{"id":1154780,"date":"2025-01-13T17:55:27","date_gmt":"2025-01-13T09:55:27","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1154780.html"},"modified":"2025-01-13T17:55:30","modified_gmt":"2025-01-13T09:55:30","slug":"python%e5%a6%82%e4%bd%95%e8%af%bb%e5%8f%96%e5%8a%a8%e6%80%81%e6%95%b0%e6%8d%ae","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1154780.html","title":{"rendered":"python\u5982\u4f55\u8bfb\u53d6\u52a8\u6001\u6570\u636e"},"content":{"rendered":"

\"python\u5982\u4f55\u8bfb\u53d6\u52a8\u6001\u6570\u636e\"<\/p>\n

Python\u8bfb\u53d6\u52a8\u6001\u6570\u636e\u6709\u591a\u79cd\u65b9\u5f0f\uff0c\u4e3b\u8981\u5305\u62ec\u4f7f\u7528API\u3001Web Scraping\u3001\u5b9e\u65f6\u6570\u636e\u6d41\u3001\u6570\u636e\u5e93\u8fde\u63a5<\/strong>\u7b49\u3002\u672c\u6587\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u8fd9\u4e9b\u65b9\u6cd5\uff0c\u5e76\u4e14\u4f1a\u5bf9\u5982\u4f55\u901a\u8fc7API\u8bfb\u53d6\u52a8\u6001\u6570\u636e\u8fdb\u884c\u8be6\u7ec6\u63cf\u8ff0\u3002<\/p>\n<\/p>\n

\u901a\u8fc7API\u8bfb\u53d6\u52a8\u6001\u6570\u636e\u662f\u4e00\u79cd\u975e\u5e38\u5e38\u89c1\u4e14\u9ad8\u6548\u7684\u65b9\u6cd5\u3002API\uff08\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\uff09\u5141\u8bb8\u5e94\u7528\u7a0b\u5e8f\u4e4b\u95f4\u8fdb\u884c\u901a\u4fe1\uff0c\u8bb8\u591a\u7f51\u7ad9\u548c\u670d\u52a1\u63d0\u4f9bAPI\u4ee5\u4fbf\u5f00\u53d1\u8005\u83b7\u53d6\u5b9e\u65f6\u6570\u636e\u3002\u901a\u8fc7API\u8bfb\u53d6\u6570\u636e\u901a\u5e38\u9700\u8981\u4ee5\u4e0b\u6b65\u9aa4\uff1a\u83b7\u53d6API\u5bc6\u94a5\u3001\u6784\u5efaHTTP\u8bf7\u6c42\u3001\u89e3\u6790\u54cd\u5e94\u6570\u636e<\/strong>\u3002\u4f8b\u5982\uff0c\u4f7f\u7528requests\u5e93\u53ef\u4ee5\u8f7b\u677e\u5b9e\u73b0\u8fd9\u4e9b\u6b65\u9aa4\u3002<\/p>\n<\/p>\n

\u4e00\u3001\u4f7f\u7528API<\/h3>\n<\/p>\n

\u901a\u8fc7API\u8bfb\u53d6\u52a8\u6001\u6570\u636e\uff0c\u662f\u5f00\u53d1\u8005\u83b7\u53d6\u5b9e\u65f6\u6570\u636e\u7684\u5e38\u7528\u65b9\u6cd5\u3002API\u5141\u8bb8\u5e94\u7528\u7a0b\u5e8f\u4e4b\u95f4\u8fdb\u884c\u901a\u4fe1\uff0c\u8bb8\u591a\u7f51\u7ad9\u548c\u670d\u52a1\u63d0\u4f9bAPI\u4ee5\u4fbf\u5f00\u53d1\u8005\u83b7\u53d6\u5b9e\u65f6\u6570\u636e\u3002\u4ee5\u4e0b\u662f\u4f7f\u7528API\u8bfb\u53d6\u6570\u636e\u7684\u8be6\u7ec6\u6b65\u9aa4\uff1a<\/p>\n<\/p>\n

1\u3001\u83b7\u53d6API\u5bc6\u94a5<\/h4>\n<\/p>\n

\u5927\u591a\u6570API\u63d0\u4f9b\u5546\u90fd\u4f1a\u8981\u6c42\u7528\u6237\u6ce8\u518c\u5e76\u83b7\u53d6\u4e00\u4e2aAPI\u5bc6\u94a5\u3002API\u5bc6\u94a5\u662f\u4e00\u79cd\u8eab\u4efd\u9a8c\u8bc1\u673a\u5236\uff0c\u786e\u4fdd\u53ea\u6709\u6388\u6743\u7528\u6237\u624d\u80fd\u8bbf\u95eeAPI\u3002<\/p>\n<\/p>\n

import requests<\/p>\n
api_key = 'YOUR_API_KEY'<\/p>\n
<\/code><\/pre>\n<\/p>\n
2\u3001\u6784\u5efaHTTP\u8bf7\u6c42<\/h4>\n<\/p>\n
\u4f7f\u7528API\u901a\u5e38\u9700\u8981\u6784\u5efa\u4e00\u4e2aHTTP\u8bf7\u6c42\uff0c\u6307\u5b9aURL\u3001\u8bf7\u6c42\u65b9\u6cd5\uff08\u5982GET\u3001POST\uff09\u3001\u8bf7\u6c42\u53c2\u6570\u7b49\u3002requests\u5e93\u662fPython\u4e2d\u5904\u7406HTTP\u8bf7\u6c42\u7684\u4e00\u4e2a\u5f3a\u5927\u5de5\u5177\u3002<\/p>\n<\/p>\n
url = 'https:\/\/api.example.com\/data'<\/p>\n
params = {<\/p>\n
    'key': api_key,<\/p>\n
    'param1': 'value1',<\/p>\n
    'param2': 'value2'<\/p>\n
}<\/p>\n
response = requests.get(url, params=params)<\/p>\n
<\/code><\/pre>\n<\/p>\n
3\u3001\u89e3\u6790\u54cd\u5e94\u6570\u636e<\/h4>\n<\/p>\n
API\u8fd4\u56de\u7684\u6570\u636e\u901a\u5e38\u662fJSON\u683c\u5f0f\u7684\u3002\u53ef\u4ee5\u4f7f\u7528Python\u7684\u5185\u7f6ejson\u5e93\u89e3\u6790\u8fd9\u4e9b\u6570\u636e\u3002<\/p>\n<\/p>\n
import json<\/p>\n
data = response.json()<\/p>\n
print(json.dumps(data, indent=4))<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u901a\u8fc7API\u8bfb\u53d6\u52a8\u6001\u6570\u636e\u7684\u4f18\u70b9\u662f\u901f\u5ea6\u5feb\u3001\u6570\u636e\u53ef\u9760\u6027\u9ad8\u3002\u4f46\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u6709\u4e9bAPI\u53ef\u80fd\u6709\u8bbf\u95ee\u9650\u5236\uff08\u5982\u9891\u7387\u9650\u5236\uff09\uff0c\u9700\u8981\u5408\u7406\u89c4\u5212\u8bf7\u6c42\u9891\u7387\u3002<\/p>\n<\/p>\n
\u4e8c\u3001Web Scraping<\/h3>\n<\/p>\n
Web Scraping\u662f\u4e00\u79cd\u4ece\u7f51\u7ad9\u4e2d\u63d0\u53d6\u6570\u636e\u7684\u6280\u672f\u3002\u5b83\u9002\u7528\u4e8e\u6ca1\u6709\u63d0\u4f9bAPI\u7684\u7f51\u7ad9\u3002\u5e38\u7528\u7684\u5de5\u5177\u5305\u62ecBeautifulSoup\u3001Scrapy\u7b49\u3002<\/p>\n<\/p>\n
1\u3001\u4f7f\u7528BeautifulSoup\u89e3\u6790HTML<\/h4>\n<\/p>\n
BeautifulSoup\u662f\u4e00\u4e2a\u7528\u4e8e\u89e3\u6790HTML\u548cXML\u7684Python\u5e93\u3002\u5b83\u53ef\u4ee5\u8f7b\u677e\u63d0\u53d6\u7f51\u9875\u4e2d\u7684\u6570\u636e\u3002<\/p>\n<\/p>\n
from bs4 import BeautifulSoup<\/p>\n
import requests<\/p>\n
url = 'https:\/\/example.com'<\/p>\n
response = requests.get(url)<\/p>\n
soup = BeautifulSoup(response.text, 'html.parser')<\/p>\n
data = soup.find_all('div', class_='data-class')<\/p>\n
for item in data:<\/p>\n
    print(item.text)<\/p>\n
<\/code><\/pre>\n<\/p>\n
2\u3001\u4f7f\u7528Scrapy\u8fdb\u884c\u5927\u89c4\u6a21\u722c\u53d6<\/h4>\n<\/p>\n
Scrapy\u662f\u4e00\u4e2a\u7528\u4e8e\u5927\u89c4\u6a21Web Scraping\u7684\u6846\u67b6\u3002\u5b83\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u5de5\u5177\u548c\u529f\u80fd\uff0c\u9002\u7528\u4e8e\u590d\u6742\u7684\u722c\u53d6\u4efb\u52a1\u3002<\/p>\n<\/p>\n
import scrapy<\/p>\n
class MySpider(scrapy.Spider):<\/p>\n
    name = 'my_spider'<\/p>\n
    start_urls = ['https:\/\/example.com']<\/p>\n
    def parse(self, response):<\/p>\n
        for item in response.css('div.data-class'):<\/p>\n
            yield {<\/p>\n
                'text': item.css('::text').get(),<\/p>\n
            }<\/p>\n
<\/code><\/pre>\n<\/p>\n
Web Scraping\u7684\u4f18\u70b9\u662f\u53ef\u4ee5\u4ece\u6ca1\u6709API\u7684\u7f51\u7ad9\u4e2d\u63d0\u53d6\u6570\u636e\uff0c\u4f46\u9700\u8981\u5904\u7406\u53cd\u722c\u866b\u673a\u5236\uff0c\u5e76\u4e14\u5408\u6cd5\u6027\u9700\u8981\u7279\u522b\u6ce8\u610f\u3002<\/p>\n<\/p>\n
\u4e09\u3001\u5b9e\u65f6\u6570\u636e\u6d41<\/h3>\n<\/p>\n
\u6709\u4e9b\u5e94\u7528\u9700\u8981\u5904\u7406\u5b9e\u65f6\u6570\u636e\uff0c\u6bd4\u5982\u91d1\u878d\u5e02\u573a\u6570\u636e\u3001\u4f20\u611f\u5668\u6570\u636e\u7b49\u3002\u53ef\u4ee5\u4f7f\u7528WebSocket\u3001Kafka\u7b49\u6280\u672f\u5b9e\u73b0\u3002<\/p>\n<\/p>\n
1\u3001\u4f7f\u7528WebSocket<\/h4>\n<\/p>\n
WebSocket\u662f\u4e00\u79cd\u5728\u5355\u4e2aTCP\u8fde\u63a5\u4e0a\u8fdb\u884c\u5168\u53cc\u5de5\u901a\u4fe1\u7684\u534f\u8bae\u3002\u9002\u7528\u4e8e\u9700\u8981\u5b9e\u65f6\u66f4\u65b0\u6570\u636e\u7684\u573a\u666f\u3002<\/p>\n<\/p>\n
import websocket<\/p>\n
def on_message(ws, message):<\/p>\n
    print(f'Received message: {message}')<\/p>\n
ws = websocket.WebSocketApp('ws:\/\/example.com\/socket',<\/p>\n
                            on_message=on_message)<\/p>\n
ws.run_forever()<\/p>\n
<\/code><\/pre>\n<\/p>\n
2\u3001\u4f7f\u7528Kafka<\/h4>\n<\/p>\n
Kafka\u662f\u4e00\u4e2a\u5206\u5e03\u5f0f\u6d41\u5904\u7406\u5e73\u53f0\uff0c\u9002\u7528\u4e8e\u9ad8\u541e\u5410\u91cf\u7684\u5b9e\u65f6\u6570\u636e\u6d41\u5904\u7406\u3002<\/p>\n<\/p>\n
from kafka import KafkaConsumer<\/p>\n
consumer = KafkaConsumer('my_topic', bootstrap_servers=['localhost:9092'])<\/p>\n
for message in consumer:<\/p>\n
    print(f'Received message: {message.value.decode('utf-8')}')<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u5b9e\u65f6\u6570\u636e\u6d41\u7684\u4f18\u70b9\u662f\u53ef\u4ee5\u5904\u7406\u5927\u91cf\u7684\u5b9e\u65f6\u6570\u636e\uff0c\u4f46\u9700\u8981\u8003\u8651\u7cfb\u7edf\u7684\u7a33\u5b9a\u6027\u548c\u6570\u636e\u4e00\u81f4\u6027\u3002<\/p>\n<\/p>\n
\u56db\u3001\u6570\u636e\u5e93\u8fde\u63a5<\/h3>\n<\/p>\n
\u8bfb\u53d6\u6570\u636e\u5e93\u4e2d\u7684\u52a8\u6001\u6570\u636e\u662f\u4e00\u79cd\u5e38\u89c1\u7684\u6570\u636e\u83b7\u53d6\u65b9\u5f0f\u3002Python\u652f\u6301\u591a\u79cd\u6570\u636e\u5e93\uff0c\u5305\u62ecMySQL\u3001PostgreSQL\u3001MongoDB\u7b49\u3002<\/p>\n<\/p>\n
1\u3001\u8fde\u63a5SQL\u6570\u636e\u5e93<\/h4>\n<\/p>\n
\u53ef\u4ee5\u4f7f\u7528pymysql\u3001psycopg2\u7b49\u5e93\u8fde\u63a5\u548c\u64cd\u4f5cSQL\u6570\u636e\u5e93\u3002<\/p>\n<\/p>\n
import pymysql<\/p>\n
connection = pymysql.connect(host='localhost',<\/p>\n
                             user='user',<\/p>\n
                             password='passwd',<\/p>\n
                             db='database')<\/p>\n
try:<\/p>\n
    with connection.cursor() as cursor:<\/p>\n
        cursor.execute("SELECT * FROM table")<\/p>\n
        result = cursor.fetchall()<\/p>\n
        for row in result:<\/p>\n
            print(row)<\/p>\n
finally:<\/p>\n
    connection.close()<\/p>\n
<\/code><\/pre>\n<\/p>\n
2\u3001\u8fde\u63a5NoSQL\u6570\u636e\u5e93<\/h4>\n<\/p>\n
\u53ef\u4ee5\u4f7f\u7528pymongo\u5e93\u8fde\u63a5\u548c\u64cd\u4f5cMongoDB\u7b49NoSQL\u6570\u636e\u5e93\u3002<\/p>\n<\/p>\n
from pymongo import MongoClient<\/p>\n
client = MongoClient('localhost', 27017)<\/p>\n
db = client['database']<\/p>\n
collection = db['collection']<\/p>\n
results = collection.find()<\/p>\n
for document in results:<\/p>\n
    print(document)<\/p>\n
<\/code><\/pre>\n<\/p>\n
\u6570\u636e\u5e93\u8fde\u63a5\u7684\u4f18\u70b9\u662f\u6570\u636e\u7ed3\u6784\u5316\u4e14\u6613\u4e8e\u7ba1\u7406\uff0c\u4f46\u9700\u8981\u8003\u8651\u6570\u636e\u5e93\u7684\u6027\u80fd\u548c\u5b89\u5168\u6027\u3002<\/p>\n<\/p>\n
\u4e94\u3001\u603b\u7ed3<\/h3>\n<\/p>\n
\u672c\u6587\u8be6\u7ec6\u4ecb\u7ecd\u4e86Python\u8bfb\u53d6\u52a8\u6001\u6570\u636e\u7684\u591a\u79cd\u65b9\u6cd5\uff0c\u5305\u62ec\u4f7f\u7528API\u3001Web Scraping\u3001\u5b9e\u65f6\u6570\u636e\u6d41\u3001\u6570\u636e\u5e93\u8fde\u63a5<\/strong>\u7b49\u3002\u6bcf\u79cd\u65b9\u6cd5\u90fd\u6709\u5176\u72ec\u7279\u7684\u4f18\u70b9\u548c\u9002\u7528\u573a\u666f\uff0c\u5f00\u53d1\u8005\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u9700\u6c42\u9009\u62e9\u5408\u9002\u7684\u65b9\u6cd5\u3002\u901a\u8fc7API\u8bfb\u53d6\u52a8\u6001\u6570\u636e\u662f\u6700\u5e38\u89c1\u7684\u65b9\u5f0f\uff0c\u5177\u5907\u901f\u5ea6\u5feb\u3001\u6570\u636e\u53ef\u9760\u6027\u9ad8\u7684\u4f18\u52bf\uff0c\u4f46\u9700\u8981\u5408\u7406\u89c4\u5212\u8bf7\u6c42\u9891\u7387\u4ee5\u907f\u514d\u8bbf\u95ee\u9650\u5236\u3002Web Scraping\u9002\u7528\u4e8e\u6ca1\u6709API\u7684\u7f51\u7ad9\uff0c\u4f46\u9700\u8981\u5904\u7406\u53cd\u722c\u866b\u673a\u5236\u5e76\u5408\u6cd5\u4f7f\u7528\u6570\u636e\u3002\u5b9e\u65f6\u6570\u636e\u6d41\u9002\u7528\u4e8e\u9700\u8981\u5904\u7406\u5927\u91cf\u5b9e\u65f6\u6570\u636e\u7684\u573a\u666f\uff0c\u9700\u8981\u8003\u8651\u7cfb\u7edf\u7a33\u5b9a\u6027\u548c\u6570\u636e\u4e00\u81f4\u6027\u3002\u6570\u636e\u5e93\u8fde\u63a5\u9002\u7528\u4e8e\u7ed3\u6784\u5316\u6570\u636e\u7684\u7ba1\u7406\u548c\u8bfb\u53d6\uff0c\u4f46\u9700\u8981\u6ce8\u610f\u6570\u636e\u5e93\u7684\u6027\u80fd\u548c\u5b89\u5168\u6027\u3002\u7efc\u5408\u8003\u8651\u8fd9\u4e9b\u56e0\u7d20\uff0c\u53ef\u4ee5\u66f4\u9ad8\u6548\u5730\u83b7\u53d6\u548c\u5904\u7406\u52a8\u6001\u6570\u636e\u3002<\/p>\n<\/p>\n
\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n
 \u5982\u4f55\u4f7f\u7528Python\u8bfb\u53d6\u5b9e\u65f6\u6570\u636e\u6d41\uff1f<\/strong>
\u5728Python\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528\u591a\u79cd\u5e93\u6765\u8bfb\u53d6\u5b9e\u65f6\u6570\u636e\u6d41\uff0c\u4f8b\u5982\u4f7f\u7528pandas<\/code>\u7ed3\u5408requests<\/code>\u5e93\u6765\u83b7\u53d6API\u6570\u636e\uff0c\u6216\u4f7f\u7528websocket<\/code>\u5e93\u6765\u83b7\u53d6\u5b9e\u65f6\u4fe1\u606f\u3002\u5bf9\u4e8e\u9700\u8981\u5904\u7406\u52a8\u6001\u6570\u636e\u7684\u573a\u666f\uff0c\u53ef\u4ee5\u8bbe\u5b9a\u5b9a\u65f6\u4efb\u52a1\uff0c\u5b9a\u671f\u4ece\u6570\u636e\u6e90\u62c9\u53d6\u6700\u65b0\u6570\u636e\uff0c\u5e76\u4f7f\u7528DataFrame<\/code>\u8fdb\u884c\u5904\u7406\u548c\u5206\u6790\u3002<\/p>\n
Python\u6709\u54ea\u4e9b\u5e93\u9002\u5408\u5904\u7406\u52a8\u6001\u6570\u636e\uff1f<\/strong>
Python\u62e5\u6709\u4e30\u5bcc\u7684\u5e93\u53ef\u7528\u4e8e\u5904\u7406\u52a8\u6001\u6570\u636e\u3002\u4f8b\u5982\uff0cpandas<\/code>\u662f\u6570\u636e\u5904\u7406\u7684\u5f3a\u5927\u5de5\u5177\uff0cnumpy<\/code>\u9002\u5408\u8fdb\u884c\u6570\u503c\u8ba1\u7b97\uff0cmatplotlib<\/code>\u548cseaborn<\/code>\u53ef\u7528\u4e8e\u6570\u636e\u53ef\u89c6\u5316\uff0c\u800crequests<\/code>\u548cwebsocket<\/code>\u5219\u53ef\u4ee5\u5e2e\u52a9\u4ece\u7f51\u7edc\u4e0a\u83b7\u53d6\u52a8\u6001\u6570\u636e\u3002\u8fd9\u4e9b\u5e93\u7684\u7ec4\u5408\u80fd\u591f\u8ba9\u4f60\u9ad8\u6548\u5730\u8bfb\u53d6\u3001\u5904\u7406\u548c\u5c55\u793a\u52a8\u6001\u6570\u636e\u3002<\/p>\n
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