cleanframe-data 0.0.5

Automated Data Cleaning for Faster Analytics

cleanframe-data 🪄

Automated Data Cleaning for Faster Analytics

cleanframe-data is a lightweight, fast, and intuitive Python library designed to automate dataset diagnostics and cleaning. It helps data analysts, scientists, and beginners clean messy datasets, handle missing values, drop low-quality columns, and cap outliers in just one line of code.

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🚀 Features

• One-Line Auto-Clean: Drop duplicates, remove low-quality columns, impute missing values, and handle outliers instantly using cf.auto_clean(df).
• Advanced Outlier Handling: Automatically detects and caps extreme numerical outliers using the Interquartile Range (IQR) method.
• Smart Column Dropping: Drops columns automatically if their missing data percentage crosses your defined threshold.
• Dataset Diagnostics: Get a quick, comprehensive report of data types, missing values, and percentages.
• Modern Pandas Ready: Built from the ground up to support modern Pandas (2.0+) Copy-on-Write behaviors without annoying warnings.

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🛠️ Installation

You can install the official stable release directly from PyPI:

pip install cleanframe-data