---
language:
- en
license: apache-2.0
base_model: distilbert-base-uncased
tags:
- polarys
- text-classification
- patrol-notes
pipeline_tag: text-classification
---

# 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.