This project involves creating a Streamlit web application that integrates a Mapbox map, incorporates the OpenAI API, and features a chatbot agent. The objective is to create an interactive and user-friendly app where users can interact with the chatbot and view locations on a map.
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- Skeleton with Mapbox: Set up the basic Streamlit app framework and integrate the Mapbox API for map functionality.
- Incorporate OpenAI API: Implement the OpenAI API to leverage AI capabilities in the app.
- Create an Agent: Develop a chatbot agent that can interact with users, using the OpenAI API for processing and responding to queries.
- Link Everything Up: Ensure all components of the app (Mapbox, OpenAI API, chatbot) are seamlessly integrated and functioning together.
- Rearrange the Layout: Fine-tune the app's layout for optimal user experience and aesthetics.
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Skeleton with Mapbox:
- Ensure Mapbox API is correctly integrated.
- Display the map with desired default settings (e.g., focus on a specific region).
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Incorporate OpenAI API:
- Set up the OpenAI API key and ensure secure storage.
- Implement API calls to OpenAI within the app for processing user input.
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Create an Agent:
- Design and develop the chatbot's conversational logic.
- Integrate the chatbot with the OpenAI API for advanced language processing.
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Link Everything Up:
- Connect the chatbot responses to relevant actions on the map (if applicable).
- Ensure data flow between the chatbot and the map is smooth and logical.
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Rearrange the Layout:
- Organize the UI elements for ease of use.
- Test the app on different screen sizes and adjust the layout responsively.
- Keep the app's dependencies updated.
- Regularly test the app for bugs and performance issues.
- Consider user feedback for future improvements.