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README.md

@@ -1,54 +1,210 @@
 ---
-dataset_info:
-  config_name: apogee
-  features:
-  - name: spectrum
-    sequence:
-    - name: flux
-      dtype: float32
-    - name: ivar
-      dtype: float32
-    - name: lsf_sigma
-      dtype: float32
-    - name: lambda
-      dtype: float32
-    - name: pix_bitmask
-      dtype: int64
-    - name: pseudo_continuum_flux
-      dtype: float32
-    - name: pseudo_continuum_ivar
-      dtype: float32
-  - name: teff
-    dtype: float32
-  - name: logg
-    dtype: float32
-  - name: m_h
-    dtype: float32
-  - name: alpha_m
-    dtype: float32
-  - name: teff_err
-    dtype: float32
-  - name: logg_err
-    dtype: float32
-  - name: m_h_err
-    dtype: float32
-  - name: alpha_m_err
-    dtype: float32
-  - name: radial_velocity
-    dtype: float32
-  - name: restframe
-    dtype: bool
-  - name: object_id
-    dtype: string
-  splits:
-  - name: train
-    num_bytes: 10583640
-    num_examples: 44
-  download_size: 7351869
-  dataset_size: 10583640
-configs:
-- config_name: apogee
-  data_files:
-  - split: train
-    path: apogee/train-*
+description: "Apache Point Observatory Galactic Evolution Experiment (APOGEE) within\
+  \ the Sloan Digital Sky Survey (SDSS) is a high-resolution (R~22,000), \nhigh signal-to-noise\
+  \ (>100 per pixel typically) stellar spectroscopic survey with 2.5-m telescopes\
+  \ in northern and southern hemisphere in the near infrared H-band wavelength region.\n"
+homepage: https://www.sdss4.org/dr17/irspec/
+version: 1.0.0
+citation: "@ARTICLE{2017AJ....154...28B,\n       author = {{Blanton}, Michael R. and\
+  \ et al.},\n        title = \"{Sloan Digital Sky Survey IV: Mapping the Milky Way,\
+  \ Nearby Galaxies, and the Distant Universe}\",\n      journal = {\aj},\n     keywords\
+  \ = {cosmology: observations, galaxies: general, Galaxy: general, instrumentation:\
+  \ spectrographs, stars: general, surveys, Astrophysics - Astrophysics of Galaxies},\n\
+  \         year = 2017,\n        month = jul,\n       volume = {154},\n       number\
+  \ = {1},\n          eid = {28},\n        pages = {28},\n          doi = {10.3847/1538-3881/aa7567},\n\
+  archivePrefix = {arXiv},\n       eprint = {1703.00052},\n primaryClass = {astro-ph.GA},\n\
+  \       adsurl = {https://ui.adsabs.harvard.edu/abs/2017AJ....154...28B},\n    \
+  \  adsnote = {Provided by the SAO/NASA Astrophysics Data System}\n}\n\n@ARTICLE{2022ApJS..259...35A,\n\
+  \       author = {{Abdurro'uf} and et al.},\n        title = \"{The Seventeenth\
+  \ Data Release of the Sloan Digital Sky Surveys: Complete Release of MaNGA, MaStar,\
+  \ and APOGEE-2 Data}\",\n      journal = {\apjs},\n     keywords = {Astronomy data\
+  \ acquisition, Astronomy databases, Surveys, 1860, 83, 1671, Astrophysics - Astrophysics\
+  \ of Galaxies, Astrophysics - Instrumentation and Methods for Astrophysics},\n \
+  \        year = 2022,\n        month = apr,\n       volume = {259},\n       number\
+  \ = {2},\n          eid = {35},\n        pages = {35},\n          doi = {10.3847/1538-4365/ac4414},\n\
+  archivePrefix = {arXiv},\n       eprint = {2112.02026},\n primaryClass = {astro-ph.GA},\n\
+  \       adsurl = {https://ui.adsabs.harvard.edu/abs/2022ApJS..259...35A},\n    \
+  \  adsnote = {Provided by the SAO/NASA Astrophysics Data System}\n}\n\n@ARTICLE{2017AJ....154...94M,\n\
+  \       author = {{Majewski}, Steven R. and {Schiavon}, Ricardo P. and {Frinchaboy},\
+  \ Peter M. and {Allende Prieto}, Carlos and {Barkhouser}, Robert and {Bizyaev},\
+  \ Dmitry and {Blank}, Basil and {Brunner}, Sophia and {Burton}, Adam and {Carrera},\
+  \ Ricardo and {Chojnowski}, S. Drew and {Cunha}, K{'a}tia and {Epstein}, Courtney\
+  \ and {Fitzgerald}, Greg and {Garc{'\\i}a P{'e}rez}, Ana E. and {Hearty}, Fred R.\
+  \ and {Henderson}, Chuck and {Holtzman}, Jon A. and {Johnson}, Jennifer A. and {Lam},\
+  \ Charles R. and {Lawler}, James E. and {Maseman}, Paul and {M{'e}sz{'a}ros}, Szabolcs\
+  \ and {Nelson}, Matthew and {Nguyen}, Duy Coung and {Nidever}, David L. and {Pinsonneault},\
+  \ Marc and {Shetrone}, Matthew and {Smee}, Stephen and {Smith}, Verne V. and {Stolberg},\
+  \ Todd and {Skrutskie}, Michael F. and {Walker}, Eric and {Wilson}, John C. and\
+  \ {Zasowski}, Gail and {Anders}, Friedrich and {Basu}, Sarbani and {Beland}, Stephane\
+  \ and {Blanton}, Michael R. and {Bovy}, Jo and {Brownstein}, Joel R. and {Carlberg},\
+  \ Joleen and {Chaplin}, William and {Chiappini}, Cristina and {Eisenstein}, Daniel\
+  \ J. and {Elsworth}, Yvonne and {Feuillet}, Diane and {Fleming}, Scott W. and {Galbraith-Frew},\
+  \ Jessica and {Garc{'\\i}a}, Rafael A. and {Garc{'\\i}a-Hern{'a}ndez}, D. An{'\\\
+  i}bal and {Gillespie}, Bruce A. and {Girardi}, L{'e}o and {Gunn}, James E. and {Hasselquist},\
+  \ Sten and {Hayden}, Michael R. and {Hekker}, Saskia and {Ivans}, Inese and {Kinemuchi},\
+  \ Karen and {Klaene}, Mark and {Mahadevan}, Suvrath and {Mathur}, Savita and {Mosser},\
+  \ Beno{\\^\\i}t and {Muna}, Demitri and {Munn}, Jeffrey A. and {Nichol}, Robert\
+  \ C. and {O'Connell}, Robert W. and {Parejko}, John K. and {Robin}, A.~C. and {Rocha-Pinto},\
+  \ Helio and {Schultheis}, Matthias and {Serenelli}, Aldo M. and {Shane}, Neville\
+  \ and {Silva Aguirre}, Victor and {Sobeck}, Jennifer S. and {Thompson}, Benjamin\
+  \ and {Troup}, Nicholas W. and {Weinberg}, David H. and {Zamora}, Olga},\n     \
+  \   title = \"{The Apache Point Observatory Galactic Evolution Experiment (APOGEE)}\"\
+  ,\n      journal = {\aj},\n     keywords = {Galaxy: abundances, Galaxy: evolution,\
+  \ Galaxy: formation, Galaxy: kinematics and dynamics, Galaxy: stellar content, Galaxy:\
+  \ structure, Astrophysics - Instrumentation and Methods for Astrophysics, Astrophysics\
+  \ - Astrophysics of Galaxies},\n         year = 2017,\n        month = sep,\n  \
+  \     volume = {154},\n       number = {3},\n          eid = {94},\n        pages\
+  \ = {94},\n          doi = {10.3847/1538-3881/aa784d},\narchivePrefix = {arXiv},\n\
+  \       eprint = {1509.05420},\n primaryClass = {astro-ph.IM},\n       adsurl =\
+  \ {https://ui.adsabs.harvard.edu/abs/2017AJ....154...94M},\n      adsnote = {Provided\
+  \ by the SAO/NASA Astrophysics Data System}\n}\n\n@ARTICLE{2019PASP..131e5001W,\n\
+  \       author = {{Wilson}, J.~C. and {Hearty}, F.~R. and {Skrutskie}, M.~F. and\
+  \ {Majewski}, S.~R. and {Holtzman}, J.~A. and {Eisenstein}, D. and {Gunn}, J. and\
+  \ {Blank}, B. and {Henderson}, C. and {Smee}, S. and {Nelson}, M. and {Nidever},\
+  \ D. and {Arns}, J. and {Barkhouser}, R. and {Barr}, J. and {Beland}, S. and {Bershady},\
+  \ M.~A. and {Blanton}, M.~R. and {Brunner}, S. and {Burton}, A. and {Carey}, L.\
+  \ and {Carr}, M. and {Colque}, J.~P. and {Crane}, J. and {Damke}, G.~J. and {Davidson},\
+  \ J.~W., Jr. and {Dean}, J. and {Di Mille}, F. and {Don}, K.~W. and {Ebelke}, G.\
+  \ and {Evans}, M. and {Fitzgerald}, G. and {Gillespie}, B. and {Hall}, M. and {Harding},\
+  \ A. and {Harding}, P. and {Hammond}, R. and {Hancock}, D. and {Harrison}, C. and\
+  \ {Hope}, S. and {Horne}, T. and {Karakla}, J. and {Lam}, C. and {Leger}, F. and\
+  \ {MacDonald}, N. and {Maseman}, P. and {Matsunari}, J. and {Melton}, S. and {Mitcheltree},\
+  \ T. and {O'Brien}, T. and {O'Connell}, R.~W. and {Patten}, A. and {Richardson},\
+  \ W. and {Rieke}, G. and {Rieke}, M. and {Roman-Lopes}, A. and {Schiavon}, R.~P.\
+  \ and {Sobeck}, J.~S. and {Stolberg}, T. and {Stoll}, R. and {Tembe}, M. and {Trujillo},\
+  \ J.~D. and {Uomoto}, A. and {Vernieri}, M. and {Walker}, E. and {Weinberg}, D.~H.\
+  \ and {Young}, E. and {Anthony-Brumfield}, B. and {Bizyaev}, D. and {Breslauer},\
+  \ B. and {De Lee}, N. and {Downey}, J. and {Halverson}, S. and {Huehnerhoff}, J.\
+  \ and {Klaene}, M. and {Leon}, E. and {Long}, D. and {Mahadevan}, S. and {Malanushenko},\
+  \ E. and {Nguyen}, D.~C. and {Owen}, R. and {S{'a}nchez-Gallego}, J.~R. and {Sayres},\
+  \ C. and {Shane}, N. and {Shectman}, S.~A. and {Shetrone}, M. and {Skinner}, D.\
+  \ and {Stauffer}, F. and {Zhao}, B.},\n        title = \"{The Apache Point Observatory\
+  \ Galactic Evolution Experiment (APOGEE) Spectrographs}\",\n      journal = {\\\
+  pasp},\n     keywords = {Astrophysics - Instrumentation and Methods for Astrophysics},\n\
+  \         year = 2019,\n        month = may,\n       volume = {131},\n       number\
+  \ = {999},\n        pages = {055001},\n          doi = {10.1088/1538-3873/ab0075},\n\
+  archivePrefix = {arXiv},\n       eprint = {1902.00928},\n primaryClass = {astro-ph.IM},\n\
+  \       adsurl = {https://ui.adsabs.harvard.edu/abs/2019PASP..131e5001W},\n    \
+  \  adsnote = {Provided by the SAO/NASA Astrophysics Data System}\n}\n\n@ARTICLE{2016AJ....151..144G,\n\
+  \       author = {{Garc{'\\i}a P{'e}rez}, Ana E. and {Allende Prieto}, Carlos and\
+  \ {Holtzman}, Jon A. and {Shetrone}, Matthew and {M{'e}sz{'a}ros}, Szabolcs and\
+  \ {Bizyaev}, Dmitry and {Carrera}, Ricardo and {Cunha}, Katia and {Garc{'\\i}a-Hern{'a}ndez},\
+  \ D.~A. and {Johnson}, Jennifer A. and {Majewski}, Steven R. and {Nidever}, David\
+  \ L. and {Schiavon}, Ricardo P. and {Shane}, Neville and {Smith}, Verne V. and {Sobeck},\
+  \ Jennifer and {Troup}, Nicholas and {Zamora}, Olga and {Weinberg}, David H. and\
+  \ {Bovy}, Jo and {Eisenstein}, Daniel J. and {Feuillet}, Diane and {Frinchaboy},\
+  \ Peter M. and {Hayden}, Michael R. and {Hearty}, Fred R. and {Nguyen}, Duy C. and\
+  \ {O'Connell}, Robert W. and {Pinsonneault}, Marc H. and {Wilson}, John C. and {Zasowski},\
+  \ Gail},\n        title = \"{ASPCAP: The APOGEE Stellar Parameter and Chemical Abundances\
+  \ Pipeline}\",\n      journal = {\aj},\n     keywords = {Galaxy: center, Galaxy:\
+  \ structure, methods: data analysis, stars: abundances, stars: atmospheres, Astrophysics\
+  \ - Solar and Stellar Astrophysics},\n         year = 2016,\n        month = jun,\n\
+  \       volume = {151},\n       number = {6},\n          eid = {144},\n        pages\
+  \ = {144},\n          doi = {10.3847/0004-6256/151/6/144},\narchivePrefix = {arXiv},\n\
+  \       eprint = {1510.07635},\n primaryClass = {astro-ph.SR},\n       adsurl =\
+  \ {https://ui.adsabs.harvard.edu/abs/2016AJ....151..144G},\n      adsnote = {Provided\
+  \ by the SAO/NASA Astrophysics Data System}\n}\n"
 ---
+
+# Apogee Dataset
+
+https://www.sdss4.org/collaboration/citing-sdss/
+
+Apache Point Observatory Galactic Evolution Experiment (APOGEE) within the Sloan Digital Sky Survey (SDSS) is a high-resolution (R~22,000), 
+high signal-to-noise (>100 per pixel typically) stellar spectroscopic survey with 2.5-m telescopes in northern and southern hemisphere in the near infrared H-band wavelength region.
+
+
+@ARTICLE{2017AJ....154...28B,
+       author = {{Blanton}, Michael R. and et al.},
+        title = "{Sloan Digital Sky Survey IV: Mapping the Milky Way, Nearby Galaxies, and the Distant Universe}",
+      journal = {j},
+     keywords = {cosmology: observations, galaxies: general, Galaxy: general, instrumentation: spectrographs, stars: general, surveys, Astrophysics - Astrophysics of Galaxies},
+         year = 2017,
+        month = jul,
+       volume = {154},
+       number = {1},
+          eid = {28},
+        pages = {28},
+          doi = {10.3847/1538-3881/aa7567},
+archivePrefix = {arXiv},
+       eprint = {1703.00052},
+ primaryClass = {astro-ph.GA},
+       adsurl = {https://ui.adsabs.harvard.edu/abs/2017AJ....154...28B},
+      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
+}
+
+@ARTICLE{2022ApJS..259...35A,
+       author = {{Abdurro'uf} and et al.},
+        title = "{The Seventeenth Data Release of the Sloan Digital Sky Surveys: Complete Release of MaNGA, MaStar, and APOGEE-2 Data}",
+      journal = {pjs},
+     keywords = {Astronomy data acquisition, Astronomy databases, Surveys, 1860, 83, 1671, Astrophysics - Astrophysics of Galaxies, Astrophysics - Instrumentation and Methods for Astrophysics},
+         year = 2022,
+        month = apr,
+       volume = {259},
+       number = {2},
+          eid = {35},
+        pages = {35},
+          doi = {10.3847/1538-4365/ac4414},
+archivePrefix = {arXiv},
+       eprint = {2112.02026},
+ primaryClass = {astro-ph.GA},
+       adsurl = {https://ui.adsabs.harvard.edu/abs/2022ApJS..259...35A},
+      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
+}
+
+@ARTICLE{2017AJ....154...94M,
+       author = {{Majewski}, Steven R. and {Schiavon}, Ricardo P. and {Frinchaboy}, Peter M. and {Allende Prieto}, Carlos and {Barkhouser}, Robert and {Bizyaev}, Dmitry and {Blank}, Basil and {Brunner}, Sophia and {Burton}, Adam and {Carrera}, Ricardo and {Chojnowski}, S. Drew and {Cunha}, K{'a}tia and {Epstein}, Courtney and {Fitzgerald}, Greg and {Garc{'\i}a P{'e}rez}, Ana E. and {Hearty}, Fred R. and {Henderson}, Chuck and {Holtzman}, Jon A. and {Johnson}, Jennifer A. and {Lam}, Charles R. and {Lawler}, James E. and {Maseman}, Paul and {M{'e}sz{'a}ros}, Szabolcs and {Nelson}, Matthew and {Nguyen}, Duy Coung and {Nidever}, David L. and {Pinsonneault}, Marc and {Shetrone}, Matthew and {Smee}, Stephen and {Smith}, Verne V. and {Stolberg}, Todd and {Skrutskie}, Michael F. and {Walker}, Eric and {Wilson}, John C. and {Zasowski}, Gail and {Anders}, Friedrich and {Basu}, Sarbani and {Beland}, Stephane and {Blanton}, Michael R. and {Bovy}, Jo and {Brownstein}, Joel R. and {Carlberg}, Joleen and {Chaplin}, William and {Chiappini}, Cristina and {Eisenstein}, Daniel J. and {Elsworth}, Yvonne and {Feuillet}, Diane and {Fleming}, Scott W. and {Galbraith-Frew}, Jessica and {Garc{'\i}a}, Rafael A. and {Garc{'\i}a-Hern{'a}ndez}, D. An{'\i}bal and {Gillespie}, Bruce A. and {Girardi}, L{'e}o and {Gunn}, James E. and {Hasselquist}, Sten and {Hayden}, Michael R. and {Hekker}, Saskia and {Ivans}, Inese and {Kinemuchi}, Karen and {Klaene}, Mark and {Mahadevan}, Suvrath and {Mathur}, Savita and {Mosser}, Beno{\^\i}t and {Muna}, Demitri and {Munn}, Jeffrey A. and {Nichol}, Robert C. and {O'Connell}, Robert W. and {Parejko}, John K. and {Robin}, A.~C. and {Rocha-Pinto}, Helio and {Schultheis}, Matthias and {Serenelli}, Aldo M. and {Shane}, Neville and {Silva Aguirre}, Victor and {Sobeck}, Jennifer S. and {Thompson}, Benjamin and {Troup}, Nicholas W. and {Weinberg}, David H. and {Zamora}, Olga},
+        title = "{The Apache Point Observatory Galactic Evolution Experiment (APOGEE)}",
+      journal = {j},
+     keywords = {Galaxy: abundances, Galaxy: evolution, Galaxy: formation, Galaxy: kinematics and dynamics, Galaxy: stellar content, Galaxy: structure, Astrophysics - Instrumentation and Methods for Astrophysics, Astrophysics - Astrophysics of Galaxies},
+         year = 2017,
+        month = sep,
+       volume = {154},
+       number = {3},
+          eid = {94},
+        pages = {94},
+          doi = {10.3847/1538-3881/aa784d},
+archivePrefix = {arXiv},
+       eprint = {1509.05420},
+ primaryClass = {astro-ph.IM},
+       adsurl = {https://ui.adsabs.harvard.edu/abs/2017AJ....154...94M},
+      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
+}
+
+@ARTICLE{2019PASP..131e5001W,
+       author = {{Wilson}, J.~C. and {Hearty}, F.~R. and {Skrutskie}, M.~F. and {Majewski}, S.~R. and {Holtzman}, J.~A. and {Eisenstein}, D. and {Gunn}, J. and {Blank}, B. and {Henderson}, C. and {Smee}, S. and {Nelson}, M. and {Nidever}, D. and {Arns}, J. and {Barkhouser}, R. and {Barr}, J. and {Beland}, S. and {Bershady}, M.~A. and {Blanton}, M.~R. and {Brunner}, S. and {Burton}, A. and {Carey}, L. and {Carr}, M. and {Colque}, J.~P. and {Crane}, J. and {Damke}, G.~J. and {Davidson}, J.~W., Jr. and {Dean}, J. and {Di Mille}, F. and {Don}, K.~W. and {Ebelke}, G. and {Evans}, M. and {Fitzgerald}, G. and {Gillespie}, B. and {Hall}, M. and {Harding}, A. and {Harding}, P. and {Hammond}, R. and {Hancock}, D. and {Harrison}, C. and {Hope}, S. and {Horne}, T. and {Karakla}, J. and {Lam}, C. and {Leger}, F. and {MacDonald}, N. and {Maseman}, P. and {Matsunari}, J. and {Melton}, S. and {Mitcheltree}, T. and {O'Brien}, T. and {O'Connell}, R.~W. and {Patten}, A. and {Richardson}, W. and {Rieke}, G. and {Rieke}, M. and {Roman-Lopes}, A. and {Schiavon}, R.~P. and {Sobeck}, J.~S. and {Stolberg}, T. and {Stoll}, R. and {Tembe}, M. and {Trujillo}, J.~D. and {Uomoto}, A. and {Vernieri}, M. and {Walker}, E. and {Weinberg}, D.~H. and {Young}, E. and {Anthony-Brumfield}, B. and {Bizyaev}, D. and {Breslauer}, B. and {De Lee}, N. and {Downey}, J. and {Halverson}, S. and {Huehnerhoff}, J. and {Klaene}, M. and {Leon}, E. and {Long}, D. and {Mahadevan}, S. and {Malanushenko}, E. and {Nguyen}, D.~C. and {Owen}, R. and {S{'a}nchez-Gallego}, J.~R. and {Sayres}, C. and {Shane}, N. and {Shectman}, S.~A. and {Shetrone}, M. and {Skinner}, D. and {Stauffer}, F. and {Zhao}, B.},
+        title = "{The Apache Point Observatory Galactic Evolution Experiment (APOGEE) Spectrographs}",
+      journal = {\pasp},
+     keywords = {Astrophysics - Instrumentation and Methods for Astrophysics},
+         year = 2019,
+        month = may,
+       volume = {131},
+       number = {999},
+        pages = {055001},
+          doi = {10.1088/1538-3873/ab0075},
+archivePrefix = {arXiv},
+       eprint = {1902.00928},
+ primaryClass = {astro-ph.IM},
+       adsurl = {https://ui.adsabs.harvard.edu/abs/2019PASP..131e5001W},
+      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
+}
+
+@ARTICLE{2016AJ....151..144G,
+       author = {{Garc{'\i}a P{'e}rez}, Ana E. and {Allende Prieto}, Carlos and {Holtzman}, Jon A. and {Shetrone}, Matthew and {M{'e}sz{'a}ros}, Szabolcs and {Bizyaev}, Dmitry and {Carrera}, Ricardo and {Cunha}, Katia and {Garc{'\i}a-Hern{'a}ndez}, D.~A. and {Johnson}, Jennifer A. and {Majewski}, Steven R. and {Nidever}, David L. and {Schiavon}, Ricardo P. and {Shane}, Neville and {Smith}, Verne V. and {Sobeck}, Jennifer and {Troup}, Nicholas and {Zamora}, Olga and {Weinberg}, David H. and {Bovy}, Jo and {Eisenstein}, Daniel J. and {Feuillet}, Diane and {Frinchaboy}, Peter M. and {Hayden}, Michael R. and {Hearty}, Fred R. and {Nguyen}, Duy C. and {O'Connell}, Robert W. and {Pinsonneault}, Marc H. and {Wilson}, John C. and {Zasowski}, Gail},
+        title = "{ASPCAP: The APOGEE Stellar Parameter and Chemical Abundances Pipeline}",
+      journal = {j},
+     keywords = {Galaxy: center, Galaxy: structure, methods: data analysis, stars: abundances, stars: atmospheres, Astrophysics - Solar and Stellar Astrophysics},
+         year = 2016,
+        month = jun,
+       volume = {151},
+       number = {6},
+          eid = {144},
+        pages = {144},
+          doi = {10.3847/0004-6256/151/6/144},
+archivePrefix = {arXiv},
+       eprint = {1510.07635},
+ primaryClass = {astro-ph.SR},
+       adsurl = {https://ui.adsabs.harvard.edu/abs/2016AJ....151..144G},
+      adsnote = {Provided by the SAO/NASA Astrophysics Data System}
+}
+