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---
title: Ward Ranking Cleaner
emoji: 🎲
colorFrom: pink
colorTo: blue
sdk: gradio
sdk_version: "4.44.1"
app_file: app.py
pinned: false
---
# Ward Ranking Cleaner & Random Assigner (Gradio)
- Auto-detect column mapping (Thai/English keywords + fuzzy)
- Or map by **column numbers** based on the "Available columns" list
- Clean to keep only `NAME`, `ID`, and selected ward ranking columns (parse ranks → ints)
- Assign students by rank round (1→2→3…) with random tie-breaking, respecting **capacity**
- Pre-check: `#students <= total capacity` (shortage allowed, **not exceed**)
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