Datasets:
DOI:
License:
license: cc0-1.0 | |
# CHEBI Chemical Classification Program Ontology (C3PO) Benchmark | |
Name: C3PO-v237 | |
A benchmark for chemical classification, derived from v237 of the CHEBI ontology. | |
The benchmark consists of | |
- 177,875 *Structures*, each represented by a SMILES string | |
- 1364 *Classes*, each of which classify (directly or indirectly) between 25 and 5000 Structures | |
The CHEBI smiles property (obo:chebi/smiles) is used to derive | |
structures. Only SMILES strings that lacked a `*` wildcard are | |
used. If multiple CHEBI entries have the same SMILES, they are | |
collapsed. | |
The benchmark can be further partitioned based on different properties. | |
C3PO-Slim is the subset of structures that have at least one xref | |
(mapping), representing the set of classes that are more commonly used | |
in the biological literature and in other databases. | |
20% of the structures are designated as being for *validation* | |
purposes. The remaining 80% can be used for training and testing. | |
The benchmark can be downloaded as either a single JSON file, or | |
separate CSVs for classes and structures. Summary stats files are also | |
provided: | |
- [dataset.json](dataset.json) - the complete benchmark | |
- [classes.csv](classes.csv) - all classes | |
- [classes_slim.csv](classes_slim.csv) - slim classes (any with an xref) | |
- [structures.csv](structures.csv) - all structures | |
- [classes_summary.csv](classes_summary.csv) - summary statistics for classes | |
- [classes_slim_summary.csv](classes_slim_summary.csv) - summary statistics for classes | |
- [structures_summary.csv](structures_summary.csv) - summary statistics for structures | |
- [metadata.csv](metadata.csv) - metadata about how this was derived. | |
For a description of all fields, see: | |
- [datamodel](https://github.com/cmungall/c3p/blob/main/c3p/datamodel.py) | |
For the code that extracts the benchmark from CHEBI, see: | |
- [extractor](https://github.com/cmungall/c3p/blob/main/c3p/extractor.py) | |