i have a python list of dictionary as shown below:
mylist = [{'id':1,'value':4},{'id':1,'value':6},{'id':2,'value':6},{'id':3,'value':9},{'id':3,'value':56},{'id':3,'value':67},]
i am trying to create a new list of dictionaries like this by doing some operations on the above shown list of dictionaries
newlist = [{'id':1,'value':[4,6]},{'id':2,'value':[6]},{'id':3,'value':[9,56,67]}]
Does anyone know a good way to do this?
If list items are sorted by id
, you can use itertools.groupby
:
>>> mylist = [{'id':1,'value':4},{'id':1,'value':6},{'id':2,'value':6},{'id':3,'value':9},{'id':3,'value':56},{'id':3,'v alue':67},]
>>> import itertools
>>> [{'id': key, 'value': [x['value'] for x in grp]}
... for key, grp in itertools.groupby(mylist, key=lambda d: d['id'])]
[{'id': 1, 'value': [4, 6]},
{'id': 2, 'value': [6]},
{'id': 3, 'value': [9, 56, 67]}]
You can construct the entire the list of dictionaries as a single dictionary with multiple values, using defaultdict
, like this
from collections import defaultdict
d = defaultdict(list)
for item in mylist:
d[item['id']].append(item['value'])
And then using list comprehension, you can reconstruct the required list of dictionaries like this
print[{'id': key, 'value': d[key]} for key in d]
# [{'id':1, 'value':[4, 6]}, {'id':2, 'value':[6]}, {'id':3, 'value':[9,56,67]}]
您还可以使用 dict 理解:
newlist = {key: [entries[key] for entries in diclist] for key, value in diclist[0].items()}
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