爬取CSDN全站综合热榜标题的方法

分析目标页面

CSDN全站综合热榜的页面通常包含动态加载的数据,通过浏览器开发者工具(F12)可以分析其数据接口。热榜数据可能通过AJAX请求获取,返回JSON格式的数据。

使用Python发送HTTP请求

通过requests库发送GET请求到CSDN热榜的API接口或页面,获取响应内容。需要设置合适的请求头(如User-Agent)以避免被反爬机制拦截。

import requests

url = "https://www.csdn.net/api/articles?type=hot&category=全站"
headers = {
    "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36"
}
response = requests.get(url, headers=headers)
data = response.json()

解析JSON数据

如果接口返回的是JSON数据,直接解析其中的标题字段。通常标题字段可能为titlearticle_title,具体需根据实际接口结构调整。

for item in data["data"]["list"]:
    print(item["title"])

处理动态渲染页面

若数据通过前端动态渲染,可使用SeleniumPlaywright模拟浏览器行为,获取渲染后的页面内容。

from selenium import webdriver

driver = webdriver.Chrome()
driver.get("https://www.csdn.net/")
hot_elements = driver.find_elements_by_css_selector(".hot-list .title")
for element in hot_elements:
    print(element.text)
driver.quit()

存储爬取结果

将爬取的标题保存到文件或数据库中,便于后续处理。可使用csvpandas库存储为结构化格式。

import pandas as pd

titles = [item["title"] for item in data["data"]["list"]]
df = pd.DataFrame(titles, columns=["Title"])
df.to_csv("csdn_hot_titles.csv", index=False)

反爬虫策略应对

CSDN可能有反爬机制,需注意以下点:

  • 控制请求频率,避免短时间内高并发请求。
  • 使用随机User-Agent和IP代理池。
  • 检查页面是否有验证码或登录限制。
完整代码示例

以下是结合上述步骤的完整代码示例:

import requests
import pandas as pd

url = "https://www.csdn.net/api/articles?type=hot&category=全站"
headers = {
    "User-Agent": "Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/91.0.4472.124 Safari/537.36"
}

try:
    response = requests.get(url, headers=headers)
    response.raise_for_status()
    data = response.json()
    titles = [item["title"] for item in data["data"]["list"]]
    df = pd.DataFrame(titles, columns=["Title"])
    df.to_csv("csdn_hot_titles.csv", index=False)
    print("爬取完成,结果已保存至csdn_hot_titles.csv")
except Exception as e:
    print(f"爬取失败: {e}")

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