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README.zinc-250k.md
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---
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language: []
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pretty_name: ZINC-250K
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config_name: zinc-250k
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dataset_size: 20766522
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size_categories: 100K<n<1M
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license: other
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license_link: https://zinc15.docking.org/usage/
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tags:
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- graphs
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- molecules
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- chemistry
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- parquet
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- torch-geometric
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task_categories:
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- graph-regression
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homepage: https://zinc15.docking.org/
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---
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# zinc-250k
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Large-scale ZINC molecular graphs with categorical atom/bond encodings for regression of constrained solubility targets.
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**License:** ZINC 15 terms of use (public domain molecules, cite ZINC)
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## Splits
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| Split | Rows | File | Size (MB) |
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| --- | ---: | --- | ---: |
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| train | 220,011 | `train.parquet` | 18.30 |
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| validation | 24,445 | `val.parquet` | 2.04 |
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| test | 5,000 | `test.parquet` | 0.42 |
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## Features
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- **mol_id**: int64 unique identifier per molecule
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- **x**: list[int64], shape (num_nodes,), atomic type categorical index
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- **edge_index**: int64[2, num_edges], COO adjacency
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- **edge_attr**: list[int64], shape (num_edges,), bond type categorical index
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- **num_nodes**: int64 number of atoms
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- **y**: float32 graph-level target (constrained solubility)
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## Citation
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```
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@article{irwin2012zinc,
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title={ZINC: A Free Tool to Discover Chemistry for Biology},
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author={Irwin, John J and Sterling, Teague and Mysinger, Michael M and Bolstad, Erik S and Coleman, Ryan G},
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journal={Journal of Chemical Information and Modeling},
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volume={52},
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number={7},
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pages={1757--1768},
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year={2012},
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publisher={American Chemical Society}
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}
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```
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