metadata
license: cc-by-sa-4.0
configs:
- config_name: default
data_files:
- split: train
path: data/train-*
- split: validation
path: data/validation-*
- split: test
path: data/test-*
dataset_info:
features:
- name: dr8_id
dtype: string
- name: ra
dtype: float64
- name: dec
dtype: float64
- name: brickid
dtype: int32
- name: objid
dtype: int32
- name: smooth-or-featured_smooth_fraction
dtype: float32
- name: smooth-or-featured_featured-or-disk_fraction
dtype: float32
- name: smooth-or-featured_artifact_fraction
dtype: float32
- name: disk-edge-on_yes_fraction
dtype: float32
- name: disk-edge-on_no_fraction
dtype: float32
- name: has-spiral-arms_yes_fraction
dtype: float32
- name: has-spiral-arms_no_fraction
dtype: float32
- name: bar_strong_fraction
dtype: float32
- name: bar_weak_fraction
dtype: float32
- name: bar_no_fraction
dtype: float32
- name: bulge-size_dominant_fraction
dtype: float32
- name: bulge-size_large_fraction
dtype: float32
- name: bulge-size_moderate_fraction
dtype: float32
- name: bulge-size_small_fraction
dtype: float32
- name: bulge-size_none_fraction
dtype: float32
- name: how-rounded_round_fraction
dtype: float32
- name: how-rounded_in-between_fraction
dtype: float32
- name: how-rounded_cigar-shaped_fraction
dtype: float32
- name: edge-on-bulge_boxy_fraction
dtype: float32
- name: edge-on-bulge_none_fraction
dtype: float32
- name: edge-on-bulge_rounded_fraction
dtype: float32
- name: spiral-winding_tight_fraction
dtype: float32
- name: spiral-winding_medium_fraction
dtype: float32
- name: spiral-winding_loose_fraction
dtype: float32
- name: spiral-arm-count_1_fraction
dtype: float32
- name: spiral-arm-count_2_fraction
dtype: float32
- name: spiral-arm-count_3_fraction
dtype: float32
- name: spiral-arm-count_4_fraction
dtype: float32
- name: spiral-arm-count_more-than-4_fraction
dtype: float32
- name: spiral-arm-count_cant-tell_fraction
dtype: float32
- name: merging_none_fraction
dtype: float32
- name: merging_minor-disturbance_fraction
dtype: float32
- name: merging_major-disturbance_fraction
dtype: float32
- name: merging_merger_fraction
dtype: float32
- name: file_name
dtype: string
- name: iauname
dtype: string
- name: est_petro_th50
dtype: float64
- name: mag_r_desi
dtype: float32
- name: mag_g_desi
dtype: float32
- name: mag_z_desi
dtype: float32
- name: petro_theta
dtype: float32
- name: petro_th50
dtype: float32
- name: petro_th90
dtype: float32
- name: petro_phi50
dtype: float32
- name: petro_phi90
dtype: float32
- name: petro_ba50
dtype: float32
- name: petro_ba90
dtype: float32
- name: elpetro_ba
dtype: float32
- name: elpetro_phi
dtype: float32
- name: elpetro_flux_r
dtype: float32
- name: elpetro_theta_r
dtype: float32
- name: elpetro_mass
dtype: float32
- name: sersic_n
dtype: float32
- name: sersic_ba
dtype: float32
- name: sersic_phi
dtype: float32
- name: elpetro_absmag_f
dtype: float32
- name: sersic_nmgy_f
dtype: float32
- name: elpetro_absmag_n
dtype: float32
- name: sersic_nmgy_n
dtype: float32
- name: elpetro_absmag_u
dtype: float32
- name: sersic_nmgy_u
dtype: float32
- name: elpetro_absmag_g
dtype: float32
- name: sersic_nmgy_g
dtype: float32
- name: elpetro_absmag_r
dtype: float32
- name: sersic_nmgy_r
dtype: float32
- name: elpetro_absmag_i
dtype: float32
- name: sersic_nmgy_i
dtype: float32
- name: elpetro_absmag_z
dtype: float32
- name: sersic_nmgy_z
dtype: float32
- name: redshift_nsa
dtype: float32
- name: mag_f
dtype: float32
- name: mag_n
dtype: float32
- name: mag_u
dtype: float32
- name: mag_g
dtype: float32
- name: mag_r
dtype: float32
- name: mag_i
dtype: float32
- name: mag_z
dtype: float32
- name: u_minus_r
dtype: float32
- name: elpetro_mass_log
dtype: float32
- name: dr7objid_ossy
dtype: float64
- name: ra_ossy
dtype: float64
- name: dec_ossy
dtype: float64
- name: redshift_ossy
dtype: float64
- name: log_l_oiii
dtype: float64
- name: fwhm
dtype: float64
- name: e_fwhm
dtype: float64
- name: equiv_width
dtype: float64
- name: log_l_ha
dtype: float64
- name: log_m_bh
dtype: float64
- name: upper_e_log_m_bh
dtype: float64
- name: lower_e_log_m_bh
dtype: float64
- name: log_bolometric_l
dtype: float64
- name: ra_alf
dtype: float64
- name: dec_alf
dtype: float64
- name: W50
dtype: float64
- name: sigW
dtype: float64
- name: W20
dtype: float64
- name: HIflux
dtype: float64
- name: sigflux
dtype: float64
- name: SNR
dtype: float64
- name: RMS
dtype: float64
- name: Dist
dtype: float64
- name: sigDist
dtype: float64
- name: logMH
dtype: float64
- name: siglogMH
dtype: float64
- name: ra_jhu
dtype: float32
- name: dec_jhu
dtype: float32
- name: fibre_sfr_avg
dtype: float32
- name: fibre_sfr_entropy
dtype: float32
- name: fibre_sfr_median
dtype: float32
- name: fibre_sfr_mode
dtype: float32
- name: fibre_sfr_p16
dtype: float32
- name: fibre_sfr_p2p5
dtype: float32
- name: fibre_sfr_p84
dtype: float32
- name: fibre_sfr_p97p5
dtype: float32
- name: fibre_ssfr_avg
dtype: float32
- name: fibre_ssfr_entropy
dtype: float32
- name: fibre_ssfr_median
dtype: float32
- name: fibre_ssfr_mode
dtype: float32
- name: fibre_ssfr_p16
dtype: float32
- name: fibre_ssfr_p2p5
dtype: float32
- name: fibre_ssfr_p84
dtype: float32
- name: fibre_ssfr_p97p5
dtype: float32
- name: total_ssfr_avg
dtype: float32
- name: total_ssfr_entropy
dtype: float64
- name: total_ssfr_flag
dtype: float64
- name: total_ssfr_median
dtype: float32
- name: total_ssfr_mode
dtype: float32
- name: total_ssfr_p16
dtype: float32
- name: total_ssfr_p2p5
dtype: float32
- name: total_ssfr_p84
dtype: float32
- name: total_ssfr_p97p5
dtype: float32
- name: total_sfr_avg
dtype: float32
- name: total_sfr_entropy
dtype: float64
- name: total_sfr_flag
dtype: float32
- name: total_sfr_median
dtype: float32
- name: total_sfr_mode
dtype: float32
- name: total_sfr_p16
dtype: float32
- name: total_sfr_p2p5
dtype: float32
- name: total_sfr_p84
dtype: float32
- name: total_sfr_p97p5
dtype: float32
- name: photoz_id
dtype: float64
- name: ra_photoz
dtype: float64
- name: dec_photoz
dtype: float64
- name: photo_z
dtype: float64
- name: photo_zerr
dtype: float64
- name: spec_z
dtype: float64
- name: mag_abs_g_photoz
dtype: float64
- name: mag_abs_r_photoz
dtype: float64
- name: mag_abs_z_photoz
dtype: float64
- name: mass_inf_photoz
dtype: float64
- name: mass_med_photoz
dtype: float64
- name: mass_sup_photoz
dtype: float64
- name: sfr_inf_photoz
dtype: float64
- name: sfr_sup_photoz
dtype: float64
- name: ssfr_inf_photoz
dtype: float64
- name: ssfr_med_photoz
dtype: float64
- name: ssfr_sup_photoz
dtype: float64
- name: sky_separation_arcsec_from_photoz
dtype: float64
- name: redshift
dtype: float64
- name: est_petro_th50_kpc
dtype: float64
- name: __index_level_0__
dtype: int64
splits:
- name: train
num_bytes: 7885463871
num_examples: 8474566
- name: validation
num_bytes: 80485046
num_examples: 86499
- name: test
num_bytes: 80457410
num_examples: 86471
download_size: 3096436101
dataset_size: 8046406327
tags:
- astronomy
- huggingscience
- science
size_categories:
- 1M<n<10M
Galaxy metadata for pairing with `smith42/galaxies' dataset
Here we have metadata for ~8.5 million galaxies. This metadata can be paired with galaxy jpg cutouts from the DESI legacy survey DR8, the cut outs are found here: https://huggingface.co/datasets/Smith42/galaxies.
I've split away 1% of the metadata into a test set, and 1% into a validation set. The remaining 98% of the metadata comprise the training set.
Useful links
Paper here: https://arxiv.org/abs/2405.14930
Models here: https://huggingface.co/Smith42/astroPT
Code here: https://github.com/smith42/astroPT
Upstream catalogue is on Zenodo and paper describing the catalogue is available as Walmsley+2023.
If you find this dataset useful please consider citing the sources below 🚀🚀:
@article{ref_dey2019,
author = {Dey, A. and Schlegel, D. J. and Lang, D. and Blum, R. and Burleigh, K. and Fan, X. and Findlay, J. R. and Finkbeiner, D. and Herrera, D. and Juneau, S. and others},
title = {{Overview of the DESI Legacy Imaging Surveys}},
journal = {Astronomical Journal},
volume = {157},
number = {5},
pages = {168},
year = {2019},
issn = {1538-3881},
publisher = {The American Astronomical Society},
doi = {10.3847/1538-3881/ab089d}
}
@article{ref_walmsley2023,
author = {Walmsley, M. and G{\ifmmode\acute{e}\else\'{e}\fi}ron, T. and Kruk, S. and Scaife, A. M. M. and Lintott, C. and Masters, K. L. and Dawson, J. M. and Dickinson, H. and Fortson, L. and Garland, I. L. and others},
title = {{Galaxy Zoo DESI: Detailed morphology measurements for 8.7M galaxies in the DESI Legacy Imaging Surveys}},
journal = {Monthly Notices of the Royal Astronomical Society},
volume = {526},
number = {3},
pages = {4768--4786},
year = {2023},
issn = {0035-8711},
publisher = {Oxford Academic},
doi = {10.1093/mnras/stad2919}
}
@article{ref_smith2024,
author = {Smith, M. J. and Roberts, R. J. and Angeloudi, E. and Huertas-Company, M.},
title = {{AstroPT: Scaling Large Observation Models for Astronomy}},
journal = {ArXiv e-prints},
year = {2024},
eprint = {2405.14930},
doi = {10.48550/arXiv.2405.14930}
}