Reputation: 547
Thank you to all who help here.
I have a list of lists. Those lists contain dictionaries like so:
combined lists = [
[
{'COMPANY': 'company1', 'NUMBER': '111', 'SHIPMENTS': ['1', '2', '3', '4']},
{'COMPANY': 'company2', 'NUMBER': '222', 'SHIPMENTS': ['1']},
{'COMPANY': 'company3', 'NUMBER': '333', 'SHIPMENTS': ['1', '4']},
{'COMPANY': 'company4', 'NUMBER': '444', 'SHIPMENTS': ['2', '5']},
{'COMPANY': 'company5', 'NUMBER': '555', 'SHIPMENTS': ['1', '3', '5', '9']}
],
[
{'COMPANY': 'company1', 'NUMBER': '111', 'SHIPMENTS': ['5', '6', '7', '8']},
{'COMPANY': 'company3', 'NUMBER': '333', 'SHIPMENTS': ['3', '5']},
{'COMPANY': 'company5', 'NUMBER': '555', 'SHIPMENTS': ['3', '5', '7']},
{'COMPANY': 'company7', 'NUMBER': '777', 'SHIPMENTS': ['2', '4']},
{'COMPANY': 'company9', 'NUMBER': '999', 'SHIPMENTS': ['1', '2', '5', '6', '7']}
],
]
I to combine these lists based on the COMPANY
and SHIPMENTS
, and I'd like to not have duplicate SHIPMENTS
values. The NUMBER
key/value is irrelevant.
Final output would ideally be a list of dictionaries that looks something like this, where the shipments are all combined for the company:
final_list = [
{'COMPANY': 'company1', 'SHIPMENTS': ['1', '2', '3', '4', '5', '6', '7', '8']},
{'COMPANY': 'company2', 'SHIPMENTS': ['1']},
{'COMPANY': 'company3', 'SHIPMENTS': ['1', '4', '3', '5']},
{'COMPANY': 'company4', 'SHIPMENTS': ['2', '5']},
{'COMPANY': 'company5', 'SHIPMENTS': ['1', '3', '5', '7', '9']},
{'COMPANY': 'company7', 'SHIPMENTS': ['2', '4']},
{'COMPANY': 'company9', 'SHIPMENTS': ['1', '2', '5', '6', '7']}
]
I know I haven't offered anything I've tried, but mainly looking for how to approach getting to the final output. I'm using python3.6 if that matters
Upvotes: 0
Views: 60
Reputation: 2137
This solves the problem, try it and play around with it, you can optimize the code for better performance.
def company_exists(company, resulting_list):
for i,dict_ in enumerate(resulting_list):
if company == dict_['COMPANY']:
return i, True
return None, False
def merge_lists(combined_lists):
res = []
for list_ in combined_lists:
for dict_ in list_:
idx, check = company_exists(dict_['COMPANY'], res)
if not check:
res.append(dict_)
else:
res[idx]['SHIPMENTS'].extend(dict_['SHIPMENTS'])
res[idx]['SHIPMENTS'] = list(set(res[idx]['SHIPMENTS']))
return res
Hope, it helpes.
Upvotes: 0
Reputation: 558
I think this should solve your issue
import collections
merged = collections.defaultdict(list)
for x in combined_lists:
for y in x:
merged[y["COMPANY"]] += y["SHIPMENT"]
final_list = []
for x in merged:
final_list.append({"COMPANY": x, "SHIPMENT": merged[x]})
Upvotes: 0
Reputation: 31319
Here's a solution, this uses sets to ensure there are no duplicates, but it will lose the order of shipments.
from itertools import chain
combined_lists = [
[
{'COMPANY': 'company1', 'NUMBER': '111', 'SHIPMENTS': ['1', '2', '3', '4']},
{'COMPANY': 'company2', 'NUMBER': '222', 'SHIPMENTS': ['1']},
{'COMPANY': 'company3', 'NUMBER': '333', 'SHIPMENTS': ['1', '4']},
{'COMPANY': 'company4', 'NUMBER': '444', 'SHIPMENTS': ['2', '5']},
{'COMPANY': 'company5', 'NUMBER': '555', 'SHIPMENTS': ['1', '3', '5', '9']}
],
[
{'COMPANY': 'company1', 'NUMBER': '111', 'SHIPMENTS': ['5', '6', '7', '8']},
{'COMPANY': 'company3', 'NUMBER': '333', 'SHIPMENTS': ['3', '5']},
{'COMPANY': 'company5', 'NUMBER': '555', 'SHIPMENTS': ['3', '5', '7']},
{'COMPANY': 'company7', 'NUMBER': '777', 'SHIPMENTS': ['2', '4']},
{'COMPANY': 'company9', 'NUMBER': '999', 'SHIPMENTS': ['1', '2', '5', '6', '7']}
]
]
COMPANY_KEY = 'COMPANY'
SHIPMENTS_KEY = 'SHIPMENTS'
# you're looking to:
# - combine the lists
# - drop the number
# - combine the shipments, removing duplicates
final_dict = {}
for d in chain.from_iterable(combined_lists):
key = d[COMPANY_KEY]
if key in final_dict:
final_dict[key][SHIPMENTS_KEY].update(*d[SHIPMENTS_KEY])
else:
final_dict[key] = {SHIPMENTS_KEY: set(d[SHIPMENTS_KEY])}
print(final_dict)
# if you need a list, not a dict
final_list = [{COMPANY_KEY: key, SHIPMENTS_KEY: value} for key, value in final_dict.items()]
print(final_list)
Note that, if all you need is a list of shipments and that's really the only thing in your dictionaries, an even simpler solution would be this:
from collections import defaultdict
better_dict = defaultdict(set)
for d in chain.from_iterable(combined_lists):
better_dict[d[COMPANY_KEY]].update(*d[SHIPMENTS_KEY])
print(better_dict)
Upvotes: 1