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and see the correlation Matrix & Pairplot Before using this dataframe for PCA as PCA should only be perfromed on independent attribute cleandf= newdf.drop('class', axis=1) #print("After Dropping: ", cleandf) correlation_heatmap(cleandf, 30,15) Quick Insights: From Correlation Heatmap: Strong/fare