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200以上のファイル形式に対応した探索的データ分析（EDA）スキル。 「データを分析して」「EDAして」「ファイルの中身を調べて」等のリクエストで発動。 ファイル自動検出、品質評価、統計サマリー、可視化推奨を含むレポート生成。
Passed 11 of 20 test cases with the skill, and 6 of 20 without it.
and 3 more in the full report
5 fixed7 passed either way10 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.
I have a Zeiss microscope scan at `/data/imaging/brain_slice.czi`. Before running detailed scripts, I need to consult the project references to find its category and reference file. Which reference document in the references directory covers CZI files?
| Checked | Without skill | With skill |
|---|---|---|
| Identifies references/microscopy_imaging_formats.md as the corresponding reference file. | Missed | Passed |
The instructions your model reads when the skill loads.
「データ分析」「EDA」「ファイル解析」「データ探索」「CSV分析」
Perform comprehensive exploratory data analysis (EDA) on scientific data files across multiple domains. This skill provides automated file type detection, format-specific analysis, data quality assessment, and generates detailed markdown reports suitable for documentation and downstream analysis planning.
Key Capabilities:
Use this skill when:
The skill has comprehensive coverage of scientific file formats organized into six major categories:
Structure files, computational chemistry outputs, molecular dynamics trajectories, and chemical databases.
File types include: .pdb, .cif, .mol, .mol2, .sdf, .xyz, .smi, .gro, .log, .fchk, .cube, .dcd, .xtc, .trr, .prmtop, .psf, and more.
Reference file: references/chemistry_molecular_formats.md
test cases passed, vs 6 / 20 without
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