Backport PR #3611 on branch 1.11.x (Remove old bounds)

[flying-sheep]

Backports #3611

[codecov]

❌ 1 Tests Failed:

Tests completed	Failed	Passed	Skipped
2006	1	2005	91

View the top 1 failed test(s) by shortest run time

tests/test_pca.py::test_pca_reproducible[dask_array_dense]

Stack Traces | 0.005s run time

worker 'gw1' crashed while running 'tests/test_pca.py::test_pca_reproducible[dask_array_dense]'

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