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Create evaluation/evaluation.py

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  1. evaluation/evaluation.py +18 -0
evaluation/evaluation.py ADDED
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+ from sklearn.metrics import accuracy_score, classification_report
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+
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+ def evaluate_model(model, X_test, y_test):
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+ """
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+ Evaluate the trained model on the test set.
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+
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+ Args:
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+ model: Trained model.
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+ X_test (pd.DataFrame): Testing features.
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+ y_test (pd.Series): Testing labels.
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+
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+ Returns:
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+ dict: Evaluation metrics.
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+ """
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+ y_pred = model.predict(X_test)
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+ accuracy = accuracy_score(y_test, y_pred)
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+ report = classification_report(y_test, y_pred)
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+ return {"accuracy": accuracy, "classification_report": report}