ds-plan

What problem does it solve?

This Skill addresses the critical need for structured data profiling and task breakdown in data science workflows, preventing common pitfalls like starting analysis without understanding the data or creating vague, unexecutable plans.

Core Features & Use Cases

• Data Profiling: Comprehensive checks on data shape, types, missing values, duplicates, and distributions.
• Task Breakdown: Generates an ordered list of actionable analysis tasks.
• ETL Strategy Assessment: Guides decisions on filtering, parallelism, caching, and incremental scaling for efficient data processing.
• Use Case: Before starting a complex data analysis project, use this Skill to thoroughly profile your datasets, identify potential data quality issues, and create a detailed, step-by-step plan for cleaning, transformation, and analysis, ensuring a robust and efficient workflow.

Quick Start

Use the ds-plan skill to profile the data and create an analysis plan based on the spec.