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Gaia Data Set For Stellar Classification(DR3)

Dataset created for Machine Learning with TapVizier platform.

@kaggle.realkiller69_gaia_data_set_for_stellar_classificationdr3

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About this Dataset

Gaia Data Set For Stellar Classification(DR3)

V2 at https://www.kaggle.com/datasets/realkiller69/gaia-stars-dataset-from-dr3-data-release-3
+Added extintion values for each band.
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V1:
611689 data instances filtered from gaia DR3.

  1. 100k instances for each spectral class : A, F, G, K, M.
  2. 85673 for B type stars.
  3. 26016 for O type stars.

Information of columns:

  • RA_ICRS: Right ascension in the ICRS (International Celestial Reference System) coordinate system.
  • DE_ICRS: Declination in the ICRS coordinate system.
  • Source: Unique identifier for an object in the Gaia catalogue.
  • Plx: Trigonometric parallax of the celestial body in milliarcseconds.
  • PM: Total proper motion of the celestial body in the sky in milliarcseconds per year.
  • pmRA: Proper motion component in the right ascension direction in milliarcseconds per year.
  • pmDE: Proper motion component in the declination direction in milliarcseconds per year.
  • Gmag: Average apparent magnitude integrated in the G band.
  • e_Gmag: Error in G magnitude.
  • BPmag: Average apparent magnitude integrated in the BP blue band.
  • e_BPmag: Error associated with BP magnitude.
  • RPmag: Average apparent magnitude integrated in the RP red band.
  • e_RPmag: Error in RP magnitude.
  • GRVSmag: Average apparent magnitude integrated in the RVS band.
  • e_GRVSmag: Error in RVS magnitude.
  • BP-RP: BP-RP color index.
  • BP-G: BP-G color index.
  • G-RP: G-RP color index.
  • pscol: pseudocolor estimated by gaia in um^-1
  • Teff: Estimated effective temperature of the celestial object by Gaia in Kelvins.
  • Dist: Distance to the celestial object: inverse of the parallax, in parsecs.
  • Rad: Object radius estimate in terms of solar radius.
  • Lum-Flame: Estimated object luminosity in terms of solar luminosity.
  • Mass-Flame: Mass estimate in terms of solar mass.
  • Age-Flame: Celestial object age in giga years.
  • z-Flame: Redshift in km/s.
  • SpType-ELS: Estimated spectral class by Gaia.

Additional information at: https://gea.esac.esa.int/archive/documentation/GDR3/Gaia_archive/chap_datamodel/sec_dm_astrophysical_parameter_tables/

Tables

Datagaia

@kaggle.realkiller69_gaia_data_set_for_stellar_classificationdr3.datagaia
  • 86.48 MB
  • 611689 rows
  • 28 columns
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CREATE TABLE datagaia (
  "unnamed_0" BIGINT,
  "ra_icrs" DOUBLE,
  "de_icrs" DOUBLE,
  "source" BIGINT,
  "plx" DOUBLE,
  "pm" DOUBLE,
  "pmra" DOUBLE,
  "pmde" DOUBLE,
  "gmag" DOUBLE,
  "e_gmag" DOUBLE,
  "bpmag" DOUBLE,
  "e_bpmag" DOUBLE,
  "rpmag" DOUBLE,
  "e_rpmag" DOUBLE,
  "grvsmag" DOUBLE,
  "e_grvsmag" DOUBLE,
  "bp_rp" DOUBLE,
  "bp_g" DOUBLE,
  "g_rp" DOUBLE,
  "pscol" DOUBLE,
  "teff" DOUBLE,
  "dist" DOUBLE,
  "rad" DOUBLE,
  "lum_flame" DOUBLE,
  "mass_flame" DOUBLE,
  "age_flame" DOUBLE,
  "z_flame" DOUBLE,
  "sptype_els" VARCHAR
);

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