How to set default value using defaultdict in Python?
Preface
When searching for a certain value in the dictionary, if the key does not exist, a keyerror error will be returned instead of a default value. If you want to return a default value, you can use
defaultdict
Function. Defaultdict is a subclass of Python's built-in dict class. It has the same function as dict, but it has a default value. If the key value does not exist, it returns a default value.
Syntax
dict =defaultdict( factory_function)
defaultdict
can accept a factory function as a parameter, where factory_function
can be list, set, str, etc., the function When ket does not exist, the default value of a factory function is returned. For example, list corresponds to [], str corresponds to the empty string, set corresponds to set(), and int corresponds to 0.
Normal use of dict is as follows:
l=['A','B','C','D'] di={} for i in l: print(i) # 'A di[i]+=1 # KeyError: 'A' print(di)
Use defaultdict()
from collections import defaultdict dict1 = defaultdict(int) dict2 = defaultdict(set) dict3 = defaultdict(str) dict4 = defaultdict(list) dict4[1] = 666 dict4[2] = 888 print(dict1[0]) # 0 print(dict2[0]) # set() print(dict3[0]) # print(dict4[0]) # [] print(dict4[1]) # 666 print("*" * 30) print(dict1) # defaultdict(<class 'int'>, {0: 0}) print(dict2) # defaultdict(<class 'set'>, {0: set()}) print(dict3) # defaultdict(<class 'str'>, {0: ''}) print(dict4) # defaultdict(<class 'list'>, {1: 666, 2: 888, 0: []})
The difference between setdefault() and defaultdict()
The dict.setdefault() method has two parameters, the first is the parameter and the second is the default value
lst = ['A', 'B', 'C', 'D', 'e'] dic = {} for i in lst: dic.setdefault(i, 0) dic[i] += 1 print(dic)# {'A': 1, 'B': 1, 'C': 1, 'D': 1, 'e': 1}
setdefault()
setdefault() is an instance method of the dictionary, receiving two parameters. Its usage is similar to the get() method of the dictionary, but it is more powerful than the get() method. Both set a default value for the dictionary key.
The difference between the two is: the default value set by the get method will not change the original dictionary, while the default value set by setdefault will change the value of the original dictionary.
Note: When using dict[key]=value, an error will be reported if the key does not exist; when using dict.get(key), if the key does not exist, a default value will be returned.
dic1 = {"A": "a", "B": "b"} x = dic1.get("E", "e") print(x) # e print(dic1) # {'A': 'a', 'B': 'b'} dic2 = {"C": "c", "D": "d"} y = dic2.setdefault("E", 'e') print(y) # e print(dic2) # {'C': 'c', 'D': 'd', 'E': 'e'}
defaultdict()
defaultdict is a factory function under the collections module. It is used to construct dictionary objects and receives a function (callable) object as a parameter. What is the type returned by the parameter, and what type is the value corresponding to the key.
from collections import defaultdict lst = [("A", "1"), ("B", "1"), ("A", "2"), ("B", "2"), ("A", "3"), ("B", "3")] dic = defaultdict(list) print(dic) for key, value in lst: dic[key].append(value) print(dic) print(type(dic)) for key, value in dic.items(): print(key, value)
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