Suppose one has a dictionary, root
which consists of key:value pairs, where some values are themselves dictionaries.
Can one (and if so, how) unpack these sub dictionaries via dictionary comprehension?
eg
{k: v if type(v) is not dict else **v for k, v in root.items()}
example:
root = {'a': 1, 'b': {'c': 2, 'd': 3}}
result = {'a': 1, 'c': 2, 'd': 3}
I guess I should post as an answer with a more broad explanation to help you as it is a little bit different to other existing questions
{
_k: _v
for k, v in root.items()
for _k, _v in ( # here I create a dummy dictionary if non exists
v if isinstance(v, dict) else {k: v}
).items() # and iterate that
}
The key part of understanding is that you need consistent and generic logic for the comprehension to work.
You can do this by creating dummy nested dictionaries where they don't previously exist using v if isinstance(v, dict) else {k: v}
Then this is a simple nested dictionary unpacking exercise.
To help in your future comprehensions I would recommend writing the code out eg
res = dict()
for k,v in root.items():
d = v if isinstance(v, dict) else {k: v}
for _k, _v in d.items():
res[_k] = _v
and work backwards from this
If you have several levels of nested dictionaries, I suggest you the following solution based on a recursive function:
def flatten(res, root):
for k,v in root.items():
if isinstance(v, dict):
flatten(res, v)
else:
res[k] = v
root = {'a': 1, 'b': {'c': 2, 'd': {'e': 5, 'f': 6}}}
result = {}
flatten(result, root)
print(result) # {'a': 1, 'c': 2, 'e': 5, 'f': 6}
Here is a recursive solution. In the function _flatten_into_kv_pairs
, we iterate through the key and values pair and yield those keys/values if the value is a not a dictionary. If it is, then we recursively call _flatten_into_kv_pairs
with the yield from
construct. The function flatten_dict
is just a shell which turns sequence of key/value pairs back into a dictionary.
def _flatten_into_kv_pairs(dict_object):
for k, v in dict_object.items():
if isinstance(v, dict):
yield from _flatten_into_kv_pairs(v)
else:
yield k, v
def flatten_dict(dict_object):
return dict(_flatten_into_kv_pairs(dict_object))
root = {'a': 1, 'b': {'c': 2, 'd': 3, 'e': {'f': 4, 'g': 5}}}
print(flatten_dict(root))
Output:
{'a': 1, 'c': 2, 'd': 3, 'f': 4, 'g': 5}
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