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df.drop(['Flower'], axis=1) y = df['Flower'] To handle categorical variables, use pandas’ get_dummies function. X = pd.get_dummies(X) Model Training and Evaluation Split the data into a training set and a test set. This is crucial for evaluating the model’s performance on unseen data. X_train,