Python数据结构之四——set(集合)

时间:2023-03-09 06:32:03
Python数据结构之四——set(集合)

  Python版本:3.6.2  操作系统:Windows  作者:SmallWZQ

  经过几天的回顾和学习,我终于把Python 3.x中的基础知识介绍好啦。下面将要继续什么呢?让我想想先~~~嗯,还是先整理一下近期有关Python基础知识的随笔吧。

  Python编程软件的安装与使用——Windows、Linux和Mac

  Python基础——输出[print()]与输入[input()]

  Python基础——数据类型与基本运算【主要为除法】

Python基础——字符串

Python基础——条件判断

Python基础——for/while循环

  上述六篇均为Python 3.x的基础知识。九尺高台,起于累土。学习Python就要从最基本开始,经过逐步的积累,才能有所成就。

  Python基础知识再次回顾好了,接下来该干嘛呢?这不继续Python数据结构了吗?

  上次我写了有关Python数据结构(列表、元组、字典)的3篇随笔:

  Python数据结构之一——list(列表)

  Python数据结构之二——tuple(元组)

  Python数据结构之三——dict(字典)

  本篇随笔将开始一段关于set(集合)之旅吧。

  什么是集合呢?

  说到集合,我首先想到了高中的数学。高中,人生学习中最繁忙的一段时光。直到现在,我能回忆起最多的就是学习、学习、还是读书……言归正传,高一时的数学,我们就接触到了集合。书中应该是这样定义的:

  集合:由一个或多个确定的元素所构成的整体。若x是集合A元素,则记作xA

  集合中的元素有三个特征:

  1. 确定性:集合中的元素必须是确定的;

  2. 互异性:集合中的元素互不相同,例如:集合A={1,a},则a不能等于1);

  3. 无序性:集合中的元素没有先后之分,例如:集合{3,4,5}和{3,5,4}算作同一个集合。

  Python 3.x中的set特征与数学中类似。我们之前学过list、tuple以及dict。其实,set与dict大致相同,但set没有Value,只有key。因此,set只是一组key的集合。由于key不能重复,所以,在set中,没有重复的key。

创建集合

 1.1 创建空集合

  在集合中,创建空集合(set)必须使用函数set()。

 #创建空集合
>>>a = set()
>>>a
set()
>>>type(a)
<class 'set'>

  注:不能使用{},{}用于创建空字典。

1.2 创建非空集合

  非空集合可以用大括号{}或 set()函数来创建。

 #创建集合
>>>a={'a','b','c','d'}
>>>b=set('abcdefabcd')
>>>c=set({'a':1,'b':2,'c':3})
>>>d=set(['a','b','c','a'])
#运行结果
>>>print(a,type(a))
{'c', 'd', 'b', 'a'} <class 'set'>
>>>print(b,type(b))
{'f', 'e', 'b', 'c', 'd', 'a'} <class 'set'>
>>>print(c,type(c))
{'b', 'a','c'} <class 'set'>
>>>print(d,type(d))
{'c', 'b', 'a'} <class 'set'>

  特别地,set中的元素是无序的,并且重复元素在set中自动被过滤。

 #set中重复元素被自动过滤
>>>s = {1,2,,1,2,4,4,3,3}
>>>s
{1,2,3,4}

功能属性

  set有很多很多的功能属性。你们不信?不信的话,继续往下看呗~~~

  set功能属性如下:

1 class set(object):
2 """
3 set() -> new empty set object
4 set(iterable) -> new set object
5
6 Build an unordered collection of unique elements.
7 """
8 def add(self, *args, **kwargs): # real signature unknown
9 """
10 Add an element to a set.
11
12 This has no effect if the element is already present.
13 """
14 pass
15
16 def clear(self, *args, **kwargs): # real signature unknown
17 """ Remove all elements from this set. """
18 pass
19
20 def copy(self, *args, **kwargs): # real signature unknown
21 """ Return a shallow copy of a set. """
22 pass
23
24 def difference(self, *args, **kwargs): # real signature unknown
25 """
26 Return the difference of two or more sets as a new set.
27
28 (i.e. all elements that are in this set but not the others.)
29 """
30 pass
31
32 def difference_update(self, *args, **kwargs): # real signature unknown
33 """ Remove all elements of another set from this set. """
34 pass
35
36 def discard(self, *args, **kwargs): # real signature unknown
37 """
38 Remove an element from a set if it is a member.
39
40 If the element is not a member, do nothing.
41 """
42 pass
43
44 def intersection(self, *args, **kwargs): # real signature unknown
45 """
46 Return the intersection of two sets as a new set.
47
48 (i.e. all elements that are in both sets.)
49 """
50 pass
51
52 def intersection_update(self, *args, **kwargs): # real signature unknown
53 """ Update a set with the intersection of itself and another. """
54 pass
55
56 def isdisjoint(self, *args, **kwargs): # real signature unknown
57 """ Return True if two sets have a null intersection. """
58 pass
59
60 def issubset(self, *args, **kwargs): # real signature unknown
61 """ Report whether another set contains this set. """
62 pass
63
64 def issuperset(self, *args, **kwargs): # real signature unknown
65 """ Report whether this set contains another set. """
66 pass
67
68 def pop(self, *args, **kwargs): # real signature unknown
69 """
70 Remove and return an arbitrary set element.
71 Raises KeyError if the set is empty.
72 """
73 pass
74
75 def remove(self, *args, **kwargs): # real signature unknown
76 """
77 Remove an element from a set; it must be a member.
78
79 If the element is not a member, raise a KeyError.
80 """
81 pass
82
83 def symmetric_difference(self, *args, **kwargs): # real signature unknown
84 """
85 Return the symmetric difference of two sets as a new set.
86
87 (i.e. all elements that are in exactly one of the sets.)
88 """
89 pass
90
91 def symmetric_difference_update(self, *args, **kwargs): # real signature unknown
92 """ Update a set with the symmetric difference of itself and another. """
93 pass
94
95 def union(self, *args, **kwargs): # real signature unknown
96 """
97 Return the union of sets as a new set.
98
99 (i.e. all elements that are in either set.)
100 """
101 pass
102
103 def update(self, *args, **kwargs): # real signature unknown
104 """ Update a set with the union of itself and others. """
105 pass
106
107 def __and__(self, *args, **kwargs): # real signature unknown
108 """ Return self&value. """
109 pass
110
111 def __contains__(self, y): # real signature unknown; restored from __doc__
112 """ x.__contains__(y) <==> y in x. """
113 pass
114
115 def __eq__(self, *args, **kwargs): # real signature unknown
116 """ Return self==value. """
117 pass
118
119 def __getattribute__(self, *args, **kwargs): # real signature unknown
120 """ Return getattr(self, name). """
121 pass
122
123 def __ge__(self, *args, **kwargs): # real signature unknown
124 """ Return self>=value. """
125 pass
126
127 def __gt__(self, *args, **kwargs): # real signature unknown
128 """ Return self>value. """
129 pass
130
131 def __iand__(self, *args, **kwargs): # real signature unknown
132 """ Return self&=value. """
133 pass
134
135 def __init__(self, seq=()): # known special case of set.__init__
136 """
137 set() -> new empty set object
138 set(iterable) -> new set object
139
140 Build an unordered collection of unique elements.
141 # (copied from class doc)
142 """
143 pass
144
145 def __ior__(self, *args, **kwargs): # real signature unknown
146 """ Return self|=value. """
147 pass
148
149 def __isub__(self, *args, **kwargs): # real signature unknown
150 """ Return self-=value. """
151 pass
152
153 def __iter__(self, *args, **kwargs): # real signature unknown
154 """ Implement iter(self). """
155 pass
156
157 def __ixor__(self, *args, **kwargs): # real signature unknown
158 """ Return self^=value. """
159 pass
160
161 def __len__(self, *args, **kwargs): # real signature unknown
162 """ Return len(self). """
163 pass
164
165 def __le__(self, *args, **kwargs): # real signature unknown
166 """ Return self<=value. """
167 pass
168
169 def __lt__(self, *args, **kwargs): # real signature unknown
170 """ Return self<value. """
171 pass
172
173 @staticmethod # known case of __new__
174 def __new__(*args, **kwargs): # real signature unknown
175 """ Create and return a new object. See help(type) for accurate signature. """
176 pass
177
178 def __ne__(self, *args, **kwargs): # real signature unknown
179 """ Return self!=value. """
180 pass
181
182 def __or__(self, *args, **kwargs): # real signature unknown
183 """ Return self|value. """
184 pass
185
186 def __rand__(self, *args, **kwargs): # real signature unknown
187 """ Return value&self. """
188 pass
189
190 def __reduce__(self, *args, **kwargs): # real signature unknown
191 """ Return state information for pickling. """
192 pass
193
194 def __repr__(self, *args, **kwargs): # real signature unknown
195 """ Return repr(self). """
196 pass
197
198 def __ror__(self, *args, **kwargs): # real signature unknown
199 """ Return value|self. """
200 pass
201
202 def __rsub__(self, *args, **kwargs): # real signature unknown
203 """ Return value-self. """
204 pass
205
206 def __rxor__(self, *args, **kwargs): # real signature unknown
207 """ Return value^self. """
208 pass
209
210 def __sizeof__(self): # real signature unknown; restored from __doc__
211 """ S.__sizeof__() -> size of S in memory, in bytes """
212 pass
213
214 def __sub__(self, *args, **kwargs): # real signature unknown
215 """ Return self-value. """
216 pass
217
218 def __xor__(self, *args, **kwargs): # real signature unknown
219 """ Return self^value. """
220 pass
221
222 __hash__ = None

set

  set功能属性虽多,但平时常用的也就那么几个。

常用属性

  1. 添加元素

  在集合中添加元素,可以使用add()方法,并且不生成一个新的集合。

 #添加元素:add()
>>>s = {1,2,3}
>>>s.add(4)
>>>s
{1,2,3,4}
>>>s.add('g')
>>>s
{1,2,3,4,'g'}
>>>s.add(4)
>>>s
{1,2,3,4,'g'}

  add()方法可以向set中添加元素,可以重复添加,但不会有效果。

  2. 删除元素

  set中利用remove()方法可以删除集合中的元素。

 #删除元素
>>>s
{1,2,3,4,'g'}
>>>s.remove('g')
>>>s
{1,2,3,4}

  3. 清空元素

  clear()方法可以清空set中的元素。

 #清空元素
>>>a = {1,2,3,4}
>>>b = a.clear()
>>>print(a,type(a))
set() <class 'set'>
>>>print(b,type(b))
None <class 'NoneType'>

  4. 复制元素

  copy()方法只能浅拷贝set中的元素,并生成一个新的集合。

 #浅拷贝:copy()
>>>a = {1,(9,2),3}
>>>b = a.copy()
>>>print(a,id(a))
{(9, 2), 1, 3} 2097937619880
>>>print(b,id(b))
{(9, 2), 1, 3} 2097937620776 #赋值
>>>s = {1,2,3,4}
>>>d = s
>>>print(s,id(s))
{1, 2, 3, 4} 2097937785128
>>>print(d,id(d))
{1, 2, 3, 4} 2097937785128

  5. pop()

  pop()方法用于从set中随机取一个元素。记住,是随机的~~~

 #pop()方法
>>>s = {1,2,3,4,5,'g','s'}
>>>s.pop()
'g'
>>>s.pop()
3

  6. set集合操作

  set与数学中的集合类似,是无序的和无重复元素的集合。因此,在Python中,set可以进行交集、并集、补集等操作。

Python set集合操作
数学符号 Python符号 含义
- 或\ - 差集,相对补集
& 交集
| 并集
!= 不等于
== 等于
in 是成员关系
not in 非成员关系
 #set集合操作
>>>s = {1,2,3,4}
>>>d = {2.3.5.6}
>>>s & d
{2.3}
>>>s | d
{1,2,3,4,5,6}
>>>s - d
{1,4}
>>>d - s
{5,6}

  set和dict的唯一区别仅在于没有存储对应的value,但是,set的原理和dict一样,所以,同样不可以放入可变对象,因为无法判断两个可变对象是否相等,也就无法保证set内部“不会有重复元素”。因此,最常用的key是字符串。

“思想者”

  set中存储着key,集合中不能放入可变的对象。之前的文章也说过:tuple是不可变的,而list是可变的。因此,set中是可以存储tuple的。这是真的吗?

  时间是检验真理的唯一标准。下面请看示例代码:

 #tuple可以作为集合中的元素
>>>s = {(1,),(1,2,3),1,2,'g'}
>>>s
{(1,),(1,2,3),1,2,'g'} #tuple也有失灵的时候
>>>t = (1,2,[1,2,3],4)
>>>type(t)
<class 'tuple'>
>>>d = {1,2,(1,2,[1,2,3],4)}
Traceback (most recent call last):
File "<stdin>", line 1, in <module>
TypeError: unhashable type: 'list'

  为什么会有错误呢?我也不清楚哎~~~这里面的道道很深,请读者细细体会。

  set是一种数据结构。如果要详细的介绍set,我应该可以去出书了。这篇随笔只是起到入门的效果。

  正所谓“师傅”领进门,修行靠大家嘛!