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846 rows × 8 columns Let us check The Pairplot Of Reduced Dimension After PCA: sns.pairplot(reduced_pca, diag_kind='kde') #sns.pairplot(reduced_pca1, diag_kind='kde') Output: <seaborn.axisgrid.PairGrid at 0x7f5109c32668> It is clearly visible from the pair plot analysis, above that: After