{"id":118650,"date":"2026-10-27T22:49:28","date_gmt":"2026-10-27T14:49:28","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/118650.html"},"modified":"2026-10-27T22:49:28","modified_gmt":"2026-10-27T14:49:28","slug":"%e5%bd%b1%e5%88%80rpa%e8%bf%9b%e9%98%b6%e6%95%99%e7%a8%8b%ef%bc%9a%e5%95%86%e5%93%81%e6%a0%87%e9%a2%98%e4%bc%98%e5%8c%96%e5%8a%a9%e6%89%8b-%e7%ab%9e%e5%93%81%e6%a0%87%e9%a2%98","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/118650.html","title":{"rendered":"\u5f71\u5200RPA\u8fdb\u9636\u6559\u7a0b\uff1a\u5546\u54c1\u6807\u9898\u4f18\u5316\u52a9\u624b\u2014\u2014\u7ade\u54c1\u6807\u9898\u8bcd\u9891\u5206\u6790\u81ea\u52a8\u5316"},"content":{"rendered":"<h2>\u5f71\u5200RPA\u8fdb\u9636\u6559\u7a0b&#xff1a;\u5546\u54c1\u6807\u9898\u4f18\u5316\u52a9\u624b\u2014\u2014\u7ade\u54c1\u6807\u9898\u8bcd\u9891\u5206\u6790\u81ea\u52a8\u5316<\/h2>\n<p>\u6539\u6807\u9898\u5168\u9760\u611f\u89c9&#xff0c;\u662f\u5927\u90e8\u5206\u4e2d\u5c0f\u5546\u5bb6\u6807\u9898\u4f18\u5316\u7684\u73b0\u72b6\u3002\u7ade\u54c1\u524d\u4e8c\u5341\u540d\u7684\u6807\u9898\u91cc&#034;\u514d\u70eb&#034;\u201c\u51b0\u4e1d\u201d&#034;\u9614\u817f&#034;\u8fd9\u4e9b\u8bcd\u5230\u5e95\u51fa\u73b0\u4e86\u591a\u5c11\u6b21&#xff0c;\u54ea\u4e2a\u8bcd\u662f\u6d41\u91cf\u5bc6\u7801\u54ea\u4e2a\u8bcd\u7eaf\u5c5e\u51d1\u5b57\u6570&#xff0c;\u4eba\u5de5\u4e00\u4e2a\u4e2a\u6570\u4e0d\u73b0\u5b9e\u3002\u8fd9\u7bc7\u5f71\u5200RPA\u8fdb\u9636\u6559\u7a0b\u5e26\u4f60\u642d\u4e00\u4e2a\u7ade\u54c1\u6807\u9898\u8bcd\u9891\u5206\u6790\u81ea\u52a8\u5316\u6d41\u7a0b&#xff1a;\u81ea\u52a8\u6293\u53d6\u641c\u7d22\u7ed3\u679c\u9875\u7684\u7ade\u54c1\u6807\u9898&#xff0c;\u5206\u8bcd\u3001\u7edf\u8ba1\u8bcd\u9891\u3001\u6309\u51fa\u73b0\u6b21\u6570\u6392\u5e8f\u843d\u8868&#xff0c;\u4f60\u7167\u7740\u8868\u683c\u6311\u8bcd\u7ec4\u5408\u6807\u9898&#xff0c;\u534a\u5c0f\u65f6\u51fa\u7ed3\u679c\u3002\u6211\u662f\u8fd0\u8425\u51fa\u8eab&#xff0c;\u5199\u6d41\u7a0b\u662f\u5b9e\u64cd\u4e24\u5e74\u591a\u8fb9\u8e29\u5751\u8fb9\u5b66\u7684&#xff0c;\u8fd9\u7bc7\u4f1a\u8bb2\u5f97\u6bd4\u5165\u95e8\u6559\u7a0b\u6df1\u4e00\u5c42\u3002<\/p>\n<p>\u6574\u4e2a\u6d41\u7a0b\u6d89\u53ca\u6570\u636e\u6293\u53d6\u3001\u6b63\u5219\u6e05\u6d17\u3001\u5206\u8bcd\u3001\u5b57\u5178\u7edf\u8ba1\u3001Excel\u8bfb\u5199\u548cPython\u534f\u540c&#xff0c;\u6211\u4f1a\u628a\u6bcf\u4e00\u6b65\u7684\u6307\u4ee4\u914d\u7f6e\u548c\u53c2\u6570\u7cbe\u786e\u5230\u9009\u9879&#xff0c;\u6700\u540e\u518d\u7ed9\u4e00\u4efd\u8bcd\u9891\u5206\u6790\u5bb9\u6613\u7ffb\u8f66\u7684\u5730\u65b9\u6e05\u5355\u3002<\/p>\n<h3>\u73af\u5883\u4e0e\u6d41\u7a0b\u9aa8\u67b6&#xff1a;\u5148\u8dd1\u901a\u6700\u5c0f\u95ed\u73af<\/h3>\n<p>\u5f71\u5200RPA\u5b98\u7f51\u4e0b\u8f7d&#xff0c;\u9ed8\u8ba4\u8def\u5f84\u5b89\u88c5&#xff0c;\u7ed9Chrome\u88c5\u597d\u6d4f\u89c8\u5668\u63d2\u4ef6\u3002\u6d41\u7a0b\u9aa8\u67b6\u4e94\u4e2a\u5b50\u6d41\u7a0b&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261027144920-6ae0b9f0b6f41.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<li>01_\u641c\u7d22\u9875\u91c7\u96c6&#xff1a;\u6253\u5f00\u5173\u952e\u8bcd\u641c\u7d22\u9875&#xff0c;\u6293\u7ade\u54c1\u6807\u9898\u5217\u8868<\/li>\n<li>02_\u6807\u9898\u6e05\u6d17&#xff1a;\u53bb\u5e7f\u544a\u3001\u53bb\u5e97\u94fa\u540d\u3001\u63d0\u53d6\u7eaf\u6807\u9898\u6587\u672c<\/li>\n<li>03_\u5206\u8bcd\u4e0e\u8bcd\u9891&#xff1a;\u5206\u8bcd\u6307\u4ee4\u5207\u8bcd&#xff0c;\u5b57\u5178\u7edf\u8ba1\u6b21\u6570<\/li>\n<li>04_\u7ed3\u679c\u843d\u8868&#xff1a;\u8bcd\u9891\u6392\u5e8f\u5199\u5165Excel<\/li>\n<li>05_\u62a5\u544a\u751f\u6210&#xff1a;\u7b5b\u51fa\u9ad8\u9891\u8bcd\u7ec4\u5408\u5efa\u8bae<\/li>\n<p>\u5b50\u6d41\u7a0b\u5728\u53f3\u4fa7\u9762\u677f\u70b9&#034;\u65b0\u5efa\u53ef\u89c6\u5316\u6d41\u7a0b&#034;\u521b\u5efa&#xff0c;\u7f16\u53f7\u524d\u7f00\u547d\u540d&#xff0c;\u4e2d\u95f4\u7528\u6d41\u7a0b\u53c2\u6570\u4f20\u9012\u6570\u636e&#xff0c;\u4e0d\u8981\u7528\u5168\u5c40\u53d8\u91cf&#xff0c;\u6539\u5173\u952e\u8bcd\u7684\u65f6\u5019\u4f60\u53ea\u9700\u8981\u6539\u4e3b\u6d41\u7a0b\u5f00\u5934\u7684\u4e00\u4e2a\u8f93\u5165\u53d8\u91cf\u3002<\/p>\n<h3>\u5143\u7d20\u5b9a\u4f4d\u56db\u5408\u4e00\u5728\u5546\u54c1\u5217\u8868\u9875\u7684\u5b9e\u6218<\/h3>\n<p>\u641c\u7d22\u7ed3\u679c\u9875\u662f\u5178\u578b\u7684\u76f8\u4f3c\u5143\u7d20\u573a\u666f\u3002\u5148\u70b9\u9876\u90e8\u5de5\u5177\u680f&#034;\u6355\u83b7\u65b0\u5143\u7d20&#034;&#xff0c;\u9f20\u6807\u79fb\u5230\u7b2c\u4e00\u4e2a\u5546\u54c1\u6807\u9898\u4e0a\u51fa\u73b0\u6a59\u8272\u8fb9\u6846\u540e\u70b9\u51fb&#xff0c;\u5f71\u5200\u4f1a\u63d0\u793a\u6821\u9a8c\u5230\u591a\u4e2a\u76f8\u4f3c\u5143\u7d20&#xff0c;\u8fd9\u4e00\u6b65\u5c31\u662f\u5143\u7d20\u6355\u83b7&#043;\u76f8\u4f3c\u5143\u7d20\u6821\u9a8c\u7684\u5165\u53e3\u3002\u56db\u6761\u5b9a\u4f4d\u8def\u7ebf\u600e\u4e48\u9009&#xff1a;<\/p>\n<table>\n<tr>\u65b9\u5f0f\u9002\u7528\u573a\u666f\u672c\u4f8b\u7528\u6cd5<\/tr>\n<tbody>\n<tr>\n<td>\u5143\u7d20\u6355\u83b7<\/td>\n<td>\u5feb\u901f\u4e0a\u624b<\/td>\n<td>\u6355\u83b7\u7b2c\u4e00\u4e2a\u6807\u9898\u5143\u7d20<\/td>\n<\/tr>\n<tr>\n<td>XPath<\/td>\n<td>\u5c42\u7ea7\u590d\u6742\u3001\u5c5e\u6027\u591a\u53d8<\/td>\n<td>\u7cbe\u786e\u5230\u6807\u9898\u8282\u70b9<\/td>\n<\/tr>\n<tr>\n<td>CSS\u9009\u62e9\u5668<\/td>\n<td>class\/id\u660e\u786e<\/td>\n<td>\u5907\u9009\u65b9\u6848<\/td>\n<\/tr>\n<tr>\n<td>\u6b63\u5219\u8868\u8fbe\u5f0f<\/td>\n<td>\u5143\u7d20\u5c5e\u6027\u52a8\u6001\u53d8\u5316<\/td>\n<td>\u901a\u914d\u968f\u673aID<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>XPath\u516d\u79cd\u5199\u6cd5\u91cc\u5546\u54c1\u9875\u6700\u5e38\u7528\u4e09\u79cd&#xff1a;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261027144923-6ae0b9f30e4fd.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p># \u6355\u83b7\u5143\u7d20&#xff1a;\u5546\u54c1\u6807\u9898&#xff08;\u6a21\u7cca\u5339\u914dclass\u542btitle\u7684\u8282\u70b9&#xff09;<br \/>\n\/\/*[contains(&#064;class,&#039;title&#039;)]<\/p>\n<p># \u53c2\u7167\u7269\u5b9a\u4f4d&#xff1a;\u901a\u8fc7\u4ef7\u683c\u6587\u672c\u5411\u4e0a\u627e\u7236\u7ea7\u518d\u627e\u540c\u7ea7\u6807\u9898<br \/>\n\/\/*[contains(text(),&#039;\u00a5&#039;)]\/..\/..\/preceding-sibling::*[1]<\/p>\n<p># \u6a21\u7cca\u5339\u914d&#xff1a;\u8df3\u8fc7\u5e7f\u544a\u4f4d&#xff08;\u6807\u9898\u8282\u70b9\u5e26\u5e7f\u544a\u6807\u8bb0\u7684\u76f4\u63a5\u6392\u9664&#xff09;<br \/>\n\/\/*[contains(&#064;class,&#039;title&#039;) and not(contains(&#064;class,&#039;ad&#039;))]<\/p>\n<p>CSS\u9009\u62e9\u5668\u516b\u79cd\u8bed\u6cd5\u4e2d\u6700\u5b9e\u7528\u7684\u662f\u7c7b\u9009\u62e9\u5668\u3001\u540e\u4ee3\u9009\u62e9\u5668\u548c\u5c5e\u6027\u9009\u62e9\u5668&#xff0c;\u6bd4\u5982div[class*&#061;&#039;title&#039;]\u4e00\u884c\u7b49\u4ef7\u4e8e\u4e0a\u9762\u7b2c\u4e00\u53e5XPath\u3002\u9009\u578b\u7ecf\u9a8c&#xff1a;\u7ed3\u6784\u7a33\u5b9a\u7528CSS\u7701\u4e8b&#xff0c;\u7ed3\u6784\u5d4c\u5957\u6df1\u6216\u9700\u8981text()\u5339\u914d\u5c31\u7528XPath\u3002\u5546\u54c1\u5217\u8868\u9875\u6700\u5927\u7684\u5751\u662f\u5e7f\u544a\u4f4d\u6df7\u5728\u81ea\u7136\u7ed3\u679c\u91cc&#xff0c;\u7528not()\u6392\u9664\u6216\u8005\u6293\u5b8c\u540e\u6309\u7279\u5f81\u5217\u8fc7\u6ee4\u3002<\/p>\n<p>\u52a8\u6001\u968f\u673aID\u4e00\u5b9a\u8981\u7528\u6b63\u5219\u901a\u914d&#xff1a;\u5143\u7d20\u7f16\u8f91\u754c\u9762\u628aclass\u91cc\u6bcf\u6b21\u5237\u65b0\u90fd\u53d8\u7684\u6570\u5b57\u90e8\u5206\u6539\u6210[\\\\d]&#043;&#xff0c;\u5426\u5219\u7b2c\u4e8c\u6b21\u8fd0\u884c\u5fc5\u62a5\u672a\u627e\u5230\u5143\u7d20\u3002<\/p>\n<h3>\u6279\u91cf\u6293\u53d6\u6807\u9898&#xff1a;\u7ffb\u9875\u4e0e\u61d2\u52a0\u8f7d\u5904\u7406<\/h3>\n<p>\u7528\u3010\u6253\u5f00\u7f51\u9875\u3011\u6307\u4ee4\u6253\u5f00\u641c\u7d22\u7ed3\u679c\u9875&#xff0c;\u6d4f\u89c8\u5668\u7c7b\u578b\u9009\u5f71\u5200\u6d4f\u89c8\u5668&#xff08;\u652f\u6301\u9759\u9ed8\u8fd0\u884c&#xff09;&#xff0c;URL\u53c2\u6570\u91cc\u628a\u5173\u952e\u8bcd\u505a\u6210\u6d41\u7a0b\u53d8\u91cf&#xff0c;\u7b49\u3010\u7b49\u5f85\u7f51\u9875\u52a0\u8f7d\u5b8c\u6210\u3011\u8fd4\u56de\u540e\u518d\u6293\u3002\u3010\u6279\u91cf\u6570\u636e\u6293\u53d6\u3011\u6307\u4ee4\u70b9&#034;\u6279\u91cf\u6293\u53d6\u6570\u636e&#034;\u6309\u94ae\u540e\u6846\u9009\u5546\u54c1\u6807\u9898\u5b57\u6bb5&#xff0c;\u4fdd\u5b58\u4e3a\u4e8c\u7ef4\u5217\u8868\u53d8\u91cf\u3002<\/p>\n<p>\u7ffb\u9875\u4e24\u79cd\u60c5\u51b5&#xff1a;\u80fd\u786e\u5b9a\u603b\u9875\u6570\u65f6&#xff0c;\u6355\u83b7&#034;\u5171XX\u9875&#034;\u6587\u672c&#xff0c;\u7528\u3010\u4ece\u6587\u672c\u4e2d\u63d0\u53d6\u5185\u5bb9\u3011\u6307\u4ee4\u914d\u6b63\u5219\\\\d&#043;\u63d0\u51fa\u6570\u5b57&#xff0c;\u586b\u8fdb\u6279\u91cf\u6570\u636e\u6293\u53d6\u7684&#034;\u6293\u53d6\u9875\u6570&#034;&#xff1b;\u4e0d\u786e\u5b9a\u603b\u9875\u6570\u65f6\u6309F12\u770b\u4e0b\u4e00\u9875\u6309\u94ae\u6e90\u7801&#xff0c;\u53ef\u70b9\u51fb\u65f6class\u4e0d\u542bdisabled\u3001\u5230\u6700\u540e\u4e00\u9875\u4f1a\u51fa\u73b0disabled&#xff0c;\u7528While\u6761\u4ef6\u5faa\u73af\u52a0\u5224\u65ad\u5143\u7d20\u662f\u5426\u5b58\u5728\u63a7\u5236\u7ffb\u9875\u3002\u61d2\u52a0\u8f7d\u9875\u9762\u9700\u8981\u6eda\u52a8\u89e6\u53d1&#xff0c;\u5148\u6eda\u52a8\u5230\u5e95\u90e8\u518d\u6821\u9a8c\u5143\u7d20&#xff0c;\u6293\u5b8c\u505aindex\u53bb\u91cd\u9632\u6b62\u91cd\u590d\u6761\u76ee\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261027144924-6ae0b9f46792c.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u7ffb\u9875\u95f4\u9694\u53c2\u6570\u522b\u8bbe0&#xff0c;\u52a8\u6001\u52a0\u8f7d\u7684\u6570\u636e\u6ca1\u6e32\u67d3\u5b8c\u6293\u5230\u7684\u5c31\u662f\u7a7a\u503c&#xff0c;\u6211\u8bbe3\u79d2&#xff0c;\u5b81\u53ef\u6162\u4e00\u70b9\u4e5f\u522b\u6293\u4e00\u5806\u7a7a\u884c\u56de\u53bb\u3002<\/p>\n<h3>\u6587\u672c\u6e05\u6d17&#xff1a;\u6b63\u5219\u4e09\u573a\u666f\u4e0e\u5b57\u7b26\u4e32\u5904\u7406<\/h3>\n<p>\u6293\u4e0b\u6765\u7684\u6807\u9898\u6df7\u7740\u5e7f\u544a\u8bcd\u3001\u4fc3\u9500\u7b26\u53f7\u548c\u5e97\u94fa\u540d\u3002\u5f71\u5200\u3010\u4ece\u6587\u672c\u4e2d\u63d0\u53d6\u5185\u5bb9\u3011\u6307\u4ee4\u652f\u6301\u6b63\u5219&#xff0c;\u5b98\u65b9\u6587\u6863\u91cc\u5e38\u7528\u64cd\u4f5c\u7b26\u8981\u8bb0\u4f4f\u51e0\u4e2a&#xff1a;[\\\\u4e00-\\\\u9fa5]\u5339\u914d\u4e2d\u6587\u5b57\u7b26\u3001\\\\d\u5339\u914d\u6570\u5b57\u3001&#043;\u8868\u793a\u524d\u4e00\u5b57\u7b26\u4e00\u6b21\u6216\u65e0\u9650\u6b21\u6269\u5c55\u3002\u6e05\u6d17\u6d41\u6c34\u7ebf\u4e09\u6b65&#xff1a;<\/p>\n<li>\u63d0\u53d6\u4e2d\u6587\u4e3b\u6807\u9898&#xff1a;\u7528[\\\\u4e00-\\\\u9fa5A-Za-z0-9]&#043;\u6309\u6bb5\u63d0\u53d6\u518d\u62fc\u63a5<\/li>\n<li>\u53bb\u505c\u7528\u8bcd&#xff1a;\u5b63\u8282\u5e74\u4efd\u3001\u5305\u90ae\u4fc3\u9500\u8fd9\u7c7b\u8bcd\u7528\u3010\u6587\u672c\u66ff\u6362\u3011\u7edf\u4e00\u5220\u9664<\/li>\n<li>\u7edf\u4e00\u683c\u5f0f&#xff1a;\u3010\u5220\u9664\u6587\u672c\u4e24\u7aef\u7684\u7a7a\u683c\u3011\u52a0\u3010\u6539\u53d8\u6587\u672c\u7684\u5927\u5c0f\u5199\u3011\u5904\u7406\u82f1\u6587\u90e8\u5206<\/li>\n<p>\u5b57\u7b26\u4e32\u6307\u4ee4\u96c6\u91cc\u3010\u6587\u672c\u5206\u5272\u6210\u5217\u8868\u3011\u6309\u7a7a\u683c\u6216\u6307\u5b9a\u5206\u9694\u7b26\u5207\u5206\u3001\u3010\u5217\u8868\u53bb\u91cd\u3011\u3001\u3010\u83b7\u53d6\u6587\u672c\u957f\u5ea6\u3011\u8fd9\u4e9b\u90fd\u7528\u5f97\u4e0a\u3002\u591a\u4e2a\u6807\u9898\u5904\u7406\u5b8c\u805a\u5408\u6210\u4e00\u4e2a\u5927\u6587\u672c&#xff0c;\u4ea4\u7ed9\u5206\u8bcd\u73af\u8282\u3002<\/p>\n<h3>\u5206\u8bcd\u4e0e\u8bcd\u9891\u7edf\u8ba1&#xff1a;\u5b57\u5178\u662f\u6838\u5fc3<\/h3>\n<p>\u5f71\u5200\u81ea\u5e26\u3010\u6587\u672c\u5206\u8bcd\u3011\u6307\u4ee4&#xff0c;AI\u5f15\u64ce\u9ed8\u8ba4\u7528\u5185\u7f6e\u7684\u5f71\u5200\u5f15\u64ce&#xff0c;\u5206\u6790\u6a21\u5f0f\u9009&#034;\u9ad8\u7cbe\u5ea6\u6a21\u5f0f&#034;&#xff0c;\u5206\u8bcd\u7ed3\u679c\u4fdd\u5b58\u4e3a\u5217\u8868\u53d8\u91cf\u3002\u5546\u54c1\u6807\u9898\u5206\u8bcd\u7684\u96be\u70b9\u662f&#034;\u52a0\u7ed2&#034;&#034;\u8fde\u5e3d&#034;\u8fd9\u7c7b\u7ec4\u5408\u8bcd\u53ef\u80fd\u88ab\u5207\u788e&#xff0c;\u6211\u7684\u505a\u6cd5\u662f\u7ef4\u62a4\u4e00\u4e2a\u81ea\u5b9a\u4e49\u8bcd\u8868&#xff0c;\u5206\u8bcd\u524d\u5148\u7528\u3010\u6587\u672c\u66ff\u6362\u3011\u628a\u4fdd\u62a4\u8bcd\u4e34\u65f6\u66ff\u6362\u6210\u5e26\u5360\u4f4d\u7b26\u7684\u5f62\u5f0f&#xff0c;\u5206\u5b8c\u518d\u6362\u56de\u6765\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261027144924-6ae0b9f4ce604.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u8bcd\u9891\u7edf\u8ba1\u7528\u5b57\u5178\u505a\u6620\u5c04&#xff0c;\u6838\u5fc3\u4ee3\u7801\u5757\u5982\u4e0b&#xff1a;<\/p>\n<p><span class=\"token comment\"># \u8f93\u5165&#xff1a;word_list&#xff0c;\u5206\u8bcd\u7ed3\u679c\u5217\u8868&#xff08;\u4e00\u7ef4\u5217\u8868&#xff09;<\/span><br \/>\n<span class=\"token comment\"># \u8f93\u51fa&#xff1a;freq_dict&#xff0c;\u8bcd\u9891\u5b57\u5178 {\u8bcd: \u51fa\u73b0\u6b21\u6570}<\/span><br \/>\nfreq_dict <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><br \/>\n<span class=\"token keyword\">for<\/span> word <span class=\"token keyword\">in<\/span> word_list<span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>word<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&lt;<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">:<\/span>        <span class=\"token comment\"># \u8fc7\u6ee4\u5355\u5b57&#xff0c;&#034;\u7684&#034;&#034;\u6b3e&#034;\u65e0\u5206\u6790\u4ef7\u503c<\/span><br \/>\n        <span class=\"token keyword\">continue<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> word <span class=\"token keyword\">in<\/span> freq_dict<span class=\"token punctuation\">:<\/span>    <span class=\"token comment\"># \u952e\u5df2\u5b58\u5728\u5219\u8ba1\u6570\u52a0\u4e00<\/span><br \/>\n        freq_dict<span class=\"token punctuation\">[<\/span>word<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> freq_dict<span class=\"token punctuation\">[<\/span>word<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">1<\/span><br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span>                    <span class=\"token comment\"># \u952e\u4e0d\u5b58\u5728\u65f6\u65b0\u5efa\u952e\u503c\u5bf9<\/span><br \/>\n        freq_dict<span class=\"token punctuation\">[<\/span>word<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">1<\/span><br \/>\n<span class=\"token comment\"># \u6309\u51fa\u73b0\u6b21\u6570\u4ece\u9ad8\u5230\u4f4e\u6392\u5e8f<\/span><br \/>\nsorted_items <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">sorted<\/span><span class=\"token punctuation\">(<\/span>freq_dict<span class=\"token punctuation\">.<\/span>items<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> key<span class=\"token operator\">&#061;<\/span><span class=\"token keyword\">lambda<\/span> x<span class=\"token punctuation\">:<\/span> x<span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> reverse<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u5b57\u5178\u952e\u4e0d\u5b58\u5728\u7684\u4e24\u79cd\u5904\u7406\u65b9\u6848&#xff1a;\u50cf\u4e0a\u9762\u8fd9\u6837\u5148\u5224\u65ad\u518d\u8d4b\u503c&#xff0c;\u6216\u8005\u76f4\u63a5\u7528get\u65b9\u6cd5\u7ed9\u9ed8\u8ba4\u503cfreq_dict.get(word, 0) &#043; 1&#xff0c;\u4e00\u884c\u9876\u56db\u884c&#xff0c;\u6211\u540e\u671f\u90fd\u6539\u6210\u540e\u8005\u4e86\u3002\u6392\u5e8f\u4e5f\u53ef\u4ee5\u4e0d\u7528Python&#xff0c;\u5f71\u5200\u3010\u5217\u8868\u6392\u5e8f\u3011\u3001\u3010\u5217\u8868\u53bb\u91cd\u3011\u3001\u3010\u83b7\u53d6\u5b57\u5178\u503c\u5217\u8868\u3011\u3001\u3010\u83b7\u53d6\u5b57\u5178\u952e\u540d\u5217\u8868\u3011\u8fd9\u4e9b\u6307\u4ee4\u7ec4\u5408\u8d77\u6765\u80fd\u505a&#xff0c;\u4f46\u4ee3\u7801\u5341\u884c\u6bd4\u62d6\u4e8c\u5341\u4e2a\u6307\u4ee4\u6e05\u723d&#xff0c;Python\u56fe\u6807\u70b9\u4eae\u540e\u76f4\u63a5\u5199\u8868\u8fbe\u5f0f\u5373\u53ef\u3002<\/p>\n<h3>\u8bcd\u9891\u843d\u8868\u4e0e\u6807\u9898\u7ec4\u5408\u5efa\u8bae<\/h3>\n<p>\u7edf\u8ba1\u7ed3\u679c\u5199\u5165Excel&#xff1a;<\/p>\n<table>\n<tr>\u6b65\u9aa4\u6307\u4ee4\u5173\u952e\u53c2\u6570<\/tr>\n<tbody>\n<tr>\n<td>\u6253\u5f00\u8868<\/td>\n<td>\u6253\u5f00\/\u65b0\u5efaExcel<\/td>\n<td>\u8bcd\u9891\u5206\u6790\u7ed3\u679c.xlsx<\/td>\n<\/tr>\n<tr>\n<td>\u5199\u8868\u5934<\/td>\n<td>\u5199\u5165\u5185\u5bb9\u81f3Excel\u5de5\u4f5c\u8868<\/td>\n<td>\u8986\u76d6\u4e00\u884c\u5199\u5165[\u8bcd, \u6b21\u6570]<\/td>\n<\/tr>\n<tr>\n<td>\u5199\u6570\u636e<\/td>\n<td>\u5199\u5165\u5185\u5bb9\u81f3Excel\u5de5\u4f5c\u8868<\/td>\n<td>\u8ffd\u52a0\u4e00\u884c&#xff0c;\u4e8c\u7ef4\u5217\u8868<\/td>\n<\/tr>\n<tr>\n<td>\u5b58\u6863<\/td>\n<td>\u4fdd\u5b58\/\u53e6\u5b58Excel<\/td>\n<td>\u52fe\u9009\u4fdd\u5b58\u540e\u5173\u95ed<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u518d\u52a0\u4e00\u5c42\u52a0\u5de5&#xff1a;\u7528\u3010\u83b7\u53d6\u5217\u8868\u6307\u5b9a\u4f4d\u7f6e\u9879\u3011\u53d6Top20\u7684\u9ad8\u9891\u8bcd&#xff0c;\u6309\u8bcd\u6027\u624b\u52a8\u6807\u6ce8\u5c5e\u6027\u8bcd\u3001\u5356\u70b9\u8bcd\u3001\u957f\u5c3e\u8bcd&#xff0c;\u4e09\u5217\u6807\u6ce8\u5217\u4e5f\u5199\u8fdb\u8868\u91cc\u3002\u7ec4\u5408\u5efa\u8bae\u8fd9\u6b65\u6211\u6ca1\u505a\u6210\u5168\u81ea\u52a8&#xff0c;\u673a\u5668\u7ec4\u5408\u7684\u6807\u9898\u8bfb\u8d77\u6765\u751f\u786c&#xff0c;\u4eba\u5de5\u4ece\u9ad8\u9891\u8bcd\u8868\u91cc\u6311\u8bcd\u91cd\u7ec4&#xff0c;\u4fdd\u7559\u539f\u7ade\u54c1\u6807\u9898\u7684\u8bcd\u5e8f\u7ed3\u6784&#xff0c;\u6548\u679c\u6bd4\u6211\u9884\u60f3\u7684\u597d\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261027144925-6ae0b9f5424e6.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u8fdb\u9636\u73a9\u6cd5\u662f\u3010\u6587\u672c\u76f8\u4f3c\u5ea6\u5206\u6790\u3011\u6307\u4ee4&#xff0c;\u628a\u81ea\u5df1\u73b0\u7528\u6807\u9898\u548c\u7ade\u54c1Top\u6807\u9898\u505a\u76f8\u4f3c\u5ea6\u5bf9\u6bd4&#xff0c;\u76f8\u4f3c\u5ea6\u8fc7\u9ad8\u8bf4\u660e\u540c\u8d28\u5316\u4e25\u91cd&#xff0c;\u8be5\u6362\u8bcd\u4e86\u3002Python\u534f\u540c\u65b9\u9762&#xff0c;\u8de8\u6a21\u5757\u8c03\u7528\u7528from . import 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0)\u53d6\u503c<\/td>\n<\/tr>\n<tr>\n<td><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261027144925-6ae0b9f5aecd0.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/td>\n<td><\/td>\n<td><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>| \u8bcd\u9891\u8868\u6570\u5b57\u6210\u6587\u672c | \u5199\u5165\u5217\u683c\u5f0f\u95ee\u9898 | \u5199\u5165\u65f6\u52ff\u8bbe\u8be5\u5217\u4e3a\u6587\u672c\u683c\u5f0f |<br \/>\n| \u76f8\u4f3c\u5143\u7d20\u6570\u91cf\u53d8\u5316 | \u9875\u9762\u6709\u5237\u65b0\u884c\u4e3a | For\u6b21\u6570\u5faa\u73af\u5185\u91cd\u65b0\u83b7\u53d6\u76f8\u4f3c\u5143\u7d20\u5217\u8868 |<\/p>\n<p>\u53e6\u5916\u63d0\u9192\u4e00\u4e2a\u9690\u853d\u7684&#xff1a;\u6b63\u5219\u6307\u4ee4\u5bf9\u542b\u5206\u7ec4\u7684\u8868\u8fbe\u5f0f\u9ed8\u8ba4\u53ea\u8fd4\u56de\u7b2c\u4e00\u4e2a\u6355\u83b7\u5206\u7ec4&#xff0c;\u60f3\u8981\u5b8c\u6574\u5339\u914d\u7ed3\u679c\u5c31\u522b\u52a0\u591a\u4f59\u7684\u62ec\u53f7&#xff0c;\u8fd9\u4e2a\u884c\u4e3a\u6587\u6863\u91cc\u5199\u5f97\u5f88\u6e05\u695a\u4f46\u6211\u7b2c\u4e00\u6b21\u7528\u7167\u6837\u683d\u4e86\u3002<\/p>\n<h3>\u5ef6\u4f38\u9605\u8bfb\u4e0e\u5b66\u4e60\u8d44\u6e90<\/h3>\n<p>\u6b63\u5219\u8868\u8fbe\u5f0f\u3001\u5b57\u5178\u3001\u6587\u672c\u5206\u8bcd\u8fd9\u51e0\u7bc7\u5b98\u65b9\u6587\u6863\u662f\u672c\u7bc7\u7684\u5730\u57fa&#xff0c;\u5efa\u8bae\u76f4\u63a5\u8bfb\u539f\u6587&#xff0c;\u91cc\u9762\u6bcf\u5f20\u64cd\u4f5c\u7b26\u8868\u90fd\u503c\u5f97\u6536\u85cf\u3002\u5b8c\u6574\u6d41\u7a0b\u6e90\u7801\u6211\u653e\u5728\u4ee3\u7801\u4ed3\u5e93 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\/>\n\u6539\u6807\u9898\u5168\u9760\u611f\u89c9&#xff0c;\u662f\u5927\u90e8\u5206\u4e2d\u5c0f\u5546\u5bb6\u6807\u9898\u4f18\u5316\u7684\u73b0\u72b6\u3002\u7ade\u54c1\u524d\u4e8c\u5341\u540d\u7684\u6807\u9898\u91cc\\&#8221;\u514d\u70eb\\&#8221;\u201c\u51b0\u4e1d\u201d\\&#8221;\u9614\u817f\\&#8221;\u8fd9\u4e9b\u8bcd\u5230\u5e95\u51fa\u73b0\u4e86\u591a\u5c11\u6b21&#xff0c;\u54ea\u4e2a\u8bcd\u662f\u6d41\u91cf\u5bc6\u7801\u54ea\u4e2a\u8bcd\u7eaf\u5c5e\u51d1\u5b57\u6570&#xff0c;\u4eba\u5de5\u4e00\u4e2a\u4e2a\u6570\u4e0d\u73b0\u5b9e\u3002\u8fd9\u7bc7\u5f71\u5200RPA\u8fdb\u9636\u6559\u7a0b\u5e26\u4f60\u642d\u4e00\u4e2a\u7ade\u54c1\u6807\u9898\u8bcd\u9891\u5206\u6790\u81ea\u52a8\u5316\u6d41\u7a0b&#xff1a;\u81ea\u52a8\u6293\u53d6\u641c\u7d22\u7ed3\u679c\u9875\u7684\u7ade\u54c1\u6807\u9898&#xff0c;\u5206\u8bcd\u3001\u7edf\u8ba1\u8bcd\u9891\u3001\u6309\u51fa\u73b0\u6b21\u6570\u6392\u5e8f\u843d\u8868&#xff0c;\u4f60\u7167\u7740\u8868\u683c\u6311\u8bcd\u7ec4\u5408\u6807\u9898<\/p>\n","protected":false},"author":2,"featured_media":118643,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[13178,7558,6818,11533,13455,2881],"topic":[],"class_list":["post-118650","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-1024---","tag-ai","tag-6818","tag-11533","tag-13455","tag-2881"],"yoast_head":"<!-- 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