ec_active / README.md
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metadata
dataset_info:
  features:
    - name: Entry
      dtype: string
    - name: seqs
      dtype: string
    - name: EC number
      dtype: string
    - name: Active site
      dtype: string
    - name: labels
      dtype: int64
  splits:
    - name: train
      num_bytes: 50935453
      num_examples: 80212
    - name: valid
      num_bytes: 686688
      num_examples: 1000
    - name: test
      num_bytes: 692134
      num_examples: 1000
  download_size: 49792005
  dataset_size: 52314275
configs:
  - config_name: default
    data_files:
      - split: train
        path: data/train-*
      - split: valid
        path: data/valid-*
      - split: test
        path: data/test-*

Uniprot (ec:) AND (go_manual:) on 5/30/25

Remove any EC entries with '-'

Remove any EC entries with more than one EC number

Filter for sequences between 20 and 2048

Cluster at 80% sequence similarity

docker run -v pwd:/data -w /data cd-hit cd-hit -i ec.fasta -o output_ec_80 -c 0.8 -n 3 -T 72 -M 512000

Keep representative sequences

Keep EC numbers with 100 or more examples

Map each EC number to a unique integer

Remove any duplicates, favor entries with active site information

Shuffle

Split into 1000 valid and 1000 test randomly, make sure they all have active site info

13.8% of train entries have active site info