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Support Ticket Router (Streamlit)

Small ML app that predicts a support queue from ticket text (subject + body).

Screenshot

UI screenshot UI screenshot UI screenshot

What it does

  • Input: free-form support ticket text (subject + body).
  • Output: predicted queue + confidence + top-K alternatives.
  • UI: Streamlit app with example buttons and a simple explanation of influential tokens.

Dataset

This project uses the public dataset Tobi-Bueck/customer-support-tickets (CSV) from Hugging Face: https://huggingface.co/datasets/Tobi-Bueck/customer-support-tickets

Quick download used in this repo: https://huggingface.co/datasets/Tobi-Bueck/customer-support-tickets/resolve/main/dataset-tickets-multi-lang-4-20k.csv

The training script expects these columns in data/dataset.csv:

  • subject
  • body
  • queue

Project structure

support-ticket-router/
  app.py
  train.py
  requirements.txt
  README.md
  data/
    dataset.csv
  artifacts/
    model.joblib





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