sanitycheck-cli 0.1.2

Zero-tuning CLI tool for quick numeric data sanity checks

sanitycheck-cli

What is this?

sanitycheck-cli is a zero-tuning CLI tool for quickly assessing the statistical cleanliness of numeric columns in CSV datasets.
It provides a fast, high-level overview before deeper analysis or modeling.

When should I use it?

• Before exploratory data analysis (EDA)
• Before training statistical or machine learning models
• When you want a quick sanity check without manual inspection

What it does NOT do

• It does not clean or modify data
• It does not model relationships or correlations between features
• It does not replace proper EDA or data validation pipelines

Quick start

Run the tool on a CSV file:

sanitycheck data.csv

Example output

📌Column problem: [0]

• -: Abnormal similarity
• -: Inconsistent value type

📌Row problem: [0]

📌Top anomalous rows:

• Row 4867: score=0.625
• Row 82: score=0.624
• Row 1364: score=0.622
• Row 1482: score=0.619
• Row 4913: score=0.611

🔨 Final validation:

• clarity score: 1.000

Interpretation tips

• Higher clarity scores indicate cleaner numeric data

• Anomalous rows are ranked, not classified — use them for inspection

• Non-numeric columns are ignored by design

• This tool is best used as a fast pre-analysis step