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--- |
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license: |
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- pddl |
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license_link: https://opendatacommons.org/licenses/pddl |
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tags: |
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- pubchem |
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- small-molecules |
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- InChI |
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- SMILES |
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- molecular-geometry |
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- molecular-properties |
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- chemical-properties |
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- cheminformatics |
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annotations_creators: |
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- crowdsourced |
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pretty_name: pubchem-10-15-2024-selfies |
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size_categories: |
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- 100M<n<200M |
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source_datasets: |
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- pubchem-compound |
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- pubchem-10-15-2024-selfies |
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task_categories: |
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- tabular-regression |
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- other |
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task_ids: |
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- tabular-single-column-regression |
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viewer: false |
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configs: |
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- config_name: pubchem-10-15-2024-selfies |
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data_files: |
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- split: train |
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path: "data/train/*.json" |
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default: true |
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--- |
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|
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# PubChem Dataset (version 10-15-2024) with SELFIES |
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## Table of Contents |
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|
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- [PubChem Dataset (version 10-15-2024) with SELFIES](#pubchem-dataset-version-10-15-2024-with-selfies) |
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- [Table of Contents](#table-of-contents) |
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- [Dataset Description](#dataset-description) |
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- [Dataset Summary](#dataset-summary) |
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- [Dataset Structure](#dataset-structure) |
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- [Data Instances](#data-instances) |
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- [Data Fields](#data-fields) |
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- [Data Splits and Configurations](#data-splits-and-configurations) |
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- [Dataset Creation](#dataset-creation) |
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- [Curation Rationale](#curation-rationale) |
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- [Source Data](#source-data) |
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- [Initial Data Collection and Normalization](#initial-data-collection-and-normalization) |
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- [Personal and Sensitive Information](#personal-and-sensitive-information) |
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- [Considerations for Using the Data](#considerations-for-using-the-data) |
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- [Social Impact of Dataset](#social-impact-of-dataset) |
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- [Additional Information](#additional-information) |
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- [Dataset Curators](#dataset-curators) |
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- [Licensing Information](#licensing-information) |
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- [Citation Information](#citation-information) |
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- [Contributions](#contributions) |
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## Dataset Description |
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- **Homepage:** https://pubchem.ncbi.nlm.nih.gov |
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- **Paper:** https://doi.org/10.1093/nar/gkac956 |
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- **Point of Contact:** [Sunghwan Kim]([email protected]) |
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- **Point of Contact:** [Mohammad Mostafanejad]([email protected]) |
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- **Point of Contact:** [MolSSI-AI Hub]([email protected]) |
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### Dataset Summary |
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[PubChem](https://pubchem.ncbi.nlm.nih.gov) is a popular chemical information |
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resource that serves a wide range of use cases. It is an open chemistry |
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database at the National Institutes of Health (NIH). "Open" means that you can |
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put your scientific data in PubChem and that others may use it. Since the launch |
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in 2004, PubChem has become a key chemical information resource for scientists, |
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students, and the general public. Each month our website and programmatic |
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services provide data to several million users worldwide. |
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PubChem mostly contains small molecules, but also larger molecules such as |
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nucleotides, carbohydrates, lipids, peptides, and chemically-modified |
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macromolecules. PubChem collects information on chemical structures, |
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identifiers, chemical and physical properties, biological activities, patents, |
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health, safety, toxicity data, and many others. |
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We have added the SELFIES strings to the PubChem dataset (ver. 10-15-2024). |
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Canonical SMILES (from the `PUBCHEM_OPENEYE_CAN_SMILES` entry) were |
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adopted as inputs for generating the SELFIES strings. The resulting SELFIES sequences |
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are stored in the `SELFIES` entry. The SELFIES strings were generated using the |
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[SELFIES Python package](https://github.com/aspuru-guzik-group/selfies). |
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## Dataset Structure |
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### Data Instances |
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An example of a data instance is as follows: |
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```json |
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{ |
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"PUBCHEM_COMPOUND_CID": "1", |
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"PUBCHEM_COMPOUND_CANONICALIZED": "1", |
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"PUBCHEM_CACTVS_COMPLEXITY": 214.0, |
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"PUBCHEM_CACTVS_HBOND_ACCEPTOR": 4, |
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"PUBCHEM_CACTVS_HBOND_DONOR": 0, |
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"PUBCHEM_CACTVS_ROTATABLE_BOND": 5, |
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"PUBCHEM_CACTVS_SUBSKEYS": "AAADceByOAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAHgAAAAAACBThgAYCCAMABAAIAACQCAAAAAAAAAAAAAEIAAACABQAgAAHAAAFIAAQAAAkAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA==", |
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"PUBCHEM_IUPAC_OPENEYE_NAME": "3-acetoxy-4-(trimethylammonio)butanoate", |
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"PUBCHEM_IUPAC_CAS_NAME": "3-acetyloxy-4-(trimethylammonio)butanoate", |
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"PUBCHEM_IUPAC_NAME_MARKUP": "3-acetyloxy-4-(trimethylazaniumyl)butanoate", |
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"PUBCHEM_IUPAC_NAME": "3-acetyloxy-4-(trimethylazaniumyl)butanoate", |
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"PUBCHEM_IUPAC_SYSTEMATIC_NAME": "3-acetyloxy-4-(trimethylazaniumyl)butanoate", |
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"PUBCHEM_IUPAC_TRADITIONAL_NAME": "3-acetoxy-4-(trimethylammonio)butyrate", |
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"PUBCHEM_IUPAC_INCHI": "InChI=1S/C9H17NO4/c1-7(11)14-8(5-9(12)13)6-10(2,3)4/h8H,5-6H2,1-4H3", |
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"PUBCHEM_IUPAC_INCHIKEY": "RDHQFKQIGNGIED-UHFFFAOYSA-N", |
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"PUBCHEM_XLOGP3_AA": 0.4, |
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"PUBCHEM_EXACT_MASS": 203.11575802, |
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"PUBCHEM_MOLECULAR_FORMULA": "C9H17NO4", |
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"PUBCHEM_MOLECULAR_WEIGHT": 203.24, |
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"PUBCHEM_OPENEYE_CAN_SMILES": "CC(=O)OC(CC(=O)[O-])C[N+](C)(C)C", |
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"PUBCHEM_OPENEYE_ISO_SMILES": "CC(=O)OC(CC(=O)[O-])C[N+](C)(C)C", |
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"PUBCHEM_CACTVS_TPSA": 66.4, |
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"PUBCHEM_MONOISOTOPIC_WEIGHT": 203.11575802, |
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"PUBCHEM_TOTAL_CHARGE": 0.0, |
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"PUBCHEM_HEAVY_ATOM_COUNT": 14, |
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"PUBCHEM_ATOM_DEF_STEREO_COUNT": 0, |
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"PUBCHEM_ATOM_UDEF_STEREO_COUNT": 1, |
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"PUBCHEM_BOND_DEF_STEREO_COUNT": 0, |
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"PUBCHEM_BOND_UDEF_STEREO_COUNT": 0, |
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"PUBCHEM_ISOTOPIC_ATOM_COUNT": 0, |
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"PUBCHEM_COMPONENT_COUNT": 1, |
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"PUBCHEM_CACTVS_TAUTO_COUNT": -1, |
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"PUBCHEM_COORDINATE_TYPE": [1, 5, 255], |
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"PUBCHEM_BONDANNOTATIONS": [7, 11, 3], |
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"COORDS": [ |
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2.865999937057495, 0.75, 0.0, |
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..., |
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1.690000057220459, 1.7130999565124512, 0.0 |
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], |
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"ATOMIC_INDICES": [ |
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1, 2, 3, |
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..., |
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29, 30, 31 |
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], |
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"ATOMIC_SYMBOLS": [ |
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"O", |
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"O", |
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"O", |
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..., |
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"H" |
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], |
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"ATOMIC_NUMBERS": [ |
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8, 8, 8, |
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..., |
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1 |
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], |
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"ATOMIC_FORMAL_CHARGES": [ |
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0, -1, 0, |
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..., |
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0 |
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], |
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"BOND_ORDERS": [ |
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1, 7, 1, |
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..., |
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14, 31, 1 |
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], |
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"SELFIES_FROM_PUBCHEM_OPENEYE_CAN_SMILES": "[C][C][=Branch1][C][=O][O][C][Branch1][#Branch1][C][C][=Branch1][C][=O][O-1][C][N+1][Branch1][C][C][Branch1][C][C][C]" |
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} |
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``` |
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### Data Fields |
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| Field | Description | |
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| --------------------------------- | --------------------------------------------------------------------------------- | |
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| PUBCHEM_COMPOUND_CID | PubChem Compound ID | |
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| PUBCHEM_COMPOUND_CANONICALIZED | Whether the structures are canonicalized | |
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| PUBCHEM_CACTVS_COMPLEXITY | Complexity of the compound computed by Cactvs 3.4.8.18 | |
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| PUBCHEM_CACTVS_HBOND_ACCEPTOR | Number of hydrogen bond acceptors computed by Cactvs 3.4.8.18 | |
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| PUBCHEM_CACTVS_HBOND_DONOR | Number of hydrogen bond donors computed by Cactvs 3.4.8.18 | |
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| PUBCHEM_CACTVS_ROTATABLE_BOND | Number of rotatable bonds computed by Cactvs 3.4.8.18 | |
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| PUBCHEM_CACTVS_SUBSKEYS | Substructure keys computed by Cactvs 3.4.8.18 | |
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| PUBCHEM_IUPAC_OPENEYE_NAME | IUPAC name of the compound computed by OEChem 2.3.0 | |
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| PUBCHEM_IUPAC_CAS_NAME | CAS name of the compound | |
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| PUBCHEM_IUPAC_NAME_MARKUP | IUPAC name markup | |
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| PUBCHEM_IUPAC_NAME | IUPAC name computed by Lexichem TK 2.7.0 | |
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| PUBCHEM_IUPAC_SYSTEMATIC_NAME | IUPAC systematic name | |
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| PUBCHEM_IUPAC_TRADITIONAL_NAME | IUPAC traditional name | |
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| PUBCHEM_IUPAC_INCHI | InChI of the compound computed by InChI 1.0.6 | |
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| PUBCHEM_IUPAC_INCHIKEY | InChI key of the compound computed by InChI 1.0.6 | |
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| PUBCHEM_XLOGP3_AA | XLogP3 with atom additive model computed by XLogP3 3.0 | |
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| PUBCHEM_EXACT_MASS | Exact mass of the compound computed by PubChem 2.2 | |
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| PUBCHEM_MOLECULAR_FORMULA | Molecular formula of the compound computed by PubChem 2.2 | |
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| PUBCHEM_MOLECULAR_WEIGHT | Molecular weight of the compound computed by PubChem 2.2 | |
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| PUBCHEM_OPENEYE_CAN_SMILES | Canonical SMILES of the compound computed by OEChem 2.3.0 | |
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| PUBCHEM_OPENEYE_ISO_SMILES | Isomeric SMILES of the compound computed by OEChem 2.3.0 | |
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| PUBCHEM_CACTVS_TPSA | Topological polar surface area computed by Cactvs 3.4.8.18 | |
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| PUBCHEM_MONOISOTOPIC_WEIGHT | Monoisotopic weight of the compound computed by PubChem 2.2 | |
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| PUBCHEM_TOTAL_CHARGE | Total charge of the compound computed by PubChem | |
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| PUBCHEM_HEAVY_ATOM_COUNT | Number of heavy atoms in the compound computed by PubChem | |
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| PUBCHEM_ATOM_DEF_STEREO_COUNT | Number of defined stereo centers in the compound computed by PubChem | |
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| PUBCHEM_ATOM_UDEF_STEREO_COUNT | Number of undefined stereo centers in the compound computed by PubChem | |
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| PUBCHEM_BOND_DEF_STEREO_COUNT | Number of defined stereo bonds in the compound computed by PubChem | |
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| PUBCHEM_BOND_UDEF_STEREO_COUNT | Number of undefined stereo bonds in the compound computed by PubChem | |
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| PUBCHEM_ISOTOPIC_ATOM_COUNT | Number of isotopic atoms in the compound computed by PubChem | |
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| PUBCHEM_COMPONENT_COUNT | Number of components in the compound computed by PubChem | |
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| PUBCHEM_CACTVS_TAUTO_COUNT | Number of tautomers of the compound computed by Cactvs 3.4.8.18 | |
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| PUBCHEM_COORDINATE_TYPE | Coordinate type | |
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| PUBCHEM_BONDANNOTATIONS | Bond annotations | |
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| COORDS | Cartesian coordinates of the molecular geometry | |
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| ATOMIC_INDICES | Atomic indices | |
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| ATOMIC_SYMBOLS | Atomic symbols | |
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| ATOMIC_NUMBERS | Atomic numbers | |
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| ATOMIC_FORMAL_CHARGES | Atomic formal charges | |
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| BOND_ORDERS | Bond orders | |
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| PUBCHEM_XLOGP3 | XLogP3 computed by XLogP3 3.0 | |
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| PUBCHEM_NONSTANDARDBOND | Non-standard bond | |
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| PUBCHEM_REFERENCE_STANDARDIZATION | Reference standardization | |
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| SELFIES | SELFIES string generated from the canonical SMILES (`PUBCHEM_OPENEYE_CAN_SMILES`) | |
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### Data Splits and Configurations |
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The dataset has only one `train` split and one configuration/subset: |
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- `pubchem-10-15-2024-selfies` (default) |
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## Dataset Creation |
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### Curation Rationale |
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The present version of PubChem dataset has been extracted from its original |
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ftp repository, transformed into a dictionary and stored in the `.json` |
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format. |
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### Source Data |
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The link to the original PubChem dataset FTP repository can be found |
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[here](https://ftp.ncbi.nlm.nih.gov/pubchem/Compound/) |
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#### Initial Data Collection and Normalization |
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Other than the changes detailed in Sec. [Curation Rationale](#curation-rationale), |
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no data modification has been performed on the PubChem dataset. |
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### Personal and Sensitive Information |
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The PubChem dataset does not involve any personal or sensitive information. |
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## Considerations for Using the Data |
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### Social Impact of Dataset |
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The PubChem dataset paves the way for applications in drug discovery and materials science, among others. |
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## Additional Information |
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### Dataset Curators |
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- **Sunghwan Kim**, National Center for Biotechnology Information, National |
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Library of Medicine, National Institutes of Health, Department of Health and |
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Human Services, Bethesda, MD, 20894 USA |
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- **Jie Chen**, National Center for Biotechnology Information, National Library |
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of Medicine, National Institutes of Health, Department of Health and Human |
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Services, Bethesda, MD, 20894 USA |
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- **Tiejun Cheng**, National Center for Biotechnology Information, National |
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Library of Medicine, National Institutes of Health, Department of Health and |
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Human Services, Bethesda, MD, 20894 USA |
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- **Asta Gindulyte**, National Center for Biotechnology Information, National |
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Library of Medicine, National Institutes of Health, Department of Health and |
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Human Services, Bethesda, MD, 20894 USA |
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- **Jia He**, National Center for Biotechnology Information, National Library of |
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Medicine, National Institutes of Health, Department of Health and Human |
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Services, Bethesda, MD, 20894 USA |
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- **Siqian He**, National Center for Biotechnology Information, National Library |
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of Medicine, National Institutes of Health, Department of Health and Human |
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Services, Bethesda, MD, 20894 USA |
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- **Qingliang Li**, National Center for Biotechnology Information, National |
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Library of Medicine, National Institutes of Health, Department of Health and |
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Human Services, Bethesda, MD, 20894 USA |
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- **Benjamin A Shoemaker**, National Center for Biotechnology Information, National |
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Library of Medicine, National Institutes of Health, Department of Health and |
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Human Services, Bethesda, MD, 20894 USA |
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- **Paul A Thiessen**, National Center for Biotechnology Information, National |
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Library of Medicine, National Institutes of Health, Department of Health and |
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Human Services, Bethesda, MD, 20894 USA |
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- **Bo Yu**, National Center for Biotechnology Information, National Library of |
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Medicine, National Institutes of Health, Department of Health and Human |
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Services, Bethesda, MD, 20894 USA |
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- **Leonid Zaslavsky**, National Center for Biotechnology Information, National |
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Library of Medicine, National Institutes of Health, Department of Health and |
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Human Services, Bethesda, MD, 20894 USA |
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- **Jian Zhang**, National Center for Biotechnology Information, National |
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Library of Medicine, National Institutes of Health, Department of Health and |
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Human Services, Bethesda, MD, 20894 USA |
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- **Evan E Bolton**, National Center for Biotechnology Information, National |
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Library of Medicine, National Institutes of Health, Department of Health and |
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Human Services, Bethesda, MD, 20894 USA |
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### Licensing Information |
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[Free Public Domain License](https://www.ncbi.nlm.nih.gov/home/about/policies/#data) |
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### Citation Information |
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```tex |
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@article{Kim:2022:D1373, |
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author = {Kim, Sunghwan and Chen, Jie and Cheng, Tiejun and Gindulyte, Asta and He, Jia and He, Siqian and Li, Qingliang and Shoemaker, Benjamin A and Thiessen, Paul A and Yu, Bo and Zaslavsky, Leonid and Zhang, Jian and Bolton, Evan E}, |
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title = "{PubChem 2023 update}", |
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journal = {Nucleic Acids Research}, |
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volume = {51}, |
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pages = {D1373-D1380}, |
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year = {2022}, |
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doi = {10.1093/nar/gkac956} |
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} |
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``` |
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### Contributions |
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- **Mohammad Mostafanejad**, The Molecular Sciences Software Institute (MolSSI) |
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