---
title: Individual vs Institution Classifier
emoji: 🏢
colorFrom: blue
colorTo: green
sdk: streamlit
sdk_version: 1.32.0
app_file: app.py
pinned: false
license: mit
---

# Individual vs Institution Classifier — JD Mart

Upload an Excel file with business names → download it back tagged with
**Individual** or **Institution** per listing.

## How to use
1. Upload your `.xlsx` file
2. Click **Classify All**
3. Download the tagged Excel with color-coded results

## Output
- 🟢 Green = Individual (business depends on one person)
- 🔵 Blue = Institution (multi-person, independent brand)
- 🟡 Amber = Needs Review (low confidence)

## Model
- Word TF-IDF + Character TF-IDF + Engineered Name Features
- Hybrid: Rule layer + Calibrated Logistic Regression
- Categories: Beauty Services, Healthcare, Home Services, Legal Services