If you don't want gifts to others included in your Amazon recommendations or if you have some items (like toilet replacement parts :) ) that you do not want to start showing up as recommendations, below are the instructions take from the Amazon help docs on how to get rid of those:
"How do I exclude gift purchases--or any other purchase I've made
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