LLM-powered Data Science & Visualization Assistant with Streamlit
Project description
📊 AI Data Visualization Agent
A Streamlit application that acts as your personal data visualization expert, powered by LLMs. Simply upload your dataset and ask questions in natural language - the AI agent will analyze your data, generate appropriate visualizations, and provide insights through a combination of charts, statistics, and explanations.
Features
Natural Language Data Analysis
- Ask questions about your data in plain English
- Get instant visualizations and statistical analysis
- Receive explanations of findings and insights
- Interactive follow-up questioning
Intelligent Visualization Selection
- Automatic choice of appropriate chart types
- Dynamic visualization generation
- Statistical visualization support
- Custom plot formatting and styling
Multi-Model AI Support (Groq)
"llama-3.3-70b-versatile", "llama-3.1-8b-instant"
How to Run
Follow the steps below to set up and run the application:
- Before anything else, Please get a free Groq AI API Key here: https://console.groq.com/keys
- Get a free E2B API Key here: https://e2b.dev/ ; https://e2b.dev/docs/legacy/getting-started/api-key
📦 Installation
# Create virtual environment
python -m venv venv
source venv/bin/activate # Linux/Mac
venv\Scripts\activate # Windows
pip install data-science-visualization-assistant
run
python run.py
or
execute_app
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