AttributeError: module 'dateutil' has no attribute 'parser' after updating joblib from 0.11

Question

A few days ago I updated \'joblib\' package from 0.11 to 0.17 and it broke my script in a very mysterious way. I made a simple example for reproduction this bug, and I found