AI_Agent_Data_Explore — Gemini AI Agent
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    AI_Agent_Data_Explore

    AI_Agent_Data_Explore

    nusduck March 27, 2025
    4 copies 0 downloads

    🔍 Let AI Explore Your Data – Instantly Visualize, Effortlessly Discover! ✨

    🤖 AI Agent Data Explore

    A powerful, user-friendly Streamlit application for end-to-end data analysis and exploration—with AI-powered insights.

    ✨ Features

    • 📂 Data Upload: Easily upload CSV, Excel, or JSON files
    • 😈 Model Setting: Easily choose the right model
    • 🔍 Data Overview: Instantly view data statistics, samples, and descriptive info
    • ⚙️ Analysis Target: Define your analysis goals (default: “help me explore the data, show the insights”)
    • 🗺️ Analysis Plan: Review the generated plan and give your feedback
    • 📊 Result Viewer: Browse historical analysis reports & visualizations
    • ⭐ Evaluation: Rate the quality and relevance of the analysis

    💡 UI Flow

    image-20250419091330960

    Visit the UI

    🕸️ Agents Graph

    image-20250417201155362


    🚀 Quick Start

    📦 Local Installation

    1. Clone the Repo:

      git clone https://github.com/nusduck/AI_Agent_Data_Explore.git
      
    2. Install dependencies:

      pip install -r requirements.txt
      
    3. Set up API key: Create and edit .env file:

      OPENAI_API_KEY=Your_API_KEY
      LANGSMITH_API_KEY=Your_API_KEY
      LANGSMITH_TRACING=true
      LANGSMITH_ENDPOINT="https://api.smith.langchain.com"
      LANGSMITH_PROJECT=Your_LangSmith_project
      TAVILY_API_KEY=Your_API_KEY
      DEEPSEEK_API_KEY=Your_API_KEY
      GOOGLE_API_KEY=Your_API_KEY
      
    4. Run Streamlit app:

      streamlit run streamlit_app.py
      
    5. Open http://localhost:8501 in your browser.


    🐳 Deploy with Docker Compose

    Recommended for easy deployment and isolation

    1. Create a .env file in the project root:
      OPENAI_API_KEY=Your_API_KEY
      LANGSMITH_API_KEY=Your_API_KEY
      LANGSM
      

    Tags

    agentsdatadata-analysisdata-visualizationgeminilanggraphopenai

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