csv-data-summarizer

This Skill analyzes CSV files and provides comprehensive summaries with statistical insights and visualizations. Claude should use this Skill whenever the user: 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: THE USER WANTS A FULL ANALYSIS RIGHT AWAY - JUST DO IT. The skill intelligently adapts to different data types and industries by inspecting the data first, then determining what analyses are most relevant. Load and inspect the CSV file into pandas DataFrame Identify data structure - column types, date columns, numeric columns, categories Determine relevant analyses based on what's actually in the data: Only create visualizations that make sense for the specific dataset: Generate comprehensive output automatically including: Present everything in one complete analysis - no follow-up questions Example adaptations: ✅ CORRECT APPROACH - SAY THIS: ✅ DO: ❌ NEVER SAY THESE PHRASES: ❌ FORBIDDEN BEHAVIORS: The Skill provides a Python function summarize_csv(file_path) that: "Here's sales_data.csv . Can you summarize this file?" "Analyze this customer data CSV and show me trends." "What insights can you find in orders.csv ?" Dataset Overview Summary Statistics Insights - Uploads or references a CSV file - Asks to summarize,...