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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: mit |
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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: Matbench mp gap |
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--- |
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### <details><summary>Cite this dataset </summary>Dunn, A., Wang, Q., Ganose, A., Dopp, D., and Jain, A. _Matbench mp gap_. ColabFit, 2024. https://doi.org/10.60732/fb4d895d</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_6lq2f26dluql_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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Matbench mp gap |
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### Description |
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The Matbench_mp_gap dataset is a Matbench v0.1 test dataset for predicting DFT PBE band gap from structure, adapted from the Materials Project database. Entries having a formation energy (or energy above the convex hull) greater than 150meV and those containing noble gases have been removed. Retrieved April 2, 2019. Refer to the Automatminer/Matbench publication for more details. This dataset contains band gap as calculated by PBE DFT from the Materials Project, in eV. Matbench is an automated leaderboard for benchmarking state of the art ML algorithms predicting a diverse range of solid materials' properties. It is hosted and maintained by the Materials Project. |
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### Dataset authors |
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Alexander Dunn, Qi Wang, Alex Ganose, Daniel Dopp, Anubhav Jain |
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### Publication |
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https://doi.org/10.1039/C2EE22341D |
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### Original data link |
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https://matbench.materialsproject.org/ |
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### License |
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MIT |
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### Number of unique molecular configurations |
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106105 |
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### Number of atoms |
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3184639 |
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### Elements included |
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Ac, Ag, Al, As, Au, B, Ba, Be, Bi, Br, C, Ca, Cd, Ce, Cl, Co, Cr, Cs, Cu, Dy, Er, Eu, F, Fe, Ga, Gd, Ge, H, Hf, Hg, Ho, I, In, Ir, K, La, Li, Lu, Mg, Mn, Mo, N, Na, Nb, Nd, Ni, Np, O, Os, P, Pa, Pb, Pd, Pm, Pr, Pt, Pu, Rb, Re, Rh, Ru, S, Sb, Sc, Se, Si, Sm, Sn, Sr, Ta, Tb, Tc, Te, Th, Ti, Tl, Tm, U, V, W, Y, Yb, Zn, Zr |
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### Properties included |
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electronic band gap |
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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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