How can I combine dictionaries with the same keys?
Solution 1:
big_dict = {}
for k in dicts[0]:
big_dict[k] = [d[k] for d in dicts]
Or, with a dict comprehension:
{k: [d[k] for d in dicts] for k in dicts[0]}
Solution 2:
You can use collections.defaultdict
. The benefit of this solution is it does not require keys to be consistent across dictionaries, and it still maintains the minimum O(n) time complexity.
from collections import defaultdict
dict_list = [{'key_a': 'valuex1', 'key_b': 'valuex2', 'key_c': 'valuex3'},
{'key_a': 'valuey1', 'key_b': 'valuey2', 'key_c': 'valuey3'},
{'key_a': 'valuez1', 'key_b': 'valuez2', 'key_c': 'valuez3'}]
d = defaultdict(list)
for myd in dict_list:
for k, v in myd.items():
d[k].append(v)
Result:
print(d)
defaultdict(list,
{'key_a': ['valuex1', 'valuey1', 'valuez1'],
'key_b': ['valuex2', 'valuey2', 'valuez2'],
'key_c': ['valuex3', 'valuey3', 'valuez3']})
Solution 3:
If all the dicts have the same set of keys, this will work:
dict((k, [d[k] for d in dictList]) for k in dictList[0])
If they may have different keys, you'll need to first built a set of keys by doing set unions on the keys of the various dicts:
allKeys = reduce(operator.or_, (set(d.keys()) for d in dictList), set())
Then you'll need to protect against missing keys in some dicts:
dict((k, [d[k] for d in [a, b] if k in d]) for k in allKeys)