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Oh I know it happens but they get retractions or erratas which is not a good look.

You can't do that as it is massive academic and moral misconduct. If you exclude data you need an absolutely solid reason for doing so and state it clearly wherever the data is presented. As for the other stuff, well, that is is just misconduct on a higher level.

I take it the PhD is not going well then 😂 You can't just manipulate data to say whatever you want.