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[ { "name": "object_id", "dtype": ">i8", "unit": "NA", "masked": true, "n_missing": 0, "description": null }, { "name": "name", "dtype": "|S100", "unit": null, "masked": false, "n_missing": 0, "description": null }, { "name": "right_ascension", "dtype": ">f8", "unit": "deg", "masked": false, "n_missing": 0, "description": null }, { "name": "declination", "dtype": ">f8", "unit": "deg", "masked": false, "n_missing": 0, "description": null }, { "name": "segmentation_area", "dtype": ">i4", "unit": "pix", "masked": true, "n_missing": 0, "description": null }, { "name": "segmentation_map_id", "dtype": ">i8", "unit": "NA", "masked": true, "n_missing": 0, "description": null }, { "name": "flux_detection_total", "dtype": ">f8", "unit": "uJy", "masked": false, "n_missing": 0, "description": null }, { "name": "flux_vis_psf", "dtype": ">f8", "unit": "uJy", "masked": false, "n_missing": 0, "description": null }, { "name": "kron_radius", "dtype": ">f8", "unit": "pix", "masked": false, "n_missing": 0, "description": null }, { "name": "spurious_prob", "dtype": ">f8", "unit": "NA", "masked": false, "n_missing": 0, "description": null }, { "name": "det_quality_flag", "dtype": ">i2", "unit": "NA", "masked": true, "n_missing": 0, "description": null }, { "name": "spurious_flag", "dtype": ">i2", "unit": "NA", "masked": true, "n_missing": 0, "description": null }, { "name": "release", "dtype": "|S3", "unit": null, "masked": false, "n_missing": 0, "description": null }, { "name": "Separation", "dtype": ">f8", "unit": "arcsec", "masked": false, "n_missing": 0, "description": null }, { "name": "TARGETID", "dtype": ">i8", "unit": null, "masked": false, "n_missing": 0, "description": null }, { "name": "TARGET_RA", "dtype": ">f8", "unit": "deg", "masked": false, "n_missing": 0, "description": null }, { "name": "TARGET_DEC", "dtype": ">f8", "unit": "deg", "masked": false, "n_missing": 0, "description": null }, { "name": "Z", "dtype": ">f8", "unit": null, "masked": false, "n_missing": 0, "description": null }, { "name": "HEALPIX", "dtype": ">i4", "unit": null, "masked": false, "n_missing": 0, "description": null }, { "name": "PROGRAM", "dtype": "|S7", "unit": null, "masked": false, "n_missing": 0, "description": null }, { "name": "SURVEY", "dtype": "|S7", "unit": null, "masked": false, "n_missing": 0, "description": null }, { "name": "SPECTYPE", "dtype": "|S7", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "RA", "dtype": ">f8", "unit": "deg", "masked": true, "n_missing": 1, "description": null }, { "name": "DEC", "dtype": ">f8", "unit": "deg", "masked": true, "n_missing": 1, "description": null }, { "name": "RELEASE", "dtype": ">i2", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "CHI2", "dtype": ">f8", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "LOGM", "dtype": ">f8", "unit": "log(solMass)", "masked": true, "n_missing": 1, "description": null }, { "name": "LOGM_ERR", "dtype": ">f8", "unit": "log(solMass)", "masked": true, "n_missing": 1, "description": null }, { "name": "LOGSFR", "dtype": ">f8", "unit": "log(solMass/yr)", "masked": true, "n_missing": 1, "description": null }, { "name": "LOGSFR_ERR", "dtype": ">f8", "unit": "log(solMass/yr)", "masked": true, "n_missing": 1, "description": null }, { "name": "AGNLUM", "dtype": ">f8", "unit": "W", "masked": true, "n_missing": 1, "description": null }, { "name": "AGNFRAC", "dtype": ">f8", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "AGNPSY", "dtype": ">f8", "unit": "deg", "masked": true, "n_missing": 1, "description": null }, { "name": "LNU_U", "dtype": ">f8", "unit": "W / Hz", "masked": true, "n_missing": 1, "description": null }, { "name": "LNU_G", "dtype": ">f8", "unit": "W / Hz", "masked": true, "n_missing": 1, "description": null }, { "name": "LNU_R", "dtype": ">f8", "unit": "W / Hz", "masked": true, "n_missing": 1, "description": null }, { "name": "LNU_I", "dtype": ">f8", "unit": "W / Hz", "masked": true, "n_missing": 1, "description": null }, { "name": "LNU_Z", "dtype": ">f8", "unit": "W / Hz", "masked": true, "n_missing": 1, "description": null }, { "name": "NUVR", "dtype": ">f8", "unit": "mag", "masked": true, "n_missing": 1, "description": null }, { "name": "RK", "dtype": ">f8", "unit": "mag", "masked": true, "n_missing": 1, "description": null }, { "name": "UV", "dtype": ">f8", "unit": "mag", "masked": true, "n_missing": 1, "description": null }, { "name": "VJ", "dtype": ">f8", "unit": "mag", "masked": true, "n_missing": 1, "description": null }, { "name": "GR", "dtype": ">f8", "unit": "mag", "masked": true, "n_missing": 1, "description": null }, { "name": "LNU_U_ERR", "dtype": ">f8", "unit": "W / Hz", "masked": true, "n_missing": 1, "description": null }, { "name": "LNU_G_ERR", "dtype": ">f8", "unit": "W / Hz", "masked": true, "n_missing": 1, "description": null }, { "name": "LNU_R_ERR", "dtype": ">f8", "unit": "W / Hz", "masked": true, "n_missing": 1, "description": null }, { "name": "LNU_I_ERR", "dtype": ">f8", "unit": "W / Hz", "masked": true, "n_missing": 1, "description": null }, { "name": "LNU_Z_ERR", "dtype": ">f8", "unit": "W / Hz", "masked": true, "n_missing": 1, "description": null }, { "name": "NUVR_ERR", "dtype": ">f8", "unit": "mag", "masked": true, "n_missing": 1, "description": null }, { "name": "RK_ERR", "dtype": ">f8", "unit": "mag", "masked": true, "n_missing": 1, "description": null }, { "name": "UV_ERR", "dtype": ">f8", "unit": "mag", "masked": true, "n_missing": 1, "description": null }, { "name": "VJ_ERR", "dtype": ">f8", "unit": "mag", "masked": true, "n_missing": 1, "description": null }, { "name": "GR_ERR", "dtype": ">f8", "unit": "mag", "masked": true, "n_missing": 1, "description": null }, { "name": "FLAG_MASSPDF", "dtype": ">f8", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "FLAG_SFRPDF", "dtype": ">f8", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "FLAGOPTICAL", "dtype": ">i8", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "FLAGINFRARED", "dtype": ">i8", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "FLUX_G", "dtype": ">f4", "unit": "nanomaggy", "masked": true, "n_missing": 1, "description": null }, { "name": "FLUX_R", "dtype": ">f4", "unit": "nanomaggy", "masked": true, "n_missing": 1, "description": null }, { "name": "FLUX_Z", "dtype": ">f4", "unit": "nanomaggy", "masked": true, "n_missing": 1, "description": null }, { "name": "FLUX_W1", "dtype": ">f4", "unit": "nanomaggy", "masked": true, "n_missing": 1, "description": null }, { "name": "FLUX_W2", "dtype": ">f4", "unit": "nanomaggy", "masked": true, "n_missing": 1, "description": null }, { "name": "FLUX_W3", "dtype": ">f4", "unit": "nanomaggy", "masked": true, "n_missing": 1, "description": null }, { "name": "FLUX_W4", "dtype": ">f4", "unit": "nanomaggy", "masked": true, "n_missing": 1, "description": null }, { "name": "FLUX_IVAR_G", "dtype": ">f4", "unit": "nanomaggy^-2", "masked": true, "n_missing": 1, "description": null }, { "name": "FLUX_IVAR_R", "dtype": ">f4", "unit": "nanomaggy^-2", "masked": true, "n_missing": 1, "description": null }, { "name": "FLUX_IVAR_Z", "dtype": ">f4", "unit": "nanomaggy^-2", "masked": true, "n_missing": 1, "description": null }, { "name": "FLUX_IVAR_W1", "dtype": ">f4", "unit": "nanomaggy^-2", "masked": true, "n_missing": 1, "description": null }, { "name": "FLUX_IVAR_W2", "dtype": ">f4", "unit": "nanomaggy^-2", "masked": true, "n_missing": 1, "description": null }, { "name": "FLUX_IVAR_W3", "dtype": ">f4", "unit": "nanomaggy^-2", "masked": true, "n_missing": 1, "description": null }, { "name": "FLUX_IVAR_W4", "dtype": ">f4", "unit": "nanomaggy^-2", "masked": true, "n_missing": 1, "description": null }, { "name": "MW_TRANSMISSION_G", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "MW_TRANSMISSION_R", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "MW_TRANSMISSION_Z", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "MW_TRANSMISSION_W1", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "MW_TRANSMISSION_W2", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "MW_TRANSMISSION_W3", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "MW_TRANSMISSION_W4", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "SNR_R", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "SNR_G", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "SNR_Z", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "SNR_W1", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "SNR_W2", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "SNR_W3", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "SNR_W4", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 1, "description": null }, { "name": "LOGMSTAR", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "SFR", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "DN4000", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "NARROW_SIGMA", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "NARROW_SIGMARMS", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "BROAD_SIGMA", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "BROAD_SIGMARMS", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "MGII_2796_AMP", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "MGII_2796_AMP_IVAR", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "MGII_2796_FLUX", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "MGII_2796_FLUX_IVAR", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "MGII_2796_SIGMA", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "MGII_2796_EW", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "MGII_2796_EW_IVAR", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "MGII_2796_FLUX_LIMIT", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "MGII_2796_EW_LIMIT", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "MGII_2796_CHI2", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "MGII_2803_AMP", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "MGII_2803_AMP_IVAR", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "MGII_2803_FLUX", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "MGII_2803_FLUX_IVAR", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "MGII_2803_SIGMA", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "MGII_2803_CONT", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "MGII_2803_FLUX_LIMIT", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "MGII_2803_EW_LIMIT", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "MGII_2803_CHI2", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "HBETA_MODELAMP", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "HBETA_AMP", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "HBETA_AMP_IVAR", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "HBETA_FLUX", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": "HBETA_FLUX_IVAR", "dtype": ">f4", "unit": null, "masked": true, "n_missing": 85, "description": null }, { "name": 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DESI_DR1_Euclid_Q1_dataset_catalog_EM.fits
YAML Metadata Warning: empty or missing yaml metadata in repo card (https://huggingface.co/docs/hub/datasets-cards)

DESI DR1 × Euclid Q1 — Catalog Metadata (FITS)

This repository hosts the catalog metadata (FITS table) for the main dataset: https://huggingface.co/datasets/msiudek/astroPT_euclid_Q1_desi_dr1_dataset

Files

  • DESI_DR1_Euclid_Q1_dataset_catalog_EM.fits (36.0 MB) — FITS table with 39,850 rows and 165 columns
  • metadata_schema.json — lightweight column schema summary (name, dtype, unit, missing counts)

Column preview

name dtype unit missing
object_id >i8 NA 0
name S100
right_ascension >f8 deg 0
declination >f8 deg 0
segmentation_area >i4 pix 0
segmentation_map_id >i8 NA 0
flux_detection_total >f8 uJy 0
flux_vis_psf >f8 uJy 0
kron_radius >f8 pix 0
spurious_prob >f8 NA 0
det_quality_flag >i2 NA 0
spurious_flag >i2 NA 0
release S3
Separation >f8 arcsec 0
TARGETID >i8 0
TARGET_RA >f8 deg 0
TARGET_DEC >f8 deg 0
Z >f8 0
HEALPIX >i4 0
PROGRAM S7
SURVEY S7
SPECTYPE S7
RA >f8 deg 1
DEC >f8 deg 1
RELEASE >i2 1
CHI2 >f8 1
LOGM >f8 log(solMass) 1
LOGM_ERR >f8 log(solMass) 1
LOGSFR >f8 log(solMass/yr) 1
LOGSFR_ERR >f8 log(solMass/yr) 1

Full schema available in metadata_schema.json.

How to use

Below are two ways to access the catalog directly from this dataset.

Option A: Download with huggingface_hub and read via Astropy (suppress non-critical unit warnings)

from huggingface_hub import hf_hub_download
from astropy.table import Table
import warnings
from astropy.units.core import UnitsWarning

# Optional: silence unit parsing warnings from non-standard FITS TUNIT strings
warnings.filterwarnings("ignore", category=UnitsWarning)

fits_path = hf_hub_download(repo_id="msiudek/astroPT_euclid_Q1_desi_dr1_metadata", repo_type="dataset", filename="DESI_DR1_Euclid_Q1_dataset_catalog_EM.fits")
tab = Table.read(fits_path, format="fits")
print(tab)

Option B: Stream to memory with astropy.io.fits

from huggingface_hub import hf_hub_download
from astropy.io import fits
import warnings
from astropy.units.core import UnitsWarning

warnings.filterwarnings("ignore", category=UnitsWarning)

fits_path = hf_hub_download(repo_id="msiudek/astroPT_euclid_Q1_desi_dr1_metadata", repo_type="dataset", filename="DESI_DR1_Euclid_Q1_dataset_catalog_EM.fits")
with fits.open(fits_path, memmap=False) as hdul:
    data = hdul[1].data  # first table HDU
    print(data.names[:10])

Notes on FITS units

Some columns carry non-standard TUNIT strings (e.g., NA, nanomaggy, nanomaggy^-2, log(solMass), log(solMass/yr)). Astropy may emit UnitsWarning while reading them. These warnings do not affect data values; units simply default to None when unparsable. If desired, you can silence them via:

import warnings
from astropy.units.core import UnitsWarning
warnings.filterwarnings("ignore", category=UnitsWarning)

If you need strict units, consider mapping them manually to your preferred system (e.g., define a custom nanomaggy unit and treat nanomaggy^-2 as an inverse-variance in that unit).

License and citation

If you use this catalog, please also cite the main dataset:

@dataset{euclid_desi_dr1_q1,
  author = {Siudek, M. and collaborators},
  title = {DESI DR1 × Euclid Q1 Cross-matched Dataset},
  year = {2025},
  url = {https://huggingface.co/datasets/msiudek/astroPT_euclid_Q1_desi_dr1_dataset}
}

Additionally, please cite the source surveys and the value-added catalog used to build the metadata:

@article{desi_dr1_2024,
  title = {The Dark Energy Spectroscopic Instrument (DESI) Data Release 1},
  author = {DESI Collaboration},
  year = {2024},
  journal = {ApJ},
  note = {DESI DR1 overview paper}
}

@article{euclid_q1_2024,
  title = {Euclid Quick Data Release (Q1): MER catalog and data products},
  author = {Euclid Consortium},
  year = {2024},
  journal = {A"+"A},
  note = {Euclid Q1 data release documentation}
}

@dataset{siudek_2024_value_added,
  author = {Siudek, M. and collaborators},
  title = {Value-added catalog for DESI × Euclid cross-match},
  year = {2024},
  note = {Catalog of derived physical properties used in this metadata}
}
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