{"id":1090,"date":"2022-01-05T10:17:54","date_gmt":"2022-01-05T02:17:54","guid":{"rendered":"https:\/\/edu.freezhao.com\/?p=1090"},"modified":"2022-05-27T21:51:30","modified_gmt":"2022-05-27T13:51:30","slug":"w","status":"publish","type":"post","link":"https:\/\/edu.freezhao.com\/en\/original-course\/ials\/2022\/01\/w\/","title":{"rendered":"The Influence of Interdependence in Networked Publics Spheres: How Community-Level Interactions Affect the Evolution of Topics in Online Discourse"},"content":{"rendered":"<iframe id=\"spkj\" src=\"\/\/player.bilibili.com\/player.html?aid=252996489&amp;bvid=BV1HY41187MK&amp;cid=479334281&amp;page=1\" scrolling=\"no\" border=\"0\" frameborder=\"no\" framespacing=\"0\" allowfullscreen=\"true\" width=\"100%\"> <\/iframe>\n<script type=\"text\/javascript\">  \ndocument.getElementById(\"spkj\").style.height=document.getElementById(\"spkj\").scrollWidth*0.76+\"px\";\n<\/script>\n\n\n\n<h2 class=\"wp-block-heading\">\u7f51\u7edc\u516c\u5171\u9886\u57df\u4e2d\u793e\u533a\u76f8\u4e92\u4f9d\u8d56\u6027\u5bf9\u8bdd\u9898\u5f71\u54cd\u7684\u7814\u7a76<\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\"><p>\u7f51\u7edc\u516c\u5171\u9886\u57df\u7684\u7814\u7a76\u5f80\u5f80\u901a\u8fc7\u7814\u7a76\u7528\u6237\u7684\u4e92\u52a8\u6765\u8003\u5bdf\u5728\u7ebf\u5e73\u53f0\u7684\u7ed3\u6784\u3002\u8fd9\u4e9b\u7814\u7a76\u8868\u660e\uff0c\u5f53\u5bf9\u8bdd\u8005\u5f62\u6210\u540c\u8d28\u7684\u793e\u533a\uff0c\u901a\u5e38\u4e0e\u5176\u4ed6\u6301\u76f8\u53cd\u610f\u8bc6\u5f62\u6001\u7684\u4eba\u6ca1\u6709\u4ec0\u4e48\u8054\u7cfb\u65f6\uff0c\u7528\u6237\u7684\u4e92\u52a8\u4f1a\u5bfc\u81f4\u7f51\u7edc\u5df4\u5c14\u5e72\u5316\u3002\u7136\u800c\uff0c\u672c\u7814\u7a76\u5e76\u6ca1\u6709\u5047\u8bbe\u793e\u533a\u662f\u5b64\u7acb\u7684\uff0c\u800c\u662f\u8003\u5bdf\u4e86\u793e\u533a\u5c42\u9762\u7684\u4e92\u52a8\uff0c\u4ee5\u63ed\u793a\u5728\u7ebf\u8bdd\u8bed\u4e2d\u7684\u793e\u533a\u5982\u4f55\u6bd4\u4ee5\u524d\u7684\u7406\u8bba\u66f4\u76f8\u4e92\u4f9d\u8d56\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u6211\u4eec\u7814\u7a76\u4e86\u8fd9\u79cd\u4e92\u52a8\u5982\u4f55\u5f71\u54cd\u6e90\u793e\u533a\u548c\u76ee\u6807\u793e\u533a\u4e2d\u4e3b\u9898\u7684\u6f14\u53d8\u3002<\/p><\/blockquote>\n\n\n\n<ol class=\"wp-block-list\"><li><strong>\u5173\u4e8e\u793e\u533a\u4e92\u52a8\u7814\u7a76\u7684\u9610\u91ca<\/strong><ol><li>\u793e\u533a\u4e92\u52a8\u76f8\u5173\u6982\u5ff5\u7684\u7406\u89e3<ol><li>\u516c\u5171\u8bdd\u9898<ol><li>\u4ec0\u4e48\u662f\u516c\u5171\u8bdd\u8bed<\/li><li>\u8bdd\u8bed\u7ed3\u6784\u7684\u6982\u5ff5\u548c\u5f62\u6210<\/li><li>\u516c\u5171\u8bdd\u8bed\u548c\u5b83\u4ea7\u751f\u7684\u7ed3\u6784\u7684\u5173\u7cfb<\/li><\/ol><\/li><li>\u516c\u5171\u9886\u57df<ol><li>\u516c\u5171\u9886\u57df\u6982\u5ff5\u53ca\u5176\u7279\u70b9<\/li><li>\u7f51\u7edc\u5df4\u5c14\u5e72\u5316\u7684\u542b\u4e49\u53ca\u610f\u4e49<\/li><li>\u5df4\u5c14\u5e72\u5316\u4e0b\u516c\u5171\u9886\u57df\u7684\u76f8\u4e92\u5f71\u54cd<\/li><\/ol><\/li><\/ol><\/li><li>\u600e\u6837\u7814\u7a76\u793e\u533a\u4e92\u52a8\u5bf9\u8bdd\u9898\u7684\u5f71\u54cd<ol><li>\u7528\u4ec0\u4e48\u6570\u636e\u7814\u7a76<ol><li>\u7528twitter\uff08\u7528\u6237\u91cf\u5927\uff09<\/li><li>\u9009\u62e9\u516c\u5171\u8bdd\u9898\uff08\u96be\u6c11\uff09<\/li><li>\u5220\u9664\u53d1Twitter\u6570\u91cf\u5c0f\u4e8e\u7b49\u4e8e\u5341\u7684\u7528\u6237\uff08\u63d0\u9ad8\u6a21\u578b\u51c6\u786e\u6027\uff09<\/li><\/ol><\/li><li>\u7528\u4ec0\u4e48\u6a21\u578b\u7814\u7a76<ol><li>Louvain algorithm\uff1a\u5b9a\u4e49\u793e\u533a<ul><li>\uff08\u793e\u533a\u5185\u90e8\u6743\u91cd\u4e4b\u548c\u8d8a\u5927\uff0c\u793e\u533a\u4e0e\u5916\u90e8\u8fde\u63a5\u6743\u91cd\u8d8a\u5c0f\uff0c\u5219\u6a21\u5757\u5ea6modularity value\u8d8a\u5927\u3002\u6a21\u5757\u5ea6\u8d8a\u5927\u5219\u5206\u7fa4\u8d28\u91cf\u8d8a\u9ad8\uff09<\/li><\/ul><\/li><li>the PageRank values\uff1a\u793e\u4ea4\u7f51\u7edc\u94fe\u63a5\u5206\u6790<ul><li>\uff08\u5411\u91cfpagerank\u8d8a\u9ad8\u8bf4\u660e\u8be5\u70b9\u94fe\u63a5\u8d8a\u591a\uff09<\/li><\/ul><\/li><li>VADER\uff1a\u60c5\u611f\u5206\u6790\u6a21\u578b<ul><li>\uff08\u63a8\u6587\u4e2d\u6bcf\u4e2a\u8bcd\u6c47\u7684\u60c5\u611f\u503e\u5411\u5f97\u5206\u76f8\u52a0\u5e76\u6807\u51c6\u5316\uff0c\u5373\u53ef\u5f97\u5230\u63a8\u6587\u7684\u60c5\u611f\u5f97\u5206\uff09<\/li><\/ul><\/li><li>document influence model\uff08\u201cDIM\u201d\uff09\uff1a\u91cf\u5316\u6bcf\u4e2a\u793e\u533a\u5bf9\u8bdd\u9898\u6f14\u5316\u7684\u5f71\u54cd<ul><li>\uff08\u6bcf\u7bc7\u63a8\u6587\u5206\u914d\u4e00\u4e2a\u6b63\u6001\u5206\u5e03\u7684\u5f71\u54cd\u529b\u5206\u6570\uff0c\u4ece\u6587\u672c\u89d2\u5ea6\u8be5\u5f71\u54cd\u529b\u5206\u6570\u663e\u793a\u8be5\u63a8\u6587\u5bf9\u6f5c\u5728\u4e3b\u9898\u7684\u5f71\u54cd\u529b\uff09<\/li><\/ul><\/li><li>LDA\uff1a\u5206\u6790\u7ed9\u5b9a\u7684\u4e00\u7bc7\u6587\u7ae0\u90fd\u6709\u4ec0\u4e48\u4e3b\u9898\uff0c\u6bcf\u4e2a\u4e3b\u9898\u51fa\u73b0\u7684\u5360\u6bd4\u5927\u5c0f\u662f\u591a\u5c11<ul><li>\uff08\u4e00\u7bc7\u6587\u7ae0\u53ef\u4ee5\u5305\u542b\u591a\u4e2a\u4e3b\u9898\uff0c\u6240\u4ee5\u4f1a\u6709\u4e3b\u9898\u5206\u5e03\u6982\u7387\uff0c\u53ef\u4ee5\u8ba4\u4e3a\u6587\u7ae0\u4e2d\u7684\u6bcf\u4e2a\u8bcd\u90fd\u7531\u5176\u4e2d\u7684\u4e3b\u9898\u751f\u6210\uff09<\/li><\/ul><\/li><\/ol><\/li><li>\u600e\u4e48\u89c2\u5bdf\u6570\u636e\u7ed3\u679c<ul><li>\u793e\u533a1\u5bf9\u793e\u533a2\u7684\u5f71\u54cd\uff0c\u53ef\u4ee5\u8868\u793a\u4e3a\u67d0\u4e2a\u4e3b\u9898\u4e0b\u793e\u533a1\u5728DIM\u4e2d\u7684\u5f97\u5206\u4e0e\u793e\u533a2\u5728LDA\u7684\u5f97\u5206\u7684\u4e58\u79ef\uff0c\u518d\u5c06\u6240\u6709\u4e3b\u9898\u6c42\u548c\u3002<\/li><li>\u793e\u533a\u7684\u60c5\u7eea\u5f97\u5206\uff0c\u5373\u8ba1\u7b97\u6240\u6709\u63a8\u6587\u7684\u60c5\u7eea\u5f97\u5206\u540e\uff0c\u5c06\u63d0\u5230\u4e0d\u540c\u793e\u533a\u7528\u6237\u7684\u63a8\u6587\u6309\u6e90\u793e\u533a\u548c\u76ee\u6807\u793e\u533a\u8fdb\u884c\u5206\u7ec4\uff0c\u5e76\u8ba1\u7b97\u6240\u6709\u793e\u533a\u7684\u5e73\u5747\u60c5\u7eea\u5f97\u5206\u3002<\/li><li>\u63d0\u5230\u53e6\u4e00\u793e\u533a\u7684\u6bd4\u4f8b\uff0c\u5373\u5355\u4f4d\u65f6\u95f4\u5185\u793e\u533a1\u4e2d\u6240\u6709\u63d0\u5230\u793e\u533a2\u7684Twitter\u6570\u9664\u4ee5\u5355\u4f4d\u65f6\u95f4\u5185\u793e\u533a1\u4e2d\u6240\u6709\u63d0\u5230\u5176\u5b83\u793e\u533a\u7684Twitter\u6570\u3002<\/li><li>\u7a33\u5b9a\u6027\u5f97\u5206\uff0c\u901a\u8fc7Louvain algorithm\u6240\u5b9a\u4e49\u7684\u540c\u4e00\u793e\u533a\u4e0d\u540c\u65f6\u95f4\u7684\u4e24\u7ec4\u6570\u636e\u70b9\u7684\u5e76\u96c6\u91cd\u53e0\u7a0b\u5ea6\u6765\u4f53\u73b0\u4e00\u4e2a\u793e\u533a\u7684\u7a33\u5b9a\u6027\u3002<\/li><li>\u793e\u533a\u89c4\u6a21\uff0c\u5373\u5355\u4f4d\u65f6\u95f4\u5185\u793e\u533a\u7684\u7528\u6237\u6570\u3002<\/li><\/ul><\/li><\/ol><\/li><li>\u7814\u7a76\u793e\u533a\u4e92\u52a8\u5f71\u54cd\u6709\u4f55\u610f\u4e49<ol><li>\u793e\u533a\u4e4b\u95f4\u7684\u4e92\u52a8\u662f\u4e4b\u524d\u7814\u7a76\u4e2d\u7f3a\u5931\u7684\u73af\u8282\uff0c\u5c06\u652f\u79bb\u7834\u788e\u7684\u7f51\u7edc\u516c\u5171\u9886\u57df\u8fde\u63a5\u6210\u4e00\u4e2a\u8fde\u63a5\u7684\u9886\u57df\u3002<\/li><li>\u5728\u793e\u533a\u4e4b\u95f4\uff0c\u793e\u533a\u95f4\u7684\u4e92\u52a8\u901a\u8fc7\u5bf9\u540c\u4e00\u4e3b\u9898\u7684\u5171\u540c\u5173\u6ce8\u6765\u8fde\u63a5\u793e\u533a\u3002\u6b64\u5916\uff0c\u4e2d\u89c2\u5c42\u9762\u7684\u793e\u533a\u4e92\u52a8\u5141\u8bb8\u4e00\u4e2a\u793e\u533a\u4e3a\u53e6\u4e00\u4e2a\u793e\u533a\u7684\u8ba8\u8bba\u8bae\u9898\u8bbe\u5b9a\u8bae\u7a0b\uff0c\u5e76\u53ef\u80fd\u6700\u7ec8\u5851\u9020\u516c\u5171\u8bdd\u8bed\u3002<\/li><\/ol><\/li><\/ol><\/li><li><strong>\u7814\u7a76\u7684\u56db\u4e2a\u5047\u8bbe\u4ee5\u53ca\u7814\u7a76\u7ed3\u679c<\/strong><ol><li>\u6e90\u793e\u533a\u89c4\u6a21\u5bf9\u516c\u5171\u8bdd\u9898\u5f71\u54cd\u7a0b\u5ea6\u5448\u6b63\u76f8\u5173\u3002<ul><li>\u6570\u636e\u8868\u660e\uff0c\u5728\u6709\u6210\u5458\u5c06\u90e8\u5206\u8bdd\u9898\u5f15\u5bfc\u5230\u5176\u5b83\u793e\u533a\u65f6\uff0c\u6e90\u793e\u533a\u7684\u89c4\u6a21\u5bf9\u516c\u5171\u8bdd\u9898\u5f71\u54cd\u7a0b\u5ea6\u5448\u6b63\u76f8\u5173\u3002\u5373\u5f53\u4e00\u4e2a\u5927\u578b\u793e\u533a\u8ba8\u8bba\u67d0\u4e9b\u4e3b\u9898\uff0c\u5e76\u4e14\u6709\u6210\u5458\u5c06\u90e8\u5206\u5bf9\u8bdd\u5f15\u5bfc\u5230\u89c4\u6a21\u8f83\u5c0f\u7684\u53e6\u4e00\u4e2a\u793e\u533a\u65f6\uff0c\u6e90\u793e\u533a\u7684\u4e3b\u9898\u53ef\u4ee5\u5728\u76ee\u6807\u793e\u533a\u4e2d\u8bbe\u7f6e\u8ba8\u8bba\u8bae\u7a0b\u3002<\/li><\/ul><\/li><li>\u6e90\u793e\u533a\u7a33\u5b9a\u6027\u5bf9\u516c\u5171\u8bdd\u9898\u5f71\u54cd\u7a0b\u5ea6\u5448\u6b63\u76f8\u5173\u3002<ul><li>\u6570\u636e\u8868\u660e\uff0c\u6e90\u793e\u533a\u7a33\u5b9a\u6027\u5bf9\u516c\u5171\u8bdd\u9898\u5f71\u54cd\u7a0b\u5ea6\u5448\u6b63\u76f8\u5173\uff0c\u4f46\u76ee\u6807\u793e\u533a\u7a33\u5b9a\u6027\u4e0e\u5bf9\u516c\u5171\u8bdd\u9898\u5f71\u54cd\u7a0b\u5ea6\u65e0\u5173\u3002\u5373\u5f53\u6e90\u793e\u533a\u5e0c\u671b\u5f71\u54cd\u76ee\u6807\u793e\u533a\u4e2d\u7684\u8ba8\u8bba\u4e3b\u9898\u65f6\uff0c\u5b83\u9700\u8981\u4fdd\u6301\u76f8\u5bf9\u7a33\u5b9a\u3002\u7136\u800c\uff0c\u53cd\u8fc7\u6765\uff0c\u5f53\u76ee\u6807\u793e\u533a\u5e0c\u671b\u5bf9\u6e90\u793e\u533a\u6210\u5458\u6240\u8ba8\u8bba\u7684\u5185\u5bb9\u4ea7\u751f\u6301\u4e45\u5f71\u54cd\u65f6\uff0c\u5b83\u4eec\u4e0d\u9700\u8981\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u4fdd\u6301\u76f8\u5bf9\u7a33\u5b9a\u548c\u4e00\u81f4\u3002<\/li><\/ul><\/li><li>\u6e90\u793e\u533a\u4e0e\u76ee\u6807\u793e\u533a\u4e92\u52a8\u5185\u5bb9\u7684\u60c5\u7eea\u79ef\u6781\u6027\u662f\u5426\u4e0e\u76ee\u6807\u793e\u533a\u8bdd\u9898\u53d8\u5316\u4ea7\u751f\u663e\u8457\u5f71\u54cd\u3002<ul><li>\u6570\u636e\u8868\u660e\uff0c\u6e90\u793e\u533a\u4e92\u52a8\u5185\u5bb9\u7684\u60c5\u7eea\u79ef\u6781\u6027\u4e0e\u76ee\u6807\u793e\u533a\u8bdd\u9898\u53d8\u5316\u65e0\u6cd5\u4ea7\u751f\u663e\u8457\u5f71\u54cd\u3002\u5373\u6e90\u793e\u533a\u548c\u76ee\u6807\u793e\u533a\u4e4b\u95f4\u7684\u6b63\u9762\u6216\u8d1f\u9762\u4e92\u52a8\u5728\u5f71\u54cd\u8bdd\u9898\u53d8\u5316\u65b9\u9762\u6ca1\u6709\u660e\u663e\u5dee\u5f02\u3002<\/li><\/ul><\/li><li>\u6e90\u793e\u533a\u4e0e\u76ee\u6807\u793e\u533a\u4e92\u52a8\u9891\u6b21\u662f\u5426\u4e0e\u76ee\u6807\u793e\u533a\u8bdd\u9898\u53d8\u5316\u4ea7\u751f\u663e\u8457\u5f71\u54cd\u3002<ul><li>\u6570\u636e\u8868\u660e\uff0c\u6e90\u793e\u533a\u7684\u4ea4\u4e92\u9891\u6b21\u4e0d\u4f1a\u5f71\u54cd\u76ee\u6807\u793e\u533a\u8bdd\u9898\u7684\u53d8\u5316\uff0c\u4f46\u4ece\u76ee\u6807\u793e\u533a\u5230\u6e90\u793e\u533a\u7684\u4ea4\u4e92\u9891\u6b21\u5bf9\u76ee\u6807\u793e\u533a\u8bdd\u9898\u53d8\u5316\u4ea7\u751f\u663e\u8457\u5f71\u54cd\u3002<\/li><\/ul><\/li><\/ol><\/li><li><strong>\u7814\u7a76\u603b\u7ed3<\/strong><ul><li>\u4e00\u4e2a\u793e\u533a\u5f71\u54cd\u53e6\u4e00\u4e2a\u793e\u533a\u7684\u8bdd\u8bed\u8bdd\u9898\uff0c\u5982\u679c\u8fd9\u4e2a\u793e\u533a\u662f\u4e00\u4e2a\u5927\u7684\u793e\u533a\uff0c\u5e76\u4e14\u5728\u4e00\u6bb5\u65f6\u95f4\u5185\u4fdd\u6301\u7a33\u5b9a\uff0c\u90a3\u4e48\u8fd9\u4e2a\u793e\u533a\u5c31\u6709\u66f4\u597d\u7684\u673a\u4f1a\u3002\u6b64\u5916\uff0c\u5f53\u76ee\u6807\u793e\u533a\u53c2\u4e0e\u53cd\u9988\u65f6\uff0c\u5b83\u8fd8\u53ef\u80fd\u5f71\u54cd\u6e90\u793e\u533a\u8ba8\u8bba\u7684\u5185\u5bb9\u3002<\/li><\/ul><\/li><li><strong>\u672c\u7814\u7a76\u7684\u5c40\u9650<\/strong><ul><li>\u5f53\u5bf9\u5927\u91cf\u6570\u636e\u8fdb\u884c\u805a\u5408\u548c\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class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1920\" height=\"1920\" src=\"https:\/\/edu.freezhao.com\/wp-content\/uploads\/2022\/01\/the-influence-of-interdependence-in-networked-publics-spheres-how-community-level-interactions-affect-the-evolution-of-topics-in-online-discourse-1920x1920.jpg\" alt=\"\" class=\"wp-image-2152\" srcset=\"https:\/\/edu.freezhao.com\/wp-content\/uploads\/2022\/01\/the-influence-of-interdependence-in-networked-publics-spheres-how-community-level-interactions-affect-the-evolution-of-topics-in-online-discourse.jpg 1920w, https:\/\/edu.freezhao.com\/wp-content\/uploads\/2022\/01\/the-influence-of-interdependence-in-networked-publics-spheres-how-community-level-interactions-affect-the-evolution-of-topics-in-online-discourse-300x300.jpg 300w, https:\/\/edu.freezhao.com\/wp-content\/uploads\/2022\/01\/the-influence-of-interdependence-in-networked-publics-spheres-how-community-level-interactions-affect-the-evolution-of-topics-in-online-discourse-150x150.jpg 150w, https:\/\/edu.freezhao.com\/wp-content\/uploads\/2022\/01\/the-influence-of-interdependence-in-networked-publics-spheres-how-community-level-interactions-affect-the-evolution-of-topics-in-online-discourse-768x768.jpg 768w, https:\/\/edu.freezhao.com\/wp-content\/uploads\/2022\/01\/the-influence-of-interdependence-in-networked-publics-spheres-how-community-level-interactions-affect-the-evolution-of-topics-in-online-discourse-1536x1536.jpg 1536w, https:\/\/edu.freezhao.com\/wp-content\/uploads\/2022\/01\/the-influence-of-interdependence-in-networked-publics-spheres-how-community-level-interactions-affect-the-evolution-of-topics-in-online-discourse-1870x1870.jpg 1870w, https:\/\/edu.freezhao.com\/wp-content\/uploads\/2022\/01\/the-influence-of-interdependence-in-networked-publics-spheres-how-community-level-interactions-affect-the-evolution-of-topics-in-online-discourse-400x400.jpg 400w, https:\/\/edu.freezhao.com\/wp-content\/uploads\/2022\/01\/the-influence-of-interdependence-in-networked-publics-spheres-how-community-level-interactions-affect-the-evolution-of-topics-in-online-discourse-800x800.jpg 800w, https:\/\/edu.freezhao.com\/wp-content\/uploads\/2022\/01\/the-influence-of-interdependence-in-networked-publics-spheres-how-community-level-interactions-affect-the-evolution-of-topics-in-online-discourse-1320x1320.jpg 1320w\" sizes=\"auto, (max-width: 1920px) 100vw, 1920px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Comments<\/h3>\n\n\n\n<p>\u8bfe\u7a0b\u5f88\u597d\uff0c\u7761\u7720\u8d28\u91cfnice\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u539f\u6587<\/h3>\n\n\n\n<p>Yang, A., Choi, I. M., Abeliuk, A., &amp; Saffer, A. (2021). The Influence of Interdependence in Networked Publics Spheres: How Community-Level Interactions Affect the Evolution of Topics in Online Discourse.\u00a0<em>Journal of Computer-Mediated Communication<\/em>.<\/p>","protected":false},"excerpt":{"rendered":"<p>\u7f51\u7edc\u516c\u5171\u9886\u57df\u4e2d\u793e\u533a\u76f8\u4e92\u4f9d\u8d56\u6027\u5bf9\u8bdd\u9898\u5f71\u54cd\u7684\u7814\u7a76 \u7f51\u7edc\u516c\u5171\u9886\u57df\u7684\u7814\u7a76\u5f80\u5f80\u901a\u8fc7\u7814\u7a76\u7528\u6237\u7684\u4e92\u52a8\u6765\u8003\u5bdf\u5728\u7ebf\u5e73\u53f0\u7684\u7ed3\u6784\u3002\u8fd9 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