{"id":1144118,"date":"2025-01-08T22:56:55","date_gmt":"2025-01-08T14:56:55","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1144118.html"},"modified":"2025-01-08T22:56:57","modified_gmt":"2025-01-08T14:56:57","slug":"%e5%a6%82%e4%bd%95python%e4%b8%80%e4%b8%aa%e5%8d%95%e8%af%8d%e4%b8%80%e4%b8%aa%e5%8d%95%e8%af%8d%e7%9a%84%e8%af%bb%e5%87%ba","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1144118.html","title":{"rendered":"\u5982\u4f55python\u4e00\u4e2a\u5355\u8bcd\u4e00\u4e2a\u5355\u8bcd\u7684\u8bfb\u51fa"},"content":{"rendered":"

\"\u5982\u4f55python\u4e00\u4e2a\u5355\u8bcd\u4e00\u4e2a\u5355\u8bcd\u7684\u8bfb\u51fa\"<\/p>\n

\u5982\u4f55python\u4e00\u4e2a\u5355\u8bcd\u4e00\u4e2a\u5355\u8bcd\u7684\u8bfb\u51fa<\/strong><\/p>\n<\/p>\n

\u5728Python\u4e2d\uff0c\u5c06\u6587\u672c\u6587\u4ef6\u6216\u5b57\u7b26\u4e32\u5185\u5bb9\u4e00\u4e2a\u5355\u8bcd\u4e00\u4e2a\u5355\u8bcd\u5730\u8bfb\u51fa\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u65b9\u5f0f\u5b9e\u73b0\u3002\u4f7f\u7528\u5b57\u7b26\u4e32\u5206\u5272\u3001\u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9\u3001\u904d\u5386\u5355\u8bcd<\/strong>\u662f\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u7684\u5173\u952e\u6b65\u9aa4\u3002\u672c\u6587\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u901a\u8fc7\u8fd9\u51e0\u4e2a\u6b65\u9aa4\u6765\u5b9e\u73b0\u4e00\u4e2a\u5355\u8bcd\u4e00\u4e2a\u5355\u8bcd\u7684\u8bfb\u51fa\uff0c\u5e76\u63a2\u8ba8\u5982\u4f55\u5904\u7406\u4e0d\u540c\u7c7b\u578b\u7684\u6587\u672c\u8f93\u5165\u3001\u4f18\u5316\u4ee3\u7801\u6027\u80fd\u53ca\u9519\u8bef\u5904\u7406\u7b49\u65b9\u9762\u7684\u5185\u5bb9\u3002<\/p>\n<\/p>\n

\u4e00\u3001\u4f7f\u7528\u5b57\u7b26\u4e32\u5206\u5272<\/h3>\n<\/p>\n

\u5b57\u7b26\u4e32\u5206\u5272\u662f\u5b9e\u73b0\u5355\u8bcd\u8bfb\u51fa\u7684\u57fa\u7840\u65b9\u6cd5\u4e4b\u4e00\u3002Python\u63d0\u4f9b\u4e86\u591a\u79cd\u5b57\u7b26\u4e32\u64cd\u4f5c\u65b9\u6cd5\uff0c\u5176\u4e2d\u6700\u5e38\u7528\u7684\u662fsplit()<\/code>\u51fd\u6570\u3002<\/p>\n<\/p>\n

1.1\u3001\u57fa\u7840\u7528\u6cd5<\/h4>\n<\/p>\n

split()<\/code>\u51fd\u6570\u6839\u636e\u7a7a\u683c\u5c06\u5b57\u7b26\u4e32\u62c6\u5206\u6210\u5355\u8bcd\u5217\u8868\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u793a\u4f8b\uff1a<\/p>\n<\/p>\n

text = "Hello world! This is a test."<\/p>\n
words = text.split()<\/p>\n
for word in words:<\/p>\n
    print(word)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u5728\u8fd9\u4e2a\u793a\u4f8b\u4e2d\uff0c\u5b57\u7b26\u4e32\u4e2d\u7684\u6bcf\u4e2a\u5355\u8bcd<\/strong>\u90fd\u88ab\u5355\u72ec\u6253\u5370\u51fa\u6765\u3002split()<\/code>\u51fd\u6570\u9ed8\u8ba4\u4f7f\u7528\u7a7a\u683c\u4f5c\u4e3a\u5206\u9694\u7b26\uff0c\u4f46\u4e5f\u53ef\u4ee5\u6307\u5b9a\u5176\u4ed6\u5206\u9694\u7b26\u3002<\/p>\n<\/p>\n
1.2\u3001\u5904\u7406\u590d\u6742\u6587\u672c<\/h4>\n<\/p>\n
\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u6587\u672c\u53ef\u80fd\u5305\u542b\u5404\u79cd\u6807\u70b9\u7b26\u53f7\u548c\u7279\u6b8a\u5b57\u7b26\u3002\u53ef\u4ee5\u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u6765\u66f4\u7cbe\u786e\u5730\u62c6\u5206\u5355\u8bcd\u3002<\/p>\n<\/p>\n
import re<\/p>\n
text = "Hello, world! This is a test."<\/p>\n
words = re.findall(r'\\b\\w+\\b', text)<\/p>\n
for word in words:<\/p>\n
    print(word)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u5728\u8fd9\u4e2a\u793a\u4f8b\u4e2d\uff0c\u6b63\u5219\u8868\u8fbe\u5f0f<\/strong>\u5339\u914d\u6240\u6709\u5355\u8bcd\u5b57\u7b26\uff0c\u5ffd\u7565\u6807\u70b9\u7b26\u53f7\uff0c\u4ece\u800c\u66f4\u52a0\u51c6\u786e\u5730\u62c6\u5206\u6587\u672c\u3002<\/p>\n<\/p>\n
\u4e8c\u3001\u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9<\/h3>\n<\/p>\n
\u5728\u5904\u7406\u5927\u6587\u672c\u6587\u4ef6\u65f6\uff0c\u5c06\u6574\u4e2a\u6587\u4ef6\u5185\u5bb9\u8bfb\u5165\u5185\u5b58\u5e76\u4e00\u6b21\u6027\u62c6\u5206\u53ef\u80fd\u5bfc\u81f4\u5185\u5b58\u6ea2\u51fa\u3002\u56e0\u6b64\uff0c\u9010\u884c\u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9\u5e76\u9010\u884c\u5904\u7406\u662f\u4e00\u4e2a\u66f4\u597d\u7684\u9009\u62e9\u3002<\/p>\n<\/p>\n
2.1\u3001\u9010\u884c\u8bfb\u53d6\u6587\u4ef6<\/h4>\n<\/p>\n
\u4ee5\u4e0b\u662f\u9010\u884c\u8bfb\u53d6\u6587\u4ef6\u5e76\u62c6\u5206\u5355\u8bcd\u7684\u793a\u4f8b\uff1a<\/p>\n<\/p>\n
with open('example.txt', 'r') as file:<\/p>\n
    for line in file:<\/p>\n
        words = line.split()<\/p>\n
        for word in words:<\/p>\n
            print(word)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u8fd9\u4e2a\u793a\u4f8b\u4e2d\uff0cwith<\/code>\u8bed\u53e5\u786e\u4fdd\u6587\u4ef6\u5728\u8bfb\u53d6\u5b8c\u6bd5\u540e\u81ea\u52a8\u5173\u95ed\uff0c\u9010\u884c\u5904\u7406<\/strong>\u80fd\u6709\u6548\u51cf\u5c11\u5185\u5b58\u4f7f\u7528\u3002<\/p>\n<\/p>\n
2.2\u3001\u5904\u7406\u5927\u6587\u4ef6<\/h4>\n<\/p>\n
\u5bf9\u4e8e\u975e\u5e38\u5927\u7684\u6587\u4ef6\uff0c\u53ef\u4ee5\u8003\u8651\u4f7f\u7528\u751f\u6210\u5668\u6765\u9010\u884c\u5904\u7406\u6587\u672c\uff0c\u4ee5\u8fdb\u4e00\u6b65\u4f18\u5316\u5185\u5b58\u4f7f\u7528\u3002<\/p>\n<\/p>\n
def read_words(file_path):<\/p>\n
    with open(file_path, 'r') as file:<\/p>\n
        for line in file:<\/p>\n
            for word in line.split():<\/p>\n
                yield word<\/p>\n
for word in read_words('example.txt'):<\/p>\n
    print(word)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u4f7f\u7528\u751f\u6210\u5668\u51fd\u6570read_words()<\/code>\uff0c\u6bcf\u6b21\u53ea\u52a0\u8f7d\u5f53\u524d\u884c\u7684\u5355\u8bcd\uff0c\u51cf\u5c11\u5185\u5b58\u6d88\u8017\u3002<\/p>\n<\/p>\n
\u4e09\u3001\u904d\u5386\u5355\u8bcd<\/h3>\n<\/p>\n
\u5728\u83b7\u53d6\u5355\u8bcd\u5217\u8868\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u5404\u79cd\u904d\u5386\u65b9\u6cd5\u6765\u5904\u7406\u5355\u8bcd\uff0c\u5982\u7edf\u8ba1\u8bcd\u9891\u3001\u8fc7\u6ee4\u7279\u5b9a\u8bcd\u7b49\u3002<\/p>\n<\/p>\n
3.1\u3001\u7edf\u8ba1\u8bcd\u9891<\/h4>\n<\/p>\n
\u7edf\u8ba1\u8bcd\u9891\u662f\u6587\u672c\u5206\u6790\u4e2d\u7684\u5e38\u89c1\u4efb\u52a1\u3002\u53ef\u4ee5\u4f7f\u7528Python\u7684collections.Counter<\/code>\u6765\u5b9e\u73b0\u3002<\/p>\n<\/p>\n
from collections import Counter<\/p>\n
text = "Hello world! This is a test. Hello agAI<\/a>n."<\/p>\n
words = re.findall(r'\\b\\w+\\b', text)<\/p>\n
word_count = Counter(words)<\/p>\n
print(word_count)<\/p>\n
<\/code><\/pre>\n<\/p>\n
Counter<\/code>\u5bf9\u8c61\u53ef\u4ee5\u76f4\u63a5\u5bf9\u5355\u8bcd\u5217\u8868\u8fdb\u884c\u8ba1\u6570\uff0c\u8f93\u51fa\u6bcf\u4e2a\u5355\u8bcd\u7684\u9891\u7387\u3002<\/p>\n<\/p>\n
3.2\u3001\u8fc7\u6ee4\u7279\u5b9a\u8bcd<\/h4>\n<\/p>\n
\u6709\u65f6\u9700\u8981\u8fc7\u6ee4\u6389\u67d0\u4e9b\u7279\u5b9a\u7684\u8bcd\uff0c\u5982\u505c\u7528\u8bcd\u3002\u53ef\u4ee5\u901a\u8fc7\u5217\u8868\u63a8\u5bfc\u5f0f\u5b9e\u73b0\u3002<\/p>\n<\/p>\n
stop_words = {'is', 'a', 'this'}<\/p>\n
filtered_words = [word for word in words if word.lower() not in stop_words]<\/p>\n
for word in filtered_words:<\/p>\n
    print(word)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u5728\u8fd9\u4e2a\u793a\u4f8b\u4e2d\uff0c\u8fc7\u6ee4\u6389\u4e86stop_words<\/code>\u5217\u8868\u4e2d\u7684\u8bcd\uff0c\u4ec5\u6253\u5370\u5176\u4ed6\u5355\u8bcd\u3002<\/p>\n<\/p>\n
\u56db\u3001\u5904\u7406\u4e0d\u540c\u7c7b\u578b\u7684\u6587\u672c\u8f93\u5165<\/h3>\n<\/p>\n
\u4e0d\u540c\u7c7b\u578b\u7684\u6587\u672c\u8f93\u5165\uff0c\u5982\u7f51\u9875\u5185\u5bb9\u3001PDF\u6587\u4ef6\u7b49\uff0c\u9700\u8981\u4f7f\u7528\u4e0d\u540c\u7684\u5e93\u548c\u65b9\u6cd5\u8fdb\u884c\u5904\u7406\u3002<\/p>\n<\/p>\n
4.1\u3001\u5904\u7406\u7f51\u9875\u5185\u5bb9<\/h4>\n<\/p>\n
\u53ef\u4ee5\u4f7f\u7528requests<\/code>\u548cBeautifulSoup<\/code>\u5e93\u6765\u6293\u53d6\u548c\u89e3\u6790\u7f51\u9875\u5185\u5bb9\u3002<\/p>\n<\/p>\n
import requests<\/p>\n
from bs4 import BeautifulSoup<\/p>\n
url = 'http:\/\/example.com'<\/p>\n
response = requests.get(url)<\/p>\n
soup = BeautifulSoup(response.text, 'html.parser')<\/p>\n
text = soup.get_text()<\/p>\n
words = re.findall(r'\\b\\w+\\b', text)<\/p>\n
for word in words:<\/p>\n
    print(word)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u8fd9\u4e2a\u793a\u4f8b\u4e2d\uff0c\u6293\u53d6\u7f51\u9875\u5185\u5bb9\u5e76\u63d0\u53d6\u6587\u672c\uff0c\u7136\u540e\u6309\u7167\u524d\u8ff0\u65b9\u6cd5\u62c6\u5206\u5355\u8bcd\u3002<\/p>\n<\/p>\n
4.2\u3001\u5904\u7406PDF\u6587\u4ef6<\/h4>\n<\/p>\n
\u5904\u7406PDF\u6587\u4ef6\u53ef\u4ee5\u4f7f\u7528PyPDF2<\/code>\u5e93\u3002<\/p>\n<\/p>\n
import PyPDF2<\/p>\n
with open('example.pdf', 'rb') as file:<\/p>\n
    reader = PyPDF2.PdfFileReader(file)<\/p>\n
    for page_num in range(reader.numPages):<\/p>\n
        page = reader.getPage(page_num)<\/p>\n
        text = page.extractText()<\/p>\n
        words = re.findall(r'\\b\\w+\\b', text)<\/p>\n
        for word in words:<\/p>\n
            print(word)<\/p>\n
<\/code><\/pre>\n<\/p>\n
PyPDF2<\/code>\u5e93\u53ef\u4ee5\u8bfb\u53d6PDF\u6587\u4ef6\u5e76\u63d0\u53d6\u6bcf\u9875\u6587\u672c\uff0c\u968f\u540e\u6309\u5355\u8bcd\u62c6\u5206\u3002<\/p>\n<\/p>\n
\u4e94\u3001\u4f18\u5316\u4ee3\u7801\u6027\u80fd\u53ca\u9519\u8bef\u5904\u7406<\/h3>\n<\/p>\n
\u5728\u5904\u7406\u5927\u6587\u672c\u6216\u590d\u6742\u6587\u672c\u65f6\uff0c\u4f18\u5316\u4ee3\u7801\u6027\u80fd\u548c\u9519\u8bef\u5904\u7406\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<\/p>\n
5.1\u3001\u4f18\u5316\u6027\u80fd<\/h4>\n<\/p>\n
\u4e3a\u4e86\u63d0\u9ad8\u6027\u80fd\uff0c\u53ef\u4ee5\u8003\u8651\u4ee5\u4e0b\u65b9\u6cd5\uff1a<\/p>\n<\/p>\n
    \n
  1. \u4f7f\u7528\u751f\u6210\u5668<\/strong>\uff1a\u51cf\u5c11\u5185\u5b58\u4f7f\u7528\u3002<\/li>\n
  2. \u591a\u7ebf\u7a0b\u5904\u7406<\/strong>\uff1a\u52a0\u901f\u5904\u7406\u901f\u5ea6\u3002<\/li>\n<\/ol>\n
    from concurrent.futures import ThreadPoolExecutor<\/p>\n
    def process_line(line):<\/p>\n
        return re.findall(r'\\b\\w+\\b', line)<\/p>\n
    with open('example.txt', 'r') as file:<\/p>\n
        lines = file.readlines()<\/p>\n
    with ThreadPoolExecutor(max_workers=4) as executor:<\/p>\n
        results = executor.map(process_line, lines)<\/p>\n
    for words in results:<\/p>\n
        for word in words:<\/p>\n
            print(word)<\/p>\n
    <\/code><\/pre>\n<\/p>\n
    \u4f7f\u7528ThreadPoolExecutor<\/code>\u5e76\u884c\u5904\u7406\u6587\u4ef6\u7684\u6bcf\u4e00\u884c\uff0c\u63d0\u9ad8\u5904\u7406\u6548\u7387\u3002<\/p>\n<\/p>\n
    5.2\u3001\u9519\u8bef\u5904\u7406<\/h4>\n<\/p>\n
    \u5728\u5904\u7406\u6587\u672c\u65f6\uff0c\u53ef\u80fd\u4f1a\u9047\u5230\u5404\u79cd\u9519\u8bef\uff0c\u5982\u6587\u4ef6\u4e0d\u5b58\u5728\u3001\u7f16\u7801\u9519\u8bef\u7b49\u3002\u53ef\u4ee5\u4f7f\u7528try-except<\/code>\u8bed\u53e5\u8fdb\u884c\u6355\u83b7\u548c\u5904\u7406\u3002<\/p>\n<\/p>\n
    try:<\/p>\n
        with open('example.txt', 'r') as file:<\/p>\n
            for line in file:<\/p>\n
                words = line.split()<\/p>\n
                for word in words:<\/p>\n
                    print(word)<\/p>\n
    except FileNotFoundError:<\/p>\n
        print("File not found.")<\/p>\n
    except UnicodeDecodeError:<\/p>\n
        print("Encoding error.")<\/p>\n
    <\/code><\/pre>\n<\/p>\n
    \u901a\u8fc7\u6355\u83b7\u7279\u5b9a\u5f02\u5e38\uff0c\u786e\u4fdd\u7a0b\u5e8f\u5728\u9047\u5230\u9519\u8bef\u65f6\u4e0d\u4f1a\u5d29\u6e83\u3002<\/p>\n<\/p>\n
    \u516d\u3001\u603b\u7ed3<\/h3>\n<\/p>\n
    \u901a\u8fc7\u672c\u6587\u7684\u8be6\u7ec6\u4ecb\u7ecd\uff0c\u60a8\u5e94\u8be5\u5df2\u7ecf\u4e86\u89e3\u4e86\u5982\u4f55\u5728Python\u4e2d\u5c06\u6587\u672c\u6587\u4ef6\u6216\u5b57\u7b26\u4e32\u5185\u5bb9\u4e00\u4e2a\u5355\u8bcd\u4e00\u4e2a\u5355\u8bcd\u5730\u8bfb\u51fa\u3002\u4f7f\u7528\u5b57\u7b26\u4e32\u5206\u5272\u3001\u8bfb\u53d6\u6587\u4ef6\u5185\u5bb9\u3001\u904d\u5386\u5355\u8bcd<\/strong>\u7b49\u65b9\u6cd5\u53ef\u4ee5\u5e2e\u52a9\u60a8\u9ad8\u6548\u5730\u5904\u7406\u6587\u672c\u3002\u5e0c\u671b\u8fd9\u4e9b\u65b9\u6cd5\u548c\u6280\u5de7\u80fd\u591f\u5bf9\u60a8\u7684\u5b9e\u9645\u9879\u76ee\u6709\u6240\u5e2e\u52a9\u3002<\/p>\n<\/p>\n
    \u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n
     \u5982\u4f55\u5728Python\u4e2d\u9010\u5b57\u9010\u8bcd\u5730\u6717\u8bfb\u6587\u672c\uff1f<\/strong>
    \u5728Python\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528\u6587\u672c\u5230\u8bed\u97f3\uff08TTS\uff09\u5e93\u6765\u9010\u5b57\u9010\u8bcd\u5730\u6717\u8bfb\u6587\u672c\u3002\u4e00\u4e2a\u5e38\u7528\u7684\u5e93\u662fgTTS<\/code>\uff08Google Text-to-Speech\uff09\uff0c\u5b83\u80fd\u591f\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u97f3\u9891\u6587\u4ef6\u3002\u60a8\u53ef\u4ee5\u5c06\u6587\u672c\u62c6\u5206\u4e3a\u5355\u8bcd\uff0c\u7136\u540e\u9010\u4e2a\u5355\u8bcd\u8fdb\u884c\u6717\u8bfb\u3002<\/p>\n
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