{"id":337,"date":"2023-02-01T03:04:51","date_gmt":"2023-06-06T12:37:58","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/index.php\/2023\/11\/30\/python%e8%ae%a1%e6%95%b0%e5%99%a8-python%e9%9b%86%e5%90%88%e8%ae%a1%e6%95%b0%e5%99%a8\/"},"modified":"2025-08-01T23:55:54","modified_gmt":"2025-08-01T15:55:54","slug":"python%e8%ae%a1%e6%95%b0%e5%99%a8-python%e9%9b%86%e5%90%88%e8%ae%a1%e6%95%b0%e5%99%a8","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/python%e8%ae%a1%e6%95%b0%e5%99%a8-python%e9%9b%86%e5%90%88%e8%ae%a1%e6%95%b0%e5%99%a8\/","title":{"rendered":"Python\u8ba1\u6570\u5668\u5b8c\u5168\u6307\u5357\uff1a\u638c\u63e1\u96c6\u5408\u8ba1\u6570\u5668\u7684\u4f7f\u7528\u65b9\u6cd5\u4e0e\u6280\u5de7"},"content":{"rendered":"<p>\u8fd9\u662f\u6587\u7ae0\u300aPython\u8ba1\u6570\u5668 &#8211; Python\u96c6\u5408\u8ba1\u6570\u5668\u300b\u7684\u7b2c1\u90e8\u5206\uff08\u51711\u90e8\u5206\uff09\u3002<\/p>\n<p>\u5185\u5bb9\u7247\u6bb5: Python Collections \u6a21\u5757\u4e2d\u5305\u542b\u4e86 Counter \u7c7b\u3002Counter \u662f Dictionary \u7684\u4e00\u4e2a\u5b50\u7c7b\uff0c\u7528\u4e8e\u8ddf\u8e2a\u5143\u7d20\u53ca\u5176\u8ba1\u6570\u3002<\/p>\n<h2>Python\u8ba1\u6570\u5668<\/h2>\n<p>\u8ba1\u6570\u5668\u662f\u65e0\u5e8f\u96c6\u5408\uff0c\u5176\u4e2d\u5143\u7d20\u88ab\u5b58\u50a8\u4e3a\u5b57\u5178\u952e\uff0c\u5b83\u4eec\u7684\u8ba1\u6570\u4f5c\u4e3a\u5b57\u5178\u503c\u3002\u8ba1\u6570\u5668\u5143\u7d20\u7684\u8ba1\u6570\u53ef\u4ee5\u662f\u6b63\u6570\u3001\u96f6\u6216\u8d1f\u6574\u6570\u3002\u4f46\u662f\u5b83\u7684\u952e\u548c\u503c\u6ca1\u6709\u4efb\u4f55\u9650\u5236\u3002\u5c3d\u7ba1\u503c\u901a\u5e38\u662f\u6570\u5b57\uff0c\u4f46\u6211\u4eec\u4e5f\u53ef\u4ee5\u5b58\u50a8\u5176\u4ed6\u5bf9\u8c61\u3002<\/p>\n<h2>\u521b\u5efaPython\u7684Counter\u5bf9\u8c61<\/h2>\n<p>\u6211\u4eec\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a\u7a7a\u7684\u8ba1\u6570\u5668\uff0c\u4e5f\u53ef\u4ee5\u4ece\u4e00\u4e9b\u521d\u59cb\u503c\u5f00\u59cb\u3002<\/p>\n<pre class=\"post-pre\"><code>from collections import Counter\r\n\r\n# \u7a7a\u8ba1\u6570\u5668\r\ncounter = Counter()\r\nprint(counter)  # Counter()\r\n\r\n# \u5e26\u6709\u521d\u59cb\u503c\u7684\u8ba1\u6570\u5668\r\ncounter = Counter(['a', 'a', 'b'])\r\nprint(counter)  # Counter({'a': 2, 'b': 1})\r\n\r\ncounter = Counter(a=2, b=3, c=1)\r\nprint(counter)  # Counter({'b': 3, 'a': 2, 'c': 1})\r\n<\/code><\/pre>\n<p>\u6211\u4eec\u8fd8\u53ef\u4ee5\u4f7f\u7528\u4efb\u4f55\u53ef\u8fed\u4ee3\u5bf9\u8c61\u4f5c\u4e3a\u521b\u5efa\u8ba1\u6570\u5668\u5bf9\u8c61\u7684\u53c2\u6570\u3002\u56e0\u6b64\uff0c\u5b57\u7b26\u4e32\u548c\u5217\u8868\u4e5f\u53ef\u4ee5\u7528\u4e8e\u521b\u5efa\u8ba1\u6570\u5668\u5bf9\u8c61\u3002<\/p>\n<pre class=\"post-pre\"><code># \u4f7f\u7528\u53ef\u8fed\u4ee3\u5bf9\u8c61\u4f5c\u4e3aCounter\u7684\u53c2\u6570\r\ncounter = Counter('abc')\r\nprint(counter)  # Counter({'a': 1, 'b': 1, 'c': 1})\r\n\r\n# \u4f7f\u7528\u5217\u8868\u4f5c\u4e3aCounter\u7684\u53c2\u6570\r\nwords_list = ['Cat', 'Dog', 'Horse', 'Dog']\r\ncounter = Counter(words_list)\r\nprint(counter)  # Counter({'Dog': 2, 'Cat': 1, 'Horse': 1})\r\n\r\n# \u4f7f\u7528\u5b57\u5178\u4f5c\u4e3aCounter\u7684\u53c2\u6570\r\nword_count_dict = {'Dog': 2, 'Cat': 1, 'Horse': 1}\r\ncounter = Counter(word_count_dict)\r\nprint(counter)  # Counter({'Dog': 2, 'Cat': 1, 'Horse': 1})\r\n<\/code><\/pre>\n<p>\u5982\u6211\u4e0a\u9762\u6240\u63d0\u5230\u7684\uff0c\u6211\u4eec\u4e5f\u53ef\u4ee5\u4f7f\u7528\u975e\u6570\u503c\u6570\u636e\u4f5c\u4e3a\u8ba1\u6570\u503c\uff0c\u4f46\u8fd9\u4f1a\u8fdd\u80ccCounter\u7c7b\u7684\u521d\u8877\u3002<\/p>\n<pre class=\"post-pre\"><code># Counter\u4e5f\u53ef\u4ee5\u4e0e\u975e\u6570\u5b57\u4e00\u8d77\u4f7f\u7528\r\nspecial_counter = Counter(name='Pankaj', age=20)\r\nprint(special_counter)  # Counter({'name': 'Pankaj', 'age': 20})\r\n<\/code><\/pre>\n<h2>Python\u8ba1\u6570\u5668\u65b9\u6cd5<\/h2>\n<p>\u8ba9\u6211\u4eec\u6765\u4e86\u89e3\u4e00\u4e0bCounter\u7c7b\u7684\u65b9\u6cd5\u4ee5\u53ca\u6211\u4eec\u53ef\u4ee5\u5bf9\u5176\u6267\u884c\u7684\u5176\u4ed6\u64cd\u4f5c\u3002<\/p>\n<h3>\u83b7\u53d6\u5143\u7d20\u7684\u6570\u91cf<\/h3>\n<pre class=\"post-pre\"><code># \u83b7\u53d6\u8ba1\u6570\r\ncounter = Counter({'Dog': 2, 'Cat': 1, 'Horse': 1})\r\ncountDog = counter['Dog']\r\nprint(countDog)  # 2\r\n<\/code><\/pre>\n<p>\u5982\u679c\u6211\u4eec\u5c1d\u8bd5\u83b7\u53d6\u4e00\u4e2a\u4e0d\u5b58\u5728\u7684\u952e\u7684\u8ba1\u6570\uff0c\u5b83\u5c06\u8fd4\u56de0\u800c\u4e0d\u4f1a\u5f15\u53d1KeyError\u3002<\/p>\n<pre class=\"post-pre\"><code># \u83b7\u53d6\u4e0d\u5b58\u5728\u7684\u952e\u7684\u8ba1\u6570\uff0c\u4e0d\u4f1a\u5bfc\u81f4KeyError\r\nprint(counter['Unicorn'])  # 0\r\n<\/code><\/pre>\n<h3>\u5143\u7d20\u6570\u91cf\u8bbe\u7f6e<\/h3>\n<p>\u6211\u4eec\u8fd8\u53ef\u4ee5\u8bbe\u7f6e\u8ba1\u6570\u5668\u4e2d\u5df2\u5b58\u5728\u5143\u7d20\u7684\u6570\u91cf\u3002\u5982\u679c\u8be5\u5143\u7d20\u4e0d\u5b58\u5728\uff0c\u5219\u4f1a\u88ab\u6dfb\u52a0\u5230\u8ba1\u6570\u5668\u4e2d\u3002<\/p>\n<pre class=\"post-pre\"><code>counter = Counter({'Dog': 2, 'Cat': 1, 'Horse': 1})\r\n# \u8bbe\u7f6e\u8ba1\u6570\r\ncounter['Horse'] = 0\r\nprint(counter)  # Counter({'Dog': 2, 'Cat': 1, 'Horse': 0})\r\n\r\n# \u4e3a\u4e0d\u5b58\u5728\u7684\u952e\u8bbe\u7f6e\u8ba1\u6570\uff0c\u4f1a\u6dfb\u52a0\u5230Counter\u4e2d\r\ncounter['Unicorn'] = 1\r\nprint(counter)  # Counter({'Dog': 2, 'Cat': 1, 'Unicorn': 1, 'Horse': 0})\r\n<\/code><\/pre>\n<h3>\u4ece\u8ba1\u6570\u5668\u4e2d\u5220\u9664\u4e00\u4e2a\u5143\u7d20<\/h3>\n<p>\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528del\u6765\u4ece\u8ba1\u6570\u5668\u5bf9\u8c61\u4e2d\u5220\u9664\u5143\u7d20\u3002<\/p>\n<pre class=\"post-pre\"><code># \u4eceCounter\u4e2d\u5220\u9664\u5143\u7d20\r\ndel counter['Unicorn']\r\nprint(counter)  # Counter({'Dog': 2, 'Cat': 1, 'Horse': 0})\r\n<\/code><\/pre>\n<h3>elements()\u65b9\u6cd5<\/h3>\n<p>\u8fd9\u4e2a\u65b9\u6cd5\u8fd4\u56de\u8ba1\u6570\u5668\u4e2d\u7684\u5143\u7d20\u5217\u8868\u3002\u53ea\u8fd4\u56de\u8ba1\u6570\u5927\u4e8e\u96f6\u7684\u5143\u7d20\u3002<\/p>\n<pre class=\"post-pre\"><code>counter = Counter({'Dog': 2, 'Cat': -1, 'Horse': 0})\r\n\r\n# elements()\u65b9\u6cd5\r\nelements = counter.elements()  # \u4e0d\u8fd4\u56de\u8ba1\u6570\u4e3a0\u6216\u66f4\u5c11\u7684\u5143\u7d20\r\nfor value in elements:\r\n    print(value)\r\n<\/code><\/pre>\n<p>\u4e0a\u8ff0\u4ee3\u7801\u4f1a\u6253\u5370&#8221;Dog&#8221;\u4e24\u6b21\uff0c\u56e0\u4e3a\u5b83\u7684\u8ba1\u6570\u4e3a2\u3002\u5176\u4ed6\u5143\u7d20\u5c06\u88ab\u5ffd\u7565\uff0c\u56e0\u4e3a\u5b83\u4eec\u6ca1\u6709\u6b63\u6570\u8ba1\u6570\u3002\u8ba1\u6570\u5668\u662f\u4e00\u4e2a\u65e0\u5e8f\u96c6\u5408\uff0c\u6240\u4ee5\u5143\u7d20\u7684\u8fd4\u56de\u987a\u5e8f\u5e76\u4e0d\u786e\u5b9a\u3002<\/p>\n<h3>most_common(n)\u65b9\u6cd5<\/h3>\n<p>\u8fd9\u4e2a\u65b9\u6cd5\u4ece\u8ba1\u6570\u5668\u4e2d\u8fd4\u56de\u6700\u5e38\u89c1\u7684\u5143\u7d20\u3002\u5982\u679c\u6211\u4eec\u4e0d\u63d0\u4f9b&#8217;n&#8217;\u7684\u503c\uff0c\u90a3\u4e48\u4f1a\u8fd4\u56de\u4ece\u6700\u5e38\u89c1\u5230\u6700\u4e0d\u5e38\u89c1\u7684\u5143\u7d20\u7684\u6392\u5e8f\u5b57\u5178\u3002\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u5207\u7247\u6765\u83b7\u53d6\u6392\u5e8f\u5b57\u5178\u4e2d\u6700\u4e0d\u5e38\u89c1\u7684\u5143\u7d20\u3002<\/p>\n<pre class=\"post-pre\"><code>counter = Counter({'Dog': 2, 'Cat': -1, 'Horse': 0})\r\n\r\n# most_common()\u65b9\u6cd5\r\nmost_common_element = counter.most_common(1)\r\nprint(most_common_element)  # [('Dog', 2)]\r\n\r\nleast_common_element = counter.most_common()[:-2:-1]\r\nprint(least_common_element)  # [('Cat', -1)]\r\n<\/code><\/pre>\n<h3>subtract()\u548cupdate()\u65b9\u6cd5<\/h3>\n<p>\u8ba1\u6570\u5668\u7684subtract()\u65b9\u6cd5\u7528\u4e8e\u4ece\u53e6\u4e00\u4e2a\u8ba1\u6570\u5668\u4e2d\u51cf\u53bb\u5143\u7d20\u8ba1\u6570\u3002update()\u65b9\u6cd5\u7528\u4e8e\u4ece\u53e6\u4e00\u4e2a\u8ba1\u6570\u5668\u4e2d\u6dfb\u52a0\u8ba1\u6570\u3002<\/p>\n<pre class=\"post-pre\"><code>counter = Counter('ababab')\r\nprint(counter)  # Counter({'a': 3, 'b': 3})\r\nc = Counter('abc')\r\nprint(c)  # Counter({'a': 1, 'b': 1, 'c': 1})\r\n\r\n# subtract\u65b9\u6cd5\r\ncounter.subtract(c)\r\nprint(counter)  # Counter({'a': 2, 'b': 2, 'c': -1})\r\n\r\n# update\u65b9\u6cd5\r\ncounter.update(c)\r\nprint(counter)  # Counter({'a': 3, 'b': 3, 'c': 0})\r\n<\/code><\/pre>\n<h2>Python Counter\u7b97\u672f\u8fd0\u7b97<\/h2>\n<p>\u6211\u4eec\u4e5f\u53ef\u4ee5\u5bf9\u8ba1\u6570\u5668\u6267\u884c\u4e00\u4e9b\u7b97\u672f\u8fd0\u7b97\uff0c\u5c31\u50cf\u5bf9\u6570\u5b57\u4e00\u6837\u3002\u7136\u800c\uff0c\u53ea\u6709\u8ba1\u6570\u4e3a\u6b63\u7684\u5143\u7d20\u624d\u4f1a\u8fd4\u56de\u8fd9\u4e9b\u64cd\u4f5c\u7684\u7ed3\u679c\u3002<\/p>\n<pre class=\"post-pre\"><code># \u7b97\u672f\u8fd0\u7b97\r\nc1 = Counter(a=2, b=0, c=-1)\r\nc2 = Counter(a=1, b=-1, c=2)\r\n\r\nc = c1 + c2  # \u53ea\u8fd4\u56de\u8ba1\u6570\u4e3a\u6b63\u7684\u9879\r\nprint(c)  # Counter({'a': 3, 'c': 1})\r\n\r\nc = c1 - c2  # \u53ea\u4fdd\u7559\u8ba1\u6570\u4e3a\u6b63\u7684\u5143\u7d20\r\nprint(c)  # Counter({'a': 1, 'b': 1})\r\n\r\nc = c1 &amp; c2  # \u4ea4\u96c6 min(c1[x], c2[x])\r\nprint(c)  # Counter({'a': 1})\r\n\r\nc = c1 | c2  # \u5e76\u96c6 max(c1[x], c2[x])\r\nprint(c)  # Counter({'a': 2, 'c': 2})\r\n<\/code><\/pre>\n<h2>\u5bf9Python Counter\u8fdb\u884c\u7684\u5404\u79cd\u64cd\u4f5c<\/h2>\n<p>\u8ba9\u6211\u4eec\u6765\u770b\u4e00\u4e9b\u53ef\u4ee5\u5728\u8ba1\u6570\u5668\u5bf9\u8c61\u4e0a\u6267\u884c\u7684\u6742\u9879\u64cd\u4f5c\u7684\u4ee3\u7801\u7247\u6bb5\u3002<\/p>\n<pre class=\"post-pre\"><code>counter = Counter({'a': 3, 'b': 3, 'c': 0})\r\n# \u6742\u9879\u793a\u4f8b\r\nprint(sum(counter.values()))  # 6\r\n\r\nprint(list(counter))  # ['a', 'b', 'c']\r\nprint(set(counter))  # {'a', 'b', 'c'}\r\nprint(dict(counter))  # {'a': 3, 'b': 3, 'c': 0}\r\nprint(counter.items())  # dict_items([('a', 3), ('b', 3), ('c': 0)])\r\n\r\n# \u79fb\u9664\u8ba1\u6570\u4e3a0\u6216\u8d1f\u6570\u7684\u5143\u7d20\r\ncounter = Counter(a=2, b=3, c=-1, d=0)\r\ncounter = +counter\r\nprint(counter)  # Counter({'b': 3, 'a': 2})\r\n\r\n# \u6e05\u9664\u6240\u6709\u5143\u7d20\r\ncounter.clear()\r\nprint(counter)  # Counter()\r\n<\/code><\/pre>\n<p>\u5173\u4e8ePython Counter\u7c7b\u7684\u5185\u5bb9\u5c31\u8fd9\u4e9b\u4e86\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u4ece\u6211\u7684GitHub\u5b58\u50a8\u5e93\u4e0b\u8f7d\u5b8c\u6574\u7684\u793a\u4f8b\u4ee3\u7801\u3002<\/p>\n<p>\u53c2\u8003\uff1aPython\u6587\u6863<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd9\u662f\u6587\u7ae0\u300aPython\u8ba1\u6570\u5668 &#8211; Python\u96c6\u5408\u8ba1\u6570\u5668\u300b\u7684\u7b2c1\u90e8\u5206\uff08\u51711\u90e8\u5206\uff09\u3002 \u5185\u5bb9\u7247\u6bb5: P [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[32,252,307,1136,551],"class_list":["post-337","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-python","tag-252","tag-307","tag-1136","tag-551"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - 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