how to check nan values in numpy array code example

Example 1: python numpy array check if all nans

np.all(np.isnan(numpy_array))

Example 2: check nan values in a np array

array_has_nan = np.isnan(array_sum)

Example 3: how to replace nan values with 0 in pandas

df.fillna(0)