findContours approach in Python open-cv returns different results on the same image depending on when the masked is applied

I have run into [this issue](https://stackoverflow.com/questions/57660409/findcontours-approach-in-open-cv-returns-different-results-on-the-same-image-dep) working on the open-cv Python library, version4.1, Python 3.6.