profile_data

Generate comprehensive data profiles with statistical insights, column characteristics, and analytical summaries to understand dataset structure and quality for data analysis workflows.

Instructions

Generate comprehensive data profile with statistical insights.

Creates a complete analytical profile of the dataset including column characteristics, data types, null patterns, and statistical summaries. Provides holistic data understanding for analytical workflows.

Returns: Comprehensive data profile with multi-dimensional analysis

Profile Components: 📊 Column Profiles: Data types, null patterns, uniqueness 📈 Statistical Summaries: Numerical column characteristics 🔗 Correlations: Inter-variable relationships (optional) 🎯 Outliers: Anomaly detection across columns (optional) 💾 Memory Usage: Resource consumption analysis

Examples: # Full data profile profile = await profile_data(ctx)

# Quick profile without expensive computations profile = await profile_data(ctx, include_correlations=False, include_outliers=False)

AI Workflow Integration: 1. Initial data exploration and understanding 2. Automated data quality reporting 3. Feature engineering guidance 4. Data preprocessing strategy development

Input Schema

Name	Required	Description	Default
No arguments

Input Schema (JSON Schema)

{ "properties": {}, "type": "object" }

DataBeak

profile_data

Instructions

Input Schema

Input Schema (JSON Schema)

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