It seems to be a problem with the default installation of Anaconda. So, I removed the pyzmq package, which seems to be the problematic one.
This is what I have done:
conda uninstall pyzmq(This also removes jupyter related packages!)conda install pyzmq(to reinstall it)conda install jupyter(to reinstall jupyter related packages)
Now I can open Jupyter Notebook!
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