Thanks for the highly valuable feedback! Also thank you for investing time in stetting up the example and verifying the validness of my example. I will take a look at your example tomorrow and try to recreate the problem. Your absolutely right, using a seeded random makes a lot of sense.
Thanks again, for your time investment and feedback!