readme: ---
  tags:
  - flair
  - token-classification
  - sequence-tagger-model
  language: en
  widget:
  - text: "SELECT shipping FROM users WHERE shipping = '201 Thayer St Providence RI 02912'"
  ---
  
  ## English PII in Flair
  
  This is the large 5-class NER model for English trained on protocol trace data generated by [Privy](https://github.com/pixie-io/pixie/tree/main/src/datagen/pii/privy/)
  
  F1-Score: **0.9522**
  
  Predicts 5 tags:
  
  | **tag**                        | **meaning** |
  |---------------------------------|-----------|
  | PER         | person name | 
  | LOC         | location name | 
  | ORG         | organization name | 
  | DATE_TIME   | dates and times | 
  | NRP         | nationalities, religious and political groups | 
  
  Uses distilbert embeddings.
  
  ---
  