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- <img src="bunka_logo.png" alt="Logo" width="600"/>
 
 
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- Bunka provides visual investigation of textual datasets, using Topic Modeling and Frame Analysis.
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- Whether you want to understand your training datasets, its content or what its missing before fine-tuning your model, you are at the right place !
 
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- https://www.bunka.ai/
 
 
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- Please visit our Github Profile: https://github.com/charlesdedampierre/BunkaTopics
 
 
 
 
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- # Topic Modeling
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  We summarize information with Topic Modeling & Generative AI for RAG.
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- This provides an overview of your dataset contents in the blink of an eye !
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- <img src="newsmap.png" alt="Logo" width="600"/>
 
 
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- # Frame Analysis
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  We project information on a supervised Axis to Explore textual data in a completely new way.
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- This allows you to investigate potential biases, or filter the content of your dataset in order to clean it faster !
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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- <img src="bourdieu.png" alt="Logo" width="600"/>
 
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+ <p align="center">
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+ <img src="bunka_logo.png" alt="Bunka Logo" width="600"/>
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+ </p>
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+ <h1 align="center">Welcome to Bunka</h1>
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+ <p align="center">
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+ Bunka provides visual investigation of textual datasets, using Topic Modeling and Frame Analysis.
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+ </p>
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+ <p align="center">
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+ 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!
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+ </p>
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+ <p align="center">
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+ <a href="https://www.bunka.ai/">🌐 Website</a> |
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+ <a href="https://github.com/charlesdedampierre/BunkaTopics">πŸ“š GitHub</a> |
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+ <a href="https://beta.bunkasearch.com/">πŸš€ Bunka Platform</a>
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+ </p>
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+ <p align="center">
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+ <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>
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+ <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>
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+ <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>
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+ <a href="https://huggingface.co/bunkalab"><img src="https://img.shields.io/badge/πŸ€—%20Hugging%20Face-ffce6b?style=for-the-badge" alt="Hugging Face"></a>
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+ </p>
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+
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+ ## πŸš€ Explore Our Platform
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+
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+ <p align="center">
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+ <a href="https://beta.bunkasearch.com/">
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+ <img src="platform_hub.png" alt="Bunka Platform Overview" width="800"/>
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+ </a>
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+ </p>
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+
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+ ## 🧠 Topic Modeling
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  We summarize information with Topic Modeling & Generative AI for RAG.
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+ This provides an overview of your dataset contents in the blink of an eye!
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+ <p align="center">
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+ <img src="newsmap.png" alt="Topic Modeling Example" width="600"/>
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+ </p>
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+ ## πŸ–ΌοΈ Frame Analysis
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  We project information on a supervised Axis to Explore textual data in a completely new way.
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+ This allows you to investigate potential biases, or filter the content of your dataset in order to clean it faster!
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+
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+ <p align="center">
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+ <img src="bourdieu.png" alt="Frame Analysis Example" width="600"/>
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+ </p>
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+
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+ ## 🎬 Example: IMDB Dataset Visualization
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+
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+ Explore our visualization of the IMDB dataset:
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+
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+ <p align="center">
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+ <a href="https://beta.bunkasearch.com/map/206">
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+ <img src="imdb_dataset.png" alt="IMDB Dataset Visualization" width="800"/>
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+ </a>
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+ </p>
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+
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+ ## 🀝 Join Our Community
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+ We're excited to have you join our community! Feel free to reach out on any of our platforms for questions, suggestions, or collaborations.