# Using the built-in NumPy mean function
def calculate_mean_numpy(data):
return np.mean(data)
# Let’s run it once to make sure it works
numpy_mean = calculate_mean_numpy(temperature_data)
print(f”Mean (NumPy method): {numpy_mean:.4f}”)