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title: AutoEDA | |
emoji: π | |
colorFrom: blue | |
colorTo: purple | |
sdk: gradio | |
sdk_version: 5.33.0 | |
app_file: app.py | |
pinned: true | |
tags: | |
- agent-demo-track | |
- hackathon | |
- gemini | |
- data-analysis | |
short_description: Upload your CSV file and get instant AI-powered data insight | |
# π AI Data Explorer with Gemini | |
**Track 3: Agentic Demo Showcase** | |
## π― Hackathon Submission | |
This is my submission for the **Agents-MCP-Hackathon** in **Track 3: Agentic Demo Showcase**. | |
## π Overview | |
AI Data Explorer is an intelligent data analysis application that uses Google's Gemini AI to automatically understand, analyze, and tell stories about your datasets. Simply upload a CSV file and get instant AI-powered insights! | |
## β¨ Features | |
- π€ **AI-Powered Storytelling**: Gemini AI analyzes your data and creates engaging narratives | |
- π **Automated Data Profiling**: Comprehensive statistical analysis and data quality assessment | |
- π¨ **Smart Visualizations**: Automatic chart generation based on data characteristics | |
- π **Missing Data Analysis**: Detailed missing value patterns and recommendations | |
- π **Correlation Discovery**: Automatic identification of relationships between variables | |
- π― **Data Quality Scoring**: Instant assessment of dataset completeness | |
## π οΈ Technology Stack | |
- **Frontend**: Gradio 5.0 | |
- **AI Engine**: Google Gemini 1.5 Flash | |
- **Data Processing**: Pandas, NumPy | |
- **Visualizations**: Plotly, Seaborn | |
- **Statistics**: SciPy | |
## π― Use Cases | |
- **Business Analysts**: Quick dataset understanding and insights | |
- **Data Scientists**: Rapid EDA (Exploratory Data Analysis) | |
- **Students**: Learning data analysis through AI explanations | |
- **Researchers**: Fast dataset characterization | |
## π How to Use | |
1. Upload your CSV file | |
2. Enter your Gemini API key | |
3. Click "Generate Story" for AI insights | |
4. Explore data profiling and visualizations | |
5. Get actionable recommendations | |
## π₯ Demo Video | |
[[Demo Video on Youtube - Watch Here!] | |
](https://www.youtube.com/watch?v=ADUeqIezhnk&feature=youtu.be) | |
## π API Key Setup | |
Get your free Gemini API key from [Google AI Studio](https://aistudio.google.com/) | |
## π Hackathon Submission | |
This project was created for the Gradio + Hugging Face Agent Hackathon 2025, demonstrating the power of AI agents in automated data analysis and storytelling. | |
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*Built with β€οΈ using Gradio and Gemini AI* |