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class=\"wp-block-paragraph\">\u8fd9\u4e9b\u8bcd\u672c\u8eab\u5728\u81ea\u7136\u8bed\u8a00\u4e2d\u5f88\u5e38\u89c1\uff0c\u4f46\u5f53\u5b83\u4eec\u5927\u91cf\u51fa\u73b0\u5728\u9690\u79c1\u653f\u7b56\u7684\u5173\u952e\u6761\u6b3e\u4e2d\uff0c\u5c31\u4f1a\u8ba9\u7528\u6237\u5bf9\u5e73\u53f0\u7684\u5b9e\u9645\u884c\u4e3a\u4ea7\u751f\u6a21\u7cca\u8ba4\u77e5\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.3 \u5206\u6790\u5355\u5143<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u5177\u4f53\u5206\u6790\u65f6\uff0c\u672c\u6587\u5c06\u9690\u79c1\u653f\u7b56\u6587\u672c\u62c6\u89e3\u4e3a\u4e09\u4e2a\u5c42\u6b21\u7684\u5206\u6790\u5355\u5143\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8bcd\u7ea7<\/strong>\uff1a\u7edf\u8ba1\u5404\u7c7b\u6a21\u7cca\u8bcd\u51fa\u73b0\u7684\u9891\u7387\uff0c\u8fd9\u662f\u6a21\u7cca\u6027\u8bc6\u522b\u4e2d\u6700\u57fa\u672c\u7684\u9897\u7c92\u5ea6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u53e5\u7ea7<\/strong>\uff1a\u8003\u5bdf\u6a21\u7cca\u8868\u8fbe\u5728\u6587\u672c\u7ed3\u6784\u4e2d\u7684\u5206\u5e03\u2014\u2014\u6a21\u7cca\u8bcd\u662f\u51fa\u73b0\u5728\u80cc\u666f\u8bf4\u660e\u91cc\uff0c\u8fd8\u662f\u96c6\u4e2d\u5728\u6838\u5fc3\u6761\u6b3e\u4e2d\uff1f\u540e\u8005\u98ce\u9669\u660e\u663e\u66f4\u9ad8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u884c\u4e3a\u8bed\u4e49\u7ea7<\/strong>\uff1a\u5f15\u5165\u201c\u884c\u52a8+\u4fe1\u606f\u5bf9\u201d\u7684\u6982\u5ff5\uff0c\u5373\u5728\u540c\u4e00\u53e5\u6216\u540c\u4e00\u8bed\u4e49\u7247\u6bb5\u4e2d\uff0c\u540c\u65f6\u51fa\u73b0\u6570\u636e\u5904\u7406\u52a8\u4f5c\uff08\u6536\u96c6\u3001\u4f7f\u7528\u3001\u5171\u4eab\u3001\u62ab\u9732\u3001\u8f6c\u8ba9\u3001\u5b58\u50a8\u3001\u5220\u9664\u7b49\uff09\u548c\u4fe1\u606f\u5bf9\u8c61\u7684\u63cf\u8ff0\u3002\u5982\u679c\u8fd9\u4e9b\u5173\u952e\u884c\u4e3a\u53e5\u4e2d\u51fa\u73b0\u4e86\u8f83\u591a\u6a21\u7cca\u8bcd\uff0c\u98ce\u9669\u4f1a\u663e\u8457\u9ad8\u4e8e\u666e\u901a\u8bf4\u660e\u53e5\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u8bc4\u4ef7\u6307\u6807\u4f53\u7cfb\u8bbe\u8ba1\uff08\u4e09\u5c42\u67b6\u6784\uff09<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 \u6838\u5fc3\u7ef4\u5ea6\uff1a\u544a\u77e5\u660e\u786e\u6027<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u544a\u77e5\u660e\u786e\u6027\u7684\u8ba1\u7b97\u91c7\u7528<strong>\u4e09\u5c42\u7ed3\u6784<\/strong>\uff0c\u4ece\u8bcd\u7ea7\u3001\u8bed\u5883\u7ea7\u3001\u53e5\u7ea7\u4e09\u4e2a\u5c42\u9762\u7efc\u5408\u8bc4\u4f30\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e00\u5c42\uff1a\u5206\u7c7b\u7edf\u8ba1<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c06\u6a21\u7cca\u8bcd\u5206\u4e3a\u56db\u7c7b\uff0c\u5206\u522b\u8d4b\u4e88\u4e0d\u540c\u6743\u91cd\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u6a21\u7cca\u8bcd\u7c7b\u522b<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u6743\u91cd<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u793a\u4f8b<\/th><\/tr><\/thead><tbody><tr><td>\u6a21\u6001\u7c7b\uff08modality\uff09<\/td><td>0.4<\/td><td>\u53ef\u4ee5\u3001\u53ef\u80fd\u3001\u6216\u8bb8<\/td><\/tr><tr><td>\u6761\u4ef6\u7c7b\uff08condition\uff09<\/td><td>0.25<\/td><td>\u6839\u636e\u9700\u8981\u3001\u5728\u5fc5\u8981\u65f6<\/td><\/tr><tr><td>\u6cdb\u5316\u7c7b\uff08generalization\uff09<\/td><td>0.2<\/td><td>\u4e00\u822c\u3001\u901a\u5e38\u3001\u90e8\u5206<\/td><\/tr><tr><td>\u5217\u4e3e\u7c7b\uff08numeric\uff09<\/td><td>0.15<\/td><td>\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u3001\u4f8b\u5982<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e4b\u6240\u4ee5\u91c7\u7528\u5206\u7c7b\u52a0\u6743\uff0c\u662f\u56e0\u4e3a\u4e0d\u540c\u7c7b\u578b\u7684\u6a21\u7cca\u8bcd\u5bf9\u6587\u672c\u786e\u5b9a\u6027\u7684\u5f71\u54cd\u4e0d\u540c\u2014\u2014\u201c\u53ef\u80fd\u201d\u5bf9\u884c\u4e3a\u8fb9\u754c\u7684\u5f71\u54cd\u8fdc\u5927\u4e8e\u201c\u4f8b\u5982\u201d\uff0c\u56e0\u6b64\u6743\u91cd\u66f4\u9ad8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e8c\u5c42\uff1a\u8bed\u5883\u60e9\u7f5a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ec5\u7edf\u8ba1\u6a21\u7cca\u8bcd\u9891\u6b21\u4f1a\u9057\u6f0f\u8bed\u5883\u98ce\u9669\u3002\u5982\u679c\u6a21\u7cca\u8bcd\u51fa\u73b0\u5728\u542b\u6709\u5173\u952e\u52a8\u4f5c\u8bcd\uff08\u6536\u96c6\u3001\u4f7f\u7528\u3001\u5171\u4eab\u3001\u62ab\u9732\u3001\u8f6c\u8ba9\u3001\u5b58\u50a8\u3001\u5904\u7406\u3001\u5220\u9664\u3001\u8bbf\u95ee\u3001\u66f4\u6b63\u3001\u64a4\u56de\u7b49\uff09\u7684\u53e5\u5b50\u4e2d\uff0c\u5176\u98ce\u9669\u5e94\u9ad8\u4e8e\u666e\u901a\u8bf4\u660e\u53e5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c\u4e09\u5c42\uff1a\u53e5\u5b50\u7ea7\u60e9\u7f5a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5bf9\u957f\u5ea6\u8d85\u8fc720\u4e2a\u5b57\u7b26\u4e14\u5305\u542b\u6a21\u7cca\u8868\u8fbe\u7684\u53e5\u5b50\u65bd\u52a0\u989d\u5916\u60e9\u7f5a\u3002\u56e0\u4e3a\u957f\u53e5\u52a0\u4e0a\u6a21\u7cca\u8868\u8fbe\u4e4b\u540e\uff0c\u53ef\u7406\u89e3\u6027\u4f1a\u5927\u5e45\u4e0b\u964d\uff0c\u7279\u522b\u662f\u5728\u9690\u79c1\u653f\u7b56\u8fd9\u79cd\u6cd5\u5f8b\u5316\u7279\u5f81\u5f88\u7a81\u51fa\u7684\u6587\u672c\u4e2d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6c47\u603b\u4e0e\u5f52\u4e00\u5316<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e09\u5c42\u7ed3\u679c\u6c47\u603b\u540e\u5f97\u5230\u603b\u6a21\u7cca\u5f3a\u5ea6<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.2 \u6838\u5fc3\u7ef4\u5ea6\uff1a\u53ef\u8bfb\u6027<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u53ef\u8bfb\u6027\u91c7\u7528\u8f7b\u91cf\u5316\u7ebf\u6027\u6a21\u578b\uff0c\u57fa\u4e8e\u5e73\u5747\u53e5\u957f\u548c\u590d\u6742\u8bcd\u6bd4\u4f8b\u8fdb\u884c\u8bc4\u4f30<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.3 \u603b\u5206\u878d\u5408\u4e0e\u7b49\u7ea7\u6620\u5c04<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u83b7\u5f97\u544a\u77e5\u660e\u786e\u6027\u548c\u53ef\u8bfb\u6027\u4e24\u4e2a\u6838\u5fc3\u7ef4\u5ea6\u5f97\u5206\u540e\uff0c\u6309\u7167\u7b49\u6743\u65b9\u5f0f\u8ba1\u7b97\u8868\u8ff0\u6a21\u7cca\u6027\u603b\u5206\u3002\u8fd9\u6837\u7684\u8bbe\u8ba1\u662f\u4e3a\u4e86\u7ef4\u6301\u4e24\u9879\u6838\u5fc3\u6307\u6807\u5728\u201c\u6709\u6548\u77e5\u60c5\u540c\u610f\u201d\u4e2d\u5177\u6709\u540c\u7b49\u91cd\u8981\u6027\uff0c\u907f\u514d\u5355\u4e00\u7ef4\u5ea6\u4e3b\u5bfc\u7ed3\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6839\u636e\u603b\u5206\u5c06\u6837\u672c\u6620\u5c04\u4e3a\u4e94\u4e2a\u7b49\u7ea7\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u5206\u6570\u8303\u56f4<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u7b49\u7ea7<\/th><\/tr><\/thead><tbody><tr><td>\u2265 85<\/td><td>\u4f18\u79c0<\/td><\/tr><tr><td>[75, 85)<\/td><td>\u826f\u597d<\/td><\/tr><tr><td>[60, 75)<\/td><td>\u4e00\u822c<\/td><\/tr><tr><td>[45, 60)<\/td><td>\u8f83\u5dee<\/td><\/tr><tr><td>&lt; 45<\/td><td>\u6781\u5dee<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9700\u8981\u5f3a\u8c03\u7684\u662f\uff1a<strong>\u9ad8\u5206\u5e76\u975e\u610f\u5473\u7740\u5b8c\u5168\u5408\u6cd5\uff0c\u4f4e\u5206\u4e5f\u4e0d\u7b49\u4e8e\u653f\u7b56\u8fdd\u6cd5<\/strong>\u3002\u8bc4\u4ef7\u7ed3\u679c\u4f53\u73b0\u7684\u662f\u9690\u79c1\u653f\u7b56\u5728<strong>\u8868\u8fbe\u8d28\u91cf<\/strong>\u65b9\u9762\u7684\u76f8\u5bf9\u9ad8\u4f4e\uff0c\u800c\u975e\u5bf9\u5e73\u53f0\u5168\u9762\u5408\u89c4\u72b6\u51b5\u7684\u6cd5\u5f8b\u8bc4\u5224\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3.4 \u8f85\u52a9\u4e0e\u5408\u89c4\u7ef4\u5ea6<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u53ef\u8fbe\u6027<\/strong>\uff1a\u901a\u8fc7\u4e09\u4e2a\u7ef4\u5ea6\u6253\u5206\u2014\u2014\u94fe\u63a5\u662f\u5426\u5b58\u5728\uff0840%\uff09\u3001\u4f4d\u7f6e\u662f\u5426\u663e\u8457\uff0830%\uff09\u3001\u79fb\u52a8\u7aef\u662f\u5426\u53ef\u5feb\u901f\u52a0\u8f7d\uff0830%\uff09\u3002<\/li>\n\n\n\n<li><strong>\u4e92\u52a8\u6027<\/strong>\uff1a\u68c0\u67e5\u662f\u5426\u6709\u76ee\u5f55\/\u5bfc\u822a\uff0830\u5206\uff09\u3001\u641c\u7d22\/\u67e5\u8be2\u529f\u80fd\uff0820\u5206\uff09\u3001\u6298\u53e0\u5c55\u5f00\uff0830\u5206\uff09\u3001\u4e2a\u6027\u5316\u89e3\u91ca\uff0820\u5206\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6743\u5229\u5b8c\u6574\u6027<\/strong>\uff1a\u68c0\u67e5\u8bbf\u95ee\u3001\u66f4\u6b63\u3001\u5220\u9664\u3001\u64a4\u56de\u3001\u53ef\u643a\u5e26\u3001\u89e3\u91ca\u3001\u6295\u8bc9\u4e03\u7c7b\u5173\u952e\u8bcd\uff0c\u6bcf\u7f3a\u5931\u4e00\u7c7b\u626312\u5206\u3002<\/li>\n\n\n\n<li><strong>\u4fe1\u606f\u5b89\u5168\u6027<\/strong>\uff1a\u68c0\u67e5\u52a0\u5bc6\u3001\u5b58\u50a8\u4fdd\u62a4\u3001\u6cc4\u9732\u54cd\u5e94\u3001\u5b89\u5168\u8bc4\u4f30\u3001\u5b89\u5168\u9632\u62a4\u4e94\u7c7b\u5173\u952e\u8bcd\uff0c\u6bcf\u7f3a\u5931\u4e00\u7c7b\u626316\u5206<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u81ea\u52a8\u5316\u8bc4\u4ef7\u65b9\u6cd5\u5b9e\u73b0\uff08Python\uff09<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 \u7cfb\u7edf\u67b6\u6784<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6574\u4e2a\u8bc4\u4ef7\u65b9\u6cd5\u91c7\u7528<strong>\u5206\u5c42\u8bbe\u8ba1<\/strong>\uff0c\u5212\u5206\u4e3a\u6570\u636e\u5b58\u50a8\u5c42\u548c\u6570\u636e\u5904\u7406\u5c42\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6570\u636e\u5b58\u50a8\u5c42<\/strong>\u8d1f\u8d23\u7ba1\u7406\u8f93\u5165\u6837\u672c\uff08.txt\u683c\u5f0f\uff09\u3001\u4e2d\u95f4\u7edf\u8ba1\u7f13\u5b58\u548c\u6700\u7ec8\u7ed3\u679c\u96c6\uff08.csv\uff09\u3002\u6bcf\u4efd\u6837\u672c\u4ee5\u201c\u7f16\u53f7_\u7c7b\u522b\u201d\u65b9\u5f0f\u547d\u540d\uff08\u5982\u201c1_Exercise_health\u201d\uff09\uff0c\u4fbf\u4e8e\u8ffd\u6eaf\u548c\u7edf\u8ba1\u5206\u6790\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6570\u636e\u5904\u7406\u5c42<\/strong>\u662f\u6838\u5fc3\uff0c\u6309\u7167\u4ee5\u4e0b\u6d41\u7a0b\u6267\u884c\uff1a<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">\u6587\u672c\u52a0\u8f7d\u4e0e\u6821\u9a8c \u2192 \u4e2d\u6587\u5206\u8bcd\u4e0e\u53e5\u5b50\u5207\u5206 \u2192 \u6a21\u7cca\u8868\u8fbe\u8bc6\u522b \u2192 \u6761\u6b3e\u7279\u5f81\u63d0\u53d6 \u2192 \u6307\u6807\u8ba1\u7b97 \u2192 \u7efc\u5408\u8bc4\u5206\u4e0e\u878d\u5408\u6392\u540d \u2192 \u7ed3\u679c\u5bfc\u51fa<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">\u6574\u4e2a\u6d41\u7a0b\u4e2d\uff0c\u5206\u8bcd\u548c\u53e5\u5b50\u5207\u5206\u662f\u6700\u57fa\u7840\u7684\u64cd\u4f5c\uff0c\u540e\u7eed\u6240\u6709\u8bc6\u522b\u4e0e\u8ba1\u7b97\u90fd\u4f9d\u8d56\u4e8e\u6b64\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><div class='fancybox-wrapper lazyload-container-unload' data-fancybox='post-images' href='https:\/\/myblog.marsrains.top\/wp-content\/uploads\/2026\/03\/image-94.png'><img class=\"lazyload lazyload-style-1\" src=\"data:image\/svg+xml;base64,PCEtLUFyZ29uTG9hZGluZy0tPgo8c3ZnIHdpZHRoPSIxIiBoZWlnaHQ9IjEiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyIgc3Ryb2tlPSIjZmZmZmZmMDAiPjxnPjwvZz4KPC9zdmc+\"  loading=\"lazy\" decoding=\"async\" width=\"364\" height=\"687\" data-original=\"https:\/\/myblog.marsrains.top\/wp-content\/uploads\/2026\/03\/image-94.png\" src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABCAYAAAAfFcSJAAAAAXNSR0IArs4c6QAAAARnQU1BAACxjwv8YQUAAAAJcEhZcwAADsQAAA7EAZUrDhsAAAANSURBVBhXYzh8+PB\/AAffA0nNPuCLAAAAAElFTkSuQmCC\" alt=\"\" class=\"wp-image-981\"  sizes=\"auto, (max-width: 364px) 100vw, 364px\" \/><\/div><figcaption class=\"wp-element-caption\">\u56fe4.1 \u65b9\u6cd5\u603b\u4f53\u67b6\u6784<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">4.2 \u5173\u952e\u6a21\u5757\u5b9e\u73b0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9884\u5904\u7406\u6a21\u5757<\/strong>\uff1a\u8bfb\u53d6\u6587\u672c\uff0c\u68c0\u67e5\u662f\u5426\u4e3a\u7a7a\u6216\u5b58\u5728\u7f16\u7801\u5f02\u5e38\uff1b\u8c03\u7528jieba\u8fdb\u884c\u4e2d\u6587\u5206\u8bcd\uff1b\u8fc7\u6ee4\u6389\u65e0\u6548\u6837\u672c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u544a\u77e5\u660e\u786e\u6027\u6a21\u5757<\/strong>\uff1a\u9884\u7f6e\u56db\u7c7b\u6a21\u7cca\u79cd\u5b50\u8bcd\u5e76\u5206\u522b\u7edf\u8ba1\uff1b\u68c0\u6d4b\u6bcf\u4e2a\u53e5\u5b50\u662f\u5426\u5305\u542b\u52a8\u4f5c\u8bcd\u548c\u6a21\u7cca\u8bcd\u6765\u8ba1\u7b97\u8bed\u5883\u60e9\u7f5a\uff1b\u7edf\u8ba1\u957f\u5ea6\u8d8520\u5b57\u7b26\u4e14\u542b\u6a21\u7cca\u8bcd\u7684\u53e5\u5b50\u8ba1\u7b97\u53e5\u5b50\u7ea7\u60e9\u7f5a\uff1b\u6700\u540e\u6c47\u603b\u5e76\u5f52\u4e00\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u53ef\u8bfb\u6027\u6a21\u5757<\/strong>\uff1a\u4f9d\u636e\u53e5\u53f7\u3001\u95ee\u53f7\u3001\u611f\u53f9\u53f7\u3001\u5206\u53f7\u53ca\u6362\u884c\u7b26\u5207\u5206\u53e5\u5b50\uff1b\u8ba1\u7b97\u5e73\u5747\u53e5\u957f\u548c\u590d\u6742\u8bcd\u6bd4\u4f8b\uff1b\u6309\u7ebf\u6027\u516c\u5f0f\u8ba1\u7b97\u5f97\u5206\u5e76\u8fdb\u884c\u8fb9\u754c\u622a\u65ad\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8f85\u52a9\u4e0e\u5408\u89c4\u6a21\u5757<\/strong>\uff1a\u57fa\u4e8e\u6b63\u5219\u5339\u914d\u5173\u952e\u8bcd\u8fdb\u884c\u68c0\u7d22\u548c\u8ba1\u5206\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7ed3\u679c\u6c47\u603b\u6a21\u5757<\/strong>\uff1a\u6309\u603b\u5206\u964d\u5e8f\u751f\u6210\u6392\u540d\uff08\u540c\u5206\u540c\u540d\uff09\uff0c\u5bfc\u51faCSV\u6587\u4ef6\uff08UTF-8-SIG\u7f16\u7801\uff0c\u4fbf\u4e8eExcel\u76f4\u63a5\u6253\u5f00\uff09\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e94\u3001\u5b9e\u9a8c\u9a8c\u8bc1\u4e0e\u7ed3\u679c\u5206\u6790<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">5.1 \u6837\u672c\u4e0e\u5b9e\u9a8c\u73af\u5883<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9e\u9a8c\u6536\u96c6\u4e86\u56fd\u5185\u4e3b\u6d41\u4e92\u8054\u7f51\u5e94\u7528\u7684\u9690\u79c1\u653f\u7b56\u6587\u672c\uff0c\u7ecf\u8fc7\u6e05\u7406\u540e\u5f97\u5230<strong>516\u4efd\u6709\u6548\u6837\u672c<\/strong>\uff0c\u6db5\u76d6\u8d2d\u7269\u3001\u65b0\u95fb\u3001\u6e38\u620f\u3001\u91d1\u878d\u3001\u5065\u5eb7\u7b49\u591a\u4e2a\u7c7b\u522b\u3002\u5b9e\u9a8c\u73af\u5883\u4e3aWindows 10 64\u4f4d\u7cfb\u7edf\uff0cPython 3.x\uff0c\u4f9d\u8d56pandas\u3001jieba\u3001re\u3001tqdm\u7b49\u5e93\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.2 \u6838\u5fc3\u6307\u6807\u7edf\u8ba1<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u6307\u6807<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u5747\u503c<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u4e2d\u4f4d\u6570<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u6807\u51c6\u5dee<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u6700\u5c0f\u503c<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u6700\u5927\u503c<\/th><\/tr><\/thead><tbody><tr><td>\u544a\u77e5\u660e\u786e\u6027\u5f97\u5206<\/td><td>94.95<\/td><td>95.00<\/td><td>0.69<\/td><td>80.2<\/td><td>95.0<\/td><\/tr><tr><td>\u53ef\u8bfb\u6027\u5f97\u5206<\/td><td>72.08<\/td><td>73.90<\/td><td>9.20<\/td><td>30.0<\/td><td>90.2<\/td><\/tr><tr><td>\u8868\u8ff0\u6a21\u7cca\u6027\u603b\u5206<\/td><td>83.52<\/td><td>84.45<\/td><td>4.59<\/td><td>62.5<\/td><td>92.6<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5173\u952e\u53d1\u73b0<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u544a\u77e5\u660e\u786e\u6027\u9ad8\u5ea6\u96c6\u4e2d<\/strong>\uff1a\u5747\u503c\u4e3a94.95\uff0c\u6807\u51c6\u5dee\u4ec5\u4e3a0.69\uff0c\u8bf4\u660e\u5927\u591a\u6570\u9690\u79c1\u653f\u7b56\u5728\u5173\u952e\u6761\u6b3e\u7684\u8868\u8ff0\u4e0a\u5df2\u7ecf\u6709\u8f83\u9ad8\u7684\u660e\u6670\u7a0b\u5ea6\uff0c\u6587\u672c\u4e2d\u76f4\u63a5\u51fa\u73b0\u660e\u663e\u6a21\u7cca\u8868\u8ff0\u7684\u60c5\u51b5\u8f83\u5c11\u3002\u8fd9\u53cd\u6620\u51fa\u5f53\u4e0b\u4e3b\u6d41\u4e92\u8054\u7f51\u5e94\u7528\u5728\u9690\u79c1\u653f\u7b56\u67b6\u6784\u65b9\u9762\u5df2\u7ecf\u5f62\u6210\u6bd4\u8f83\u89c4\u8303\u7684\u6a21\u5f0f\u3002<\/li>\n\n\n\n<li><strong>\u53ef\u8bfb\u6027\u5dee\u5f02\u663e\u8457<\/strong>\uff1a\u6807\u51c6\u5dee\u9ad8\u8fbe9.20\uff0c\u8bf4\u660e\u4e0d\u540c\u5e73\u53f0\u5728\u9690\u79c1\u653f\u7b56\u8868\u8ff0\u590d\u6742\u5ea6\u65b9\u9762\u5b58\u5728\u660e\u663e\u5dee\u522b\u3002\u6709\u7684\u5e73\u53f0\u7528\u7b80\u7ea6\u7ed3\u6784\u548c\u77ed\u53e5\u5f0f\uff0c\u7528\u6237\u5bb9\u6613\u7406\u89e3\uff1b\u6709\u7684\u5219\u53e5\u5b50\u8fc7\u957f\u3001\u672f\u8bed\u8fc7\u591a\uff0c\u9605\u8bfb\u96be\u5ea6\u88ab\u5927\u5e45\u63d0\u9ad8\u3002<\/li>\n\n\n\n<li><strong>\u603b\u5206\u6574\u4f53\u826f\u597d<\/strong>\uff1a\u5747\u503c\u4e3a83.52\uff0c\u8bf4\u660e\u5927\u591a\u6570\u6837\u672c\u7684\u7efc\u5408\u8bc4\u5206\u5904\u5728\u826f\u597d\u8303\u56f4\uff0c\u4f46\u4ecd\u6709\u6539\u8fdb\u7a7a\u95f4\uff0c\u7279\u522b\u662f\u5728\u964d\u4f4e\u9605\u8bfb\u590d\u6742\u5ea6\u548c\u63d0\u9ad8\u7528\u6237\u7406\u89e3\u6548\u7387\u65b9\u9762\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5.3 \u7b49\u7ea7\u5206\u5e03<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u7b49\u7ea7<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u6837\u672c\u6570<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u5360\u6bd4<\/th><\/tr><\/thead><tbody><tr><td>\u4f18\u79c0\uff08\u226585\uff09<\/td><td>200<\/td><td>38.76%<\/td><\/tr><tr><td>\u826f\u597d\uff08[75, 85)\uff09<\/td><td>290<\/td><td>56.20%<\/td><\/tr><tr><td>\u4e00\u822c\uff08[60, 75)\uff09<\/td><td>26<\/td><td>5.04%<\/td><\/tr><tr><td>\u8f83\u5dee\uff08[45, 60)\uff09<\/td><td>0<\/td><td>0%<\/td><\/tr><tr><td>\u6781\u5dee\uff08&lt;45\uff09<\/td><td>0<\/td><td>0%<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7ea694.96%\u7684\u6837\u672c\u5904\u4e8e\u201c\u4f18\u79c0\u201d\u6216\u201c\u826f\u597d\u201d\u7b49\u7ea7<\/strong>\u3002\u8fd9\u8868\u660e\u5927\u591a\u6570\u5e73\u53f0\u5728\u9690\u79c1\u653f\u7b56\u6587\u672c\u7ed3\u6784\u65b9\u9762\u5df2\u7ecf\u5177\u5907\u4e00\u5b9a\u89c4\u8303\u6027\uff0c\u4f46\u4ecd\u6709\u5c11\u91cf\u6837\u672c\u5728\u8868\u8fbe\u6e05\u6670\u5ea6\u6216\u53ef\u8bfb\u6027\u65b9\u9762\u5b58\u5728\u4e0d\u8db3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5.4 \u8f85\u52a9\u4e0e\u5408\u89c4\u7ef4\u5ea6<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u7ef4\u5ea6<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u5747\u503c<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u4e2d\u4f4d\u6570<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u6807\u51c6\u5dee<\/th><\/tr><\/thead><tbody><tr><td>\u53ef\u8fbe\u6027<\/td><td>78.10<\/td><td>100.00<\/td><td>25.43<\/td><\/tr><tr><td>\u4e92\u52a8\u6027<\/td><td>75.04<\/td><td>70.00<\/td><td>24.38<\/td><\/tr><tr><td>\u6743\u5229\u5b8c\u6574\u6027<\/td><td>87.05<\/td><td>88.00<\/td><td>16.30<\/td><\/tr><tr><td>\u4fe1\u606f\u5b89\u5168\u6027<\/td><td>79.94<\/td><td>84.00<\/td><td>14.44<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5173\u952e\u53d1\u73b0<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u53ef\u8fbe\u6027\u4e24\u6781\u5206\u5316<\/strong>\uff1a\u6807\u51c6\u5dee\u9ad8\u8fbe25.43\uff0c\u8bf4\u660e\u4e0d\u540c\u5e73\u53f0\u5bf9\u9690\u79c1\u653f\u7b56\u5165\u53e3\u7684\u8bbe\u8ba1\u5dee\u5f02\u5de8\u5927\u3002\u6709\u7684\u653e\u5728\u9996\u9875\u6216\u8bbe\u7f6e\u9875\u663e\u773c\u4f4d\u7f6e\uff0c\u6709\u7684\u5219\u9700\u8981\u7ecf\u8fc7\u591a\u7ea7\u9875\u9762\u624d\u80fd\u627e\u5230\u3002<\/li>\n\n\n\n<li><strong>\u4e92\u52a8\u6027\u53c2\u5dee\u4e0d\u9f50<\/strong>\uff1a\u90e8\u5206\u5e73\u53f0\u63d0\u4f9b\u76ee\u5f55\u5bfc\u822a\u3001\u5173\u952e\u8bcd\u68c0\u7d22\u6216\u6298\u53e0\u9605\u8bfb\u7b49\u529f\u80fd\uff0c\u65b9\u4fbf\u7528\u6237\u5b9a\u4f4d\u91cd\u70b9\u5185\u5bb9\uff1b\u4f46\u4e5f\u6709\u5e73\u53f0\u4f9d\u7136\u4f7f\u7528\u4f20\u7edf\u957f\u7bc7\u6587\u7ae0\u5f62\u5f0f\uff0c\u6ca1\u6709\u4efb\u4f55\u9605\u8bfb\u8f85\u52a9\u624b\u6bb5\u3002<\/li>\n\n\n\n<li><strong>\u5b89\u5168\u62ab\u9732\u76f8\u5bf9\u8584\u5f31<\/strong>\uff1a\u4fe1\u606f\u5b89\u5168\u6027\u5f97\u5206\uff0879.94\uff09\u660e\u663e\u4f4e\u4e8e\u6743\u5229\u5b8c\u6574\u6027\uff0887.05\uff09\uff0c\u8bf4\u660e\u90e8\u5206\u5e73\u53f0\u5728\u6570\u636e\u52a0\u5bc6\u3001\u5b58\u50a8\u4fdd\u62a4\u3001\u6cc4\u9732\u5e94\u5bf9\u7b49\u5b89\u5168\u63aa\u65bd\u7684\u9610\u8ff0\u4e0a\u6bd4\u8f83\u7b80\u77ed\uff0c\u4e0d\u591f\u8be6\u7ec6\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">5.5 \u4eba\u5de5\u6838\u9a8c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u65b9\u6cd5\u8f93\u51fa\u7684\u53ef\u9760\u6027\uff0c\u4ece516\u4efd\u6837\u672c\u4e2d\u968f\u673a\u62bd\u53d6<strong>20\u4efd<\/strong>\u8fdb\u884c\u4eba\u5de5\u6838\u9a8c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u6838\u9a8c\u7b49\u7ea7<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u542b\u4e49<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u6570\u91cf<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u5360\u6bd4<\/th><\/tr><\/thead><tbody><tr><td>1<\/td><td>\u57fa\u672c\u4e00\u81f4\/\u5408\u7406<\/td><td>9<\/td><td>45%<\/td><\/tr><tr><td>2<\/td><td>\u53ef\u89e3\u91ca\u4f46\u7565\u504f\u9ad8<\/td><td>10<\/td><td>50%<\/td><\/tr><tr><td>3<\/td><td>\u660e\u663e\u5f02\u5e38\uff08\u9700\u7ea0\u9519\uff09<\/td><td>1<\/td><td>5%<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7ed3\u8bba<\/strong>\uff1a\u603b\u4f53\u5448\u73b0\u51fa\u6a21\u578b\u6253\u5206\u4e0e\u6587\u672c\u7279\u5f81\u5927\u81f4\u76f8\u7b26\uff0c\u65b9\u6cd5\u8f93\u51fa\u7684\u7ed3\u679c\u6709\u4e0d\u9519\u7684\u7a33\u5b9a\u6027\u4ee5\u53ca\u53ef\u89e3\u91ca\u6027\uff0c\u80fd\u591f\u8fbe\u5230\u9690\u79c1\u653f\u7b56\u6a21\u7cca\u6027\u8bc6\u522b\u4efb\u52a1\u7684\u57fa\u672c\u8981\u6c42<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u516d\u3001\u6d4f\u89c8\u5668\u63d2\u4ef6\uff1a\u8ba9\u8bc4\u4ef7\u89e6\u624b\u53ef\u53ca<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u8bc4\u4ef7\u65b9\u6cd5\u7684\u5b9e\u7528\u6027\u4e0e\u53ef\u63a8\u5e7f\u6027\uff0c\u672c\u7814\u7a76\u5f00\u53d1\u4e86\u4e00\u6b3e\u9762\u5411\u666e\u901a\u7528\u6237\u7684<strong>Chrome\u6d4f\u89c8\u5668\u63d2\u4ef6<\/strong>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6.1 \u529f\u80fd\u4e0e\u5de5\u4f5c\u6d41\u7a0b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u63d2\u4ef6\u91c7\u7528Manifest V3\u6807\u51c6\u5f00\u53d1\uff0c\u5de5\u4f5c\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u6587\u672c\u63d0\u53d6<\/strong>\uff1a\u901a\u8fc7DOM\u5206\u6790\u81ea\u52a8\u8bc6\u522b\u5f53\u524d\u9875\u9762\u7684\u9690\u79c1\u653f\u7b56\u6b63\u6587\uff0c\u6216\u67e5\u627e\u76f8\u5173\u8d85\u94fe\u63a5\u83b7\u53d6\u5b8c\u6574\u6587\u672c<\/li>\n\n\n\n<li><strong>\u672c\u5730\u8bc4\u5206<\/strong>\uff1a\u5728\u6d4f\u89c8\u5668\u672c\u5730\u5b8c\u5168\u590d\u73b0\u672c\u6587\u5b9a\u4e49\u7684\u544a\u77e5\u660e\u786e\u6027\u4e0e\u53ef\u8bfb\u6027\u65b9\u6cd5<\/li>\n\n\n\n<li><strong>\u591a\u7ef4\u5ea6\u8f93\u51fa<\/strong>\uff1a\u540c\u65f6\u8f93\u51fa\u53ef\u8fbe\u6027\u3001\u4e92\u52a8\u6027\u3001\u6743\u5229\u5b8c\u6574\u6027\u3001\u4fe1\u606f\u5b89\u5168\u6027\u7b49\u8f85\u52a9\u4e0e\u5408\u89c4\u6307\u6807<\/li>\n\n\n\n<li><strong>\u5927\u6a21\u578b\u589e\u5f3a<\/strong>\uff08\u53ef\u9009\uff09\uff1a\u8c03\u7528\u517c\u5bb9OpenAI\u63a5\u53e3\u7684\u5927\u6a21\u578b\u5bf9\u8bc4\u5206\u7ed3\u679c\u548c\u539f\u6587\u7247\u6bb5\u751f\u6210\u6539\u8fdb\u5efa\u8bae\u4e0e\u6a21\u7cca\u6761\u6b3e\u5b9a\u4f4d<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9690\u79c1\u4fdd\u62a4<\/strong>\uff1a\u9664\u53ef\u9009\u7684\u5927\u6a21\u578b\u5206\u6790\u65f6\u6309\u9700\u53d1\u9001\u7ea64000\u5b57\u7b26\u5916\uff0c\u9690\u79c1\u653f\u7b56\u6587\u672c\u59cb\u7ec8\u5728\u672c\u5730\u5904\u7406\uff0c\u4e0d\u4e0a\u4f20\u81f3\u7b2c\u4e09\u65b9\u670d\u52a1\u5668\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6.2 \u5b9e\u9645\u6848\u4f8b\uff1a\u67d0\u56fd\u5185\u6c7d\u8f66\u54c1\u724c\u5b98\u7f51<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u63d2\u4ef6\u5728\u67d0\u56fd\u5185\u6c7d\u8f66\u54c1\u724c\u5b98\u7f51\u9690\u79c1\u653f\u7b56\u9875\u9762\u4e0a\u7684\u8fd0\u884c\u7ed3\u679c\u663e\u793a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u544a\u77e5\u660e\u786e\u6027\uff1a95\u5206<\/strong>\u2014\u2014\u5173\u952e\u6761\u6b3e\u4e2d\u8f83\u5c11\u51fa\u73b0\u201c\u53ef\u80fd\u201d\u201c\u6839\u636e\u9700\u8981\u201d\u7b49\u6a21\u7cca\u8bcd<\/li>\n\n\n\n<li><strong>\u53ef\u8bfb\u6027\uff1a45\u5206<\/strong>\u2014\u2014\u6587\u672c\u53e5\u5b50\u504f\u957f\u3001\u4e13\u4e1a\u672f\u8bed\u5bc6\u96c6\uff0c\u666e\u901a\u7528\u6237\u9605\u8bfb\u8d1f\u62c5\u8f83\u91cd<\/li>\n\n\n\n<li><strong>\u6743\u5229\u5b8c\u6574\u6027\uff1a100\u5206<\/strong>\u2014\u2014\u7528\u6237\u6743\u5229\u9610\u8ff0\u8f83\u4e3a\u5b8c\u6574<\/li>\n\n\n\n<li><strong>\u4fe1\u606f\u5b89\u5168\u6027\uff1a\u90e8\u5206\u7f3a\u5931<\/strong>\u2014\u2014\u201c\u6cc4\u9732\u54cd\u5e94\u201d\u201c\u5b89\u5168\u8bc4\u4f30\u201d\u7b49\u5173\u952e\u8bcd\u7f3a\u5931\uff0c\u63d0\u793a\u5e73\u53f0\u9700\u8865\u5145\u6570\u636e\u6cc4\u9732\u5e94\u5bf9\u673a\u5236<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e00\u7ed3\u679c\u4e0e\u4eba\u5de5\u9605\u8bfb\u611f\u53d7\u57fa\u672c\u4e00\u81f4\uff0c\u9a8c\u8bc1\u4e86\u63d2\u4ef6\u8bc4\u5206\u7ed3\u679c\u7684\u5408\u7406\u6027\u30107\u2020L18-L19\u3011\u3002\u63d2\u4ef6\u8fd8\u652f\u6301\u63a5\u5165\u5927\u6a21\u578b\uff08\u5982qwen-max\uff09\u8fdb\u884c\u8f85\u52a9\u5206\u6790\uff0c\u80fd\u591f\u5b9a\u4f4d\u5177\u4f53\u6a21\u7cca\u8868\u8ff0\u7c7b\u578b\u5e76\u7ed9\u51fa\u53ef\u64cd\u4f5c\u7684\u4f18\u5316\u5efa\u8bae\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">6.3 \u4e0e\u6279\u91cf\u65b9\u6cd5\u7684\u4e00\u81f4\u6027\u68c0\u9a8c<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u968f\u673a\u9009\u53d610\u4efd\u9690\u79c1\u653f\u7b56\u6587\u672c\uff0c\u5206\u522b\u4f7f\u7528\u63d2\u4ef6\u548c\u6279\u91cfPython\u65b9\u6cd5\u8ba1\u7b97\u8868\u8ff0\u6a21\u7cca\u6027\u603b\u5206\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u6837\u672c<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u6279\u91cf\u65b9\u6cd5<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u63d2\u4ef6<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u504f\u5dee<\/th><\/tr><\/thead><tbody><tr><td>1_news_reading<\/td><td>92.6<\/td><td>92.6<\/td><td>0<\/td><\/tr><tr><td>2_online_shopping<\/td><td>88.4<\/td><td>88.4<\/td><td>0<\/td><\/tr><tr><td>3_online_games<\/td><td>78.3<\/td><td>78.3<\/td><td>0<\/td><\/tr><tr><td>&#8230;\uff08\u517110\u4efd\uff09<\/td><td>&#8230;<\/td><td>&#8230;<\/td><td>\u5168\u90e8\u4e3a0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7edf\u8ba1\u7ed3\u679c\u8868\u660e\uff0c\u63d2\u4ef6\u4e0e\u6279\u91cf\u65b9\u6cd5\u5728\u76f8\u540c\u6587\u672c\u4e0a\u7684\u8bc4\u5206\u5b8c\u5168\u4e00\u81f4\uff0c\u7edd\u5bf9\u504f\u5dee\u5747\u4e3a0<\/strong>\u3002\u8fd9\u662f\u56e0\u4e3a\u63d2\u4ef6\u76f4\u63a5\u79fb\u690d\u4e86\u6279\u91cf\u65b9\u6cd5\u4e2d\u7684\u6838\u5fc3\u4ee3\u7801\uff0c\u786e\u4fdd\u4e86\u8bc4\u4ef7\u65b9\u6cd5\u7684\u7edf\u4e00\u6027\u548c\u53ef\u590d\u73b0\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e03\u3001\u603b\u7ed3\u4e0e\u5c55\u671b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">7.1 \u7814\u7a76\u8d21\u732e<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6587\u56f4\u7ed5\u9690\u79c1\u653f\u7b56\u6587\u672c\u8868\u8ff0\u6a21\u7cca\u6027\u95ee\u9898\uff0c\u5b8c\u6210\u4e86\u4ee5\u4e0b\u5de5\u4f5c\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u6784\u5efa\u4e86\u8bc4\u4ef7\u6307\u6807\u4f53\u7cfb<\/strong>\uff1a\u4ee5\u544a\u77e5\u660e\u786e\u6027\u548c\u53ef\u8bfb\u6027\u4e3a\u6838\u5fc3\u7ef4\u5ea6\uff0c\u4ee5\u53ef\u8fbe\u6027\u548c\u4e92\u52a8\u6027\u4e3a\u8f85\u52a9\u7ef4\u5ea6\uff0c\u4ee5\u6743\u5229\u5b8c\u6574\u6027\u548c\u4fe1\u606f\u5b89\u5168\u6027\u4e3a\u5408\u89c4\u5bf9\u6bd4\u7ef4\u5ea6\uff0c\u5f62\u6210\u4e86\u4e00\u5957\u517c\u987e\u6587\u672c\u8868\u8fbe\u8d28\u91cf\u548c\u7528\u6237\u7406\u89e3\u4f53\u9a8c\u7684\u5206\u5c42\u8bc4\u4ef7\u6846\u67b6\u3002<\/li>\n\n\n\n<li><strong>\u5b9e\u73b0\u4e86\u81ea\u52a8\u5316\u8bc4\u4ef7\u65b9\u6cd5<\/strong>\uff1a\u57fa\u4e8ePython\u5f00\u53d1\u4e86\u9690\u79c1\u653f\u7b56\u6a21\u7cca\u6027\u81ea\u52a8\u5316\u8bc4\u4ef7\u7a0b\u5e8f\uff0c\u5b9e\u73b0\u4e86\u6587\u672c\u8bfb\u53d6\u3001\u5206\u8bcd\u5904\u7406\u3001\u53e5\u5b50\u5207\u5206\u3001\u6307\u6807\u8ba1\u7b97\u3001\u7efc\u5408\u8bc4\u5206\u3001\u7b49\u7ea7\u6620\u5c04\u53ca\u7ed3\u679c\u5bfc\u51fa\u7684\u5b8c\u6574\u6d41\u7a0b\uff0c\u53ef\u5bf9\u5927\u89c4\u6a21\u6837\u672c\u8fdb\u884c\u6279\u91cf\u5904\u7406\u3002<\/li>\n\n\n\n<li><strong>\u5b8c\u6210\u4e86\u5b9e\u8bc1\u9a8c\u8bc1<\/strong>\uff1a\u5bf9516\u4efd\u771f\u5b9e\u9690\u79c1\u653f\u7b56\u6837\u672c\u8fdb\u884c\u4e86\u6279\u91cf\u5b9e\u9a8c\uff0c\u5e76\u901a\u8fc7\u4eba\u5de5\u6838\u9a8c\u8bc1\u660e\u4e86\u65b9\u6cd5\u7684\u7a33\u5b9a\u6027\u548c\u53ef\u89e3\u91ca\u6027\u3002<\/li>\n\n\n\n<li><strong>\u5f00\u53d1\u4e86\u6d4f\u89c8\u5668\u63d2\u4ef6<\/strong>\uff1a\u5c06\u8bc4\u4ef7\u65b9\u6cd5\u4ece\u79bb\u7ebf\u90e8\u7f72\u6269\u5c55\u5230\u7528\u6237\u53ef\u968f\u65f6\u8c03\u7528\u7684\u6d4f\u89c8\u5668\u63d2\u4ef6\uff0c\u589e\u5f3a\u4e86\u65b9\u6cd5\u7684\u5b9e\u7528\u6027\u548c\u53ef\u63a8\u5e7f\u6027\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">7.2 \u5f53\u524d\u5c40\u9650<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u89c4\u5219\u4f9d\u8d56<\/strong>\uff1a\u5f53\u524d\u65b9\u6cd5\u4e3b\u8981\u4f9d\u9760\u89c4\u5219\u548c\u8bcd\u5178\u6267\u884c\u8bc6\u522b\u4efb\u52a1\uff0c\u5bf9\u9690\u6027\u8bed\u4e49\u548c\u590d\u6742\u8bed\u5883\u7684\u9886\u609f\u80fd\u529b\u8f83\u5f31\uff0c\u9762\u5bf9\u542b\u4e49\u6666\u6da9\u6216\u7ed3\u6784\u7e41\u6742\u7684\u53e5\u5b50\u65f6\u53ef\u80fd\u4ea7\u751f\u8bc4\u5206\u8bef\u5dee\u30108\u2020L15-L16\u3011\u3002<\/li>\n\n\n\n<li><strong>\u6837\u672c\u8986\u76d6<\/strong>\uff1a\u6837\u672c\u6570\u91cf\u867d\u6709516\u4e2a\uff0c\u4f46\u4ece\u884c\u4e1a\u8986\u76d6\u9762\u548c\u65f6\u95f4\u8de8\u5ea6\u6765\u770b\u4ecd\u9700\u6269\u5145\u30108\u2020L16-L17\u3011\u3002<\/li>\n\n\n\n<li><strong>\u7528\u6237\u4ea4\u4e92\u6570\u636e\u7f3a\u5931<\/strong>\uff1a\u53ef\u8fbe\u6027\u548c\u4e92\u52a8\u6027\u7684\u8bc4\u5b9a\u4e3b\u8981\u4f9d\u636e\u6587\u672c\u4e2d\u7684\u63d0\u793a\uff0c\u672a\u878d\u5408\u771f\u5b9e\u7684\u7528\u6237\u4ea4\u4e92\u6570\u636e\u6216\u9875\u9762\u67b6\u6784\u4fe1\u606f\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">7.3 \u672a\u6765\u65b9\u5411<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bed\u4e49\u589e\u5f3a<\/strong>\uff1a\u5728\u65e2\u6709\u89c4\u5219\u6846\u67b6\u57fa\u7840\u4e0a\uff0c\u5f15\u5165\u8bed\u4e49\u5206\u6790\u6216\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0c\u901a\u8fc7\u89c4\u5219\u4e0e\u8bed\u4e49\u878d\u5408\u6765\u52a0\u5f3a\u6a21\u578b\u5bf9\u590d\u6742\u8868\u8fbe\u7684\u8bc6\u522b\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u6837\u672c\u6269\u5c55<\/strong>\uff1a\u52a0\u5927\u6837\u672c\u6570\u91cf\uff0c\u62d3\u5c55\u884c\u4e1a\u8986\u76d6\u9762\uff0c\u9488\u5bf9\u4e0d\u540c\u79cd\u7c7b\u5e94\u7528\u548c\u4e0d\u540c\u7248\u672c\u7684\u9690\u79c1\u534f\u8bae\u5f00\u5c55\u7eb5\u5411\u5bf9\u6bd4\u5206\u6790\u3002<\/li>\n\n\n\n<li><strong>\u5e73\u53f0\u5316<\/strong>\uff1a\u5c06\u79bb\u7ebf\u5206\u6790\u5de5\u5177\u62d3\u5c55\u4e3a\u53ef\u89c6\u5316\u8bc4\u4ef7\u5e73\u53f0\uff0c\u65e2\u80fd\u81ea\u52a8\u8bc4\u5206\uff0c\u53c8\u80fd\u5b9a\u4f4d\u9ad8\u98ce\u9669\u6761\u6b3e\u5e76\u7ed9\u51fa\u9488\u5bf9\u6027\u6539\u826f\u610f\u89c1\uff0c\u5728\u76d1\u7ba1\u8bc4\u5b9a\u3001\u4f01\u4e1a\u81ea\u4e3b\u5408\u89c4\u68c0\u67e5\u4ee5\u53ca\u516c\u4f17\u9690\u79c1\u8ba4\u77e5\u7b49\u65b9\u9762\u53d1\u6325\u66f4\u5927\u5b9e\u7528\u4ef7\u503c\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u7ed3\u8bed<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u9690\u79c1\u653f\u7b56\u7684\u201c\u900f\u660e\u5ea6\u201d\u4e0d\u5e94\u53ea\u662f\u4e00\u7eb8\u7a7a\u6587\uff0c\u800c\u662f\u7528\u6237\u4fe1\u4efb\u7684\u57fa\u77f3\u3002\u4e00\u5957\u5ba2\u89c2\u3001\u53ef\u91cf\u5316\u7684\u8bc4\u4ef7\u6807\u51c6\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u5e2e\u52a9\u76d1\u7ba1\u673a\u6784\u9ad8\u6548\u5f00\u5c55\u62bd\u68c0\u5de5\u4f5c\uff0c\u4e5f\u53ef\u4ee5\u6307\u5bfc\u4e92\u8054\u7f51\u5e73\u53f0\u4f18\u5316\u9690\u79c1\u653f\u7b56\u6587\u672c\uff0c\u66f4\u80fd\u8ba9\u666e\u901a\u7528\u6237\u5728\u9009\u62e9\u4f7f\u7528\u67d0\u4e2a\u5e94\u7528\u65f6\uff0c\u591a\u4e00\u4efd\u77e5\u60c5\u3001\u5c11\u4e00\u4efd\u76f2\u76ee\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b63\u5982\u672c\u6587\u5b9e\u9a8c\u6240\u63ed\u793a\u7684\uff1a<strong>\u5927\u591a\u6570\u5e73\u53f0\u5df2\u7ecf\u628a\u201c\u8be5\u5199\u7684\u90fd\u5199\u4e86\u201d\uff0c\u4f46\u8fdc\u672a\u505a\u5230\u201c\u8ba9\u7528\u6237\u770b\u5f97\u61c2\u201d<\/strong>&nbsp;\u3002\u4ece\u201c\u544a\u77e5\u660e\u786e\u201d\u5230\u201c\u7528\u6237\u7406\u89e3\u201d\uff0c\u4e2d\u95f4\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\u3002\u5e0c\u671b\u8fd9\u5957\u65b9\u6cd5\u80fd\u4e3a\u6b64\u8d21\u732e\u4e00\u4efd\u5fae\u8584\u7684\u529b\u91cf\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u9644\u5f55<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6e90\u4ee3\u7801\u2014\u2014\u6a21\u7cca\u6027\u8bc4\u4ef7\u8ba1\u7b97\u65b9\u6cd5<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code># -*- coding: utf-8 -*-\nimport os\nimport re\nimport jieba\nfrom collections import Counter\nimport pandas as pd\nfrom tqdm import tqdm\n\nROOT_FOLDER = r\"F:\\main files\\Graduation project\\main_program_result\\sample_500\"   # \u2190 \u6539\u6210\u4f60\u7684\u6587\u4ef6\u5939\nOUTPUT_FINAL = r\"F:\\main files\\Graduation project\\main_program_result\\0422_sample_500_result\\per_policy_evaluation_final_v17.csv\"\n\n# ====================== \u6a21\u7cca\u79cd\u5b50\u8bcd\u5206\u7c7b\uff08Bhatia\u7406\u8bba\uff09 ======================\nVAGUE_CATEGORIES = {\n    \"modality\": {\"\u53ef\u4ee5\", \"\u53ef\u80fd\", \"\u53ef\u80fd\u4f1a\", \"\u6216\u8bb8\", \"\u6216\", \"\u6216\u8005\", \"\u4e5f\u8bb8\"},\n    \"condition\": {\"\u6839\u636e\u9700\u8981\", \"\u5728\u5fc5\u8981\u65f6\", \"\u89c6\u60c5\u51b5\", \"\u89c6\u60c5\u51b5\u800c\u5b9a\", \"\u6839\u636e\u5b9e\u9645\u60c5\u51b5\", \"\u914c\u60c5\"},\n    \"generalization\": {\"\u4e00\u822c\", \"\u901a\u5e38\", \"\u5927\u90e8\u5206\", \"\u591a\u6570\", \"\u90e8\u5206\", \"\u67d0\u4e9b\", \"\u4e00\u4e9b\", \"\u5408\u7406\", \"\u9002\u5f53\", \"\u5c3d\u53ef\u80fd\", \"\u5c3d\u91cf\"},\n    \"numeric\": {\"\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\", \"\u8bf8\u5982\", \"\u4f8b\u5982\", \"\u7b49\"}\n}\n\nACTION_WORDS = {\"\u6536\u96c6\", \"\u4f7f\u7528\", \"\u5171\u4eab\", \"\u62ab\u9732\", \"\u8f6c\u8ba9\", \"\u5b58\u50a8\", \"\u5904\u7406\", \"\u4fdd\u7559\", \"\u5220\u9664\", \"\u8bbf\u95ee\", \"\u66f4\u6b63\", \"\u64a4\u56de\"}\n\ndef calculate_accessibility(text: str) -&gt; float:\n    score = 0.0\n    if re.search(r'https?:\/\/|\u672c\u653f\u7b56\u94fe\u63a5|\u9690\u79c1\u653f\u7b56\u5730\u5740|\u67e5\u770b\u5b8c\u6574\u653f\u7b56', text): score += 40\n    if re.search(r'\u9875\u811a|\u8bbe\u7f6e|\u9996\u9875|footer|setting|policy link', text, re.I): score += 30\n    if re.search(r'\u79fb\u52a8\u7aef|\u624b\u673a|\u54cd\u5e94\u5f0f|\u52a0\u8f7d|3\u79d2|\u5feb\u901f\u8bbf\u95ee', text): score += 30\n    return round(max(0, min(100, score)), 1)\n\ndef calculate_interactivity(text: str) -&gt; float:\n    score = 0.0\n    if re.search(r'\u76ee\u5f55|1\\.|\u7b2c\u4e00\u7ae0|\u7ae0\u8282|\u5c55\u5f00|\u6298\u53e0|\u5bfc\u822a', text) or len(re.findall(r'^\\d+\\.', text, re.M)) &gt;= 3: score += 30\n    if re.search(r'\u641c\u7d22|\u67e5\u8be2|\u67e5\u627e|keyword|search', text): score += 20\n    if re.search(r'\u5c55\u5f00|\u6298\u53e0|\u8be6\u60c5|\u53ef\u89c6\u5316|\u56fe\u8868|\u4eea\u8868\u76d8', text): score += 30\n    if re.search(r'\u89e3\u91ca|\u4e2a\u6027\u5316|\u804a\u5929|\u95ee\u7b54|AI|\u5bf9\u8bdd', text): score += 20\n    return round(max(0, min(100, score)), 1)\n\ndef calculate_rights_score(text: str) -&gt; dict:\n    RIGHTS_KEYWORDS = {\"access\": &#91;\"\u8bbf\u95ee\", \"\u67e5\u9605\", \"\u83b7\u53d6\", \"\u77e5\u60c5\"], \"correction\": &#91;\"\u66f4\u6b63\", \"\u4fee\u6b63\", \"\u4fee\u6539\"], \"deletion\": &#91;\"\u5220\u9664\", \"\u5220\u9664\u6743\"], \"withdraw\": &#91;\"\u64a4\u56de\", \"\u64a4\u9500\u540c\u610f\"], \"portability\": &#91;\"\u8f6c\u79fb\", \"\u6570\u636e\u53ef\u643a\u5e26\"], \"explanation\": &#91;\"\u89e3\u91ca\", \"\u8bf4\u660e\", \"\u544a\u77e5\"], \"complaint\": &#91;\"\u6295\u8bc9\", \"\u5f02\u8bae\"]}\n    missing = &#91;key for key, kws in RIGHTS_KEYWORDS.items() if not any(kw in text for kw in kws)]\n    score = max(0, 100 - 12 * len(missing))\n    return {\"score\": score, \"missing\": \"; \".join(missing) if missing else \"\u65e0\u660e\u663e\u7f3a\u5931\"}\n\ndef calculate_security_score(text: str) -&gt; dict:\n    SECURITY_KEYWORDS = {\"encryption\": &#91;\"\u52a0\u5bc6\"], \"storage\": &#91;\"\u5b58\u50a8\", \"\u4fdd\u5b58\"], \"breach\": &#91;\"\u6cc4\u9732\", \"\u6570\u636e\u6cc4\u9732\"], \"assessment\": &#91;\"\u5b89\u5168\u8bc4\u4f30\", \"\u98ce\u9669\u8bc4\u4f30\"], \"protection\": &#91;\"\u4fdd\u62a4\", \"\u5b89\u5168\u4fdd\u62a4\u63aa\u65bd\"]}\n    missing = &#91;key for key, kws in SECURITY_KEYWORDS.items() if not any(kw in text for kw in kws)]\n    score = max(0, 100 - 16 * len(missing))\n    return {\"score\": score, \"missing\": \"; \".join(missing) if missing else \"\u65e0\u660e\u663e\u7f3a\u5931\"}\n\ndef calculate_readability_score(text: str, words: list) -&gt; float:\n    sentences = &#91;s for s in re.split(r'&#91;\u3002\uff01\uff1f\uff1b\\n\\n]', text) if len(s.strip()) &gt; 5]\n    if not sentences: return 60.0\n    avg_len = sum(len(s) for s in sentences) \/ len(sentences)\n    complex_ratio = sum(1 for w in words if len(w) &gt;= 3) \/ len(words) * 100\n    score = 100 - (avg_len * 0.4 + complex_ratio * 0.3)\n    return round(max(30, min(95, score)), 1)\n\n# ====================== v17\u6838\u5fc3\uff1a\u544a\u77e5\u660e\u786e\u6027\u4e09\u5c42\u8bc4\u5206 ======================\ndef calculate_vague_clarity_score(text: str, words: list) -&gt; float:\n    \"\"\"\u544a\u77e5\u660e\u786e\u6027\uff08\u6743\u91cd50%\uff09\uff1a\u5206\u7c7b + \u4e0a\u4e0b\u6587\u884c\u52a8-\u4fe1\u606f\u5bf9 + \u53e5\u5b50\u7ea7\"\"\"\n    # 1. \u5206\u7c7b\u7edf\u8ba1\n    category_counts = {cat: 0 for cat in VAGUE_CATEGORIES}\n    for cat, seeds in VAGUE_CATEGORIES.items():\n        for seed in seeds:\n            category_counts&#91;cat] += sum(1 for w in words if w == seed)\n    weights = {\"modality\": 0.4, \"condition\": 0.25, \"generalization\": 0.2, \"numeric\": 0.15}\n    weighted_vague = sum(category_counts&#91;cat] * weights&#91;cat] for cat in VAGUE_CATEGORIES)\n\n    # 2. \u884c\u52a8-\u4fe1\u606f\u5bf9\u4e0a\u4e0b\u6587\n    sentences = re.split(r'&#91;\u3002\uff01\uff1f\uff1b]', text)\n    a_i_pairs = 0\n    vague_in_pair = 0\n    for sent in sentences:\n        if any(act in sent for act in ACTION_WORDS):\n            a_i_pairs += 1\n            if any(any(seed in sent for seed in seeds) for seeds in VAGUE_CATEGORIES.values()):\n                vague_in_pair += 1\n    context_penalty = (vague_in_pair \/ max(a_i_pairs, 1)) * 30 if a_i_pairs &gt; 0 else 0\n\n    # 3. \u53e5\u5b50\u7ea7\u6a21\u7cca\n    fuzzy_sentences = sum(1 for sent in sentences if len(sent.strip()) &gt; 20 and \n                         any(any(seed in sent for seed in seeds) for seeds in VAGUE_CATEGORIES.values()))\n    sentence_penalty = (fuzzy_sentences \/ max(len(sentences), 1)) * 20\n\n    total_vague = weighted_vague + context_penalty + sentence_penalty\n    total_words = len(words)\n    vague_score = total_vague \/ max(total_words, 1) * 100\n    vague_norm = 100 - vague_score * 1.2\n    return round(max(30, min(95, vague_norm)), 1)\n\ndef process_per_policy(filepath: str) -&gt; dict:\n    with open(filepath, 'r', encoding='utf-8') as f:\n        text = f.read().strip()\n    if not text: return None\n    app_name = os.path.basename(filepath)&#91;:-4]\n    words = jieba.lcut(text)\n    if len(words) == 0: return None\n\n    vague_clarity = calculate_vague_clarity_score(text, words)      # \u544a\u77e5\u660e\u786e\u6027\n    readability = calculate_readability_score(text, words)\n    fuzzy_total = round(0.5 * vague_clarity + 0.5 * readability, 2)  # \u4e25\u683c\u6309\u91cd\u6784\u8ba1\u7b97\u4f53\u7cfb.pdf\n\n    rights_info = calculate_rights_score(text)\n    security_info = calculate_security_score(text)\n    acc_score = calculate_accessibility(text)\n    int_score = calculate_interactivity(text)\n\n    return {\n        \"app_name\": app_name,\n        \"\u544a\u77e5\u660e\u786e\u6027\u5f97\u5206\": vague_clarity,\n        \"\u53ef\u8bfb\u6027\u5f97\u5206\": readability,\n        \"\u8868\u8ff0\u6a21\u7cca\u6027\u603b\u5206\": fuzzy_total,\n        \"accessibility_score\": acc_score,\n        \"interactivity_score\": int_score,\n        \"rights_score\": rights_info&#91;\"score\"], \"rights_missing\": rights_info&#91;\"missing\"],\n        \"security_score\": security_info&#91;\"score\"], \"security_missing\": security_info&#91;\"missing\"],\n        \"top5_high_vague\": \"; \".join(&#91;f\"{w}({c}x80)\" for w, c in Counter(words).most_common(5)]),\n    }\n\ndef compute_final_score(df):\n    def get_level(s): \n        if s &gt;= 85: return \"\u4f18\u79c0\"\n        elif s &gt;= 75: return \"\u826f\u597d\"\n        elif s &gt;= 60: return \"\u4e00\u822c\"\n        elif s &gt;= 45: return \"\u8f83\u5dee\"\n        return \"\u6781\u5dee\"\n    df&#91;'final_level'] = df&#91;'\u8868\u8ff0\u6a21\u7cca\u6027\u603b\u5206'].apply(get_level)\n    df&#91;'rank'] = df&#91;'\u8868\u8ff0\u6a21\u7cca\u6027\u603b\u5206'].rank(ascending=False, method='min').astype(int)\n    df&#91;'\u5408\u89c4\u6027\u5f97\u5206'] = round(df&#91;'rights_score'] * 0.5 + df&#91;'security_score'] * 0.5, 2)\n\n    result_columns = &#91;'rank', 'app_name', '\u8868\u8ff0\u6a21\u7cca\u6027\u603b\u5206', 'final_level', \n                      '\u544a\u77e5\u660e\u786e\u6027\u5f97\u5206', '\u53ef\u8bfb\u6027\u5f97\u5206', \n                      'accessibility_score', 'interactivity_score',\n                      '\u5408\u89c4\u6027\u5f97\u5206', 'rights_score', 'security_score', \n                      'rights_missing', 'security_missing', 'top5_high_vague']\n    df_final = df&#91;result_columns].sort_values('\u8868\u8ff0\u6a21\u7cca\u6027\u603b\u5206', ascending=False)\n    df_final.to_csv(OUTPUT_FINAL, index=False, encoding='utf-8-sig')\n    print(f\"\u2705 v17\u8fd0\u884c\u5b8c\u6210\uff01\u7ed3\u679c\u4fdd\u5b58\u81f3 {OUTPUT_FINAL}\uff08\u8868\u8ff0\u6a21\u7cca\u6027\u603b\u5206\u5df2\u4e25\u683c\u630950\/50\u6838\u5fc3\u516c\u5f0f\uff09\")\n    return df_final\n\ndef main():\n    results = &#91;process_per_policy(os.path.join(ROOT_FOLDER, f)) for f in os.listdir(ROOT_FOLDER) if f.lower().endswith('.txt')]\n    df = pd.DataFrame(&#91;r for r in results if r])\n    compute_final_score(df)\n\nif __name__ == \"__main__\":\nmain()<\/code><\/pre>\n\n\n\n<h3 class=\"wp-block-heading\">\u63d2\u4ef6\u4e0b\u8f7d<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u60f3\u5c1d\u8bd5\u63d2\u4ef6\u6548\u679c\u7684\u53ef\u4ee5\u79fb\u6b65github\u4e0b\u8f7d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/github.com\/1MarsRain4\/Privacy-policies-vague-accessibility-chrome-extention\">https:\/\/github.com\/1MarsRain4\/Privacy-policies-vague-accessibility-chrome-extention<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u3001\u5f15\u8a00 \u6bcf\u6b21\u4e0b\u8f7d\u4e00\u4e2a\u65b0App\uff0c\u5f39\u51fa\u6765\u7684\u7b2c\u4e00\u4ef6\u4e8b\u5c31\u662f\u8981\u6c42\u7528\u6237\u52fe\u9009\u201c\u6211\u5df2\u9605\u8bfb\u5e76\u540c\u610f\u300a\u9690\u79c1\u653f\u7b56\u300b\u201d\u2014\u2014\u4f46\u626a\u5fc3\u81ea\u95ee\uff0c [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"no","_lmt_disable":"","footnotes":""},"categories":[21],"tags":[],"class_list":["post-682","post","type-post","status-publish","format-standard","hentry","category-21"],"modified_by":"MarsRain","_links":{"self":[{"href":"https:\/\/myblog.marsrains.top\/index.php?rest_route=\/wp\/v2\/posts\/682","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/myblog.marsrains.top\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/myblog.marsrains.top\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/myblog.marsrains.top\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/myblog.marsrains.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=682"}],"version-history":[{"count":15,"href":"https:\/\/myblog.marsrains.top\/index.php?rest_route=\/wp\/v2\/posts\/682\/revisions"}],"predecessor-version":[{"id":986,"href":"https:\/\/myblog.marsrains.top\/index.php?rest_route=\/wp\/v2\/posts\/682\/revisions\/986"}],"wp:attachment":[{"href":"https:\/\/myblog.marsrains.top\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=682"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/myblog.marsrains.top\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=682"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/myblog.marsrains.top\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=682"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}