metadata
license: cc-by-4.0
task_categories:
- other
language:
- en
tags:
- chemistry
- reactions
- smiles
- atom-mapping
- graphies
- reaction smiles
- rxnmapper
- ITS
pretty_name: MappedCRD
size_categories:
- 1M<n<10M
configs:
- config_name: rxnmapper
data_files: rxnmapper/train-*.parquet
- config_name: its
data_files: its/train-*.parquet
- config_name: its-nomod
data_files: its-nomod/train-*.parquet
MappedCRD — Mapped Chemical Reactions Database
This dataset is a processed version of the Chemical Reactions Database (CRD) (Zenodo), providing atom-mapped reaction SMILES and imaginary transition state (ITS) graph encodings for large-scale cheminformatics and machine-learning use.
Dataset Description
The CRD is a curated collection of chemical reactions. This dataset distributes two subsets derived from it:
| Subset | Examples | Description |
|---|---|---|
rxnmapper |
1,446,478 | Full reaction SMILES mapped with RXNMapper |
its |
1,405,109 | Reactions encoded as imaginary transition state (ITS) graphs using graphies and SynKit |
its-nomod |
1,405,109 | ITS graphies without charge and hydrogen modifiers |
Subsets
rxnmapper
Atom-mapped reactions produced by RXNMapper. Each row contains:
| Column | Type | Description |
|---|---|---|
reaction |
string | Original reaction SMILES (unmapped) |
mapped_reaction |
string | Atom-mapped reaction SMILES |
confidence |
float64 | RXNMapper confidence score (0–1) |
its
Reactions that were successfully processed into ITS graphs and encoded with graphies. Each row contains:
| Column | Type | Description |
|---|---|---|
original_rsmi |
string | Original reaction SMILES |
mapped_rxn |
string | Atom-mapped reaction SMILES |
its_graphies |
string | graphies-encoded ITS graph string |
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.
Usage
from datasets import load_dataset
# Atom-mapped reactions
ds_mapped = load_dataset("lukasmki/MappedCRD", name="rxnmapper", split="train")
# ITS graph encodings
ds_its = load_dataset("lukasmki/MappedCRD", name="its", split="train")
# ITS graph encodings without charge/hydrogens
ds_its = load_dataset("lukasmki/MappedCRD", name="its-nomod", split="train")
Source Data
- CRD source: https://kmt.vander-lingen.nl/
- CRD Zenodo archive: https://doi.org/10.5281/zenodo.18109268
Tools
Citation
If you use this dataset, please cite the original CRD:
@misc{crd,
doi = {10.5281/ZENODO.18109268},
url = {https://zenodo.org/doi/10.5281/zenodo.18109268},
author = {van der Lingen, Rik},
language = {en},
title = {Organic reaction SMILES 1.44M dataset},
publisher = {Zenodo},
year = {2025},
copyright = {Creative Commons Attribution 4.0 International}
}