scientific-data-profiling

What problem does it solve?

This Skill provides automated data profiling and quality assessment workflows, combining ydata-profiling for EDA with Great Expectations for validation and automatic metadata generation.

Core Features & Use Cases

• Automated EDA Reports: generate comprehensive profiling reports from datasets.
• Data Quality Scoring & Validation: compute quality scores and enforce validation rules.
• Data Catalog Generation: auto-create a data dictionary for datasets.
• Use Case: ingest a new dataset and instantly obtain profiling results, quality scores, and a validation plan.

Quick Start

Run automated profiling and quality validation on a dataset to generate a profile_report.html and quality_score.json