NMD-18 / README.md
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metadata
configs:
  - config_name: default
    data_files: co/*.parquet
  - config_name: info
    data_files: ds.parquet
license: cc0-1.0
tags:
  - molecular dynamics
  - mlip
  - interatomic potential
pretty_name: NMD-18

Cite this dataset Sutton, C., Ghiringhelli, L. M., Yamamoto, T., Lysogorskiy, Y., Blumenthal, L., Hammerschmidt, T., Golebiowski, J. R., Liu, X., Ziletti, A., and Scheffler, M. NMD-18. ColabFit, 2023. https://doi.org/10.60732/e4af85f8

This dataset has been curated and formatted for the ColabFit Exchange

This dataset is also available on the ColabFit Exchange:

https://materials.colabfit.org/id/DS_of1clsgf4nab_0

Visit the ColabFit Exchange to search additional datasets by author, description, element content and more.

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Dataset Name

NMD-18

Description

3,000 Al-Ga-In sesquioxides with energies and band gaps. Relaxed and Vegard's Law geometries with formation energy and band gaps at DFT-PBE level of theory of (Alx-Gay-Inz)2O3 oxides, x+y+z=1. Contains all structures from the NOMAD 2018 Kaggle challenge training and leaderboard data. The formation energy and bandgap energy were computed by using the PBE exchange-correlation DFT functional with the all-electron electronic structure code FHI-aims with tight setting.

Dataset authors

Christopher Sutton, Luca M. Ghiringhelli, Takenori Yamamoto, Yury Lysogorskiy, Lars Blumenthal, Thomas Hammerschmidt, Jacek R. Golebiowski, Xiangyue Liu, Angelo Ziletti, Matthias Scheffler

Publication

https://doi.org/10.1038/s41524-019-0239-3

Original data link

https://qmml.org/datasets.html

License

CC0-1.0

Number of unique molecular configurations

3000

Number of atoms

185070

Elements included

Al, Ga, In, O

Properties included

formation energy, electronic band gap


Usage

  • ds.parquet : Aggregated dataset information.
  • co/ directory: Configuration rows each include a structure, calculated properties, and metadata.
  • cs/ directory : Configuration sets are subsets of configurations grouped by some common characteristic. If cs/ does not exist, no configurations sets have been defined for this dataset.
  • cs_co_map/ directory : The mapping of configurations to configuration sets (if defined).

ColabFit Exchange documentation includes descriptions of content and example code for parsing parquet files: