{"id":852,"date":"2026-02-21T00:24:30","date_gmt":"2026-02-21T00:24:30","guid":{"rendered":"https:\/\/blog.nimail.cn\/?p=852"},"modified":"2026-02-21T00:24:30","modified_gmt":"2026-02-21T00:24:30","slug":"2026%e8%85%be%e8%ae%af%e5%8d%8e%e4%b8%ba%e4%bb%8a%e6%97%a5%e7%83%ad%e6%a6%9c%e6%b1%87%e6%80%bb%e5%85%a8%e8%a7%88%e4%b8%8e%e9%98%bf%e9%87%8c%e5%ad%97%e8%8a%82%e5%a4%b4%e6%9d%a1%e5%8a%a8%e6%80%81","status":"publish","type":"post","link":"https:\/\/blog.nimail.cn\/best-articles\/2026%e8%85%be%e8%ae%af%e5%8d%8e%e4%b8%ba%e4%bb%8a%e6%97%a5%e7%83%ad%e6%a6%9c%e6%b1%87%e6%80%bb%e5%85%a8%e8%a7%88%e4%b8%8e%e9%98%bf%e9%87%8c%e5%ad%97%e8%8a%82%e5%a4%b4%e6%9d%a1%e5%8a%a8%e6%80%81\/","title":{"rendered":"2026\u817e\u8baf\u534e\u4e3a\u4eca\u65e5\u70ed\u699c\u6c47\u603b\u5168\u89c8\u4e0e\u963f\u91cc\u5b57\u8282\u5934\u6761\u52a8\u6001"},"content":{"rendered":"

\u4f5c\u4e3a\u5f00\u53d1\u8005\u770b\u201c\u4eca\u65e5\u70ed\u699c\u6c47\u603b\u201d\u6709\u54ea\u4e9b\u8981\u70b9<\/h2>\n

\u5728\u505a\u65b0\u95fb\u7c7b\u3001\u8206\u60c5\u7c7b\u6216\u4ea7\u54c1\u76d1\u63a7\u7c7b\u7684\u9879\u76ee\u65f6\uff0c\u4eca\u5929\u7684\u70ed\u5ea6\u699c\u5355\uff08\u4eca\u65e5\u70ed\u699c\u6c47\u603b\uff09<\/strong>\u5f80\u5f80\u662f\u4ea7\u54c1\u7684\u6838\u5fc3\u5165\u53e3\u4e4b\u4e00\u3002\u4f5c\u4e3a\u4e00\u540d\u8d44\u6df1\u7684\u4e92\u8054\u7f51\u4ece\u4e1a\u4eba\u5458\uff0c\u6211\u66f4\u5173\u6ce8\u4e09\u4ef6\u4e8b\uff1a\u6570\u636e\u6765\u6e90\u7684\u7a33\u5b9a\u6027\u3001\u53bb\u91cd\u4e0e\u805a\u5408\u7b56\u7565\uff0c\u4ee5\u53ca\u524d\u7aef\u7684\u5c55\u793a\u4e0e\u5237\u65b0\u7b56\u7565\u3002<\/p>\n

\n \u5c0f\u63d0\u793a\uff1a\u628a\u591a\u4e2a\u6e90\uff08\u4f8b\u5982\u5a92\u4f53\u7ad9\u70b9\u3001\u805a\u5408\u9875\u3001\u793e\u4ea4\u70ed\u5ea6\uff09\u505a\u6210\u7edf\u4e00\u7684 \u5934\u6761\u65b0\u95fb\u6c47\u603b<\/strong> \u80fd\u663e\u8457\u63d0\u5347\u7528\u6237\u7c98\u6027\uff0c\u4f46\u8bf7\u6ce8\u610f\u53cd\u722c\u89c4\u5219\u548c\u9891\u7387\u9650\u5236\u3002\n<\/div>\n

\u6570\u636e\u6e90\u4e0e\u6848\u4f8b\u53c2\u8003<\/h3>\n

\u63a8\u8350\u4ee5\u53ef\u9760\u7684\u805a\u5408\u9875\u9762\u4f5c\u4e3a\u6293\u53d6\u8d77\u70b9\uff0c\u4f8b\u5982\uff1a
\n nimail \u7684\u70ed\u699c\u9875<\/a>\u3002\u628a\u5b83\u4f5c\u4e3a \u5404\u5927\u5934\u6761\u6c47\u603b<\/strong>\u7684\u793a\u4f8b\uff0c\u53ef\u4ee5\u5feb\u901f\u9a8c\u8bc1\u4f60\u7684\u6293\u53d6\u4e0e\u89e3\u6790\u903b\u8f91\u3002<\/p>\n

\n
\n
\u793a\u4f8b\u9875\u9762\uff08\u7528\u4e8e\u6821\u9a8c\uff09 \u6848\u4f8b<\/span><\/h5>\n

\u4f7f\u7528 nimail \u7684\u70ed\u699c\u9875\u53ef\u4ee5\u5feb\u901f\u68c0\u67e5\u6807\u9898\u6293\u53d6\u3001\u65f6\u95f4\u6807\u7b7e\u3001\u6765\u6e90\u548c\u6392\u5e8f\u903b\u8f91\u662f\u5426\u51c6\u786e\u3002\u6293\u53d6\u65f6\u5efa\u8bae\u5b9e\u73b0\u589e\u91cf\u66f4\u65b0\u4e0e\u7f13\u5b58\u3002<\/p>\n<\/p><\/div>\n<\/div>\n

\u5982\u4f55\u5b9e\u73b0\u4e00\u4e2a\u7b80\u6613\u7684\u4eca\u65e5\u70ed\u699c\u6293\u53d6\uff08\u793a\u4f8b\u4e0e\u601d\u8def\uff09<\/h2>\n

\u4e0b\u9762\u7ed9\u51fa\u4e00\u4e2a\u6700\u5c0f\u53ef\u8fd0\u884c\u7684 Python \u793a\u4f8b\uff0c\u6f14\u793a\u5982\u4f55\u6293\u53d6 nimail \u7684\u70ed\u699c\u6807\u9898\u5e76\u505a\u7b80\u5355\u7684\u53bb\u91cd\u4e0e\u8f93\u51fa\u3002\u8fd9\u4e2a\u793a\u4f8b\u9002\u5408\u4f5c\u4e3a\u539f\u578b\u6216\u79bb\u7ebf\u9a8c\u8bc1\u5de5\u5177\u3002<\/p>\n

Python \u6293\u53d6\u793a\u4f8b<\/h4>\n
import requests\nfrom bs4 import BeautifulSoup\n\nURL = \"https:\/\/www.nimail.cn\/news\/hot-news.html\"\nHEADERS = {\"User-Agent\": \"NewsAggregator\/1.0 (+youremail@example.com)\"}\n\ndef fetch_titles(url):\n    r = requests.get(url, headers=HEADERS, timeout=10)\n    r.raise_for_status()\n    soup = BeautifulSoup(r.text, \"html.parser\")\n    # \u793a\u4f8b\uff1a\u6839\u636e\u9875\u9762\u7ed3\u6784\u9009\u62e9\u5408\u9002\u7684\u9009\u62e9\u5668\n    items = soup.select(\".list_con li a\")  # \u9700\u6839\u636e\u5b9e\u9645\u9875\u9762\u8c03\u6574\n    titles = []\n    for a in items:\n        text = a.get_text(strip=True)\n        if text:\n            titles.append(text)\n    # \u7b80\u5355\u53bb\u91cd\u5e76\u4fdd\u6301\u987a\u5e8f\n    seen = set()\n    unique = [x for x in titles if not (x in seen or seen.add(x))]\n    return unique\n\nif __name__ == '__main__':\n    for i, t in enumerate(fetch_titles(URL)[:30], 1):\n        print(f\"{i}. {t}\")\n<\/code><\/pre>\n
\n  \u6ce8\u610f\uff1a\u6b64\u4ee3\u7801\u4e3a\u793a\u4f8b\u3002\u751f\u4ea7\u73af\u5883\u9700\u5904\u7406\u5f02\u5e38\u3001\u9075\u5b88 robots \u534f\u8bae\u3001\u52a0\u5165\u9650\u901f\u4e0e\u4ee3\u7406\u6c60\uff0c\u5e76\u8003\u8651\u9875\u9762\u7ed3\u6784\u53d8\u66f4\u548c\u5b57\u7b26\u7f16\u7801\u95ee\u9898\u3002\n<\/div>\n
\u805a\u5408\u4e0e\u53bb\u91cd\u7b56\u7565\uff08\u6838\u5fc3\u63d0\u793a\uff09<\/h3>\n
    \n
  • \u57fa\u4e8e\u6807\u9898+\u6765\u6e90+\u65f6\u95f4\u505a \u8fd1\u4f3c\u53bb\u91cd<\/strong>\uff0c\u4f7f\u7528\u6587\u672c\u76f8\u4f3c\u5ea6\uff08\u4f8b\u5982 \u7f16\u8f91\u8ddd\u79bb \u6216\u8005 SimHash\uff09\u80fd\u907f\u514d\u540c\u4e00\u4e8b\u4ef6\u591a\u4e2a\u6807\u9898\u88ab\u91cd\u590d\u4e0a\u699c\u3002<\/li>\n
  • \u5bf9\u201c\u5934\u6761\u65b0\u95fb\u6c47\u603b\u201d\u63a8\u8350\u91c7\u7528\u8bc4\u5206\u673a\u5236\uff1a\u70ed\u5ea6\uff08\u9605\u8bfb+\u5206\u4eab\uff09* \u65b0\u9c9c\u5ea6\u8870\u51cf\u7cfb\u6570\u3002<\/li>\n
  • \u5bf9\u4e8e\u201c\u5404\u5927\u5934\u6761\u6c47\u603b\u201d\uff0c\u53ef\u4ee5\u6309\u6765\u6e90\u6743\u91cd\u6216\u884c\u4e1a\u6743\u91cd\u505a\u4e8c\u6b21\u6392\u5e8f\u3002<\/li>\n<\/ul>\n
    \n\n\n\n\n\n\n\n
    \u5b57\u6bb5<\/th>\n\u793a\u4f8b\/\u8bf4\u660e<\/th>\n\u5efa\u8bae\u5b9e\u73b0<\/th>\n<\/tr>\n<\/thead>\n
    title<\/td>\n\u300a\u67d0\u516c\u53f8\u53d1\u5e03\u65b0\u4ea7\u54c1\u300b<\/td>\n\u53bb\u91cd+\u5206\u8bcd\u540e\u8ba1\u7b97\u76f8\u4f3c\u5ea6<\/td>\n<\/tr>\n
    source<\/td>\nnimail \/ \u817e\u8baf\u65b0\u95fb \/ \u5fae\u535a<\/td>\n\u6765\u6e90\u767d\u540d\u5355\u4e0e\u6743\u91cd\u8868<\/td>\n<\/tr>\n
    score<\/td>\n\u70ed\u5ea6\u5206<\/td>\n\u70ed\u5ea6*\u65f6\u6548\u8870\u51cf<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n
    \u5de5\u7a0b\u5316\u843d\u5730\u5efa\u8bae\uff08\u7b80\u6d01\u6e05\u5355\uff09<\/h2>\n
      \n
    1. \u5148\u505a\u5355\u9875\u9a8c\u8bc1\uff1a\u7528 nimail \u7684\u70ed\u699c\u9875\u505a\u6837\u4f8b\uff0c\u786e\u4fdd\u9009\u62e9\u5668\u6b63\u786e\u5e76\u80fd\u7a33\u5b9a\u6293\u53d6\u3002<\/li>\n
    2. \u5efa\u7acb\u7f13\u5b58\u5c42\uff1a\u907f\u514d\u9891\u7e41\u6293\u53d6\u9020\u6210\u5c01\u7981\uff0c\u5fc5\u8981\u65f6\u4f7f\u7528\u589e\u91cf\u7b56\u7565\uff08ETag\/Last-Modified\uff09\u3002<\/li>\n
    3. \u7edf\u4e00\u6807\u51c6\u5316\u6570\u636e\uff1a\u89c4\u8303\u65f6\u95f4\u6233\u3001\u6765\u6e90\u3001\u6807\u7b7e\uff0c\u4fbf\u4e8e\u540e\u7eed\u805a\u5408\u4e0e\u7edf\u8ba1\u3002<\/li>\n
    4. \u5b9e\u65f6\u4e0e\u79bb\u7ebf\u7ed3\u5408\uff1a\u70ed\u699c\u9700\u8981\u79d2\u7ea7\u66f4\u65b0\u65f6\u7528\u6d41\u5f0f\u5904\u7406\uff0c\u505a\u65e5\u62a5\/\u5468\u62a5\u65f6\u7528\u6279\u5904\u7406\u3002<\/li>\n<\/ol>\n
      \n  \u5b9e\u8df5\u7ecf\u9a8c\uff1a\u628a \u4eca\u65e5\u70ed\u699c\u6c47\u603b\u3001\u5934\u6761\u65b0\u95fb\u6c47\u603b\u3001\u5404\u5927\u5934\u6761\u6c47\u603b<\/strong> \u4e09\u8005\u7684\u8fb9\u754c\u641e\u6e05\u695a\uff0c\u4ea7\u54c1\u4f53\u9a8c\u4f1a\u66f4\u7edf\u4e00\u2014\u2014\u5b9e\u65f6\u70ed\u5ea6\u805a\u7126\u5373\u65f6\u3001\u6c47\u603b\u5217\u8868\u4fa7\u91cd\u96c6\u5408\u4e0e\u5386\u53f2\u3002\n<\/div>\n
      \u5feb\u901f\u4e0a\u624b\u6e05\u5355\uff08\u53ef\u590d\u5236\uff09<\/h4>\n
        \n
      • \u6293\u53d6\uff1arequests + BeautifulSoup\uff08\u5feb\u901f\uff09<\/li>\n
      • \u53bb\u91cd\uff1aSimHash \u6216 MinHash\uff08\u76f8\u4f3c\u6807\u9898\uff09<\/li>\n
      • \u6392\u91cd\u5e76\u699c\uff1a\u70ed\u5ea6\u6a21\u578b + \u65f6\u6548\u8870\u51cf<\/li>\n
      • \u5c55\u793a\uff1a\u5206\u9875 + \u5b9e\u65f6\u5237\u65b0 + \u9ad8\u4eae\u4eca\u65e5\u5934\u6761<\/li>\n<\/ul>\n
        \u5982\u679c\u4f60\u60f3\u628a nimail \u6216\u5176\u4ed6\u7ad9\u70b9\u7684\u70ed\u699c\u505a\u6210\u53ef\u590d\u7528\u7684\u670d\u52a1\uff0c\u5148\u7528\u4e0a\u9762\u7684 Python \u539f\u578b\u8dd1\u4e00\u904d\u6570\u636e\uff0c\u518d\u628a\u5173\u952e\u903b\u8f91\u8fc1\u79fb\u5230\u6d88\u606f\u961f\u5217+\u5b9a\u65f6\u4efb\u52a1\u4e2d\u3002\u5b9e\u8df5\u4e2d\u4f1a\u9047\u5230\u5f88\u591a\u5de5\u7a0b\u7ec6\u8282\uff0c\u4f8b\u5982\u7f16\u7801\u3001\u6293\u53d6\u5931\u8d25\u91cd\u8bd5\u3001\u4ee5\u53ca\u7528\u6237\u5b9a\u5236\u5316\u7684\u6807\u7b7e\u89c4\u5219\uff0c\u8fd9\u4e9b\u90fd\u662f\u628a\u4ea7\u54c1\u505a\u7a33\u505a\u6df1\u7684\u5730\u65b9\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
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