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What's going on when MySQL does operations on Partitions

Following question came up recently: What happens if you drop or add a partition of an existing already partitioned table with ALTER TABLE? Will it be copied or will just the single partition be dropped and added? How are the index(es) rebuild after such a drop/add?

In the MySQL documentation were not to many details mentioned:

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