Published data of Mader et al. 2026 (AJ, in press) --- "Uniform Forward-Modeling Analysis of Ultracool Dwarfs. IV. Benchmarking the Sonora Diamondback and Saumon & Marley (2008) Atmospheric Models Across Late-M, L, and T types with Low-Resolution 0.8-2.5 μm Spectroscopy"

  • A CSV table and figures summarizing the full analysis results for the benchmark targets are available in this [Zenodo dataset]

Published data of Zhang & Li 2025 (AJ, 170, 360) --- "Ultracool dwarf Science with MachIne LEarning (USMILE). I. Scalable Tree-Based Models for Photometric Spectral Classification and New Discoveries from LSST Data Preview 1 and Euclid Quick Data Release 1"

  • Ultracool dwarf discoveries and candidates from the LSST Data Preview 1 and Euclid Quick Data Release 1 are presented in this [Zenodo dataset]

Published data of Zhang et al. 2025b (AJ, 170, 64) --- "ELemental abundances of Planets and brown dwarfs Imaged around Stars (ELPIS): II. The Jupiter-like Inhomogeneous Atmosphere of the First Directly Imaged Planetary-Mass Companion 2MASS 1207 b "

  • Observed spectra and retrieved parameter posteriors are accessible through this [Zenodo dataset]
  • An expanded grid of chemical equilibrium abundances for petitRADTRANS is accessible through this [Zenodo dataset]

Published data of Zhang et al. 2025a (AJ, 169, 9) --- "Disequilibrium Chemistry, Diabatic Thermal Structure, and Clouds in the Atmosphere of COCONUTS-2b "

Published data of Zhang et al. 2023c (AJ, 166, 198) --- "ELemental abundances of Planets and brown dwarfs Imaged around Stars (ELPIS). I. Potential Metal Enrichment of the Exoplanet AF Lep b and a Novel Retrieval Approach for Cloudy Self-luminous Atmospheres"

  • Observed spectra, retrieved model parameter posteriors, and a mini grid of model spectra are accessible through this [Zenodo dataset]

Published data of Zhang et al. 2023b (Science Advances, 9, 23) --- "Giant Tidal Tails of Helium Escaping the Hot Jupiter HAT-P-32 b"

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