I dug a bit more into the IPython settings.
The best way I found now to hide those Warnings is as follow.
in the Jupyter terminal, create an ipython default profile.
ipython profile create
add the following python code in a file named
~/.ipython/profile_default/startup/00-warnings-filter.py
import warnings
# pandas
warnings.filterwarnings('ignore',message="(?s).*Pyarrow will become a required dependency of pandas",category=DeprecationWarning)
restart any notebook kernels you have and try again to import pandas.
No more warning!