coffeefuelbump/csv-data-summarizer-claude-skill

# GitHub Repository: coffeefuelbump/csv-data-summarizer-claude-skill

**URL:** https://github.com/coffeefuelbump/csv-data-summarizer-claude-skill
**Author:** coffeefuelbump
**Description:** A Claude Skill that automatically analyzes uploaded CSV files — generating summary statistics, detecting missing data, and creating quick visualizations using Python and pandas.
**Homepage:** https://youtu.be/kHg1TfSNSFI
**Language:** Python

## Stats
- Stars: 410
- Forks: 58
- Open Issues: 3
- Commits: 1
- Created: 2025-10-16T19:28:59Z
- Updated: 2026-06-20T14:38:52Z
- Pushed: 2025-10-16T20:20:06Z

## README
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[![Join AI Community](https://img.shields.io/badge/🚀_Join-AI_Community_(FREE)-4F46E5?style=for-the-badge)](https://www.skool.com/ai-for-your-business)
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---

# 📊 CSV Data Summarizer - Claude Skill

A powerful Claude Skill that automatically analyzes CSV files and generates comprehensive insights with visualizations. Upload any CSV and get instant, intelligent analysis without being asked what you want!

<div align="center">

[![Version](https://img.shields.io/badge/version-2.1.0-blue.svg)](https://github.com/coffeefuelbump/csv-data-summarizer-claude-skill)
[![Python](https://img.shields.io/badge/python-3.8+-green.svg)](https://www.python.org/)
[![License](https://img.shields.io/badge/license-MIT-orange.svg)](LICENSE)

</div>

## 🚀 Features

- **🤖 Intelligent & Adaptive** - Automatically detects data type (sales, customer, financial, survey, etc.) and applies relevant analysis
- **📈 Comprehensive Analysis** - Generates statistics, correlations, distributions, and trends
- **🎨 Auto Visualizations** - Creates multiple charts based on what's in your data:
  - Time-series plots for date-based data
  - Correlation heatmaps for numeric relationships
  - Distribution histograms
  - Categorical breakdowns
- **⚡ Proactive** - No questions asked! Just upload CSV and get complete analysis immediately
- **🔍 Data Quality Checks** - Automatically detects and reports missing values
- **📊 Multi-Industry Support** - Adapts to e-commerce, healthcare, finance, operations, surveys, and more

## 📥 Quick Download

<div align="center">

### Get Started in 2 Steps

**1️⃣ Download the Skill**  
[![Download Skill](https://img.shields.io/badge/Download-CSV%20Data%20Summarizer%20Skill-blue?style=for-the-badge&logo=download)](https://github.com/coffeefuelbump/csv-data-summarizer-claude-skill/raw/main/csv-data-summarizer.zip)

**2️⃣ Try the Demo Data**  
[![Download Demo CSV](https://img.shields.io/badge/Download-Sample%20P%26L%20Financial%20Data-green?style=for-the-badge&logo=data)](https://github.com/coffeefuelbump/csv-data-summarizer-claude-skill/raw/main/examples/showcase_financial_pl_data.csv)

</div>

---

## 📦 What's Included

```
csv-data-summarizer-claude-skill/
├── SKILL.md              # Claude Skill definition
├── analyze.py            # Comprehensive analysis engine
├── requirements.txt      # Python dependencies
├── examples/
│   └── showcase_financial_pl_data.csv  # Demo P&L financial dataset (15 months, 25 metrics)
└── resources/
    ├── sample.csv        # Example dataset
    └── README.md         # Usage documentation
```

## 🎯 How It Works

1. **Upload** any CSV file to Claude.ai
2. **Skill activates** automatically when CSV is detected
3. **Analysis runs** immediately - inspects data structure and adapts
4. **Results delivered** - Complete analysis with multiple visualizations

No prompting needed. No options to choose. Just instant, comprehensive insights!

## 📥 Installation

### For Claude.ai Users

1. Download the latest release: [`csv-data-summarizer.zip`](https://github.com/coffeefuelbump/csv-data-summarizer-claude-skill/releases)
2. Go to [Claude.ai](https://claude.ai) → Settings → Capabilities → Skills
3. Upload the zip file
4. Enable the skill
5. Done! Upload any CSV and watch it work ✨

### For Developers

```bash
git clone [email protected]:coffeefuelbump/csv-data-summarizer-claude-skill.git
cd csv-data-summarizer-claude-skill
pip install -r requirements.txt
```

## 📊 Sample Dataset Highlights

The included demo CSV contains **15 months of P&L data** with:
- 3 product lines (SaaS, Enterprise, Services)
- 25 financial metrics including revenue, expenses, margins, CAC, LTV
- Quarterly trends showing business growth
- Perfect for showcasing time-series analysis, correlations, and financial insights

## 🎨 Example Use Cases

- **📊 Sales Data** → Revenue trends, product performance, regional analysis
- **👥 Customer Data** → Demographics, segmentation, geographic patterns
- **💰 Financial Data** → Transaction analysis, trend detection, correlations
- **⚙️ Operational Data** → Performance metrics, time-series analysis
- **📋 Survey Data** → Response distributions, cross-tabulations

## 🛠️ Technical Details

**Dependencies:**
- Python 3.8+
- pandas 2.0+
- matplotlib 3.7+
- seaborn 0.12+

**Visualizations Generated:**
- Time-series trend plots
- Correlation heatmaps
- Distribution histograms
- Categorical bar charts

## 📝 Example Output

```
============================================================
📊 DATA OVERVIEW
============================================================
Rows: 100 | Columns: 15

📋 DATA TYPES:
  • order_date: object
  • total_revenue: float64
  • customer_segment: object
  ...

🔍 DATA QUALITY:
✓ No missing values - dataset is complete!

📈 NUMERICAL ANALYSIS:
[Summary statistics for all numeric columns]

🔗 CORRELATIONS:
[Correlation matrix showing relationships]

📅 TIME SERIES ANALYSIS:
Date range: 2024-01-05 to 2024-04-11
Span: 97 days

📊 VISUALIZATIONS CREATED:
  ✓ correlation_heatmap.png
  ✓ time_series_analysis.png
  ✓ distributions.png
  ✓ categorical_distributions.png
```

## 🌟 Connect & Learn More

<div align="center">

[![Join AI Community](https://img.shields.io/badge/Join-AI%20Community%20(FREE)-blue?style=for-the-badge&logo=data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIyNCIgaGVpZ2h0PSIyNCIgdmlld0JveD0iMCAwIDI0IDI0IiBmaWxsPSJ3aGl0ZSI+PHBhdGggZD0iTTEyIDJDNi40OCAyIDIgNi40OCAyIDEyczQuNDggMTAgMTAgMTAgMTAtNC40OCAxMC0xMFMxNy41MiAyIDEyIDJ6bTAgM2MxLjY2IDAgMyAxLjM0IDMgM3MtMS4zNCAzLTMgMy0zLTEuMzQtMy0zIDEuMzQtMyAzLTN6bTAgMTQuMmMtMi41IDAtNC43MS0xLjI4LTYtMy4yMi4wMy0xLjk5IDQtMy4wOCA2LTMuMDggMS45OSAwIDUuOTcgMS4wOSA2IDMuMDgtMS4yOSAxLjk0LTMuNSAzLjIyLTYgMy4yMnoiLz48L3N2Zz4=)](https://www.skool.com/ai-for-your-business/about)

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## 🤝 Contributing

Contributions are welcome! Feel free to:
- Report bugs
- Suggest new features
- Submit pull requests
- Share your use cases

## 📄 License

MIT License - feel free to use this skill for personal or commercial projects!

## 🙏 Acknowledgments

Built for the Claude Skills platform by [Anthropic](https://www.anthropic.com/news/skills).

---

<div align="center">

**Made with ❤️ for the AI community**

⭐ Star this repo if you find it useful!

</div>