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README.md
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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: cc-by-4.0
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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: Open Catalyst 2025 OC25 Train
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---
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### <details><summary>Cite this dataset </summary>Sahoo, S. J., Maroschin, M., Levine, D. S., Ulissi, Z., Zitnick, C. L., Varley, J. B., Gauthier, J. A., Govindarajan, N., and Shuaibi, M. _Open Catalyst 2025 OC25 Train_. ColabFit, 2025. https://doi.org/None</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_fanupene3rn7_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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Open Catalyst 2025 OC25 Train
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### Description
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The training split of the Open Catalyst 2025 (OC25) dataset for solid-liquid interfaces. OC25 consists of single-point DFT calculations of catalyst/solvent/ion/adsorbate structures, covering 88 elements, 8 solvents (water, methanol, CCl4, DMSO, benzene, hexane, THF, diethyl ether), 9 ionic species (Cs+, OH-, Li+, SO4^2-, Ca^2+, [Me4N]+, HCO3-, H+, F-), and adsorbates from the OC20 set plus reactive intermediates. Surfaces are derived from 39,821 Materials Project bulk structures with miller indices <= 3. Structures are highly off-equilibrium, sampled from short ab initio molecular dynamics simulations (10-50 steps, 1000K, NVT) or short DFT relaxations (5 ionic steps). The training split contains ~7.4 million structures filtered to total force drift < 1 eV/Å. All DFT calculations used VASP 6.3.2 with the non-spin-polarized RPBE functional supplemented with D3 dispersion correction (zero damping), plane wave cutoff 400 eV, EDIFF=1e-4 eV, k-point reciprocal density of 40, and a dipole correction in the z-direction.
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### Dataset authors
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Sushree Jagriti Sahoo, Mikael Maroschin, Daniel S. Levine, Zachary Ulissi, C. Lawrence Zitnick, Joel B Varley, Joseph A. Gauthier, Nitish Govindarajan, Muhammed Shuaibi
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### Publication
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https://doi.org/10.48550/arXiv.2509.17862
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### Original data link
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https://huggingface.co/facebook/OC25
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### License
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CC-BY-4.0
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### Number of unique molecular configurations
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7395509
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### Number of atoms
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1068208517
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### Elements included
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Ag, Al, Ar, As, Au, B, Ba, Be, Bi, Br, C, Ca, Cd, Ce, Cl, Co, Cr, Cs, Cu, F, Fe, Ga, Ge, H, He, Hf, Hg, I, In, Ir, K, Kr, La, Li, Mg, Mn, Mo, N, Na, Nb, Nd, Ne, Ni, O, Os, P, Pb, Pd, Pm, Pr, Pt, Rb, Re, Rh, Ru, S, Sb, Sc, Se, Si, Sn, Sr, Ta, Tc, Te, Ti, Tl, V, W, Xe, Y, Zn, Zr
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### Properties included
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energy, atomic forces
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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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