Unique data like that is unlikely to have any impact on the learned/final weights after training. SGD, Adam and the other hillclimbing solvers abhor jagged edges from "novel" trade secrets and the like. Unless it turns out everyone had the same secret genius idea (and it became a pattern to learn).