removing elements deliberately from data is manipulating data - in my book.
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If you are good at this then you don't remove elements from a data set ever. That would be considered manipulation. You either cherry-pick what to include in the first place, or (more common) you just produce many independent data sets and then only publish the one with p<0.05.
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