This is a classic fight. But you have to look at the pre and post data to get an idea

The normalization and standardization affects this array in the following manner

We can see the Standard Array represents the original array better.
Inference


If you have clusters of data points in your dataset, it is better to use Standard Scaling. Normal Scaling will not create a lot of variance between the points to close to each other, as can be seen in the images


If you have anomalies in your data, it is better to use Standard Scaling as Normal Scaling will skew the data