Are paint buckets removed permanently after use?

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By permanently, I mean:
When the player choses to go through the gates and gets reset, are the paint buckets that they used in a previous run also reset? Because I haven't been able to find any of the ones I used in previous runs, but I have found several that I had not used before.
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Can you reuse paint buckets?
Reusing Paint Buckets As DIY Planters Paint buckets can serve really great planters. All you have to do is save the paint buckets and wash them thoroughly. After this paint them all white with a spray or enamel paint. Once done with that you are free to use your creativity to colour the bucket from outside.How do you clean a reuse paint bucket?
Apply small amounts of kerosene, alcohol, acetone, turpentine, or lighter fluid to remove oil paint. Use a clean cloth to apply the remover to the paint. Test a small area to ensure you won't damage the plastic. Wash the bucket with soap and water after the paint is removed.How to Unstick two 5-gallon Buckets without compressed air or prying with screwdrivers
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Images: Ivan Samkov, Nataliya Vaitkevich, Nataliya Vaitkevich, lilartsy