There are various reasons for wanting to remove existing functionality: it’s buggy, the API isn’t understandable, it’s superseded by functionality with better performance, it needs to be moved to another Scipy submodule, etc.
In general it’s not a good idea to remove something without warning users about that removal first. Therefore this is what should be done before removing something from the public API:
Propose to deprecate the functionality on the scipy-dev mailing list and get agreement that that’s OK.
DeprecationWarningfor it, which states that the functionality was deprecated, and in which release.
Mention the deprecation in the release notes for that release.
Wait till at least 6 months after the release date of the release that introduced the
DeprecationWarningbefore removing the functionality.
Mention the removal of the functionality in the release notes.
The 6 months waiting period in practice usually means waiting two releases. When introducing the warning, also ensure that those warnings are filtered out when running the test suite so they don’t pollute the output.
It’s possible that there is reason to want to ignore this deprecation policy for a particular deprecation; this can always be discussed on the scipy-dev mailing list.