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AutomatedCleaning is a Python library for automated data cleaning. It helps preprocess and analyze datasets by handling missing values, outliers, spelling corrections, and more


Features

Supports both large (100+ GB) and small datasets

Detects and handles missing values and duplicate records

Identifies and corrects spelling errors in categorical values

Detect outliers

Detects and fixes data imbalance

Identifies and corrects skewness in numerical data

Checks for correlation and detects multicollinearity

Analyzes cardinality in categorical columns

Identifies and cleans text columns
Detect JSON-type columns

Performs univariate, bivariate, and multivariate analysis

https://lnkd.in/gmaStAsp

AutomatedCleaning is a Python library for automated data cleaning. It helps preprocess and analyze datasets by handling missing values, outliers, spelling corrections, and more


Features

Supports both large (100+ GB) and small datasets

Detects and handles missing values and duplicate records

Identifies and corrects spelling errors in categorical values

Detect outliers

Detects and fixes data imbalance

Identifies and corrects skewness in numerical data

Checks for correlation and detects multicollinearity

Analyzes cardinality in categorical columns

Identifies and cleans text columns
Detect JSON-type columns

Performs univariate, bivariate, and multivariate analysis

https://lnkd.in/gmaStAsp


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