exploratory-data-analysis

8.3

187

342

Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. Automatically detects file type and generates detailed markdown reports with format-specific analysis, quality metrics, and downstream analysis recommendations. Covers chemistry, bioinformatics, microscopy, spectroscopy, proteomics, metabolomics, and general scientific data formats.

EDA

8.3

Rating

Installs

Data & Analytics

Quick Review

Exceptional skill for scientific data analysis across 200+ file formats. The description clearly conveys the skill's scope and invocation criteria. Task knowledge is comprehensive with detailed workflows, format-specific guidance across 6 scientific domains, and practical code examples. Structure is excellent—SKILL.md provides clear overview and workflow while delegating format details to 6 organized reference files. High novelty: a CLI agent would struggle significantly with scientific format detection, format-specific analysis strategies, and domain-appropriate recommendations across chemistry, genomics, microscopy, spectroscopy, proteomics, and general scientific data. The skill meaningfully reduces token costs by providing pre-organized format knowledge, analysis templates, and domain expertise that would otherwise require extensive prompting. Minor improvement opportunity: could include more explicit error handling patterns in the workflow section.