/Bible-Embeddings

Primary LanguagePython

Bible Chapters Embedding Visualization

This project aims to visualize Bible chapters in a 3D space by embedding their textual content using OpenAI's text-embedding-ada-002 model, then applying t-SNE for dimensionality reduction.

Live web demo

Getting Started

Installing

  1. Clone the repository: git clone https://github.com/dominicpeel/bible-chapters-embedding.git

  2. Change directory into the project folder: cd bible-chapters-embedding

  3. Install the required packages: pip install -r requirements.txt

  4. Set up your OpenAI API key in a .env file: echo "OPENAI_API_KEY=your_api_key" > .env

Running the project

Run the create_embeddings to generate the embeddings of Bible chapters:

python create_embeddings.py

Run the embeddings_vis.py to visualize the embeddings in a 3D scatter plot using t-SNE dimensionality reduction:

python embeddings_vis.py

The script will output a 3D scatter plot of the Bible chapters in your browser.

Output

The project outputs the following files:

  • embeddings.csv: A CSV file containing the embeddings for each chapter.
  • embeddings_3d.csv: A CSV file containing the reduced 3D coordinates for each chapter.

License

MIT, of course :)