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relevant to your specific analysis). Removing these can simplify your dataset: df.drop(['unnecessary_column'], axis=1, inplace=True) B. Encoding Categorical Data Categorical data needs to be converted into a numerical format. This can be done in two ways: Label Encoding: Assign a unique integer to