skill-system-eda

Community

Deterministic Polars-first EDA for datasets

Authorarthur0824hao
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Profile and validate tabular datasets end-to-end by generating deterministic profiles and human-readable reports, with optional memory writeback to a dedicated memory store.

Core Features & Use Cases

  • Deterministic profiling of CSV/Parquet datasets using Polars with lazy scanning for large files.
  • Generation of machine-readable profile.yaml and human-readable report.md, plus optional memory writeback integration for traceability.
  • Use cases include profiling new datasets, checking data quality, drift detection, anomaly analysis, and saving/validating data contracts.

Quick Start

Run profile-dataset on a CSV file to generate profile.yaml and report.md.

Dependency Matrix

Required Modules

numpypolarspyyamlscipyscikit-learn

Components

scripts

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: skill-system-eda
Download link: https://github.com/arthur0824hao/ExperimentPipeline/archive/main.zip#skill-system-eda

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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