Oky I just created config file - jupyter notebook --generate-config
- put it to the project file, than ran jupyter notebook with --config=./jupyter_notebook_config.py
flag. Then edited the a line to c.MultiKernelManager.default_kernel_name = 'python3'
Seems to fix the issue.