soflytics 0.1.0

Zero-config data quality for humans. Profile, suggest rules, validate, and visualize — all in one call.

🩺 Soflytics

Zero-config data quality for humans.

Point it at any data source — a DataFrame, a CSV — and get instant profiling, smart validation rules, and a gorgeous visual health report. No YAML, no boilerplate.

Installation

pip install soflytics

Quickstart

import soflytics

# Audit any data source
report = soflytics.audit("data.csv")       # CSV file
report = soflytics.audit(df)               # Pandas DataFrame

# View results
report.to_console()     # Pretty terminal output
report.show()           # Opens browser dashboard
report.to_html("report.html")  # Save standalone HTML

# Smart rule suggestions
rules = report.suggest()          # Auto-generated rules
result = report.validate(rules)   # Run validation

CLI

# Audit a CSV file
soflytics audit data.csv

# Launch interactive dashboard
soflytics dashboard data.csv

What You Get

• 🧠 Auto-Profiling — Nulls, duplicates, outliers, type mismatches, pattern detection
• 🤖 Smart Rules — Plain-English rule suggestions based on your data
• 📊 Visual Dashboard — Per-column health grades, quality heatmaps, drill-down details
• ⚡ Dead Simple — One function call. Zero configuration.

License

MIT