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  # Otter UBC Dataset Card
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  UBC is a dataset comprising entities (Proteins/Drugs) from Uniprot (U), BindingDB (B) and. ChemBL (C). It contains 6,207,654 triples.
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  ## Dataset details
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  #### Uniprot
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  Uniprot comprises of 573,227 proteins from SwissProt, which is the subset of manually curated entries within UniProt, including attributes with different modalities like the sequence (567,483 of them), full name, organism, protein family, description of its function, catalytics activity, pathways and its length. The number of edges are 38,665 of type \emph{target\_of} from Uniprot ids to both ChEMBL and Drugbank ids, and 196,133 interactants between Uniprot protein ids.
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  #### ChEMBL
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  ChemBL comprises of drug-like bioactive molecules, 10,261 ChEMBL ids with their corresponding SMILES were downloaded from OpenTargets \cite{opentargets}, from which 7,610 have a \textit{sameAs} link to drugbank id molecules.
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  **Paper or resources for more information:**
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  - [GitHub Repo](https://github.com/IBM/otter-knowledge)
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  # Otter UBC Dataset Card
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  UBC is a dataset comprising entities (Proteins/Drugs) from Uniprot (U), BindingDB (B) and. ChemBL (C). It contains 6,207,654 triples.
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+ <div align="center">
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+ <img src="https://raw.githubusercontent.com/IBM/otter-knowledge/main/assets/neurips_ubc.png" alt="Overview of the creation of UBC"/>
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+ </div>
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  ## Dataset details
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  #### Uniprot
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  Uniprot comprises of 573,227 proteins from SwissProt, which is the subset of manually curated entries within UniProt, including attributes with different modalities like the sequence (567,483 of them), full name, organism, protein family, description of its function, catalytics activity, pathways and its length. The number of edges are 38,665 of type \emph{target\_of} from Uniprot ids to both ChEMBL and Drugbank ids, and 196,133 interactants between Uniprot protein ids.
 
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  #### ChEMBL
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  ChemBL comprises of drug-like bioactive molecules, 10,261 ChEMBL ids with their corresponding SMILES were downloaded from OpenTargets \cite{opentargets}, from which 7,610 have a \textit{sameAs} link to drugbank id molecules.
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+ <div align="center">
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+ <img src="https://raw.githubusercontent.com/IBM/otter-knowledge/main/assets/ubckg_example.jpg" alt="Example of UBC"/>
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+ </div>
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  **Paper or resources for more information:**
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  - [GitHub Repo](https://github.com/IBM/otter-knowledge)
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