {
+            "spectral_type_string": "Y4",
+            "spectral_type_code": 94.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "spectral_type_string": "Y2",
             "spectral_type_code": 92.0,
diff --git a/data/wisea_j095729.41+462413.5.json b/data/wisea_j095729.41+462413.5.json
index d5a499fb8..a1a58ad33 100644
--- a/data/wisea_j095729.41+462413.5.json
+++ b/data/wisea_j095729.41+462413.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 11.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j103602.80+030615.6.json b/data/wisea_j103602.80+030615.6.json
index 19ebf92bb..2d7bb4b35 100644
--- a/data/wisea_j103602.80+030615.6.json
+++ b/data/wisea_j103602.80+030615.6.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 14.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j114156.67-332635.5.json b/data/wisea_j114156.67-332635.5.json
index 865044a6f..eba8ab940 100644
--- a/data/wisea_j114156.67-332635.5.json
+++ b/data/wisea_j114156.67-332635.5.json
@@ -41,6 +41,17 @@
             "comments": null,
             "reference": "Kirk19"
         },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.64,
+            "magnitude_error": 0.08,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg17"
+        },
         {
             "band": "IRAC.I2",
             "ucd": "em.IR.4-8um",
@@ -51,6 +62,17 @@
             "epoch": null,
             "comments": null,
             "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.66,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg17"
         }
     ],
     "ProperMotions": [
@@ -74,6 +96,15 @@
             "comments": null,
             "reference": "Legg17"
         },
+        {
+            "spectral_type_string": "Y0",
+            "spectral_type_code": 90.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Tinn18"
+        },
         {
             "spectral_type_string": "Y0",
             "spectral_type_code": 90.0,
diff --git a/data/wisea_j120604.25+840110.5.json b/data/wisea_j120604.25+840110.5.json
index 48cfda445..3e4288aa2 100644
--- a/data/wisea_j120604.25+840110.5.json
+++ b/data/wisea_j120604.25+840110.5.json
@@ -40,6 +40,17 @@
         }
     ],
     "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.34,
+            "magnitude_error": 0.06,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I1",
             "ucd": "em.IR.3-4um",
@@ -51,6 +62,17 @@
             "comments": null,
             "reference": "Schn15"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.22,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": "em.IR.4-8um",
@@ -106,7 +128,7 @@
             "spectral_type_string": "Y0",
             "spectral_type_code": 90.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Schn15"
diff --git a/data/wisea_j122036.38+540717.3.json b/data/wisea_j122036.38+540717.3.json
index 88e6c1e7b..416c6393b 100644
--- a/data/wisea_j122036.38+540717.3.json
+++ b/data/wisea_j122036.38+540717.3.json
@@ -17,6 +17,30 @@
             "other_name": "WISEA J122036.38+540717.3"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 18.01,
+            "magnitude_error": 0.08,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.72,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 192.2,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T9.5",
             "spectral_type_code": 89.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Mart18"
diff --git a/data/wisea_j131211.10-761740.9.json b/data/wisea_j131211.10-761740.9.json
index f9514165d..87603ba94 100644
--- a/data/wisea_j131211.10-761740.9.json
+++ b/data/wisea_j131211.10-761740.9.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 13.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j134310.44-121628.8.json b/data/wisea_j134310.44-121628.8.json
index c7e6af153..99a0257ce 100644
--- a/data/wisea_j134310.44-121628.8.json
+++ b/data/wisea_j134310.44-121628.8.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 13.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j172907.10-753017.0.json b/data/wisea_j172907.10-753017.0.json
index a1e35b80b..4af4ecca1 100644
--- a/data/wisea_j172907.10-753017.0.json
+++ b/data/wisea_j172907.10-753017.0.json
@@ -17,6 +17,30 @@
             "other_name": "WISEA J172907.10-753017.0"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.85,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Meis20.123"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.42,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Meis20.123"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 30.0,
@@ -29,6 +53,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T7",
+            "spectral_type_code": 87.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Meis20.123"
+        },
         {
             "spectral_type_string": "T7",
             "spectral_type_code": 87.0,
diff --git a/data/wisea_j174336.62+154901.3.json b/data/wisea_j174336.62+154901.3.json
index 53506ff0d..bfd8c0d43 100644
--- a/data/wisea_j174336.62+154901.3.json
+++ b/data/wisea_j174336.62+154901.3.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 10.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j193430.11-421444.3.json b/data/wisea_j193430.11-421444.3.json
index e72682d69..30503849a 100644
--- a/data/wisea_j193430.11-421444.3.json
+++ b/data/wisea_j193430.11-421444.3.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 25.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j194128.98-342335.8.json b/data/wisea_j194128.98-342335.8.json
index a6b9a6630..634163522 100644
--- a/data/wisea_j194128.98-342335.8.json
+++ b/data/wisea_j194128.98-342335.8.json
@@ -7,7 +7,7 @@
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             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
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             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 10.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         },
         {
             "spectral_type_string": "M8.5V",
@@ -45,7 +45,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j195311.04-022954.7.json b/data/wisea_j195311.04-022954.7.json
index 956fe787c..2efdf202e 100644
--- a/data/wisea_j195311.04-022954.7.json
+++ b/data/wisea_j195311.04-022954.7.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 12.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j200907.88-170448.0.json b/data/wisea_j200907.88-170448.0.json
index 564f9abf8..9d6c7e238 100644
--- a/data/wisea_j200907.88-170448.0.json
+++ b/data/wisea_j200907.88-170448.0.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 10.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j203644.55-084715.1.json b/data/wisea_j203644.55-084715.1.json
index 774d5b1a1..c0f057588 100644
--- a/data/wisea_j203644.55-084715.1.json
+++ b/data/wisea_j203644.55-084715.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 10.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "optical",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j203751.31-421645.2.json b/data/wisea_j203751.31-421645.2.json
index 5b2c5b1fe..332327491 100644
--- a/data/wisea_j203751.31-421645.2.json
+++ b/data/wisea_j203751.31-421645.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 10.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j204027.30+695924.1.json b/data/wisea_j204027.30+695924.1.json
index f0fb63926..91c68f416 100644
--- a/data/wisea_j204027.30+695924.1.json
+++ b/data/wisea_j204027.30+695924.1.json
@@ -158,7 +158,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         },
         {
             "spectral_type_string": "sdL0",
diff --git a/data/wisea_j210529.08-623558.7.json b/data/wisea_j210529.08-623558.7.json
index cb898dedc..f08b5c21e 100644
--- a/data/wisea_j210529.08-623558.7.json
+++ b/data/wisea_j210529.08-623558.7.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 24.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j211157.85-521111.2.json b/data/wisea_j211157.85-521111.2.json
index 409a319e7..e347c0870 100644
--- a/data/wisea_j211157.85-521111.2.json
+++ b/data/wisea_j211157.85-521111.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 32.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j211807.07-321713.5.json b/data/wisea_j211807.07-321713.5.json
index ddd879d82..bdd44465d 100644
--- a/data/wisea_j211807.07-321713.5.json
+++ b/data/wisea_j211807.07-321713.5.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 10.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j212354.78-365223.4.json b/data/wisea_j212354.78-365223.4.json
index 13dca242a..ca0346d85 100644
--- a/data/wisea_j212354.78-365223.4.json
+++ b/data/wisea_j212354.78-365223.4.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 10.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j214155.85-511853.1.json b/data/wisea_j214155.85-511853.1.json
index 6cf2d14a9..17a87842e 100644
--- a/data/wisea_j214155.85-511853.1.json
+++ b/data/wisea_j214155.85-511853.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 10.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j220304.18+461923.4.json b/data/wisea_j220304.18+461923.4.json
index 8b087ecc7..da61152f8 100644
--- a/data/wisea_j220304.18+461923.4.json
+++ b/data/wisea_j220304.18+461923.4.json
@@ -17,6 +17,30 @@
             "other_name": "WISEA J220304.18+461923.4"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.37,
+            "magnitude_error": 0.01,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.65,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 1284.9,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T8",
             "spectral_type_code": 88.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Mart18"
diff --git a/data/wisea_j221216.27-693121.6.json b/data/wisea_j221216.27-693121.6.json
index 2c78faa39..1a8f19ea5 100644
--- a/data/wisea_j221216.27-693121.6.json
+++ b/data/wisea_j221216.27-693121.6.json
@@ -13,6 +13,9 @@
         }
     ],
     "Names": [
+        {
+            "other_name": "WISE J221216.33-693121.6"
+        },
         {
             "other_name": "WISEA J221216.27-693121.6"
         },
@@ -20,6 +23,30 @@
             "other_name": "WISEA J221216.3-693121.6"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.36,
+            "magnitude_error": 0.06,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.97,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 784.4,
@@ -50,6 +77,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T9",
+            "spectral_type_code": 89.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Schn15"
+        },
         {
             "spectral_type_string": "T9.5",
             "spectral_type_code": 89.5,
diff --git a/data/wisea_j222409.64-185242.1.json b/data/wisea_j222409.64-185242.1.json
index 87179c9aa..86c4a4b6a 100644
--- a/data/wisea_j222409.64-185242.1.json
+++ b/data/wisea_j222409.64-185242.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 10.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisea_j232219.45-140726.2.json b/data/wisea_j232219.45-140726.2.json
index 2f11fef9a..30a1fdd78 100644
--- a/data/wisea_j232219.45-140726.2.json
+++ b/data/wisea_j232219.45-140726.2.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Luhm14c",
+            "reference": "Luhm14.126",
             "other_references": null,
             "comments": null
         }
@@ -25,7 +25,7 @@
             "mu_dec_error": 19.0,
             "adopted": true,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ],
     "SpectralTypes": [
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Luhm14c"
+            "reference": "Luhm14.126"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisep_j031325.96+780744.2.json b/data/wisep_j031325.96+780744.2.json
index 7bb00564b..c62fadbf6 100644
--- a/data/wisep_j031325.96+780744.2.json
+++ b/data/wisep_j031325.96+780744.2.json
@@ -23,6 +23,30 @@
             "other_name": "WISEPA J031325.96+780744.2"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.31,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.27,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 71.1,
@@ -39,7 +63,7 @@
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk11"
diff --git a/data/wisep_j041022.71+150248.5.json b/data/wisep_j041022.71+150248.5.json
index dd469bbce..af0c75d4b 100644
--- a/data/wisep_j041022.71+150248.5.json
+++ b/data/wisep_j041022.71+150248.5.json
@@ -7,7 +7,7 @@
             "epoch": 2014.0,
             "equinox": null,
             "shortname": "0410+1502",
-            "reference": "Cush11",
+            "reference": "Cush11.50",
             "other_references": null,
             "comments": null
         }
@@ -46,6 +46,17 @@
         }
     ],
     "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.64,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I1",
             "ucd": "em.IR.3-4um",
@@ -57,6 +68,17 @@
             "comments": null,
             "reference": "Schn15"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.17,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": "em.IR.4-8um",
@@ -106,7 +128,16 @@
             "regime": "infrared",
             "adopted": null,
             "comments": null,
-            "reference": "Cush11"
+            "reference": "Cush11.50"
+        },
+        {
+            "spectral_type_string": "Y0",
+            "spectral_type_code": 90.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Cush11.50"
         },
         {
             "spectral_type_string": "Y0",
diff --git a/data/wisep_j131106.24+012252.4.json b/data/wisep_j131106.24+012252.4.json
index 92ad0103d..a2967f0e5 100644
--- a/data/wisep_j131106.24+012252.4.json
+++ b/data/wisep_j131106.24+012252.4.json
@@ -23,6 +23,30 @@
             "other_name": "WISEPC J131106.24+012252.4"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.82,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Meis20.74"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.68,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Meis20.74"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 277.9,
@@ -36,10 +60,10 @@
     ],
     "SpectralTypes": [
         {
-            "spectral_type_string": "T9:",
+            "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk11"
diff --git a/data/wisep_j180435.40+311706.1.json b/data/wisep_j180435.40+311706.1.json
index eb7d47eae..714db6f94 100644
--- a/data/wisep_j180435.40+311706.1.json
+++ b/data/wisep_j180435.40+311706.1.json
@@ -23,6 +23,30 @@
             "other_name": "WISEPA J180435.40+311706.1"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.61,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.6,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -251.7,
@@ -36,10 +60,10 @@
     ],
     "SpectralTypes": [
         {
-            "spectral_type_string": "T9.5:",
+            "spectral_type_string": "T9.5",
             "spectral_type_code": 89.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk11"
diff --git a/data/wisep_j182831.08+265037.8.json b/data/wisep_j182831.08+265037.8.json
index f9b6fe48a..bbb5c44f5 100644
--- a/data/wisep_j182831.08+265037.8.json
+++ b/data/wisep_j182831.08+265037.8.json
@@ -7,7 +7,7 @@
             "epoch": 2014.0,
             "equinox": null,
             "shortname": "1828+2650",
-            "reference": "Cush11",
+            "reference": "Cush11.50",
             "other_references": null,
             "comments": null
         }
@@ -75,10 +75,10 @@
             "reference": "Kirk12"
         },
         {
-            "spectral_type_string": "Y2 (or later)",
+            "spectral_type_string": "Y2",
             "spectral_type_code": 92.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk12"
diff --git a/data/wisep_j205628.90+145953.3.json b/data/wisep_j205628.90+145953.3.json
index 00fed0308..e63dd384e 100644
--- a/data/wisep_j205628.90+145953.3.json
+++ b/data/wisep_j205628.90+145953.3.json
@@ -7,7 +7,7 @@
             "epoch": 2014.0,
             "equinox": null,
             "shortname": "2056+1459",
-            "reference": "Cush11",
+            "reference": "Cush11.50",
             "other_references": null,
             "comments": null
         }
@@ -46,6 +46,17 @@
         }
     ],
     "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.03,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I1",
             "ucd": "em.IR.3-4um",
@@ -57,6 +68,17 @@
             "comments": null,
             "reference": "Schn15"
         },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.92,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
         {
             "band": "IRAC.I2",
             "ucd": "em.IR.4-8um",
@@ -108,6 +130,15 @@
             "comments": null,
             "reference": "Schn15"
         },
+        {
+            "spectral_type_string": "Y0",
+            "spectral_type_code": 90.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Cush11.50"
+        },
         {
             "spectral_type_string": "Y0",
             "spectral_type_code": 90.0,
diff --git a/data/wisep_j235941.07-733504.8.json b/data/wisep_j235941.07-733504.8.json
index 1d4b34881..dbfe45760 100644
--- a/data/wisep_j235941.07-733504.8.json
+++ b/data/wisep_j235941.07-733504.8.json
@@ -18,6 +18,9 @@
         },
         {
             "other_name": "WISEP J235941.07-733504.8"
+        },
+        {
+            "other_name": "WISEPA J235941.07-733504.8"
         }
     ],
     "Photometry": [
@@ -53,6 +56,28 @@
             "epoch": null,
             "comments": null,
             "reference": "Cutr03"
+        },
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.47,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.38,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk21"
         }
     ],
     "ProperMotions": [
@@ -67,6 +92,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T5.5",
+            "spectral_type_code": 85.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Kirk11"
+        },
         {
             "spectral_type_string": "T6.5",
             "spectral_type_code": 86.5,
@@ -74,7 +108,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisepa_j045853.89+643452.9.json b/data/wisepa_j045853.89+643452.9.json
index b6611f9c6..284643c0d 100644
--- a/data/wisepa_j045853.89+643452.9.json
+++ b/data/wisepa_j045853.89+643452.9.json
@@ -15,6 +15,33 @@
     "Names": [
         {
             "other_name": "WISEPA J045853.89+643452.9"
+        },
+        {
+            "other_name": "WISEPA J045853.89+643452.9A"
+        }
+    ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.46,
+            "magnitude_error": 0.08,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.54,
+            "magnitude_error": 0.11,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg19"
         }
     ],
     "ProperMotions": [
@@ -29,6 +56,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8.5",
+            "spectral_type_code": 88.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Geli11.57"
+        },
         {
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
diff --git a/data/wisepa_j075003.84+272544.8.json b/data/wisepa_j075003.84+272544.8.json
index 382a4b2fc..177ab7771 100644
--- a/data/wisepa_j075003.84+272544.8.json
+++ b/data/wisepa_j075003.84+272544.8.json
@@ -17,6 +17,30 @@
             "other_name": "WISEPA J075003.84+272544.8"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.68,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.48,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -755.7,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk11"
diff --git a/data/wisepa_j075108.79-763449.6.json b/data/wisepa_j075108.79-763449.6.json
index 67aaea7cd..d5f7ce33a 100644
--- a/data/wisepa_j075108.79-763449.6.json
+++ b/data/wisepa_j075108.79-763449.6.json
@@ -17,6 +17,30 @@
             "other_name": "WISEPA J075108.79-763449.6"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.42,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.62,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -104.8,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk11"
diff --git a/data/wisepa_j161441.45+173936.7.json b/data/wisepa_j161441.45+173936.7.json
index 69b6d183b..eed145bc2 100644
--- a/data/wisepa_j161441.45+173936.7.json
+++ b/data/wisepa_j161441.45+173936.7.json
@@ -17,6 +17,30 @@
             "other_name": "WISEPA J161441.45+173936.7"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.43,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.22,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 554.5,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk11"
diff --git a/data/wisepa_j174124.26+255319.5.json b/data/wisepa_j174124.26+255319.5.json
index 08a66b92a..1f7a611eb 100644
--- a/data/wisepa_j174124.26+255319.5.json
+++ b/data/wisepa_j174124.26+255319.5.json
@@ -17,6 +17,30 @@
             "other_name": "WISEPA J174124.26+255319.5"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 14.43,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 12.39,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -505.34,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk11"
diff --git a/data/wisepa_j181210.85+272144.3.json b/data/wisepa_j181210.85+272144.3.json
index 9360231d7..421a96a71 100644
--- a/data/wisepa_j181210.85+272144.3.json
+++ b/data/wisepa_j181210.85+272144.3.json
@@ -17,6 +17,30 @@
             "other_name": "WISEPA J181210.85+272144.3"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.32,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.17,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 140.3,
@@ -29,6 +53,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8.5",
+            "spectral_type_code": 88.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Cush11.50"
+        },
         {
             "spectral_type_string": "T8.5:",
             "spectral_type_code": 88.5,
diff --git a/data/wisepa_j213456.73-713743.6.json b/data/wisepa_j213456.73-713743.6.json
index df0030a16..4cc16308d 100644
--- a/data/wisepa_j213456.73-713743.6.json
+++ b/data/wisepa_j213456.73-713743.6.json
@@ -17,6 +17,30 @@
             "other_name": "WISEPA J213456.73-713743.6"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.17,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.96,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 1363.24,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T9 pec",
             "spectral_type_code": 89.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk11"
diff --git a/data/wisepa_j234351.20-741847.0.json b/data/wisepa_j234351.20-741847.0.json
index 1a544a69d..1c4529508 100644
--- a/data/wisepa_j234351.20-741847.0.json
+++ b/data/wisepa_j234351.20-741847.0.json
@@ -17,6 +17,30 @@
             "other_name": "WISEPA J234351.20-741847.0"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.04,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.75,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 380.9,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T6",
             "spectral_type_code": 86.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk11"
diff --git a/data/wisepc_j032337.53-602554.9.json b/data/wisepc_j032337.53-602554.9.json
index 0ea7642b5..fd78cd31b 100644
--- a/data/wisepc_j032337.53-602554.9.json
+++ b/data/wisepc_j032337.53-602554.9.json
@@ -17,6 +17,30 @@
             "other_name": "WISEPC J032337.53-602554.9"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.57,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.51,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 506.7,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk11"
diff --git a/data/wisepc_j083641.12-185947.2.json b/data/wisepc_j083641.12-185947.2.json
index ecedee375..d26be32f1 100644
--- a/data/wisepc_j083641.12-185947.2.json
+++ b/data/wisepc_j083641.12-185947.2.json
@@ -17,6 +17,30 @@
             "other_name": "WISEPC J083641.12-185947.2"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.87,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.08,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": -47.6,
@@ -29,6 +53,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8 pec",
+            "spectral_type_code": 88.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Mace13.36"
+        },
         {
             "spectral_type_string": "T8 pec",
             "spectral_type_code": 88.0,
diff --git a/data/wisepc_j104245.23-384238.3.json b/data/wisepc_j104245.23-384238.3.json
index 2d11b3463..593d50a3b 100644
--- a/data/wisepc_j104245.23-384238.3.json
+++ b/data/wisepc_j104245.23-384238.3.json
@@ -17,6 +17,30 @@
             "other_name": "WISEPC J104245.23-384238.3"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.77,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.57,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 56.0,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk11"
diff --git a/data/wisepc_j115013.88+630240.7.json b/data/wisepc_j115013.88+630240.7.json
index b379defe3..7678c12d9 100644
--- a/data/wisepc_j115013.88+630240.7.json
+++ b/data/wisepc_j115013.88+630240.7.json
@@ -13,10 +13,37 @@
         }
     ],
     "Names": [
+        {
+            "other_name": "WISEP J115013.88+630240.7"
+        },
         {
             "other_name": "WISEPC J115013.88+630240.7"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.61,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.43,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 410.4,
@@ -33,7 +60,7 @@
             "spectral_type_string": "T8",
             "spectral_type_code": 88.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk11"
diff --git a/data/wisepc_j121756.91+162640.2.json b/data/wisepc_j121756.91+162640.2.json
index 39fd1d4da..e4774e23d 100644
--- a/data/wisepc_j121756.91+162640.2.json
+++ b/data/wisepc_j121756.91+162640.2.json
@@ -15,6 +15,33 @@
     "Names": [
         {
             "other_name": "WISEPC J121756.91+162640.2"
+        },
+        {
+            "other_name": "WISEPC J121756.91+162640.2A"
+        }
+    ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.72,
+            "magnitude_error": 0.08,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.64,
+            "magnitude_error": 0.11,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg19"
         }
     ],
     "ProperMotions": [
@@ -29,6 +56,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T9",
+            "spectral_type_code": 89.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Legg14"
+        },
         {
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
diff --git a/data/wisepc_j201546.27+664645.1.json b/data/wisepc_j201546.27+664645.1.json
index 363624aa7..de9b5bc1a 100644
--- a/data/wisepc_j201546.27+664645.1.json
+++ b/data/wisepc_j201546.27+664645.1.json
@@ -7,7 +7,7 @@
             "epoch": null,
             "equinox": "2000",
             "shortname": null,
-            "reference": "Mace13",
+            "reference": "Mace13.6",
             "other_references": null,
             "comments": null
         }
@@ -36,7 +36,7 @@
             "regime": "nir_UCD",
             "adopted": null,
             "comments": null,
-            "reference": "Mace13"
+            "reference": "Mace13.6"
         }
     ]
 }
\ No newline at end of file
diff --git a/data/wisepc_j232519.54-410534.9.json b/data/wisepc_j232519.54-410534.9.json
index 46eee5e8b..394298b9b 100644
--- a/data/wisepc_j232519.54-410534.9.json
+++ b/data/wisepc_j232519.54-410534.9.json
@@ -17,6 +17,30 @@
             "other_name": "WISEPC J232519.54-410534.9"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.26,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.09,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 836.82,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T9 pec",
             "spectral_type_code": 89.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk11"
diff --git a/data/wisepc_j234446.25+103415.8.json b/data/wisepc_j234446.25+103415.8.json
index 22310f851..4dfb5e32d 100644
--- a/data/wisepc_j234446.25+103415.8.json
+++ b/data/wisepc_j234446.25+103415.8.json
@@ -17,6 +17,30 @@
             "other_name": "WISEPC J234446.25+103415.8"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.73,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.91,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 942.1,
@@ -33,7 +57,7 @@
             "spectral_type_string": "T9",
             "spectral_type_code": 89.0,
             "spectral_type_error": null,
-            "regime": "nir_UCD",
+            "regime": "nir",
             "adopted": null,
             "comments": null,
             "reference": "Kirk11"
diff --git a/data/wolf_940b.json b/data/wolf_940b.json
index 85d903583..48cb8f981 100644
--- a/data/wolf_940b.json
+++ b/data/wolf_940b.json
@@ -20,6 +20,52 @@
             "other_name": "Wolf 940B"
         }
     ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.39,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.42,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I3",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.38,
+            "magnitude_error": 0.15,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        },
+        {
+            "band": "IRAC.I4",
+            "ucd": "em.IR.8-15um",
+            "magnitude": 14.36,
+            "magnitude_error": 0.08,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Kirk19"
+        }
+    ],
     "ProperMotions": [
         {
             "mu_ra": 771.0,
@@ -50,6 +96,15 @@
         }
     ],
     "SpectralTypes": [
+        {
+            "spectral_type_string": "T8.5",
+            "spectral_type_code": 88.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Cush11.50"
+        },
         {
             "spectral_type_string": "T8.5",
             "spectral_type_code": 88.5,

From 76fbcafe9e5e5a764888f6988ee3880d78dca882 Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Tue, 20 Dec 2022 17:04:48 -0500
Subject: [PATCH 23/27] code cleanup

---
 scripts/ingests/ingest_utils.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/scripts/ingests/ingest_utils.py b/scripts/ingests/ingest_utils.py
index 1024a75ee..478769103 100644
--- a/scripts/ingests/ingest_utils.py
+++ b/scripts/ingests/ingest_utils.py
@@ -75,7 +75,7 @@ def ingest_sources(db, sources, references=None, ras=None, decs=None, comments=N
     for i, input_value in enumerate(input_values):
         if input_value is None:
             input_values[i] = [None] * n_sources
-        elif isinstance(input_value, str) or isinstance(input_value, float):
+        elif isinstance(input_value, (str, float)):
             input_values[i] = [input_value] * n_sources
     sources, references, ras, decs, epochs, equinoxes, comments, other_references = input_values
 
@@ -324,7 +324,7 @@ def find_survey_name_in_simbad(sources, desig_prefix, source_id_index=None):
 
 
 # SPECTRAL TYPES
-def ingest_spectral_types(db, sources, spectral_types, references, regimes=None, spectral_type_error=None,
+def ingest_spectral_types(db, sources, spectral_types, references, regimes, spectral_type_error=None,
                           comments=None):
     """
     Script to ingest spectral types

From 859862bf5c515dfd449951972d8d00609ff86aca Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Tue, 20 Dec 2022 17:06:10 -0500
Subject: [PATCH 24/27] docstring for other_references

---
 scripts/ingests/ingest_utils.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/scripts/ingests/ingest_utils.py b/scripts/ingests/ingest_utils.py
index 478769103..f054ba67b 100644
--- a/scripts/ingests/ingest_utils.py
+++ b/scripts/ingests/ingest_utils.py
@@ -44,6 +44,7 @@ def ingest_sources(db, sources, references=None, ras=None, decs=None, comments=N
         Epochs of coordinates
     equinoxes: str or list[string], optional
         Equinoxes of coordinates
+    other_references: str or list[strings]
     raise_error: bool, optional
         True (default): Raise an error if a source cannot be ingested
         False: Log a warning but skip sources which cannot be ingested

From 75d7893e226d90507bd324a9cf1be11e59eb6c26 Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Tue, 27 Dec 2022 16:26:16 -0500
Subject: [PATCH 25/27] more JSON files

---
 data/2mass_j122554.32-273946.6b.json  | 31 +++++++++++++++
 data/2massi_j155302.20+153236.0b.json | 31 +++++++++++++++
 data/cfbds_j145829.00+101343.0b.json  | 31 +++++++++++++++
 data/cwise_j002727.44-012101.7.json   | 55 +++++++++++++++++++++++++++
 data/cwise_j004143.77-401929.9.json   | 55 +++++++++++++++++++++++++++
 data/cwise_j004311.24-382225.0.json   | 55 +++++++++++++++++++++++++++
 data/cwise_j011952.82-450231.2.json   | 55 +++++++++++++++++++++++++++
 data/cwise_j014308.73-703359.1.json   | 55 +++++++++++++++++++++++++++
 data/cwise_j014837.51-104805.6.json   | 55 +++++++++++++++++++++++++++
 data/cwise_j041102.41+471422.6.json   | 31 +++++++++++++++
 data/cwise_j042455.69+000221.5.json   | 55 +++++++++++++++++++++++++++
 data/cwise_j043309.36+100902.3.json   | 55 +++++++++++++++++++++++++++
 data/cwise_j080556.14+515330.4.json   | 31 +++++++++++++++
 data/cwise_j084506.51-330532.7.json   | 31 +++++++++++++++
 data/cwise_j091105.02+214645.1.json   | 55 +++++++++++++++++++++++++++
 data/cwise_j092503.20-472013.8.json   | 31 +++++++++++++++
 data/cwise_j105512.11+544328.3.json   | 55 +++++++++++++++++++++++++++
 data/cwise_j112106.36-623221.5.json   | 55 +++++++++++++++++++++++++++
 data/cwise_j113833.47+721207.8.json   | 55 +++++++++++++++++++++++++++
 data/cwise_j114120.42-211024.5.json   | 55 +++++++++++++++++++++++++++
 data/cwise_j120502.74-180215.5.json   | 55 +++++++++++++++++++++++++++
 data/cwise_j141127.70-481153.4.json   | 44 +++++++++++++++++++++
 data/cwise_j153143.38-330657.3.json   | 31 +++++++++++++++
 data/cwise_j153347.50+175306.7.json   | 55 +++++++++++++++++++++++++++
 data/cwise_j183207.94-540943.3.json   | 44 +++++++++++++++++++++
 data/cwise_j192537.88+290159.0.json   | 55 +++++++++++++++++++++++++++
 data/cwise_j193824.10+350025.0.json   | 55 +++++++++++++++++++++++++++
 data/cwise_j205701.64-170407.3.json   | 55 +++++++++++++++++++++++++++
 data/cwisep_j000229.93+635217.0.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j001146.07-471306.8.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j003507.77-153233.8.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j004158.35+381811.9.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j010527.69-783419.3.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j021243.55+053147.2.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j022122.41-564125.0.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j023842.60-133210.7.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j031935.50-041231.7.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j032109.59+693204.5.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j034514.82+173528.1.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j040106.67+085748.5.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j040235.55-265145.4.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j040351.00-491605.6.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j042404.54+665011.2.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j044719.61+202158.1.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j052346.34-545314.7.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j053644.82-305539.3.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j063428.10+504925.9.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j085908.26+152527.1.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j085938.95+534908.7.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j093236.66-180029.3.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j093852.89+063440.6.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j094005.50+523359.2.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j100629.01+105408.5.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j102201.27+145520.2.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j103453.14+161228.0.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j104104.20+221613.6.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j104446.56+001754.9.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j104756.81+545741.6.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j124138.41-820051.9.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j131221.97-310845.7.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j131252.97+341746.5.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j135937.65-435226.9.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j143439.23-134421.4.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j144606.62-231717.8.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j145837.91+173450.1.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j153859.39+482659.1.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j160311.60-104620.4.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j161822.86-062310.2.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j193518.58-154620.3.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j201146.45-481259.7.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j203821.53-064930.9.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j210007.87-293139.8.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j213249.05+690113.7.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j213838.74-313808.5.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j213930.45+042721.6.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j215841.50+732842.7.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j223022.60+254907.5.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j223138.55-383057.2.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j224916.17+371551.4.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j225059.28-432057.2.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j225109.50-074037.7.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j225628.97+400227.3.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j230158.30-645858.3.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j235130.42-185800.2.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j235547.99+380438.9.json  | 55 +++++++++++++++++++++++++++
 data/cwisep_j235644.78-481456.3.json  | 55 +++++++++++++++++++++++++++
 data/wise_j014656.66+423410.0b.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j001449.96+795116.1.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j002810.59+521853.1.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j002909.90+190516.6.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j003631.29-642735.6.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j010116.12-520629.8.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j012057.0-764216.4.json    | 55 +++++++++++++++++++++++++++
 data/wisea_j012834.87-280302.5.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j013217.78-581825.9.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j013810.78-412220.2.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j014603.23-261908.7.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j015507.35-421635.7.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j015601.22+525304.4.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j021420.18-573245.1.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j025756.40-265528.8.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j030534.09-582635.5.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j032600.28+421056.8.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j032811.00-422321.6.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j034227.44-462252.0.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j035410.03-572104.0.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j035733.85+070557.4.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j040702.42+190945.8.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j042236.95-044203.5.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j050238.28+100750.0.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j050615.56-514521.3.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j053512.01-773829.7.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j061713.07+670400.8.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j064503.72+524054.1.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j065113.90-835502.6.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j075438.20+090044.9.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j080622.22-082046.5.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j083011.95+283716.0.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j083019.97-632305.4.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j084329.01+694709.8.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j101804.20-684254.0.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j104051.77+450329.3.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j104216.89-003935.9.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j105349.41-460241.2.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j105917.38+285729.3.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j110201.76+350335.4.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j112440.19+663052.0.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j114350.90+401333.9.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j114601.22+342458.8.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j115917.89+671704.2.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j125721.01+715349.3.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j131102.03+312107.9.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j143422.31-083934.2.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j151620.39+721745.4.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j152529.09+605356.5.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j160516.79+002139.0.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j162716.41-244355.4.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j162852.64+160421.0.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j163932.75+184049.4.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j165902.66+274747.9.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j171331.68+245000.9.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j175328.55-590447.6.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j175701.50+183215.2.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j181849.59-470146.9.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j190005.76-310810.9.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j193054.55-205949.4.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j201833.67-141720.3.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j205921.85+662725.2.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j211456.86-180519.0.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j212510.91-730758.8.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j213810.99+373312.9.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j214025.23-332707.4.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j221841.38+143003.4.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j221859.33+114644.4.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j224319.56-145857.3.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j225404.16-265257.5.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j230930.58+145633.1.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j233816.47-732929.7.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j235120.62-700025.8.json   | 55 +++++++++++++++++++++++++++
 data/wisea_j235456.63-481440.1.json   | 55 +++++++++++++++++++++++++++
 data/wisear_j154025.77-113940.8.json  | 55 +++++++++++++++++++++++++++
 data/wisear_j220746.67-503631.7.json  | 55 +++++++++++++++++++++++++++
 data/wisenf_j193656.08+040801.2.json  | 55 +++++++++++++++++++++++++++
 data/wisepa_j045853.89+643452.9b.json | 55 +++++++++++++++++++++++++++
 data/wisepa_j171104.60+350036.8b.json | 31 +++++++++++++++
 data/wisepc_j121756.91+162640.2b.json | 55 +++++++++++++++++++++++++++
 data/wiseu_j001908.31-094323.3.json   | 55 +++++++++++++++++++++++++++
 data/wiseu_j004851.21+250814.9.json   | 55 +++++++++++++++++++++++++++
 data/wiseu_j005559.88+594745.0.json   | 55 +++++++++++++++++++++++++++
 data/wiseu_j013522.46-221957.3.json   | 55 +++++++++++++++++++++++++++
 data/wiseu_j050305.68-564834.0.json   | 55 +++++++++++++++++++++++++++
 171 files changed, 9167 insertions(+)
 create mode 100644 data/2mass_j122554.32-273946.6b.json
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
index 000000000..083f72a5a
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new file mode 100644
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new file mode 100644
index 000000000..44dabcb1b
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new file mode 100644
index 000000000..b0688cfa2
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
index 000000000..28d26cc12
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new file mode 100644
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new file mode 100644
index 000000000..936eeebf4
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\ No newline at end of file
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new file mode 100644
index 000000000..c692aa4a4
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
index 000000000..49490f1a3
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new file mode 100644
index 000000000..4e905c28f
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new file mode 100644
index 000000000..c1b77f86a
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
index 000000000..83ed755f6
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new file mode 100644
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new file mode 100644
index 000000000..c368e192d
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
index 000000000..1faf3113e
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
index 000000000..440fa3152
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new file mode 100644
index 000000000..dce8f3ba7
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new file mode 100644
index 000000000..6d9cb5a7c
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diff --git a/data/wisea_j001449.96+795116.1.json b/data/wisea_j001449.96+795116.1.json
new file mode 100644
index 000000000..703fcf8a4
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diff --git a/data/wisea_j002810.59+521853.1.json b/data/wisea_j002810.59+521853.1.json
new file mode 100644
index 000000000..f2d723f47
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diff --git a/data/wisea_j002909.90+190516.6.json b/data/wisea_j002909.90+190516.6.json
new file mode 100644
index 000000000..b0bb168c8
--- /dev/null
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\ No newline at end of file
diff --git a/data/wisea_j003631.29-642735.6.json b/data/wisea_j003631.29-642735.6.json
new file mode 100644
index 000000000..1816ca3eb
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new file mode 100644
index 000000000..86b1d27d3
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new file mode 100644
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new file mode 100644
index 000000000..524632dc4
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new file mode 100644
index 000000000..6c491f21c
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new file mode 100644
index 000000000..9fe357033
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new file mode 100644
index 000000000..558ce9c94
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diff --git a/data/wisea_j015507.35-421635.7.json b/data/wisea_j015507.35-421635.7.json
new file mode 100644
index 000000000..42a61120b
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\ No newline at end of file
diff --git a/data/wisea_j015601.22+525304.4.json b/data/wisea_j015601.22+525304.4.json
new file mode 100644
index 000000000..d83236712
--- /dev/null
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\ No newline at end of file
diff --git a/data/wisea_j021420.18-573245.1.json b/data/wisea_j021420.18-573245.1.json
new file mode 100644
index 000000000..d0168a64a
--- /dev/null
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\ No newline at end of file
diff --git a/data/wisea_j025756.40-265528.8.json b/data/wisea_j025756.40-265528.8.json
new file mode 100644
index 000000000..0b8838726
--- /dev/null
+++ b/data/wisea_j025756.40-265528.8.json
@@ -0,0 +1,55 @@
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\ No newline at end of file
diff --git a/data/wisea_j030534.09-582635.5.json b/data/wisea_j030534.09-582635.5.json
new file mode 100644
index 000000000..ea9aa0b71
--- /dev/null
+++ b/data/wisea_j030534.09-582635.5.json
@@ -0,0 +1,55 @@
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\ No newline at end of file
diff --git a/data/wisea_j032600.28+421056.8.json b/data/wisea_j032600.28+421056.8.json
new file mode 100644
index 000000000..56b43f60a
--- /dev/null
+++ b/data/wisea_j032600.28+421056.8.json
@@ -0,0 +1,55 @@
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new file mode 100644
index 000000000..ab803babf
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new file mode 100644
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new file mode 100644
index 000000000..78e6f08c8
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new file mode 100644
index 000000000..4f8e553b1
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new file mode 100644
index 000000000..b9798cf1a
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\ No newline at end of file
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new file mode 100644
index 000000000..c81f8eb49
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\ No newline at end of file
diff --git a/data/wisea_j050238.28+100750.0.json b/data/wisea_j050238.28+100750.0.json
new file mode 100644
index 000000000..54c1288f0
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+++ b/data/wisea_j050238.28+100750.0.json
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+}
\ No newline at end of file
diff --git a/data/wisea_j050615.56-514521.3.json b/data/wisea_j050615.56-514521.3.json
new file mode 100644
index 000000000..52d7e1e44
--- /dev/null
+++ b/data/wisea_j050615.56-514521.3.json
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\ No newline at end of file
diff --git a/data/wisea_j053512.01-773829.7.json b/data/wisea_j053512.01-773829.7.json
new file mode 100644
index 000000000..8e14ec323
--- /dev/null
+++ b/data/wisea_j053512.01-773829.7.json
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\ No newline at end of file
diff --git a/data/wisea_j061713.07+670400.8.json b/data/wisea_j061713.07+670400.8.json
new file mode 100644
index 000000000..1e763924a
--- /dev/null
+++ b/data/wisea_j061713.07+670400.8.json
@@ -0,0 +1,55 @@
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\ No newline at end of file
diff --git a/data/wisea_j064503.72+524054.1.json b/data/wisea_j064503.72+524054.1.json
new file mode 100644
index 000000000..38541e844
--- /dev/null
+++ b/data/wisea_j064503.72+524054.1.json
@@ -0,0 +1,55 @@
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\ No newline at end of file
diff --git a/data/wisea_j065113.90-835502.6.json b/data/wisea_j065113.90-835502.6.json
new file mode 100644
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new file mode 100644
index 000000000..c89568644
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new file mode 100644
index 000000000..1ee147ae5
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new file mode 100644
index 000000000..8533eaccd
--- /dev/null
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diff --git a/data/wisea_j083019.97-632305.4.json b/data/wisea_j083019.97-632305.4.json
new file mode 100644
index 000000000..7756c250a
--- /dev/null
+++ b/data/wisea_j083019.97-632305.4.json
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diff --git a/data/wisea_j084329.01+694709.8.json b/data/wisea_j084329.01+694709.8.json
new file mode 100644
index 000000000..8c347f4c4
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+++ b/data/wisea_j084329.01+694709.8.json
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new file mode 100644
index 000000000..be23d4f5a
--- /dev/null
+++ b/data/wisea_j101804.20-684254.0.json
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\ No newline at end of file
diff --git a/data/wisea_j104051.77+450329.3.json b/data/wisea_j104051.77+450329.3.json
new file mode 100644
index 000000000..74e6edb3a
--- /dev/null
+++ b/data/wisea_j104051.77+450329.3.json
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+}
\ No newline at end of file
diff --git a/data/wisea_j104216.89-003935.9.json b/data/wisea_j104216.89-003935.9.json
new file mode 100644
index 000000000..d98c4fb9a
--- /dev/null
+++ b/data/wisea_j104216.89-003935.9.json
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+}
\ No newline at end of file
diff --git a/data/wisea_j105349.41-460241.2.json b/data/wisea_j105349.41-460241.2.json
new file mode 100644
index 000000000..151207d4f
--- /dev/null
+++ b/data/wisea_j105349.41-460241.2.json
@@ -0,0 +1,55 @@
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\ No newline at end of file
diff --git a/data/wisea_j105917.38+285729.3.json b/data/wisea_j105917.38+285729.3.json
new file mode 100644
index 000000000..fa185b8e5
--- /dev/null
+++ b/data/wisea_j105917.38+285729.3.json
@@ -0,0 +1,55 @@
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\ No newline at end of file
diff --git a/data/wisea_j110201.76+350335.4.json b/data/wisea_j110201.76+350335.4.json
new file mode 100644
index 000000000..5a426105f
--- /dev/null
+++ b/data/wisea_j110201.76+350335.4.json
@@ -0,0 +1,55 @@
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new file mode 100644
index 000000000..54d1a6374
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new file mode 100644
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new file mode 100644
index 000000000..e7dcaafd0
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new file mode 100644
index 000000000..c85593314
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new file mode 100644
index 000000000..c5f247634
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\ No newline at end of file
diff --git a/data/wisea_j131102.03+312107.9.json b/data/wisea_j131102.03+312107.9.json
new file mode 100644
index 000000000..570009ea0
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new file mode 100644
index 000000000..294f48de9
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\ No newline at end of file
diff --git a/data/wisea_j151620.39+721745.4.json b/data/wisea_j151620.39+721745.4.json
new file mode 100644
index 000000000..40e62a72c
--- /dev/null
+++ b/data/wisea_j151620.39+721745.4.json
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\ No newline at end of file
diff --git a/data/wisea_j152529.09+605356.5.json b/data/wisea_j152529.09+605356.5.json
new file mode 100644
index 000000000..11f19e74e
--- /dev/null
+++ b/data/wisea_j152529.09+605356.5.json
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\ No newline at end of file
diff --git a/data/wisea_j160516.79+002139.0.json b/data/wisea_j160516.79+002139.0.json
new file mode 100644
index 000000000..614a66618
--- /dev/null
+++ b/data/wisea_j160516.79+002139.0.json
@@ -0,0 +1,55 @@
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\ No newline at end of file
diff --git a/data/wisea_j162716.41-244355.4.json b/data/wisea_j162716.41-244355.4.json
new file mode 100644
index 000000000..c58210383
--- /dev/null
+++ b/data/wisea_j162716.41-244355.4.json
@@ -0,0 +1,55 @@
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\ No newline at end of file
diff --git a/data/wisea_j162852.64+160421.0.json b/data/wisea_j162852.64+160421.0.json
new file mode 100644
index 000000000..27f9af190
--- /dev/null
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@@ -0,0 +1,55 @@
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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new file mode 100644
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diff --git a/data/wisea_j193054.55-205949.4.json b/data/wisea_j193054.55-205949.4.json
new file mode 100644
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new file mode 100644
index 000000000..614bfc5d7
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new file mode 100644
index 000000000..96e5dea75
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\ No newline at end of file
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new file mode 100644
index 000000000..c49cdb510
--- /dev/null
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\ No newline at end of file
diff --git a/data/wisea_j212510.91-730758.8.json b/data/wisea_j212510.91-730758.8.json
new file mode 100644
index 000000000..9cf61333e
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new file mode 100644
index 000000000..68a28646f
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new file mode 100644
index 000000000..43b6e0960
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new file mode 100644
index 000000000..ab38fd3c1
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new file mode 100644
index 000000000..9646b9440
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diff --git a/data/wisea_j224319.56-145857.3.json b/data/wisea_j224319.56-145857.3.json
new file mode 100644
index 000000000..e1ad6fe88
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diff --git a/data/wisea_j225404.16-265257.5.json b/data/wisea_j225404.16-265257.5.json
new file mode 100644
index 000000000..0507286e0
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\ No newline at end of file
diff --git a/data/wisea_j230930.58+145633.1.json b/data/wisea_j230930.58+145633.1.json
new file mode 100644
index 000000000..ceafcba0b
--- /dev/null
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+}
\ No newline at end of file
diff --git a/data/wisea_j233816.47-732929.7.json b/data/wisea_j233816.47-732929.7.json
new file mode 100644
index 000000000..fb5e55a5e
--- /dev/null
+++ b/data/wisea_j233816.47-732929.7.json
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\ No newline at end of file
diff --git a/data/wisea_j235120.62-700025.8.json b/data/wisea_j235120.62-700025.8.json
new file mode 100644
index 000000000..931913179
--- /dev/null
+++ b/data/wisea_j235120.62-700025.8.json
@@ -0,0 +1,55 @@
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\ No newline at end of file
diff --git a/data/wisea_j235456.63-481440.1.json b/data/wisea_j235456.63-481440.1.json
new file mode 100644
index 000000000..f9542d4d0
--- /dev/null
+++ b/data/wisea_j235456.63-481440.1.json
@@ -0,0 +1,55 @@
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\ No newline at end of file
diff --git a/data/wisear_j154025.77-113940.8.json b/data/wisear_j154025.77-113940.8.json
new file mode 100644
index 000000000..8351cef05
--- /dev/null
+++ b/data/wisear_j154025.77-113940.8.json
@@ -0,0 +1,55 @@
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\ No newline at end of file
diff --git a/data/wisear_j220746.67-503631.7.json b/data/wisear_j220746.67-503631.7.json
new file mode 100644
index 000000000..673e6b568
--- /dev/null
+++ b/data/wisear_j220746.67-503631.7.json
@@ -0,0 +1,55 @@
+{
+    "Sources": [
+        {
+            "source": "WISEAR J220746.67-503631.7",
+            "ra": 331.94445833333333,
+            "dec": -50.608805555555556,
+            "epoch": null,
+            "equinox": null,
+            "shortname": null,
+            "reference": "Meis20.123",
+            "other_references": null,
+            "comments": null
+        }
+    ],
+    "Names": [
+        {
+            "other_name": "WISEAR J220746.67-503631.7"
+        }
+    ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.66,
+            "magnitude_error": 0.05,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Meis20.123"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 16.0,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Meis20.123"
+        }
+    ],
+    "SpectralTypes": [
+        {
+            "spectral_type_string": "T7.5",
+            "spectral_type_code": 87.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Meis20.123"
+        }
+    ]
+}
\ No newline at end of file
diff --git a/data/wisenf_j193656.08+040801.2.json b/data/wisenf_j193656.08+040801.2.json
new file mode 100644
index 000000000..1c11b739e
--- /dev/null
+++ b/data/wisenf_j193656.08+040801.2.json
@@ -0,0 +1,55 @@
+{
+    "Sources": [
+        {
+            "source": "WISENF J193656.08+040801.2",
+            "ra": 294.2336666666667,
+            "dec": 4.1336666666666675,
+            "epoch": null,
+            "equinox": null,
+            "shortname": null,
+            "reference": "Meis20.74",
+            "other_references": null,
+            "comments": null
+        }
+    ],
+    "Names": [
+        {
+            "other_name": "WISENF J193656.08+040801.2"
+        }
+    ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.1,
+            "magnitude_error": 0.06,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Meis20.74"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.69,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Meis20.74"
+        }
+    ],
+    "SpectralTypes": [
+        {
+            "spectral_type_string": "Y0",
+            "spectral_type_code": 90.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Meis20.74"
+        }
+    ]
+}
\ No newline at end of file
diff --git a/data/wisepa_j045853.89+643452.9b.json b/data/wisepa_j045853.89+643452.9b.json
new file mode 100644
index 000000000..3bc68d7a2
--- /dev/null
+++ b/data/wisepa_j045853.89+643452.9b.json
@@ -0,0 +1,55 @@
+{
+    "Sources": [
+        {
+            "source": "WISEPA J045853.89+643452.9B",
+            "ra": 74.72454166666667,
+            "dec": 64.58136111111111,
+            "epoch": null,
+            "equinox": null,
+            "shortname": null,
+            "reference": "Main11",
+            "other_references": null,
+            "comments": null
+        }
+    ],
+    "Names": [
+        {
+            "other_name": "WISEPA J045853.89+643452.9B"
+        }
+    ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 15.91,
+            "magnitude_error": 0.08,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 13.7,
+            "magnitude_error": 0.11,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg19"
+        }
+    ],
+    "SpectralTypes": [
+        {
+            "spectral_type_string": "T9",
+            "spectral_type_code": 89.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Geli11.57"
+        }
+    ]
+}
\ No newline at end of file
diff --git a/data/wisepa_j171104.60+350036.8b.json b/data/wisepa_j171104.60+350036.8b.json
new file mode 100644
index 000000000..02ccc47ae
--- /dev/null
+++ b/data/wisepa_j171104.60+350036.8b.json
@@ -0,0 +1,31 @@
+{
+    "Sources": [
+        {
+            "source": "WISEPA J171104.60+350036.8B",
+            "ra": 257.7691666666666,
+            "dec": 35.010222222222225,
+            "epoch": null,
+            "equinox": null,
+            "shortname": null,
+            "reference": "Kirk11",
+            "other_references": null,
+            "comments": null
+        }
+    ],
+    "Names": [
+        {
+            "other_name": "WISEPA J171104.60+350036.8B"
+        }
+    ],
+    "SpectralTypes": [
+        {
+            "spectral_type_string": "T9.5",
+            "spectral_type_code": 89.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Kirk11"
+        }
+    ]
+}
\ No newline at end of file
diff --git a/data/wisepc_j121756.91+162640.2b.json b/data/wisepc_j121756.91+162640.2b.json
new file mode 100644
index 000000000..4868fb297
--- /dev/null
+++ b/data/wisepc_j121756.91+162640.2b.json
@@ -0,0 +1,55 @@
+{
+    "Sources": [
+        {
+            "source": "WISEPC J121756.91+162640.2B",
+            "ra": 184.487125,
+            "dec": 16.4445,
+            "epoch": null,
+            "equinox": null,
+            "shortname": null,
+            "reference": "Kirk11",
+            "other_references": null,
+            "comments": null
+        }
+    ],
+    "Names": [
+        {
+            "other_name": "WISEPC J121756.91+162640.2B"
+        }
+    ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.83,
+            "magnitude_error": 0.07,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg19"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.36,
+            "magnitude_error": 0.11,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Legg19"
+        }
+    ],
+    "SpectralTypes": [
+        {
+            "spectral_type_string": "Y0",
+            "spectral_type_code": 90.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Legg14"
+        }
+    ]
+}
\ No newline at end of file
diff --git a/data/wiseu_j001908.31-094323.3.json b/data/wiseu_j001908.31-094323.3.json
new file mode 100644
index 000000000..ad489b835
--- /dev/null
+++ b/data/wiseu_j001908.31-094323.3.json
@@ -0,0 +1,55 @@
+{
+    "Sources": [
+        {
+            "source": "WISEU J001908.31-094323.3",
+            "ra": 4.784624999999999,
+            "dec": -9.723138888888888,
+            "epoch": null,
+            "equinox": null,
+            "shortname": null,
+            "reference": "Meis20.123",
+            "other_references": null,
+            "comments": null
+        }
+    ],
+    "Names": [
+        {
+            "other_name": "WISEU J001908.31-094323.3"
+        }
+    ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.12,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Meis20.123"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.67,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Meis20.123"
+        }
+    ],
+    "SpectralTypes": [
+        {
+            "spectral_type_string": "T7",
+            "spectral_type_code": 87.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Meis20.123"
+        }
+    ]
+}
\ No newline at end of file
diff --git a/data/wiseu_j004851.21+250814.9.json b/data/wiseu_j004851.21+250814.9.json
new file mode 100644
index 000000000..c48fc5965
--- /dev/null
+++ b/data/wiseu_j004851.21+250814.9.json
@@ -0,0 +1,55 @@
+{
+    "Sources": [
+        {
+            "source": "WISEU J004851.21+250814.9",
+            "ra": 12.213375,
+            "dec": 25.13747222222222,
+            "epoch": null,
+            "equinox": null,
+            "shortname": null,
+            "reference": "Meis20.123",
+            "other_references": null,
+            "comments": null
+        }
+    ],
+    "Names": [
+        {
+            "other_name": "WISEU J004851.21+250814.9"
+        }
+    ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.79,
+            "magnitude_error": 0.03,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Meis20.123"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.74,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Meis20.123"
+        }
+    ],
+    "SpectralTypes": [
+        {
+            "spectral_type_string": "T8.5",
+            "spectral_type_code": 88.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Meis20.123"
+        }
+    ]
+}
\ No newline at end of file
diff --git a/data/wiseu_j005559.88+594745.0.json b/data/wiseu_j005559.88+594745.0.json
new file mode 100644
index 000000000..2a483d564
--- /dev/null
+++ b/data/wiseu_j005559.88+594745.0.json
@@ -0,0 +1,55 @@
+{
+    "Sources": [
+        {
+            "source": "WISEU J005559.88+594745.0",
+            "ra": 13.9995,
+            "dec": 59.795833333333334,
+            "epoch": null,
+            "equinox": null,
+            "shortname": null,
+            "reference": "Meis20.123",
+            "other_references": null,
+            "comments": null
+        }
+    ],
+    "Names": [
+        {
+            "other_name": "WISEU J005559.88+594745.0"
+        }
+    ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 16.45,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Meis20.123"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 14.97,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Meis20.123"
+        }
+    ],
+    "SpectralTypes": [
+        {
+            "spectral_type_string": "T7",
+            "spectral_type_code": 87.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Meis20.123"
+        }
+    ]
+}
\ No newline at end of file
diff --git a/data/wiseu_j013522.46-221957.3.json b/data/wiseu_j013522.46-221957.3.json
new file mode 100644
index 000000000..9e02fbd37
--- /dev/null
+++ b/data/wiseu_j013522.46-221957.3.json
@@ -0,0 +1,55 @@
+{
+    "Sources": [
+        {
+            "source": "WISEU J013522.46-221957.3",
+            "ra": 23.84358333333333,
+            "dec": -22.332583333333332,
+            "epoch": null,
+            "equinox": null,
+            "shortname": null,
+            "reference": "Meis20.123",
+            "other_references": null,
+            "comments": null
+        }
+    ],
+    "Names": [
+        {
+            "other_name": "WISEU J013522.46-221957.3"
+        }
+    ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 17.15,
+            "magnitude_error": 0.04,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Meis20.123"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 15.79,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Meis20.123"
+        }
+    ],
+    "SpectralTypes": [
+        {
+            "spectral_type_string": "T6.5",
+            "spectral_type_code": 86.5,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Meis20.123"
+        }
+    ]
+}
\ No newline at end of file
diff --git a/data/wiseu_j050305.68-564834.0.json b/data/wiseu_j050305.68-564834.0.json
new file mode 100644
index 000000000..97fb599ca
--- /dev/null
+++ b/data/wiseu_j050305.68-564834.0.json
@@ -0,0 +1,55 @@
+{
+    "Sources": [
+        {
+            "source": "WISEU J050305.68-564834.0",
+            "ra": 75.77366666666666,
+            "dec": -56.809444444444445,
+            "epoch": null,
+            "equinox": null,
+            "shortname": null,
+            "reference": "Meis20.123",
+            "other_references": null,
+            "comments": null
+        }
+    ],
+    "Names": [
+        {
+            "other_name": "WISEU J050305.68-564834.0"
+        }
+    ],
+    "Photometry": [
+        {
+            "band": "IRAC.I1",
+            "ucd": "em.IR.3-4um",
+            "magnitude": 19.0,
+            "magnitude_error": 0.19,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Meis20.123"
+        },
+        {
+            "band": "IRAC.I2",
+            "ucd": "em.IR.4-8um",
+            "magnitude": 16.02,
+            "magnitude_error": 0.02,
+            "telescope": "Spitzer",
+            "instrument": "IRAC",
+            "epoch": null,
+            "comments": null,
+            "reference": "Meis20.123"
+        }
+    ],
+    "SpectralTypes": [
+        {
+            "spectral_type_string": "Y1",
+            "spectral_type_code": 91.0,
+            "spectral_type_error": null,
+            "regime": "nir",
+            "adopted": null,
+            "comments": null,
+            "reference": "Meis20.123"
+        }
+    ]
+}
\ No newline at end of file

From 8ce3ac36aa6c402d7660b8381b5dbbc9a9a07964 Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Tue, 27 Dec 2022 17:08:38 -0500
Subject: [PATCH 26/27] added tests for spectral type

---
 tests/test_data.py | 22 ++++++++++++++++++++++
 1 file changed, 22 insertions(+)

diff --git a/tests/test_data.py b/tests/test_data.py
index ea8137fa5..4664f76c1 100644
--- a/tests/test_data.py
+++ b/tests/test_data.py
@@ -405,6 +405,28 @@ def test_spectral_types(db):
     t = db.query(db.SpectralTypes).filter(db.SpectralTypes.c.regime == regime).astropy()
     assert len(t) == 10, f'found {len(t)} spectral types in the {regime} regime'
 
+    # Test number MLTY dwarfs
+    m_dwarfs = db.query(db.SpectralTypes).filter(
+        and_(db.SpectralTypes.c.spectral_type_code >= 60,
+             db.SpectralTypes.c.spectral_type_code < 70)).astropy()
+    assert len(m_dwarfs) == 843, f'found {len(t)} M spectral types'
+
+    l_dwarfs = db.query(db.SpectralTypes).filter(
+        and_(db.SpectralTypes.c.spectral_type_code >= 70,
+             db.SpectralTypes.c.spectral_type_code < 80)).astropy()
+    assert len(l_dwarfs) == 1963, f'found {len(t)} L spectral types'
+
+    t_dwarfs = db.query(db.SpectralTypes).filter(
+        and_(db.SpectralTypes.c.spectral_type_code >= 80,
+             db.SpectralTypes.c.spectral_type_code < 90)).astropy()
+    assert len(t_dwarfs) == 998, f'found {len(t)} T spectral types'
+
+    y_dwarfs = db.query(db.SpectralTypes).filter(
+        and_(db.SpectralTypes.c.spectral_type_code >= 90)).astropy()
+    assert len(y_dwarfs) == 79, f'found {len(t)} Y spectral types'
+
+    n_spectral_types = db.query(db.SpectralTypes).count()
+    assert len(m_dwarfs) + len(l_dwarfs) + len(t_dwarfs) + len(y_dwarfs) == n_spectral_types
 
 # Individual ingest tests
 # -----------------------------------------------------------------------------------------

From 5e73095146dbd2260aad218b22c71170be500eeb Mon Sep 17 00:00:00 2001
From: kelle <kellecruz@gmail.com>
Date: Wed, 28 Dec 2022 17:08:46 -0500
Subject: [PATCH 27/27] Updates Versions table

---
 data/Versions.json | 8 +++++++-
 1 file changed, 7 insertions(+), 1 deletion(-)

diff --git a/data/Versions.json b/data/Versions.json
index 0498093dc..3094bce59 100644
--- a/data/Versions.json
+++ b/data/Versions.json
@@ -24,8 +24,14 @@
         "description": ""
     },
     {
-        "version": "latest",
+        "version": "2022.5",
         "start_date": "2022-10-16",
+        "end_date": "2022-12-28",
+        "description": "Adds T and Y dwarfs from Leggett 21 compilation"
+    },
+    {
+        "version": "latest",
+        "start_date": "2022-12-28",
         "end_date": null,
         "description": "Version in development"
     }