---
title: README
emoji: 🌍
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colorTo: yellow
sdk: static
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  https://cdn-uploads.huggingface.co/production/uploads/6427c446826a6d2ceee622aa/UepQhSrx8ndvQ4FA1DTnS.png
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<p align="center">
  <img src="bunka_logo.png" alt="Bunka Logo" width="600"/>
</p>

<h1 align="center">Welcome to Bunka</h1>

<p align="center">
  Bunka provides visual investigation of textual datasets, using Topic Modeling and Frame Analysis.
</p>

<p align="center">
  Whether you want to understand your training datasets, its content or what it's missing before fine-tuning your model, you're at the right place!
</p>

<p align="center">
  <a href="https://www.bunka.ai/"><img src="https://img.shields.io/badge/Website-FF7139?style=for-the-badge&logo=firefox-browser&logoColor=white" alt="Website"></a>
  <a href="https://github.com/charlesdedampierre/BunkaTopics"><img src="https://img.shields.io/badge/GitHub-100000?style=for-the-badge&logo=github&logoColor=white" alt="GitHub"></a>
  <a href="https://www.linkedin.com/company/85881815"><img src="https://img.shields.io/badge/LinkedIn-0077B5?style=for-the-badge&logo=linkedin&logoColor=white" alt="LinkedIn"></a>
  <a href="https://discord.gg/3YRPVqXabQ"><img src="https://img.shields.io/badge/Discord-7289DA?style=for-the-badge&logo=discord&logoColor=white" alt="Discord"></a>
</p>

## 🚀 Explore Our Platform

<p align="center">
  <a href="https://beta.bunkasearch.com/">
    <img src="platform_hub.png" alt="Bunka Platform Overview" width="800"/>
  </a>
</p>

Our platform, based on Bunka's open-source backend technology, can be used to visualize, explore, and refine unstructured information. Public datasets are already available for exploration.

<p align="center">
  <a href="https://app.bunka.ai/"><img src="https://img.shields.io/badge/Try%20Bunka%20Platform-4285F4?style=for-the-badge&logo=google-maps&logoColor=white" alt="Try Bunka Platform"></a>
</p>

## 🧠 Topic Modeling

We summarize information with Topic Modeling & Generative AI for RAG.
This provides an overview of your dataset contents in the blink of an eye!

<p align="center">
  <img src="newsmap.png" alt="Topic Modeling Example" width="600"/>
</p>

## 🖼️ Frame Analysis

We project information on a supervised Axis to Explore textual data in a completely new way.
This allows you to investigate potential biases, or filter the content of your dataset in order to clean it faster!

<p align="center">
  <img src="bourdieu.png" alt="Frame Analysis Example" width="600"/>
</p>

## 🎬 Example: IMDB Dataset Visualization

Explore our visualization of the IMDB dataset:

<p align="center">
  <a href="https://beta.bunkasearch.com/map/206">
    <img src="imdb_dataset.png" alt="IMDB Dataset Visualization" width="800"/>
  </a>
</p>

## 🤝 Join Our Community

We're excited to have you join our community! Feel free to reach out on any of our platforms for questions, suggestions, or collaborations.