research-data-analysis

What problem does it solve?

This Skill tackles the challenge of analyzing diverse and complex scientific data formats, enabling rapid exploration and understanding of research datasets.

Core Features & Use Cases

• Universal Format Support: Handles over 200 scientific file types including chemical, biological, imaging, and general data formats.
• Automated EDA: Performs comprehensive Exploratory Data Analysis (EDA) including format detection, data quality assessment, statistical summaries, and visualization recommendations.
• Large Data Handling: Integrates Dask, Vaex, and Polars for efficient processing of datasets that exceed RAM.
• Document Conversion: Converts formats like PDF, DOCX, and XLSX to Markdown.
• Use Case: You have a new dataset in a FITS file from an astronomical observation. This Skill can automatically detect the format, load the data, provide basic statistics, suggest relevant visualizations, and generate a markdown report summarizing its characteristics.

Quick Start

Use the research-data-analysis skill to analyze the file 'my_experiment_data.mzML'.