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exploratory-data-analysis

zLanqing/codex-claude-academic-skills / scientific-toolkit-skill/references/scientific-skills/exploratory-data-analysis

analyzes a scientific data file , which improves: clear report on its quality before any processing

score 5/10high risk5.1K repo stars

Details

judge’s score
5/10
place
outside the packs
publisher
zLanqing
status
new
skill’s last commit
May 14, 2026
repo stars
5,118
main type
Data

Judgement

Broad triggering ("any scientific file"), value mostly generic: placeholder-filled report and well-known tips. Strength: per-format references with Python libraries. Annexes truncated, script not read.

reservations

  • scripts/eda_analyzer.py was not provided for review: its behavior and quality cannot be verified
  • Format annexes truncated (about 5,000 characters out of 15,000 to 22,000): real coverage of the 200+ formats cannot be verified
  • Very generic report template, full of placeholders, little added value compared to what Claude produces without the skill
  • The title promises 200+ formats, but the body details only a handful of examples
sub-scores
Triggering
1/2
Added value
1/2
Precision
1/2
Scope
1/2
Quality
1/2

Alerts

1 alert, by category

Static scan

  • high risk

    scripts run by the SKILL.md

    scripts/eda_analyzer.py

Original description

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 rep…

added on Oct 19, 2026 · license MIT