Hi Streamlit friends!
I’m excited to share a personal project I’ve been building:
Text Analytics Toolkit — a simple app designed to make working with unstructured text more approachable for non-technical users.
What You Can Do
- Topic Modeling with Gemini-enhanced explanations (via BERTopic)
- Freeform Text Extraction (e.g. extract benefits, locations, symptoms… from messy text)
- Zero-Shot Text Classification with optional fast mode for large datasets
- Wordclouds & N-gram Charts with stopword customization
- Chat with Your Documents (multi-file PDF, Word, Excel, etc. + semantic search)
Why I Built It
Text data is powerful, but analyzing it without a data science background can be intimidating.
This toolkit is my attempt to simplify text analytics — so anyone can gain insights without needing to code.
Try It Out
App link:
https://text-analytics-toolkit.streamlit.app/
Would love to hear your feedback, ideas, or use cases!
Thanks to the Streamlit community for all the inspiration.