from sklearn.pipeline import Pipeline
import importlib


class PipelineCreator:
    """High-level Pipeline creator."""

    def __init__(self, config):
        self.config = config
        self.pipeline = None

    def run(self):
        # Placeholder for pipeline running logic
        return None

    def _load_data(self, file_path):
        # Placeholder for data loading logic
        return None

    def _preprocess_data(self, data, params):
        # Placeholder for data preprocessing logic
        return data

    def _detect_outliers(self, data, params):
        # Placeholder for outlier detection logic
        return data

    def _explain_model(self, data, params):
        # Placeholder for model explanation logic
        return None

    def _validate_model(self, data):
        # Placeholder for model validation logic
        return None
