Please see the following code:
def good():
  foo[0] = 9         # why this foo isn't local variable who hides the global one
def bad():
  foo    = [9, 2, 3] # foo is local, who hides the global one
for func in [good, bad]:
  foo = [1,2,3]
  print('Before "{}": {}'.format(func.__name__, foo))
  func()
  print('After  "{}": {}'.format(func.__name__, foo))
The result is as below:
# python3 foo.py
Before "good": [1, 2, 3]
After  "good": [9, 2, 3]
Before "bad" : [1, 2, 3]
After  "bad" : [1, 2, 3]