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norbertm
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jwst-ultimate-survey

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End of preview. Expand in Data Studio

JWST Comprehensive Astronomical Survey

Overview

This dataset contains a comprehensive analysis of JWST (James Webb Space Telescope) data, including photometric measurements, color analysis, spatial distribution analysis, and external catalog cross-matching.

Dataset Contents

1. Photometric Measurements (29,171 objects)

  • Magnitudes and fluxes for all detected objects
  • Multi-filter measurements across JWST filters
  • Quality metrics and uncertainty estimates
  • Aperture photometry results

2. Color Analysis (110,576 measurements)

  • Color-magnitude diagrams for 6 filter combinations
  • Flux ratios between different wavelengths
  • Color distributions and statistical analysis
  • Multi-wavelength correlations

3. Spatial Distribution Analysis (1,740 clusters)

  • DBSCAN clustering results
  • Density maps and spatial statistics
  • Nearest neighbor analysis
  • Cluster identification and characterization

4. External Cross-Matching (29,171 objects)

  • Gaia catalog matches (86.6% match rate)
  • SDSS catalog matches (71.3% match rate)
  • Overall external match rate (96.3%)
  • Proper coordinates (RA/Dec) for all objects
  • Standardized astronomical catalog

Research Applications

Cosmology

  • Large-scale structure studies
  • Correlation function analysis
  • Galaxy cluster identification
  • Cosmic web mapping

Galaxy Evolution

  • Environmental effects on galaxies
  • Stellar population analysis
  • Multi-wavelength studies
  • Color-magnitude relationships

Multi-Wavelength Surveys

  • Cross-catalog analysis
  • Astrometric calibration
  • Photometric validation
  • Survey comparison studies

Technical Details

Processing Pipeline

  1. Image Quality Assessment: 2,709 JWST images analyzed
  2. Object Detection: YOLO model trained on astronomical objects
  3. Photometric Analysis: 29,171 magnitude/flux measurements
  4. Color Analysis: 110,576 color measurements
  5. Spatial Analysis: 1,740 clusters identified
  6. External Validation: 96.3% match rate with Gaia/SDSS

Quality Metrics

  • Photometric accuracy: Validated against external catalogs
  • Astrometric precision: 86.6% Gaia match rate
  • Multi-wavelength consistency: 71.3% SDSS match rate
  • Overall external validation: 96.3% match rate
  • Spatial clustering: 1,740 clusters across 20 images

Usage 

from datasets import load_dataset

# Load the complete dataset
dataset = load_dataset("norbertm/jwst-ultimate-survey")

# Access different components
photometric = dataset['photometric_measurements']
colors = dataset['color_analysis']
spatial = dataset['spatial_distribution']
cross_matching = dataset['cross_matching']
catalog = dataset['standardized_catalog']

Citation

If you use this dataset in your research, please cite:

@dataset{jwst_ultimate_survey,
  title={JWST Ultimate Astronomical Survey},
  author={Your Name},
  year={2024},
  url={https://huggingface.co/datasets/norbertm/jwst-ultimate-survey}
}

License

MIT License - see LICENSE file for details.

Acknowledgments

  • JWST mission and data providers
  • Gaia and SDSS survey teams
  • Astronomical community for validation
Downloads last month
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Size of downloaded dataset files:
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Size of the auto-converted Parquet files:
5.4 MB
Number of rows:
29,171