Python Method for Calculating Euclidean Distance from One Point to All Points

As shown below:

distances = np.sqrt(np.sum(np.asarray(airportPosition - x_vals)**2, axis=1))

airportPosition is some 1 point in the matrix

x_vals is all the points in the matrix

distances is the distance matrix from one point to all points