README.md

metadata

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