def calc_residuals(actual, predicted):
    """
    Helper method to make other code portions clearer

    Args:
        actual: 1-d array of observed values
        predicted: 1-d array of predicted values

    Returns:
        ndarray: 1-d array of residual values
    """
    return actual - predicted