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RFC bump up dependencies for 1.2 #24401

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@jeremiedbb

Description

@jeremiedbb

This is an issue to discuss what will be the min versions of our dependencies for the 1.2 release, targeted in november.

Here's the list of our current min versions

   current min version  |  latest version
                        |
      python = 3.8      |  3.11 (by then)
                        |
 (pypy) numpy = 1.19.2  |  1.23.2
        numpy = 1.17.3  |  1.23.2
        scipy = 1.3.2   |  1.9.1
       joblib = 1.0.0   |  1.1.0
threadpoolctl = 2.0.0   |  3.1.0
       cython = 0.29.24 |  0.29.32
                        |
       pytest = 5.0.1   |  7.1.3
   matplotlib = 3.1.2   |  3.5.3
 scikit-image = 0.16.2  |  0.19.3
       pandas = 1.0.5   |  1.4.4
      seaborn = 0.9.0   |  0.12.0

Following NEP 29, we should keep support for python 3.8 for this release, and drop support for numpy 1.19.

Looking at the fixes module, we could benefit from

Please share other needs here

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