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While using K-means clustering, we scale the variables before we do clustering. This is done
primarily to
make the model less susceptible to outliers
convert the data to same scale hence variables which are of different units are given equal
importance
avoid multicollinearity among the variables
treat missing values to make the data more robust for analysis

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