Wrong default values for the `classifier` parameter of the `BinaryClassifierPrecisionEfficacy`

[R-Palazzo]

Environment Details

• SDMetrics version: 0.19.0

Error Description

The current default value of the classifier parameter of the BinaryClassifierPrecisionEfficacy is 'xgboost' while it should be 'XGBoost' (from the docs and the input validation). We should update the value to be 'XGBoost'

Steps to reproduce

If no values is given to classifier, the metric crahes with this error:

ValueError: Currently only `XGBoost` is supported as classifier.

score_breakdown = BinaryClassifierPrecisionEfficacy.compute_breakdown(
    real_training_data=real_training,
    synthetic_data=synthetic_data,
    real_validation_data=real_validation,
    metadata=metadata,
    prediction_column_name='high_spec',
    minority_class_label='Science',
    fixed_recall_value=0.8,
)