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README.md

@@ -1,91 +1,54 @@
 ---
-description: 'The PROVABGS catalog from Hahn, et al. (2022) is a catalog of galaxy
+{}
+---
+
+    ---
+    description: 'The PROVABGS catalog from Hahn, et al. (2022) is a catalog of galaxy
   properties derived using a state-of-the-art SED modeling of DESI
 
   spectroscopy and photometry. More details are located here: https://github.com/changhoonhahn/provabgs
 
   '
 homepage: https://changhoonhahn.github.io/provabgs/current/
-version: 1.1.0
-citation: "@article{hahn2023desi,\n  title={The DESI PRObabilistic Value-added Bright\
-  \ Galaxy Survey (PROVABGS) Mock Challenge},\n  author={Hahn, ChangHoon and Kwon,\
-  \ KJ and Tojeiro, Rita and Siudek, Malgorzata and Canning, Rebecca EA and Mezcua,\
-  \ Mar and Tinker, Jeremy L and Brooks, David and Doel, Peter and Fanning, Kevin\
-  \ and others},\n  journal={The Astrophysical Journal},\n  volume={945},\n  number={1},\n\
-  \  pages={16},\n  year={2023},\n  publisher={IOP Publishing}\n}\n"
-dataset_info:
-  config_name: provabgs
-  features:
-  - name: ra
-    dtype: float32
-  - name: dec
-    dtype: float32
-  - name: object_id
-    dtype: string
-  - name: PROVABGS_MCMC
-    dtype:
-      array2_d:
-        shape:
-        - 100
-        - 13
-        dtype: float32
-  - name: PROVABGS_THETA_BF
-    sequence: float32
-  - name: LOG_MSTAR
-    dtype: float32
-  - name: Z_HP
-    dtype: float32
-  - name: Z_MW
-    dtype: float32
-  - name: TAGE_MW
-    dtype: float32
-  - name: AVG_SFR
-    dtype: float32
-  - name: ZERR
-    dtype: float32
-  - name: TSNR2_BGS
-    dtype: float32
-  - name: MAG_G
-    dtype: float32
-  - name: MAG_R
-    dtype: float32
-  - name: MAG_Z
-    dtype: float32
-  - name: MAG_W1
-    dtype: float32
-  - name: FIBMAG_R
-    dtype: float32
-  - name: HPIX_64
-    dtype: float32
-  - name: PROVABGS_Z_MAX
-    dtype: float32
-  - name: SCHLEGEL_COLOR
-    dtype: float32
-  - name: PROVABGS_W_ZFAIL
-    dtype: float32
-  - name: PROVABGS_W_FIBASSIGN
-    dtype: float32
-  splits:
-  - name: train
-    num_bytes: 575700000
-    num_examples: 100000
-  download_size: 602050333
-  dataset_size: 575700000
-configs:
-- config_name: provabgs
-  data_files:
-  - split: train
-    path: provabgs/train-*
----
-
-# Desi_provabgs Dataset
-
-MIT License
-
-The PROVABGS catalog from Hahn, et al. (2022) is a catalog of galaxy properties derived using a state-of-the-art SED modeling of DESI
+version: 1.0.0
+citation: "% % ACKNOWLEDGEMENTS\n% From https://github.com/changhoonhahn/provabgs\
+  \ and https://arxiv.org/abs/2202.01809 :\n% \n% This research is supported by the\
+  \ Director, Office of Science, Office of High Energy Physics of the U.S. Department\
+  \ of Energy under Contract No. DE–AC02–05CH11231, and by the National Energy Research\
+  \ Scientific Computing Center, a DOE Office of Science User Facility under the same\
+  \ contract; additional support for DESI is provided by the U.S. National Science\
+  \ Foundation, Division of Astronomical Sciences under Contract No. AST-0950945 to\
+  \ the NSF’s National Optical-Infrared Astronomy Research Laboratory; the Science\
+  \ and Technologies Facilities Council of the United Kingdom; the Gordon and Betty\
+  \ Moore Foundation; the Heising-Simons Foundation; the French Alternative Energies\
+  \ and Atomic Energy Commission (CEA); the National Council of Science and Technology\
+  \ of Mexico; the Ministry of Economy of Spain, and by the DESI Member Institutions.\n\
+  % \n% The authors are honored to be permitted to conduct scientific research on\
+  \ Iolkam Du’ag (Kitt Peak), a mountain with particular significance to the Tohono\
+  \ O’odham Nation.\n% \n% CITATION\n@article{hahn2023desi,\n  title={The DESI PRObabilistic\
+  \ Value-added Bright Galaxy Survey (PROVABGS) Mock Challenge},\n  author={Hahn,\
+  \ ChangHoon and Kwon, KJ and Tojeiro, Rita and Siudek, Malgorzata and Canning, Rebecca\
+  \ EA and Mezcua, Mar and Tinker, Jeremy L and Brooks, David and Doel, Peter and\
+  \ Fanning, Kevin and others},\n  journal={The Astrophysical Journal},\n  volume={945},\n\
+  \  number={1},\n  pages={16},\n  year={2023},\n  publisher={IOP Publishing}\n}\n"
+    ---
+
+    # Desi_provabgs Dataset
+
+    MIT License
+
+    The PROVABGS catalog from Hahn, et al. (2022) is a catalog of galaxy properties derived using a state-of-the-art SED modeling of DESI
 spectroscopy and photometry. More details are located here: https://github.com/changhoonhahn/provabgs
 
 
+    % % ACKNOWLEDGEMENTS
+% From https://github.com/changhoonhahn/provabgs and https://arxiv.org/abs/2202.01809 :
+% 
+% This research is supported by the Director, Office of Science, Office of High Energy Physics of the U.S. Department of Energy under Contract No. DE–AC02–05CH11231, and by the National Energy Research Scientific Computing Center, a DOE Office of Science User Facility under the same contract; additional support for DESI is provided by the U.S. National Science Foundation, Division of Astronomical Sciences under Contract No. AST-0950945 to the NSF’s National Optical-Infrared Astronomy Research Laboratory; the Science and Technologies Facilities Council of the United Kingdom; the Gordon and Betty Moore Foundation; the Heising-Simons Foundation; the French Alternative Energies and Atomic Energy Commission (CEA); the National Council of Science and Technology of Mexico; the Ministry of Economy of Spain, and by the DESI Member Institutions.
+% 
+% The authors are honored to be permitted to conduct scientific research on Iolkam Du’ag (Kitt Peak), a mountain with particular significance to the Tohono O’odham Nation.
+% 
+% CITATION
 @article{hahn2023desi,
   title={The DESI PRObabilistic Value-added Bright Galaxy Survey (PROVABGS) Mock Challenge},
   author={Hahn, ChangHoon and Kwon, KJ and Tojeiro, Rita and Siudek, Malgorzata and Canning, Rebecca EA and Mezcua, Mar and Tinker, Jeremy L and Brooks, David and Doel, Peter and Fanning, Kevin and others},
@@ -97,3 +60,4 @@ spectroscopy and photometry. More details are located here: https://github.com/c
   publisher={IOP Publishing}
 }
 
+