--- dataset_info: features: - name: ID dtype: string - name: latestVersion dtype: int64 - name: globalMetricValue dtype: float64 - name: uniprotStart dtype: int64 - name: uniprotEnd dtype: int64 - name: uniprotSequence dtype: string - name: Length dtype: float64 - name: Domain_architecture dtype: string - name: InterPro dtype: string - name: Max_Topology dtype: string - name: Max Freq dtype: float64 - name: Knot Core dtype: string - name: label dtype: int64 - name: FamilyName dtype: string splits: - name: train num_bytes: 88403588.17607178 num_examples: 157644 - name: test num_bytes: 22101457.823928222 num_examples: 39412 download_size: 87654765 dataset_size: 110505046.0 language: protein --- # Dataset of knotted and unknotted proteins from AlphaFold This dataset was created based on the whole [UniProt database](https://www.uniprot.org/) from where protein sequences were obtained, their 3D structure computed with [AlphaFold](https://alphafold.ebi.ac.uk/) and their topology (knot vs. unknot) determined with [Topoly](https://topoly.cent.uw.edu.pl/index.html). The obtained proteins were further processed by clustering with CD-HIT and downsampling to ensure balanced sequence length distribution between knotted and unknotted samples. The final dataset contains 98528 knotted proteins and the same amount of unknotted ones. It's split into train set with 157644 (80%) samples and test datasets with 39412 (20%) samples.