BucDevGin/Polarys-bert

POLARYS BERT Activity Classifier

DistilBERT fine-tuned to classify Ermita PS-5 patrol activity notes into categories such as:

• Presence
• Assistance
• Security Coverage
• Oplan / Special Ops
• Community Engagement
• Clearing Operations
• Custodial / Jail
• Other Operations

Intended use

Analyze officer-submitted descriptive notes for activity categorization with confidence scores. Decision-support only — does not approve or modify reports.

Training data

Cleaned POLARYS_DATASETS.csv WHAT/REMARKS text mapped to normalized activity labels.