optimizer.py

def optimize_design(data):
    """
    Placeholder for optimization logic.
    Returns the same data with adjusted parameters to reduce defects.
    """
    # Example: Add a constant to each parameter to 'optimize'
    for col in data.columns:
        if col.startswith("Parameter"):
            data[col] += 5
    data['Optimization Status'] = 'Optimized'
    return data