Exploratory Data Analysis Bricks

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Correlation Matrix

Function

Compute correlation between features and generate a heatmap. Returns both the Correlation Table and the Heatmap.
Data Profiling Report

Function

Generate a comprehensive HTML data profiling report from a DataFrame.
Pairplot Image

Function

Generate a pairplot visualization. Automatically adjusts DPI based on feature count to prevent memory errors.
PCA Analysis

Function

Perform Principal Component Analysis and generate visualization.