This problem is fairly straightforward. Since we already know that there should be two main classes then K-means clustering with K=2 is the first method we try.

See URL for full implementation

Original writeup (https://github.com/pberba/ctf-solutions/blob/master/20190907-trendmicro/wild-100/solution.ipynb).