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README.md

@@ -1,54 +1,69 @@
 ---
-description: 'Image dataset based on a combination of JWST deep fields: CEERS, NGDEEP,
-  JADES, PRIMER
+{}
+---
+
+    ---
+    description: 'Image dataset based on a combination of JWST deep fields from DJA: CEERS,
+  NGDEEP, JADES, PRIMER
 
   '
 homepage: https://dawn-cph.github.io/dja/index.html
-version: 1.0.0
-citation: "@ARTICLE{2023ApJ...947...20V,\n       author = {{Valentino}, Francesco\
-  \ and {Brammer}, Gabriel and {Gould}, Katriona M.~L. and {Kokorev}, Vasily and {Fujimoto},\
-  \ Seiji and {Jespersen}, Christian Kragh and {Vijayan}, Aswin P. and {Weaver}, John\
-  \ R. and {Ito}, Kei and {Tanaka}, Masayuki and {Ilbert}, Olivier and {Magdis}, Georgios\
-  \ E. and {Whitaker}, Katherine E. and {Faisst}, Andreas L. and {Gallazzi}, Anna\
-  \ and {Gillman}, Steven and {Gim{'e}nez-Arteaga}, Clara and {G{'o}mez-Guijarro},\
-  \ Carlos and {Kubo}, Mariko and {Heintz}, Kasper E. and {Hirschmann}, Michaela and\
-  \ {Oesch}, Pascal and {Onodera}, Masato and {Rizzo}, Francesca and {Lee}, Minju\
-  \ and {Strait}, Victoria and {Toft}, Sune},\n        title = \"{An Atlas of Color-selected\
-  \ Quiescent Galaxies at z > 3 in Public JWST Fields}\",\n      journal = {\apj},\n\
-  \     keywords = {Galaxy evolution, High-redshift galaxies, Galaxy quenching, Quenched\
-  \ galaxies, Post-starburst galaxies, Surveys, 594, 734, 2040, 2016, 2176, 1671,\
-  \ Astrophysics - Astrophysics of Galaxies},\n         year = 2023,\n        month\
-  \ = apr,\n       volume = {947},\n       number = {1},\n          eid = {20},\n\
-  \        pages = {20},\n          doi = {10.3847/1538-4357/acbefa},\narchivePrefix\
-  \ = {arXiv},\n       eprint = {2302.10936},\n primaryClass = {astro-ph.GA},\n  \
-  \     adsurl = {https://ui.adsabs.harvard.edu/abs/2023ApJ...947...20V},\n      adsnote\
-  \ = {Provided by the SAO/NASA Astrophysics Data System}\n}\n\n@ARTICLE{2024ApJ...965L...6B,\n\
+version: 1.1.0
+citation: "% % ACKNOWLEDGEMENTS\n% % From: https://dawn-cph.github.io/dja/index.html\n\
+  % We kindly request all scientific papers based on data or products downloaded from\
+  \ the Dawn JWST Archive (DJA) to include the following acknowledgement:\n% \n% (Some\
+  \ of) The data products presented herein were retrieved from the Dawn JWST Archive\
+  \ (DJA). DJA is an initiative of the Cosmic Dawn Center (DAWN), which is funded\
+  \ by the Danish National Research Foundation under grant DNRF140.\n% \n% % From:\
+  \ https://archive.stsci.edu/publishing/mission-acknowledgements\n% This work is\
+  \ based [in part] on observations made with the NASA/ESA/CSA James Webb Space Telescope.\
+  \ The data were obtained from the Mikulski Archive for Space Telescopes at the Space\
+  \ Telescope Science Institute, which is operated by the Association of Universities\
+  \ for Research in Astronomy, Inc., under NASA contract NAS 5-03127 for JWST. These\
+  \ observations are associated with program #____.\n% \n% CITATION\n@ARTICLE{2023ApJ...947...20V,\n\
+  \       author = {{Valentino}, Francesco and {Brammer}, Gabriel and {Gould}, Katriona\
+  \ M.~L. and {Kokorev}, Vasily and {Fujimoto}, Seiji and {Jespersen}, Christian Kragh\
+  \ and {Vijayan}, Aswin P. and {Weaver}, John R. and {Ito}, Kei and {Tanaka}, Masayuki\
+  \ and {Ilbert}, Olivier and {Magdis}, Georgios E. and {Whitaker}, Katherine E. and\
+  \ {Faisst}, Andreas L. and {Gallazzi}, Anna and {Gillman}, Steven and {Gim{\\'e}nez-Arteaga},\
+  \ Clara and {G{\\'o}mez-Guijarro}, Carlos and {Kubo}, Mariko and {Heintz}, Kasper\
+  \ E. and {Hirschmann}, Michaela and {Oesch}, Pascal and {Onodera}, Masato and {Rizzo},\
+  \ Francesca and {Lee}, Minju and {Strait}, Victoria and {Toft}, Sune},\n       \
+  \ title = \"{An Atlas of Color-selected Quiescent Galaxies at z > 3 in Public JWST\
+  \ Fields}\",\n      journal = {\\apj},\n     keywords = {Galaxy evolution, High-redshift\
+  \ galaxies, Galaxy quenching, Quenched galaxies, Post-starburst galaxies, Surveys,\
+  \ 594, 734, 2040, 2016, 2176, 1671, Astrophysics - Astrophysics of Galaxies},\n\
+  \         year = 2023,\n        month = apr,\n       volume = {947},\n       number\
+  \ = {1},\n          eid = {20},\n        pages = {20},\n          doi = {10.3847/1538-4357/acbefa},\n\
+  archivePrefix = {arXiv},\n       eprint = {2302.10936},\n primaryClass = {astro-ph.GA},\n\
+  \       adsurl = {https://ui.adsabs.harvard.edu/abs/2023ApJ...947...20V},\n    \
+  \  adsnote = {Provided by the SAO/NASA Astrophysics Data System}\n}\n\n@ARTICLE{2024ApJ...965L...6B,\n\
   \       author = {{Bagley}, Micaela B. and {Pirzkal}, Nor and {Finkelstein}, Steven\
   \ L. and {Papovich}, Casey and {Berg}, Danielle A. and {Lotz}, Jennifer M. and {Leung},\
   \ Gene C.~K. and {Ferguson}, Henry C. and {Koekemoer}, Anton M. and {Dickinson},\
   \ Mark and {Kartaltepe}, Jeyhan S. and {Kocevski}, Dale D. and {Somerville}, Rachel\
   \ S. and {Yung}, L.~Y. Aaron and {Backhaus}, Bren E. and {Casey}, Caitlin M. and\
-  \ {Castellano}, Marco and {Ch{'a}vez Ortiz}, {'O}scar A. and {Chworowsky}, Katherine\
-  \ and {Cox}, Isabella G. and {Dav{'e}}, Romeel and {Davis}, Kelcey and {Estrada-Carpenter},\
+  \ {Castellano}, Marco and {Ch{\\'a}vez Ortiz}, {\\'O}scar A. and {Chworowsky}, Katherine\
+  \ and {Cox}, Isabella G. and {Dav{\\'e}}, Romeel and {Davis}, Kelcey and {Estrada-Carpenter},\
   \ Vicente and {Fontana}, Adriano and {Fujimoto}, Seiji and {Gardner}, Jonathan P.\
   \ and {Giavalisco}, Mauro and {Grazian}, Andrea and {Grogin}, Norman A. and {Hathi},\
   \ Nimish P. and {Hutchison}, Taylor A. and {Jaskot}, Anne E. and {Jung}, Intae and\
   \ {Kewley}, Lisa J. and {Kirkpatrick}, Allison and {Larson}, Rebecca L. and {Matharu},\
-  \ Jasleen and {Natarajan}, Priyamvada and {Pentericci}, Laura and {P{'e}rez-Gonz{'a}lez},\
-  \ Pablo G. and {Ravindranath}, Swara and {Rothberg}, Barry and {Ryan}, Russell and\
-  \ {Shen}, Lu and {Simons}, Raymond C. and {Snyder}, Gregory F. and {Trump}, Jonathan\
-  \ R. and {Wilkins}, Stephen M.},\n        title = \"{The Next Generation Deep Extragalactic\
-  \ Exploratory Public (NGDEEP) Survey}\",\n      journal = {\apjl},\n     keywords\
-  \ = {Early universe, Galaxy formation, Galaxy evolution, Galaxy chemical evolution,\
-  \ 435, 595, 594, 580, Astrophysics - Astrophysics of Galaxies},\n         year =\
-  \ 2024,\n        month = apr,\n       volume = {965},\n       number = {1},\n  \
-  \        eid = {L6},\n        pages = {L6},\n          doi = {10.3847/2041-8213/ad2f31},\n\
+  \ Jasleen and {Natarajan}, Priyamvada and {Pentericci}, Laura and {P{\\'e}rez-Gonz{\\\
+  'a}lez}, Pablo G. and {Ravindranath}, Swara and {Rothberg}, Barry and {Ryan}, Russell\
+  \ and {Shen}, Lu and {Simons}, Raymond C. and {Snyder}, Gregory F. and {Trump},\
+  \ Jonathan R. and {Wilkins}, Stephen M.},\n        title = \"{The Next Generation\
+  \ Deep Extragalactic Exploratory Public (NGDEEP) Survey}\",\n      journal = {\\\
+  apjl},\n     keywords = {Early universe, Galaxy formation, Galaxy evolution, Galaxy\
+  \ chemical evolution, 435, 595, 594, 580, Astrophysics - Astrophysics of Galaxies},\n\
+  \         year = 2024,\n        month = apr,\n       volume = {965},\n       number\
+  \ = {1},\n          eid = {L6},\n        pages = {L6},\n          doi = {10.3847/2041-8213/ad2f31},\n\
   archivePrefix = {arXiv},\n       eprint = {2302.05466},\n primaryClass = {astro-ph.GA},\n\
   \       adsurl = {https://ui.adsabs.harvard.edu/abs/2024ApJ...965L...6B},\n    \
   \  adsnote = {Provided by the SAO/NASA Astrophysics Data System}\n}\n\n@ARTICLE{2023ApJ...946L..12B,\n\
   \       author = {{Bagley}, Micaela B. and {Finkelstein}, Steven L. and {Koekemoer},\
   \ Anton M. and {Ferguson}, Henry C. and {Arrabal Haro}, Pablo and {Dickinson}, Mark\
-  \ and {Kartaltepe}, Jeyhan S. and {Papovich}, Casey and {P{'e}rez-Gonz{'a}lez},\
+  \ and {Kartaltepe}, Jeyhan S. and {Papovich}, Casey and {P{\\'e}rez-Gonz{\\'a}lez},\
   \ Pablo G. and {Pirzkal}, Nor and {Somerville}, Rachel S. and {Willmer}, Christopher\
   \ N.~A. and {Yang}, Guang and {Yung}, L.~Y. Aaron and {Fontana}, Adriano and {Grazian},\
   \ Andrea and {Grogin}, Norman A. and {Hirschmann}, Michaela and {Kewley}, Lisa J.\
@@ -59,7 +74,7 @@ citation: "@ARTICLE{2023ApJ...947...20V,\n       author = {{Valentino}, Francesc
   \ Bryan and {Hutchison}, Taylor A. and {Larson}, Rebecca L. and {Lucas}, Ray A.\
   \ and {McGrath}, Elizabeth J. and {Ryan}, Russell and {Wang}, Xin and {Wuyts}, Stijn},\n\
   \        title = \"{CEERS Epoch 1 NIRCam Imaging: Reduction Methods and Simulations\
-  \ Enabling Early JWST Science Results}\",\n      journal = {\apjl},\n     keywords\
+  \ Enabling Early JWST Science Results}\",\n      journal = {\\apjl},\n     keywords\
   \ = {Near infrared astronomy, Direct imaging, Astronomy data reduction, 1093, 387,\
   \ 1861, Astrophysics - Instrumentation and Methods for Astrophysics, Astrophysics\
   \ - Astrophysics of Galaxies},\n         year = 2023,\n        month = mar,\n  \
@@ -80,94 +95,46 @@ citation: "@ARTICLE{2023ApJ...947...20V,\n       author = {{Valentino}, Francesc
   \ and {Chen}, Zuyi and {Chevallard}, Jacopo and {Circosta}, Chiara and {Curti},\
   \ Mirko and {Danhaive}, A. Lola and {DeCoursey}, Christa and {de Graaff}, Anna and\
   \ {Dressler}, Alan and {Egami}, Eiichi and {Helton}, Jakob M. and {Hviding}, Raphael\
-  \ E. and {Ji}, Zhiyuan and {Jones}, Gareth C. and {Kumari}, Nimisha and {L{\"u}tzgendorf},\
-  \ Nora and {Laseter}, Isaac and {Looser}, Tobias J. and {Lyu}, Jianwei and {Maseda},\
-  \ Michael V. and {Nelson}, Erica and {Parlanti}, Eleonora and {Perna}, Michele and\
-  \ {Pusk{'a}s}, D{'a}vid and {Rawle}, Tim and {Rodr{'\\i}guez Del Pino}, Bruno and\
-  \ {Sandles}, Lester and {Saxena}, Aayush and {Scholtz}, Jan and {Sharpe}, Katherine\
-  \ and {Shivaei}, Irene and {Silcock}, Maddie S. and {Simmonds}, Charlotte and {Skarbinski},\
-  \ Maya and {Smit}, Renske and {Stone}, Meredith and {Suess}, Katherine A. and {Sun},\
-  \ Fengwu and {Tang}, Mengtao and {Topping}, Michael W. and {{\"U}bler}, Hannah and\
-  \ {Villanueva}, Natalia C. and {Wallace}, Imaan E.~B. and {Whitler}, Lily and {Witstok},\
-  \ Joris and {Woodrum}, Charity},\n        title = \"{Overview of the JWST Advanced\
-  \ Deep Extragalactic Survey (JADES)}\",\n      journal = {arXiv e-prints},\n   \
-  \  keywords = {Astrophysics - Astrophysics of Galaxies},\n         year = 2023,\n\
-  \        month = jun,\n          eid = {arXiv:2306.02465},\n        pages = {arXiv:2306.02465},\n\
-  \          doi = {10.48550/arXiv.2306.02465},\narchivePrefix = {arXiv},\n      \
-  \ eprint = {2306.02465},\n primaryClass = {astro-ph.GA},\n       adsurl = {https://ui.adsabs.harvard.edu/abs/2023arXiv230602465E},\n\
-  \      adsnote = {Provided by the SAO/NASA Astrophysics Data System}\n}\n\n\n"
-dataset_info:
-  config_name: all
-  features:
-  - name: image
-    sequence:
-    - name: band
-      dtype: string
-    - name: flux
-      dtype:
-        array2_d:
-          shape:
-          - 96
-          - 96
-          dtype: float32
-    - name: ivar
-      dtype:
-        array2_d:
-          shape:
-          - 96
-          - 96
-          dtype: float32
-    - name: mask
-      dtype:
-        array2_d:
-          shape:
-          - 96
-          - 96
-          dtype: bool
-    - name: psf_fwhm
-      dtype: float32
-    - name: scale
-      dtype: float32
-  - name: mag_auto
-    dtype: float32
-  - name: flux_radius
-    dtype: float32
-  - name: flux_auto
-    dtype: float32
-  - name: fluxerr_auto
-    dtype: float32
-  - name: cxx_image
-    dtype: float32
-  - name: cyy_image
-    dtype: float32
-  - name: cxy_image
-    dtype: float32
-  - name: object_id
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 52877471952
-    num_examples: 100000
-  download_size: 47363596705
-  dataset_size: 52877471952
-configs:
-- config_name: all
-  data_files:
-  - split: train
-    path: all/train-*
----
+  \ E. and {Ji}, Zhiyuan and {Jones}, Gareth C. and {Kumari}, Nimisha and {L{\\\"\
+  u}tzgendorf}, Nora and {Laseter}, Isaac and {Looser}, Tobias J. and {Lyu}, Jianwei\
+  \ and {Maseda}, Michael V. and {Nelson}, Erica and {Parlanti}, Eleonora and {Perna},\
+  \ Michele and {Pusk{\\'a}s}, D{\\'a}vid and {Rawle}, Tim and {Rodr{\\'\\i}guez Del\
+  \ Pino}, Bruno and {Sandles}, Lester and {Saxena}, Aayush and {Scholtz}, Jan and\
+  \ {Sharpe}, Katherine and {Shivaei}, Irene and {Silcock}, Maddie S. and {Simmonds},\
+  \ Charlotte and {Skarbinski}, Maya and {Smit}, Renske and {Stone}, Meredith and\
+  \ {Suess}, Katherine A. and {Sun}, Fengwu and {Tang}, Mengtao and {Topping}, Michael\
+  \ W. and {{\\\"U}bler}, Hannah and {Villanueva}, Natalia C. and {Wallace}, Imaan\
+  \ E.~B. and {Whitler}, Lily and {Witstok}, Joris and {Woodrum}, Charity},\n    \
+  \    title = \"{Overview of the JWST Advanced Deep Extragalactic Survey (JADES)}\"\
+  ,\n      journal = {arXiv e-prints},\n     keywords = {Astrophysics - Astrophysics\
+  \ of Galaxies},\n         year = 2023,\n        month = jun,\n          eid = {arXiv:2306.02465},\n\
+  \        pages = {arXiv:2306.02465},\n          doi = {10.48550/arXiv.2306.02465},\n\
+  archivePrefix = {arXiv},\n       eprint = {2306.02465},\n primaryClass = {astro-ph.GA},\n\
+  \       adsurl = {https://ui.adsabs.harvard.edu/abs/2023arXiv230602465E},\n    \
+  \  adsnote = {Provided by the SAO/NASA Astrophysics Data System}\n}\n"
+    ---
 
-# Jwst Dataset
+    # Jwst Dataset
 
-We kindly request all scientific papers based on data or products downloaded from the Dawn JWST Archive (DJA) to include the following acknowledgement:(Some of) The data products presented herein were retrieved from the Dawn JWST Archive (DJA). DJA is an initiative of the Cosmic Dawn Center (DAWN), which is funded by the Danish National Research Foundation under grant DNRF140.
+    We kindly request all scientific papers based on data or products downloaded from the Dawn JWST Archive (DJA) to include the following acknowledgement:(Some of) The data products presented herein were retrieved from the Dawn JWST Archive (DJA). DJA is an initiative of the Cosmic Dawn Center (DAWN), which is funded by the Danish National Research Foundation under grant DNRF140.
 
-Image dataset based on a combination of JWST deep fields: CEERS, NGDEEP, JADES, PRIMER
+    Image dataset based on a combination of JWST deep fields from DJA: CEERS, NGDEEP, JADES, PRIMER
 
 
+    % % ACKNOWLEDGEMENTS
+% % From: https://dawn-cph.github.io/dja/index.html
+% We kindly request all scientific papers based on data or products downloaded from the Dawn JWST Archive (DJA) to include the following acknowledgement:
+% 
+% (Some of) The data products presented herein were retrieved from the Dawn JWST Archive (DJA). DJA is an initiative of the Cosmic Dawn Center (DAWN), which is funded by the Danish National Research Foundation under grant DNRF140.
+% 
+% % From: https://archive.stsci.edu/publishing/mission-acknowledgements
+% This work is based [in part] on observations made with the NASA/ESA/CSA James Webb Space Telescope. The data were obtained from the Mikulski Archive for Space Telescopes at the Space Telescope Science Institute, which is operated by the Association of Universities for Research in Astronomy, Inc., under NASA contract NAS 5-03127 for JWST. These observations are associated with program #____.
+% 
+% CITATION
 @ARTICLE{2023ApJ...947...20V,
-       author = {{Valentino}, Francesco and {Brammer}, Gabriel and {Gould}, Katriona M.~L. and {Kokorev}, Vasily and {Fujimoto}, Seiji and {Jespersen}, Christian Kragh and {Vijayan}, Aswin P. and {Weaver}, John R. and {Ito}, Kei and {Tanaka}, Masayuki and {Ilbert}, Olivier and {Magdis}, Georgios E. and {Whitaker}, Katherine E. and {Faisst}, Andreas L. and {Gallazzi}, Anna and {Gillman}, Steven and {Gim{'e}nez-Arteaga}, Clara and {G{'o}mez-Guijarro}, Carlos and {Kubo}, Mariko and {Heintz}, Kasper E. and {Hirschmann}, Michaela and {Oesch}, Pascal and {Onodera}, Masato and {Rizzo}, Francesca and {Lee}, Minju and {Strait}, Victoria and {Toft}, Sune},
+       author = {{Valentino}, Francesco and {Brammer}, Gabriel and {Gould}, Katriona M.~L. and {Kokorev}, Vasily and {Fujimoto}, Seiji and {Jespersen}, Christian Kragh and {Vijayan}, Aswin P. and {Weaver}, John R. and {Ito}, Kei and {Tanaka}, Masayuki and {Ilbert}, Olivier and {Magdis}, Georgios E. and {Whitaker}, Katherine E. and {Faisst}, Andreas L. and {Gallazzi}, Anna and {Gillman}, Steven and {Gim{\'e}nez-Arteaga}, Clara and {G{\'o}mez-Guijarro}, Carlos and {Kubo}, Mariko and {Heintz}, Kasper E. and {Hirschmann}, Michaela and {Oesch}, Pascal and {Onodera}, Masato and {Rizzo}, Francesca and {Lee}, Minju and {Strait}, Victoria and {Toft}, Sune},
         title = "{An Atlas of Color-selected Quiescent Galaxies at z > 3 in Public JWST Fields}",
-      journal = {pj},
+      journal = {\apj},
      keywords = {Galaxy evolution, High-redshift galaxies, Galaxy quenching, Quenched galaxies, Post-starburst galaxies, Surveys, 594, 734, 2040, 2016, 2176, 1671, Astrophysics - Astrophysics of Galaxies},
          year = 2023,
         month = apr,
@@ -184,9 +151,9 @@ archivePrefix = {arXiv},
 }
 
 @ARTICLE{2024ApJ...965L...6B,
-       author = {{Bagley}, Micaela B. and {Pirzkal}, Nor and {Finkelstein}, Steven L. and {Papovich}, Casey and {Berg}, Danielle A. and {Lotz}, Jennifer M. and {Leung}, Gene C.~K. and {Ferguson}, Henry C. and {Koekemoer}, Anton M. and {Dickinson}, Mark and {Kartaltepe}, Jeyhan S. and {Kocevski}, Dale D. and {Somerville}, Rachel S. and {Yung}, L.~Y. Aaron and {Backhaus}, Bren E. and {Casey}, Caitlin M. and {Castellano}, Marco and {Ch{'a}vez Ortiz}, {'O}scar A. and {Chworowsky}, Katherine and {Cox}, Isabella G. and {Dav{'e}}, Romeel and {Davis}, Kelcey and {Estrada-Carpenter}, Vicente and {Fontana}, Adriano and {Fujimoto}, Seiji and {Gardner}, Jonathan P. and {Giavalisco}, Mauro and {Grazian}, Andrea and {Grogin}, Norman A. and {Hathi}, Nimish P. and {Hutchison}, Taylor A. and {Jaskot}, Anne E. and {Jung}, Intae and {Kewley}, Lisa J. and {Kirkpatrick}, Allison and {Larson}, Rebecca L. and {Matharu}, Jasleen and {Natarajan}, Priyamvada and {Pentericci}, Laura and {P{'e}rez-Gonz{'a}lez}, Pablo G. and {Ravindranath}, Swara and {Rothberg}, Barry and {Ryan}, Russell and {Shen}, Lu and {Simons}, Raymond C. and {Snyder}, Gregory F. and {Trump}, Jonathan R. and {Wilkins}, Stephen M.},
+       author = {{Bagley}, Micaela B. and {Pirzkal}, Nor and {Finkelstein}, Steven L. and {Papovich}, Casey and {Berg}, Danielle A. and {Lotz}, Jennifer M. and {Leung}, Gene C.~K. and {Ferguson}, Henry C. and {Koekemoer}, Anton M. and {Dickinson}, Mark and {Kartaltepe}, Jeyhan S. and {Kocevski}, Dale D. and {Somerville}, Rachel S. and {Yung}, L.~Y. Aaron and {Backhaus}, Bren E. and {Casey}, Caitlin M. and {Castellano}, Marco and {Ch{\'a}vez Ortiz}, {\'O}scar A. and {Chworowsky}, Katherine and {Cox}, Isabella G. and {Dav{\'e}}, Romeel and {Davis}, Kelcey and {Estrada-Carpenter}, Vicente and {Fontana}, Adriano and {Fujimoto}, Seiji and {Gardner}, Jonathan P. and {Giavalisco}, Mauro and {Grazian}, Andrea and {Grogin}, Norman A. and {Hathi}, Nimish P. and {Hutchison}, Taylor A. and {Jaskot}, Anne E. and {Jung}, Intae and {Kewley}, Lisa J. and {Kirkpatrick}, Allison and {Larson}, Rebecca L. and {Matharu}, Jasleen and {Natarajan}, Priyamvada and {Pentericci}, Laura and {P{\'e}rez-Gonz{\'a}lez}, Pablo G. and {Ravindranath}, Swara and {Rothberg}, Barry and {Ryan}, Russell and {Shen}, Lu and {Simons}, Raymond C. and {Snyder}, Gregory F. and {Trump}, Jonathan R. and {Wilkins}, Stephen M.},
         title = "{The Next Generation Deep Extragalactic Exploratory Public (NGDEEP) Survey}",
-      journal = {pjl},
+      journal = {\apjl},
      keywords = {Early universe, Galaxy formation, Galaxy evolution, Galaxy chemical evolution, 435, 595, 594, 580, Astrophysics - Astrophysics of Galaxies},
          year = 2024,
         month = apr,
@@ -203,9 +170,9 @@ archivePrefix = {arXiv},
 }
 
 @ARTICLE{2023ApJ...946L..12B,
-       author = {{Bagley}, Micaela B. and {Finkelstein}, Steven L. and {Koekemoer}, Anton M. and {Ferguson}, Henry C. and {Arrabal Haro}, Pablo and {Dickinson}, Mark and {Kartaltepe}, Jeyhan S. and {Papovich}, Casey and {P{'e}rez-Gonz{'a}lez}, Pablo G. and {Pirzkal}, Nor and {Somerville}, Rachel S. and {Willmer}, Christopher N.~A. and {Yang}, Guang and {Yung}, L.~Y. Aaron and {Fontana}, Adriano and {Grazian}, Andrea and {Grogin}, Norman A. and {Hirschmann}, Michaela and {Kewley}, Lisa J. and {Kirkpatrick}, Allison and {Kocevski}, Dale D. and {Lotz}, Jennifer M. and {Medrano}, Aubrey and {Morales}, Alexa M. and {Pentericci}, Laura and {Ravindranath}, Swara and {Trump}, Jonathan R. and {Wilkins}, Stephen M. and {Calabr{\`o}}, Antonello and {Cooper}, M.~C. and {Costantin}, Luca and {de la Vega}, Alexander and {Hilbert}, Bryan and {Hutchison}, Taylor A. and {Larson}, Rebecca L. and {Lucas}, Ray A. and {McGrath}, Elizabeth J. and {Ryan}, Russell and {Wang}, Xin and {Wuyts}, Stijn},
+       author = {{Bagley}, Micaela B. and {Finkelstein}, Steven L. and {Koekemoer}, Anton M. and {Ferguson}, Henry C. and {Arrabal Haro}, Pablo and {Dickinson}, Mark and {Kartaltepe}, Jeyhan S. and {Papovich}, Casey and {P{\'e}rez-Gonz{\'a}lez}, Pablo G. and {Pirzkal}, Nor and {Somerville}, Rachel S. and {Willmer}, Christopher N.~A. and {Yang}, Guang and {Yung}, L.~Y. Aaron and {Fontana}, Adriano and {Grazian}, Andrea and {Grogin}, Norman A. and {Hirschmann}, Michaela and {Kewley}, Lisa J. and {Kirkpatrick}, Allison and {Kocevski}, Dale D. and {Lotz}, Jennifer M. and {Medrano}, Aubrey and {Morales}, Alexa M. and {Pentericci}, Laura and {Ravindranath}, Swara and {Trump}, Jonathan R. and {Wilkins}, Stephen M. and {Calabr{\`o}}, Antonello and {Cooper}, M.~C. and {Costantin}, Luca and {de la Vega}, Alexander and {Hilbert}, Bryan and {Hutchison}, Taylor A. and {Larson}, Rebecca L. and {Lucas}, Ray A. and {McGrath}, Elizabeth J. and {Ryan}, Russell and {Wang}, Xin and {Wuyts}, Stijn},
         title = "{CEERS Epoch 1 NIRCam Imaging: Reduction Methods and Simulations Enabling Early JWST Science Results}",
-      journal = {pjl},
+      journal = {\apjl},
      keywords = {Near infrared astronomy, Direct imaging, Astronomy data reduction, 1093, 387, 1861, Astrophysics - Instrumentation and Methods for Astrophysics, Astrophysics - Astrophysics of Galaxies},
          year = 2023,
         month = mar,
@@ -222,7 +189,7 @@ archivePrefix = {arXiv},
 }
 
 @ARTICLE{2023arXiv230602465E,
-       author = {{Eisenstein}, Daniel J. and {Willott}, Chris and {Alberts}, Stacey and {Arribas}, Santiago and {Bonaventura}, Nina and {Bunker}, Andrew J. and {Cameron}, Alex J. and {Carniani}, Stefano and {Charlot}, Stephane and {Curtis-Lake}, Emma and {D'Eugenio}, Francesco and {Endsley}, Ryan and {Ferruit}, Pierre and {Giardino}, Giovanna and {Hainline}, Kevin and {Hausen}, Ryan and {Jakobsen}, Peter and {Johnson}, Benjamin D. and {Maiolino}, Roberto and {Rieke}, Marcia and {Rieke}, George and {Rix}, Hans-Walter and {Robertson}, Brant and {Stark}, Daniel P. and {Tacchella}, Sandro and {Williams}, Christina C. and {Willmer}, Christopher N.~A. and {Baker}, William M. and {Baum}, Stefi and {Bhatawdekar}, Rachana and {Boyett}, Kristan and {Chen}, Zuyi and {Chevallard}, Jacopo and {Circosta}, Chiara and {Curti}, Mirko and {Danhaive}, A. Lola and {DeCoursey}, Christa and {de Graaff}, Anna and {Dressler}, Alan and {Egami}, Eiichi and {Helton}, Jakob M. and {Hviding}, Raphael E. and {Ji}, Zhiyuan and {Jones}, Gareth C. and {Kumari}, Nimisha and {L{"u}tzgendorf}, Nora and {Laseter}, Isaac and {Looser}, Tobias J. and {Lyu}, Jianwei and {Maseda}, Michael V. and {Nelson}, Erica and {Parlanti}, Eleonora and {Perna}, Michele and {Pusk{'a}s}, D{'a}vid and {Rawle}, Tim and {Rodr{'\i}guez Del Pino}, Bruno and {Sandles}, Lester and {Saxena}, Aayush and {Scholtz}, Jan and {Sharpe}, Katherine and {Shivaei}, Irene and {Silcock}, Maddie S. and {Simmonds}, Charlotte and {Skarbinski}, Maya and {Smit}, Renske and {Stone}, Meredith and {Suess}, Katherine A. and {Sun}, Fengwu and {Tang}, Mengtao and {Topping}, Michael W. and {{"U}bler}, Hannah and {Villanueva}, Natalia C. and {Wallace}, Imaan E.~B. and {Whitler}, Lily and {Witstok}, Joris and {Woodrum}, Charity},
+       author = {{Eisenstein}, Daniel J. and {Willott}, Chris and {Alberts}, Stacey and {Arribas}, Santiago and {Bonaventura}, Nina and {Bunker}, Andrew J. and {Cameron}, Alex J. and {Carniani}, Stefano and {Charlot}, Stephane and {Curtis-Lake}, Emma and {D'Eugenio}, Francesco and {Endsley}, Ryan and {Ferruit}, Pierre and {Giardino}, Giovanna and {Hainline}, Kevin and {Hausen}, Ryan and {Jakobsen}, Peter and {Johnson}, Benjamin D. and {Maiolino}, Roberto and {Rieke}, Marcia and {Rieke}, George and {Rix}, Hans-Walter and {Robertson}, Brant and {Stark}, Daniel P. and {Tacchella}, Sandro and {Williams}, Christina C. and {Willmer}, Christopher N.~A. and {Baker}, William M. and {Baum}, Stefi and {Bhatawdekar}, Rachana and {Boyett}, Kristan and {Chen}, Zuyi and {Chevallard}, Jacopo and {Circosta}, Chiara and {Curti}, Mirko and {Danhaive}, A. Lola and {DeCoursey}, Christa and {de Graaff}, Anna and {Dressler}, Alan and {Egami}, Eiichi and {Helton}, Jakob M. and {Hviding}, Raphael E. and {Ji}, Zhiyuan and {Jones}, Gareth C. and {Kumari}, Nimisha and {L{\"u}tzgendorf}, Nora and {Laseter}, Isaac and {Looser}, Tobias J. and {Lyu}, Jianwei and {Maseda}, Michael V. and {Nelson}, Erica and {Parlanti}, Eleonora and {Perna}, Michele and {Pusk{\'a}s}, D{\'a}vid and {Rawle}, Tim and {Rodr{\'\i}guez Del Pino}, Bruno and {Sandles}, Lester and {Saxena}, Aayush and {Scholtz}, Jan and {Sharpe}, Katherine and {Shivaei}, Irene and {Silcock}, Maddie S. and {Simmonds}, Charlotte and {Skarbinski}, Maya and {Smit}, Renske and {Stone}, Meredith and {Suess}, Katherine A. and {Sun}, Fengwu and {Tang}, Mengtao and {Topping}, Michael W. and {{\"U}bler}, Hannah and {Villanueva}, Natalia C. and {Wallace}, Imaan E.~B. and {Whitler}, Lily and {Witstok}, Joris and {Woodrum}, Charity},
         title = "{Overview of the JWST Advanced Deep Extragalactic Survey (JADES)}",
       journal = {arXiv e-prints},
      keywords = {Astrophysics - Astrophysics of Galaxies},
@@ -238,5 +205,4 @@ archivePrefix = {arXiv},
       adsnote = {Provided by the SAO/NASA Astrophysics Data System}
 }
 
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