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--- |
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configs: |
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- config_name: default |
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data_files: "co/*.parquet" |
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- config_name: info |
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data_files: "ds.parquet" |
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license: gpl-2.0 |
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tags: |
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- molecular dynamics |
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- mlip |
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- interatomic potential |
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pretty_name: FitSNAP Fe NPJ 2021 |
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--- |
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### <details><summary>Cite this dataset </summary>Nikolov, S., Wood, M. A., Cangi, A., Maillet, J., Marinica, M., Thompson, A. P., Desjarlais, M. P., and Tranchida, J. _FitSNAP Fe NPJ 2021_. ColabFit, 2023. https://doi.org/10.60732/fe28ef5e</details> |
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#### This dataset has been curated and formatted for the ColabFit Exchange |
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#### This dataset is also available on the ColabFit Exchange: |
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https://materials.colabfit.org/id/DS_ej5u0tuycoph_0 |
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#### Visit the ColabFit Exchange to search additional datasets by author, description, element content and more. |
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https://materials.colabfit.org |
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<br><hr> |
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# Dataset Name |
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FitSNAP Fe NPJ 2021 |
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### Description |
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About 2,500 configurations of alpha-Fe used in the training and testing of a ML model with the goal of building magneto-elastic machine-learning interatomic potentials for large-scale spin-lattice dynamics simulations. |
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### Dataset authors |
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Svetoslav Nikolov, Mitchell A. Wood, Attila Cangi, Jean-Bernard Maillet, Mihai-Cosmin Marinica, Aidan P. Thompson, Michael P. Desjarlais, Julien Tranchida |
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### Publication |
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https://doi.org/10.1038/s41524-021-00617-2 |
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### Original data link |
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https://github.com/FitSNAP |
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### License |
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GPL-2.0-only |
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### Number of unique molecular configurations |
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2157 |
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### Number of atoms |
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44480 |
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### Elements included |
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Fe |
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### Properties included |
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energy, atomic forces, cauchy stress |
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<br> |
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<hr> |
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# Usage |
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- `ds.parquet` : Aggregated dataset information. |
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- `co/` directory: Configuration rows each include a structure, calculated properties, and metadata. |
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- `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. |
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- `cs_co_map/` directory : The mapping of configurations to configuration sets (if defined). |
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<br> |
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#### ColabFit Exchange documentation includes descriptions of content and example code for parsing parquet files: |
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- [Parquet parsing: example code](https://materials.colabfit.org/docs/how_to_use_parquet) |
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- [Dataset info schema](https://materials.colabfit.org/docs/dataset_schema) |
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- [Configuration schema](https://materials.colabfit.org/docs/configuration_schema) |
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- [Configuration set schema](https://materials.colabfit.org/docs/configuration_set_schema) |
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- [Configuration set to configuration mapping schema](https://materials.colabfit.org/docs/cs_co_mapping_schema) |
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