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README.md
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---
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- name: reaction
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dtype: large_string
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- name: mapped_reaction
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dtype: large_string
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- name: confidence
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dtype: float64
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splits:
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- name: train
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num_bytes: 838693711
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num_examples: 1446478
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download_size: 244953539
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dataset_size: 838693711
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configs:
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- config_name:
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data_files:
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- split: train
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path:
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- config_name:
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data_files:
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- split: train
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path:
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---
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license: cc-by-4.0
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task_categories:
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- other
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language:
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- en
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tags:
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- chemistry
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- reactions
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- smiles
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- atom-mapping
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- graphies
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- reaction smiles
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- rxnmapper
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- ITS
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pretty_name: MappedCRD
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size_categories:
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- 1M<n<10M
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configs:
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- config_name: rxnmapper
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data_files:
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- split: train
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path: rxnmapper/data-*.arrow
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- config_name: its
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data_files:
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- split: train
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path: its/data-*.arrow
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---
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# MappedCRD — Mapped Chemical Reactions Database
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This dataset is a processed version of the [Chemical Reactions Database (CRD)](https://kmt.vander-lingen.nl/) ([Zenodo](https://doi.org/10.5281/zenodo.18109268)), providing atom-mapped reaction SMILES and imaginary transition state (ITS) graph encodings for large-scale cheminformatics and machine-learning use.
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## Dataset Description
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The CRD is a curated collection of chemical reactions. This dataset distributes two subsets derived from it:
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| Subset | Examples | Description |
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|--------|----------|-------------|
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| `rxnmapper` | 1,446,478 | Full reaction SMILES mapped with [RXNMapper](https://github.com/rxn4chemistry/rxnmapper) |
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| `its` | 1,405,109 | Reactions encoded as imaginary transition state (ITS) graphs using [graphies](https://github.com/lukasmki/graphies) and [SynKit](https://github.com/TieuLongPhan/SynKit) |
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## Subsets
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### `rxnmapper`
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Atom-mapped reactions produced by RXNMapper. Each row contains:
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| Column | Type | Description |
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|--------|------|-------------|
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| `reaction` | string | Original reaction SMILES (unmapped) |
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| `mapped_reaction` | string | Atom-mapped reaction SMILES |
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| `confidence` | float64 | RXNMapper confidence score (0–1) |
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### `its`
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Reactions that were successfully processed into ITS graphs and encoded with graphies. Each row contains:
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| Column | Type | Description |
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|--------|------|-------------|
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| `original_rsmi` | string | Original reaction SMILES |
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| `mapped_rxn` | string | Atom-mapped reaction SMILES |
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| `its_graphies` | string | graphies-encoded ITS graph string |
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The ITS (imaginary transition state) representation encodes both reactant and product bond changes in a single molecular graph, enabling direct graph-based learning on reaction data.
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## Usage
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```python
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from datasets import load_dataset
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# Atom-mapped reactions
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ds_mapped = load_dataset("lukasmki/MappedCRD", name="rxnmapper", split="train")
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# ITS graph encodings
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ds_its = load_dataset("lukasmki/MappedCRD", name="its", split="train")
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```
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## Source Data
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- CRD source: https://kmt.vander-lingen.nl/
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- CRD Zenodo archive: https://doi.org/10.5281/zenodo.18109268
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## Tools
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- Atom mapping: [RXNMapper](https://github.com/rxn4chemistry/rxnmapper)
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- ITS encoding: [graphies](https://github.com/lukasmki/graphies) and [SynKit](https://github.com/TieuLongPhan/SynKit)
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## Citation
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If you use this dataset, please cite the original CRD:
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```
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@misc{crd,
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doi = {10.5281/ZENODO.18109268},
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url = {https://zenodo.org/doi/10.5281/zenodo.18109268},
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author = {van der Lingen, Rik},
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language = {en},
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title = {Organic reaction SMILES 1.44M dataset},
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publisher = {Zenodo},
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year = {2025},
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copyright = {Creative Commons Attribution 4.0 International}
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}
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```
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