Data Analysis

by Koshikai

data

実験データの統計解析と標準的なプロット作成を行うスキル。

Skill Details

Repository Files

1 file in this skill directory


name: data-analysis description: 実験データの統計解析と標準的なプロット作成を行うスキル。

データ解析スキル

このスキルは、AIエージェントが実験結果(outputs/ 配下のCSVやJSON)を読み取り、自動的に統計的な洞察を得るためのものです。

能力

  • 基本統計量(平均、標準偏差、外れ値等)の算出
  • トレンドラインやヒストグラムの描画
  • 実験パラメータと結果の相関分析

指示

  1. データ特定: outputs/latest/ または指定されたディレクトリから主要な成果物(metrics.json 等)を特定してください。
  2. 解析実行: uv run poe edit を実行して marimo 環境でインタラクティブに解析するか、scripts/analyze_results.py を用いて自動解析を行ってください。
  3. 報告: 解析結果や可視化(marimoのエクスポート含む)を report.md または report.html として保存し、主要な発見をユーザーに報告してください。

推奨ライブラリ

  • pandas: 表データ操作
  • matplotlib/seaborn: 可視化
  • scipy: 統計検定

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Skill Information

Category:Data
Last Updated:1/26/2026