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including accuracy, precision, recall, and the ROC curve. Model Training We train the SVM model using the training data. # TimeSeriesSplit for walk-forward validation tscv = TimeSeriesSplit(n_splits=5) # Adjust the number of splits as needed models = [] scores = [] for train_index, test_index in