get_data_summary
Analyze dataset structure, dimensions, data types, and memory usage to understand data characteristics for exploration and analysis planning.
Instructions
Get comprehensive data overview and structural summary.
Provides high-level overview of dataset structure, dimensions, data types, and memory usage. Essential first step in data exploration and analysis planning workflows.
Returns: Comprehensive data overview with structural information
Summary Components: š Dimensions: Rows, columns, shape information š¢ Data Types: Column type distribution and analysis š¾ Memory Usage: Resource consumption breakdown š Preview: Sample rows for quick data understanding (optional) š Overview: High-level dataset characteristics
Examples: # Full data summary with preview summary = await get_data_summary(ctx)
AI Workflow Integration: 1. Initial data exploration and understanding 2. Planning analytical approaches based on data structure 3. Resource planning for large dataset processing 4. Data quality initial assessment
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| include_preview | Yes | Include sample data rows in summary | |
| max_preview_rows | Yes | Maximum number of preview rows to include |