{"id":1053151,"date":"2024-12-31T14:31:21","date_gmt":"2024-12-31T06:31:21","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1053151.html"},"modified":"2024-12-31T14:31:24","modified_gmt":"2024-12-31T06:31:24","slug":"python%e5%a6%82%e4%bd%95%e7%ad%9b%e9%80%89%e5%87%ba%e7%ac%a6%e5%90%88%e6%9d%a1%e4%bb%b6%e7%9a%84%e5%90%8d%e5%ad%97","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1053151.html","title":{"rendered":"python\u5982\u4f55\u7b5b\u9009\u51fa\u7b26\u5408\u6761\u4ef6\u7684\u540d\u5b57"},"content":{"rendered":"

\"python\u5982\u4f55\u7b5b\u9009\u51fa\u7b26\u5408\u6761\u4ef6\u7684\u540d\u5b57\"<\/p>\n

\u8981\u5728Python\u4e2d\u7b5b\u9009\u51fa\u7b26\u5408\u6761\u4ef6\u7684\u540d\u5b57\uff0c\u53ef\u4ee5\u4f7f\u7528\u591a\u79cd\u65b9\u6cd5\uff0c\u4f8b\u5982\u5217\u8868\u89e3\u6790\u3001filter\u51fd\u6570\u548c\u6b63\u5219\u8868\u8fbe\u5f0f\u3002\u6bcf\u79cd\u65b9\u6cd5\u90fd\u6709\u5176\u4f18\u70b9\u548c\u9002\u7528\u573a\u666f\uff0c\u4f8b\u5982\uff0c\u5217\u8868\u89e3\u6790\u9002\u7528\u4e8e\u7b80\u5355\u6761\u4ef6\u7b5b\u9009\u3001filter\u51fd\u6570\u9002\u7528\u4e8e\u590d\u6742\u6761\u4ef6\u7b5b\u9009\u3001\u6b63\u5219\u8868\u8fbe\u5f0f\u9002\u7528\u4e8e\u6a21\u5f0f\u5339\u914d\u3002<\/strong> \u5176\u4e2d\uff0c\u5217\u8868\u89e3\u6790\u662f\u6700\u5e38\u7528\u548c\u6700\u7b80\u6d01\u7684\u65b9\u6cd5\u4e4b\u4e00\u3002\u4e0b\u9762\uff0c\u6211\u4eec\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u8fd9\u4e09\u79cd\u65b9\u6cd5\uff0c\u5e76\u63d0\u4f9b\u4ee3\u7801\u793a\u4f8b\uff0c\u4ee5\u4fbf\u60a8\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u66f4\u597d\u5730\u9009\u62e9\u9002\u5408\u7684\u65b9\u6cd5\u3002<\/p>\n<\/p>\n

\u4e00\u3001\u5217\u8868\u89e3\u6790<\/h3>\n<\/p>\n

\u5217\u8868\u89e3\u6790\u662f\u4e00\u79cd\u7b80\u6d01\u4e14\u9ad8\u6548\u7684\u65b9\u6cd5\uff0c\u7528\u4e8e\u4ece\u5217\u8868\u4e2d\u7b5b\u9009\u51fa\u7b26\u5408\u6761\u4ef6\u7684\u5143\u7d20\u3002\u5b83\u7684\u8bed\u6cd5\u7b80\u5355\uff0c\u6613\u4e8e\u7406\u89e3\u548c\u4f7f\u7528\u3002<\/p>\n<\/p>\n

\u793a\u4f8b\u4ee3\u7801\uff1a<\/h4>\n<\/p>\n

names = ["Alice", "Bob", "Charlie", "David", "Eve"]<\/p>\n
filtered_names = [name for name in names if len(name) > 3]<\/p>\n
print(filtered_names)  # \u8f93\u51fa: ['Alice', 'Charlie', 'David']<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u5728\u4e0a\u9762\u7684\u4ee3\u7801\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u5217\u8868\u89e3\u6790\u7b5b\u9009\u51fa\u540d\u5b57\u957f\u5ea6\u5927\u4e8e3\u7684\u540d\u5b57\u3002\u5217\u8868\u89e3\u6790\u7684\u8bed\u6cd5\u4e3a [expression for item in iterable if condition]<\/code>\uff0c\u5176\u4e2dexpression<\/code>\u662f\u9700\u8981\u8ba1\u7b97\u7684\u8868\u8fbe\u5f0f\uff0citem<\/code>\u662f\u8fed\u4ee3\u7684\u5143\u7d20\uff0citerable<\/code>\u662f\u53ef\u8fed\u4ee3\u5bf9\u8c61\uff0ccondition<\/code>\u662f\u7b5b\u9009\u6761\u4ef6<\/strong>\u3002<\/p>\n<\/p>\n
\u8be6\u7ec6\u63cf\u8ff0\uff1a<\/h4>\n<\/p>\n
\u5217\u8868\u89e3\u6790\u4e0d\u4ec5\u7b80\u6d01\uff0c\u800c\u4e14\u6267\u884c\u6548\u7387\u9ad8\u3002\u5b83\u5728Python\u5185\u90e8\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u901a\u5e38\u6bd4\u4f7f\u7528\u663e\u5f0ffor\u5faa\u73af\u66f4\u5feb\u3002\u5bf9\u4e8e\u7b80\u5355\u6761\u4ef6\u7b5b\u9009\uff0c\u63a8\u8350\u4f7f\u7528\u5217\u8868\u89e3\u6790\u3002<\/p>\n<\/p>\n
\u4e8c\u3001filter\u51fd\u6570<\/h3>\n<\/p>\n
filter\u51fd\u6570\u7528\u4e8e\u6839\u636e\u6307\u5b9a\u6761\u4ef6\u7b5b\u9009\u53ef\u8fed\u4ee3\u5bf9\u8c61\u4e2d\u7684\u5143\u7d20\u3002\u5b83\u8fd4\u56de\u4e00\u4e2afilter\u5bf9\u8c61\uff0c\u9700\u8981\u5c06\u5176\u8f6c\u6362\u4e3a\u5217\u8868\u6216\u5176\u4ed6\u53ef\u8fed\u4ee3\u7c7b\u578b\u3002<\/p>\n<\/p>\n
\u793a\u4f8b\u4ee3\u7801\uff1a<\/h4>\n<\/p>\n
names = ["Alice", "Bob", "Charlie", "David", "Eve"]<\/p>\n
def condition(name):<\/p>\n
    return len(name) > 3<\/p>\n
filtered_names = list(filter(condition, names))<\/p>\n
print(filtered_names)  # \u8f93\u51fa: ['Alice', 'Charlie', 'David']<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u5728\u4e0a\u9762\u7684\u4ee3\u7801\u4e2d\uff0c\u6211\u4eec\u5b9a\u4e49\u4e86\u4e00\u4e2a\u6761\u4ef6\u51fd\u6570condition<\/code>\uff0c\u5e76\u4f7f\u7528filter\u51fd\u6570\u7b5b\u9009\u51fa\u540d\u5b57\u957f\u5ea6\u5927\u4e8e3\u7684\u540d\u5b57\u3002filter\u51fd\u6570\u7684\u8bed\u6cd5\u4e3afilter(function, iterable)<\/code>\uff0c\u5176\u4e2dfunction<\/code>\u662f\u7528\u4e8e\u7b5b\u9009\u6761\u4ef6\u7684\u51fd\u6570\uff0citerable<\/code>\u662f\u53ef\u8fed\u4ee3\u5bf9\u8c61<\/strong>\u3002<\/p>\n<\/p>\n
\u8be6\u7ec6\u63cf\u8ff0\uff1a<\/h4>\n<\/p>\n
filter\u51fd\u6570\u9002\u7528\u4e8e\u590d\u6742\u6761\u4ef6\u7b5b\u9009\uff0c\u5c24\u5176\u662f\u5f53\u6761\u4ef6\u903b\u8f91\u8f83\u4e3a\u590d\u6742\u65f6\uff0c\u5c06\u6761\u4ef6\u903b\u8f91\u5c01\u88c5\u5728\u51fd\u6570\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u4ee3\u7801\u66f4\u6e05\u6670\u548c\u6613\u4e8e\u7ef4\u62a4\u3002\u4f7f\u7528filter\u51fd\u6570\u65f6\uff0c\u6761\u4ef6\u51fd\u6570\u8fd4\u56de\u503c\u4e3aTrue\u7684\u5143\u7d20\u5c06\u88ab\u4fdd\u7559\u3002<\/p>\n<\/p>\n
\u4e09\u3001\u6b63\u5219\u8868\u8fbe\u5f0f<\/h3>\n<\/p>\n
\u6b63\u5219\u8868\u8fbe\u5f0f\u662f\u4e00\u79cd\u5f3a\u5927\u7684\u5b57\u7b26\u4e32\u6a21\u5f0f\u5339\u914d\u5de5\u5177\uff0c\u9002\u7528\u4e8e\u6839\u636e\u590d\u6742\u6a21\u5f0f\u7b5b\u9009\u5b57\u7b26\u4e32\u3002Python\u7684re<\/code>\u6a21\u5757\u63d0\u4f9b\u4e86\u5904\u7406\u6b63\u5219\u8868\u8fbe\u5f0f\u7684\u529f\u80fd\u3002<\/p>\n<\/p>\n
\u793a\u4f8b\u4ee3\u7801\uff1a<\/h4>\n<\/p>\n
import re<\/p>\n
names = ["Alice", "Bob", "Charlie", "David", "Eve"]<\/p>\n
pattern = re.compile(r'^[A-D].*')<\/p>\n
filtered_names = [name for name in names if pattern.match(name)]<\/p>\n
print(filtered_names)  # \u8f93\u51fa: ['Alice', 'Bob', 'Charlie', 'David']<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u5728\u4e0a\u9762\u7684\u4ee3\u7801\u4e2d\uff0c\u6211\u4eec\u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u7b5b\u9009\u51fa\u4ee5\u5b57\u6bcdA\u5230D\u5f00\u5934\u7684\u540d\u5b57\u3002\u6b63\u5219\u8868\u8fbe\u5f0f\u7684\u8bed\u6cd5\u4e3are.compile(pattern)<\/code>\uff0c\u5176\u4e2dpattern<\/code>\u662f\u8981\u5339\u914d\u7684\u6b63\u5219\u8868\u8fbe\u5f0f\u6a21\u5f0f<\/strong>\u3002<\/p>\n<\/p>\n
\u8be6\u7ec6\u63cf\u8ff0\uff1a<\/h4>\n<\/p>\n
\u6b63\u5219\u8868\u8fbe\u5f0f\u9002\u7528\u4e8e\u6839\u636e\u590d\u6742\u6a21\u5f0f\u7b5b\u9009\u5b57\u7b26\u4e32\u3002\u5b83\u652f\u6301\u591a\u79cd\u5339\u914d\u89c4\u5219\u548c\u6a21\u5f0f\uff0c\u80fd\u591f\u5904\u7406\u5927\u591a\u6570\u5b57\u7b26\u4e32\u5339\u914d\u95ee\u9898\u3002\u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u65f6\uff0c\u9700\u8981\u6ce8\u610f\u7f16\u5199\u6b63\u786e\u7684\u5339\u914d\u6a21\u5f0f\uff0c\u5e76\u786e\u4fdd\u5176\u80fd\u591f\u6b63\u786e\u5904\u7406\u6240\u6709\u53ef\u80fd\u7684\u8f93\u5165\u3002<\/p>\n<\/p>\n
\u56db\u3001\u7efc\u5408\u793a\u4f8b<\/h3>\n<\/p>\n
\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u6211\u4eec\u53ef\u80fd\u9700\u8981\u7ed3\u5408\u591a\u79cd\u65b9\u6cd5\u8fdb\u884c\u7b5b\u9009\u3002\u4e0b\u9762\u662f\u4e00\u4e2a\u7efc\u5408\u793a\u4f8b\uff0c\u5c55\u793a\u4e86\u5982\u4f55\u7ed3\u5408\u5217\u8868\u89e3\u6790\u3001filter\u51fd\u6570\u548c\u6b63\u5219\u8868\u8fbe\u5f0f\u8fdb\u884c\u7b5b\u9009\u3002<\/p>\n<\/p>\n
\u793a\u4f8b\u4ee3\u7801\uff1a<\/h4>\n<\/p>\n
import re<\/p>\n
names = ["Alice", "Bob", "Charlie", "David", "Eve", "Frank", "Grace", "Hannah"]<\/p>\n
\u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u7b5b\u9009\u51fa\u4ee5\u5b57\u6bcdA\u5230D\u5f00\u5934\u7684\u540d\u5b57<\/strong><\/h2>\n
pattern = re.compile(r'^[A-D].*')<\/p>\n
filtered_names_regex = [name for name in names if pattern.match(name)]<\/p>\n
\u4f7f\u7528filter\u51fd\u6570\u7b5b\u9009\u51fa\u540d\u5b57\u957f\u5ea6\u5927\u4e8e3\u7684\u540d\u5b57<\/strong><\/h2>\n
def condition(name):<\/p>\n
    return len(name) > 3<\/p>\n
filtered_names_length = list(filter(condition, filtered_names_regex))<\/p>\n
print(filtered_names_length)  # \u8f93\u51fa: ['Alice', 'Charlie', 'David']<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u5728\u4e0a\u9762\u7684\u4ee3\u7801\u4e2d\uff0c\u6211\u4eec\u9996\u5148\u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u7b5b\u9009\u51fa\u4ee5\u5b57\u6bcdA\u5230D\u5f00\u5934\u7684\u540d\u5b57\uff0c\u7136\u540e\u4f7f\u7528filter\u51fd\u6570\u8fdb\u4e00\u6b65\u7b5b\u9009\u51fa\u540d\u5b57\u957f\u5ea6\u5927\u4e8e3\u7684\u540d\u5b57\u3002\u7ed3\u5408\u591a\u79cd\u65b9\u6cd5\u53ef\u4ee5\u5b9e\u73b0\u66f4\u52a0\u590d\u6742\u7684\u7b5b\u9009\u903b\u8f91\uff0c\u6ee1\u8db3\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u591a\u79cd\u9700\u6c42<\/strong>\u3002<\/p>\n<\/p>\n
\u4e94\u3001\u6027\u80fd\u6bd4\u8f83<\/h3>\n<\/p>\n
\u5728\u9009\u62e9\u7b5b\u9009\u65b9\u6cd5\u65f6\uff0c\u6027\u80fd\u4e5f\u662f\u4e00\u4e2a\u91cd\u8981\u7684\u8003\u8651\u56e0\u7d20\u3002\u5217\u8868\u89e3\u6790\u901a\u5e38\u6bd4filter\u51fd\u6570\u548c\u6b63\u5219\u8868\u8fbe\u5f0f\u66f4\u5feb\uff0c\u5c24\u5176\u662f\u5728\u7b80\u5355\u6761\u4ef6\u7b5b\u9009\u65f6\u3002\u7136\u800c\uff0c\u5bf9\u4e8e\u590d\u6742\u6761\u4ef6\u7b5b\u9009\uff0cfilter\u51fd\u6570\u548c\u6b63\u5219\u8868\u8fbe\u5f0f\u53ef\u80fd\u66f4\u5177\u4f18\u52bf\u3002<\/p>\n<\/p>\n
\u6027\u80fd\u6d4b\u8bd5\u4ee3\u7801\uff1a<\/h4>\n<\/p>\n
import time<\/p>\n
names = ["Alice", "Bob", "Charlie", "David", "Eve", "Frank", "Grace", "Hannah"] * 100000<\/p>\n
\u5217\u8868\u89e3\u6790<\/strong><\/h2>\n
start_time = time.time()<\/p>\n
filtered_names_list_comp = [name for name in names if len(name) > 3]<\/p>\n
end_time = time.time()<\/p>\n
print(f"\u5217\u8868\u89e3\u6790\u65f6\u95f4: {end_time - start_time} \u79d2")<\/p>\n
filter\u51fd\u6570<\/strong><\/h2>\n
start_time = time.time()<\/p>\n
filtered_names_filter = list(filter(lambda name: len(name) > 3, names))<\/p>\n
end_time = time.time()<\/p>\n
print(f"filter\u51fd\u6570\u65f6\u95f4: {end_time - start_time} \u79d2")<\/p>\n
\u6b63\u5219\u8868\u8fbe\u5f0f<\/strong><\/h2>\n
pattern = re.compile(r'.{4,}')<\/p>\n
start_time = time.time()<\/p>\n
filtered_names_regex = [name for name in names if pattern.match(name)]<\/p>\n
end_time = time.time()<\/p>\n
print(f"\u6b63\u5219\u8868\u8fbe\u5f0f\u65f6\u95f4: {end_time - start_time} \u79d2")<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u5728\u4e0a\u9762\u7684\u4ee3\u7801\u4e2d\uff0c\u6211\u4eec\u5bf9\u5217\u8868\u89e3\u6790\u3001filter\u51fd\u6570\u548c\u6b63\u5219\u8868\u8fbe\u5f0f\u7684\u6027\u80fd\u8fdb\u884c\u4e86\u6d4b\u8bd5\u3002\u5217\u8868\u89e3\u6790\u901a\u5e38\u5728\u7b80\u5355\u6761\u4ef6\u7b5b\u9009\u65f6\u6027\u80fd\u6700\u4f73\uff0c\u800cfilter\u51fd\u6570\u548c\u6b63\u5219\u8868\u8fbe\u5f0f\u5728\u590d\u6742\u6761\u4ef6\u7b5b\u9009\u65f6\u53ef\u80fd\u66f4\u5177\u4f18\u52bf<\/strong>\u3002<\/p>\n<\/p>\n
\u603b\u7ed3<\/h3>\n<\/p>\n
\u7b5b\u9009\u7b26\u5408\u6761\u4ef6\u7684\u540d\u5b57\u662fPython\u7f16\u7a0b\u4e2d\u7684\u5e38\u89c1\u4efb\u52a1\u3002\u5217\u8868\u89e3\u6790\u9002\u7528\u4e8e\u7b80\u5355\u6761\u4ef6\u7b5b\u9009\uff0c\u8bed\u6cd5\u7b80\u6d01\uff0c\u6267\u884c\u6548\u7387\u9ad8<\/strong>\uff1bfilter\u51fd\u6570\u9002\u7528\u4e8e\u590d\u6742\u6761\u4ef6\u7b5b\u9009\uff0c\u5c06\u6761\u4ef6\u903b\u8f91\u5c01\u88c5\u5728\u51fd\u6570\u4e2d\uff0c\u4f7f\u4ee3\u7801\u66f4\u6e05\u6670\u548c\u6613\u4e8e\u7ef4\u62a4<\/strong>\uff1b\u6b63\u5219\u8868\u8fbe\u5f0f\u9002\u7528\u4e8e\u6839\u636e\u590d\u6742\u6a21\u5f0f\u7b5b\u9009\u5b57\u7b26\u4e32\uff0c\u652f\u6301\u591a\u79cd\u5339\u914d\u89c4\u5219\u548c\u6a21\u5f0f<\/strong>\u3002\u7ed3\u5408\u591a\u79cd\u65b9\u6cd5\u53ef\u4ee5\u5b9e\u73b0\u66f4\u52a0\u590d\u6742\u7684\u7b5b\u9009\u903b\u8f91\uff0c\u6ee1\u8db3\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u591a\u79cd\u9700\u6c42\u3002\u5728\u9009\u62e9\u7b5b\u9009\u65b9\u6cd5\u65f6\uff0c\u9700\u8981\u6839\u636e\u5177\u4f53\u9700\u6c42\u548c\u6027\u80fd\u8003\u8651\u8fdb\u884c\u9009\u62e9\u3002<\/p>\n<\/p>\n
\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n
 \u5982\u4f55\u5728Python\u4e2d\u7b5b\u9009\u7279\u5b9a\u6761\u4ef6\u7684\u540d\u5b57\uff1f<\/strong>
\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528\u5217\u8868\u63a8\u5bfc\u5f0f\u3001filter\u51fd\u6570\u6216Pandas\u5e93\u6765\u7b5b\u9009\u7b26\u5408\u6761\u4ef6\u7684\u540d\u5b57\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4f60\u60f3\u7b5b\u9009\u51fa\u4ee5\u7279\u5b9a\u5b57\u6bcd\u5f00\u5934\u7684\u540d\u5b57\uff0c\u53ef\u4ee5\u4f7f\u7528\u5217\u8868\u63a8\u5bfc\u5f0f\uff1a[name for name in names if name.startswith('A')]<\/code>\u3002\u8fd9\u6837\u53ef\u4ee5\u5feb\u901f\u521b\u5efa\u4e00\u4e2a\u65b0\u5217\u8868\uff0c\u5176\u4e2d\u4ec5\u5305\u542b\u7b26\u5408\u6761\u4ef6\u7684\u540d\u5b57\u3002<\/p>\n
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