A Python package to generate visual data quality audits.
Project description
auditflow
auditflow is a lightweight, plug-and-play Python package that generates automated visual data quality audits for any tabular dataset (CSV or DataFrame). It's built with simplicity and real-world analytics workflows in mind.
What It Does
- Detects missing values and visualizes them
- Highlights skewed numeric distributions
- Flags duplicates, constant columns, and high-cardinality categoricals
- Calculates memory usage and correlation heatmaps
- Auto-generates a clean HTML report with embedded visuals (no folders required)
- Writes a human-readable summary as a text report
Perfect for:
- Quick data onboarding
- Exploratory Data Analysis (EDA)
- Data validation in consulting and internal audit workflows
Installation
pip install auditflow
Usage
from auditflow import run_audit
run_audit("your_dataset.csv")
Outputs:
audit_report.html: portable report with embedded visualsaudit_summary.txt: quick-glance data health insights
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