How to clean pip installed packages on MacOSX?
Looking at similar questions (e.g. discussion below this one) I decided temporary disable SIP. Clean pip and enable SIP again.

To disable SIP I followed this instruction: https://www.macbartender.com/system-item-setup/

After that I ran
for i ($(pip freeze )) {pip uninstall -y $i}


Checked that everything pip related is removed

Restarted OS again and enable SIP using again https://www.macbartender.com/system-item-setup/