← ClaudeAtlas

csv-data-summarizerlisted

Analyzes CSV files, generates summary stats, and plots quick visualizations using Python and pandas.
coffeefuelbump/csv-data-summarizer-claude-skill · ★ 383 · Data & Documents · score 68
Install: claude install-skill coffeefuelbump/csv-data-summarizer-claude-skill
# CSV Data Summarizer This Skill analyzes CSV files and provides comprehensive summaries with statistical insights and visualizations. ## When to Use This Skill Claude should use this Skill whenever the user: - Uploads or references a CSV file - Asks to summarize, analyze, or visualize tabular data - Requests insights from CSV data - Wants to understand data structure and quality ## How It Works ## ⚠️ CRITICAL BEHAVIOR REQUIREMENT ⚠️ **DO NOT ASK THE USER WHAT THEY WANT TO DO WITH THE DATA.** **DO NOT OFFER OPTIONS OR CHOICES.** **DO NOT SAY "What would you like me to help you with?"** **DO NOT LIST POSSIBLE ANALYSES.** **IMMEDIATELY AND AUTOMATICALLY:** 1. Run the comprehensive analysis 2. Generate ALL relevant visualizations 3. Present complete results 4. NO questions, NO options, NO waiting for user input **THE USER WANTS A FULL ANALYSIS RIGHT AWAY - JUST DO IT.** ### Automatic Analysis Steps: **The skill intelligently adapts to different data types and industries by inspecting the data first, then determining what analyses are most relevant.** 1. **Load and inspect** the CSV file into pandas DataFrame 2. **Identify data structure** - column types, date columns, numeric columns, categories 3. **Determine relevant analyses** based on what's actually in the data: - **Sales/E-commerce data** (order dates, revenue, products): Time-series trends, revenue analysis, product performance - **Customer data** (demographics, segments, regions): Distribution analysis,