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Finally fixed with and hopefully with a long-lasting solution multiindex in stacked arrays issue.
Also updated code where needed to keep track of other changes in Pandas and xarray. Current changes were tested with :
python 3.11
pandas 2.3.0
xarray 2025.6.1
dask 2025.5.1
numpy 1.26.4