"""Create reasoning_engine
Generated by Phi-Octopus Eden
2025-11-06 21:46:23.902612
"""

```python
from typing import List, Tuple

class ReasoningEngine:
    """
    A simple reasoning engine designed to solve problems with limited reasoning sophistication.
    This implementation focuses on identifying patterns in a given dataset and making decisions based on those patterns.

    Args:
        data: List[Tuple[str, str]], where each tuple contains an input and corresponding output label.
    
    Methods:
        train: Trains the model on the provided dataset.
        predict: Predicts the output for a new input based on learned patterns.
    """
    def __init__(self):
        self.patterns = {}

    def train(self, data: List[Tuple[str, str]]) -> None:
        """Trains the model on the provided dataset."""
        for input_data, label in data:
            if input_data not in self.patterns:
                self.patterns[input_data] = []
            self.patterns[input_data].append(label)

    def predict(self, input_data: str) -> str:
        """
        Predicts the output for a new input based on learned patterns.
        
        Args:
            input_data: str, the input data to make a prediction for.

        Returns:
            str, the predicted label.
        """
        if input_data in self.patterns:
            # Choosing the most common label among similar inputs
            from collections import Counter
            counter = Counter(self.patterns[input_data])
            return counter.most_common(1)[0][0]
        else:
            raise ValueError("No training data available for this input.")

# Example usage
if __name__ == "__main__":
    # Sample dataset
    sample_data = [
        ("apple", "fruit"),
        ("banana", "fruit"),
        ("cherry", "fruit"),
        ("dog", "animal"),
        ("cat", "animal")
    ]
    
    engine = ReasoningEngine()
    engine.train(sample_data)
    
    print(engine.predict("orange"))  # Should predict 'fruit'
    print(engine.predict("elephant"))  # Should predict 'animal'
```

This code defines a simple reasoning engine capable of learning from patterns in provided data and making predictions based on those patterns. It includes a training method to input the dataset and a prediction method to make decisions for new inputs.