Changes for 2024.1.1

To do:

• Remove warning message for version 2024.1 ; make it the default version
• Update documentation (especially activation command)
• Old configuration files should work with new versions (for now at least 2 issues)
• sigma-clip: one should be able to enter only one threshold instead of 2 required by config file
• "integrator-config" should always generate the full configuration file (i.e "--advanced" parameter is confusing)
• sigma-clip: investigate discrepancy issue wrt 2022.X
• Investigate median filter issue
• Use integrate1d_ng

Notes

The discrepancy for sigma_clip_ng results is due to the pyFAI versions.

• sigma-clipping is "dangerous" to use when doing pixel splitting (concurrent threads rebinning)
• When there are large Bragg peaks, the Poisson error model is not correct (very different distributions are mixed together). Better use hybrid.
• thresh=0 sets the Chauvenet mode

For median filter, one has to use the trim_n_pts parameter. If set to None (default !), it makes medfilt1d crash because npt_azim is not provided. Note that it should be a power of two.