I did this and it seems to work now. 

sudo update-alternatives --install /usr/bin/python python /usr/bin/python3
10

even the cpython version got upgraded. Sorry if you feel I was asking too
many rudimentary questions, setting up spark has been rough without a
mentor. Thanks :-D

FYI, I'm working on this issue:
https://issues.apache.org/jira/browse/SPARK-31579?jql=project%20%3D%20SPARK%20AND%20status%20in%20(Open%2C%20Reopened%2C%20Closed)%20AND%20labels%20%3D%20starter#




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