{"id":101080,"date":"2026-09-06T03:33:29","date_gmt":"2026-09-05T19:33:29","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/101080.html"},"modified":"2026-09-06T03:33:29","modified_gmt":"2026-09-05T19:33:29","slug":"%e5%9f%ba%e4%ba%8e%e5%a4%a7%e6%95%b0%e6%8d%ae%e7%9a%84%e7%97%85%e6%af%92%e5%bc%8f%e7%a4%be%e4%ba%a4%e5%aa%92%e4%bd%93%e8%b6%8b%e5%8a%bf%e5%92%8c%e5%8f%82%e4%b8%8e%e5%ba%a6%e5%88%86%e6%9e%90%e4%b8%8e","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/101080.html","title":{"rendered":"\u57fa\u4e8e\u5927\u6570\u636e\u7684\u75c5\u6bd2\u5f0f\u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\u548c\u53c2\u4e0e\u5ea6\u5206\u6790\u4e0e\u53ef\u89c6\u5316"},"content":{"rendered":"<p>7&gt; &#x1f525;\u4f5c\u8005&#xff1a;it\u6bd5\u8bbe\u5b9e\u6218\u5c0f\u7814&#x1f525;<\/p>\n<p>&#x1f496;\u7b80\u4ecb&#xff1a;java\u3001\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u3001\u5b89\u5353&#xff1b;\u5b9a\u5236\u5f00\u53d1&#xff0c;\u8fdc\u7a0b\u8c03\u8bd5 \u4ee3\u7801\u8bb2\u89e3&#xff0c;\u6587\u6863\u6307\u5bfc&#xff0c;ppt\u5236\u4f5c&#x1f496; \u7cbe\u5f69\u4e13\u680f\u63a8\u8350\u8ba2\u9605&#xff1a;\u5728\u4e0b\u65b9\u4e13\u680f&#x1f447;&#x1f3fb;&#x1f447;&#x1f3fb;&#x1f447;&#x1f3fb;&#x1f447;&#x1f3fb; Java\u7cbe\u5f69\u5b9e\u6218\u6bd5\u8bbe\u9879\u76ee\u6848\u4f8b \u5c0f\u7a0b\u5e8f\u7cbe\u5f69\u9879\u76ee\u6848\u4f8b Python\u5927\u6570\u636e\u9879\u76ee\u6848\u4f8b<\/p>\n<p>\u200b&#x1f495;&#x1f495;<font color=\"red\">\u6587\u672b\u83b7\u53d6\u6e90\u7801<\/font><\/p>\n<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>1\u3001\u57fa\u4e8e\u5927\u6570\u636e\u7684\u75c5\u6bd2\u5f0f\u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\u548c\u53c2\u4e0e\u5ea6\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u8bbe\u8ba1\u4e0e\u5b9e\u73b0-\u524d\u8a00\u4ecb\u7ecd<\/li>\n<li>\n<ul>\n<li>1.1\u80cc\u666f<\/li>\n<li>1.2\u8bfe\u9898\u529f\u80fd\u3001\u6280\u672f<\/li>\n<li>1.3 \u610f\u4e49<\/li>\n<\/ul>\n<\/li>\n<li>2\u3001\u57fa\u4e8e\u5927\u6570\u636e\u7684\u75c5\u6bd2\u5f0f\u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\u548c\u53c2\u4e0e\u5ea6\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u8bbe\u8ba1\u4e0e\u5b9e\u73b0-\u7814\u7a76\u5185\u5bb9<\/li>\n<li>3\u3001\u57fa\u4e8e\u5927\u6570\u636e\u7684\u75c5\u6bd2\u5f0f\u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\u548c\u53c2\u4e0e\u5ea6\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u8bbe\u8ba1\u4e0e\u5b9e\u73b0-\u5f00\u53d1\u6280\u672f\u4e0e\u73af\u5883<\/li>\n<li>4\u3001\u57fa\u4e8e\u5927\u6570\u636e\u7684\u75c5\u6bd2\u5f0f\u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\u548c\u53c2\u4e0e\u5ea6\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u8bbe\u8ba1\u4e0e\u5b9e\u73b0-\u529f\u80fd\u4ecb\u7ecd<\/li>\n<li>5\u3001\u57fa\u4e8e\u5927\u6570\u636e\u7684\u767d\u9e7f\u7684\u6296\u97f3\u8bc4\u8bba\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u5206\u6790\u8bbe\u8ba1\u4e0e\u5b9e\u73b0-\u8bba\u6587\u53c2\u8003<\/li>\n<li>6\u3001\u57fa\u4e8e\u5927\u6570\u636e\u7684\u767d\u9e7f\u7684\u6296\u97f3\u8bc4\u8bba\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u5206\u6790\u8bbe\u8ba1\u4e0e\u5b9e\u73b0-\u6210\u679c\u5c55\u793a<\/li>\n<li>\n<ul>\n<li>6.1\u6f14\u793a\u89c6\u9891<\/li>\n<li>6.2\u6f14\u793a\u56fe\u7247<\/li>\n<\/ul>\n<\/li>\n<li>7\u3001\u4ee3\u7801\u5c55\u793a<\/li>\n<li>8\u3001\u7ed3\u8bed&#xff08;\u6587\u672b\u83b7\u53d6\u6e90\u7801&#xff09;<\/li>\n<\/ul>\n<hr size=\"1&quot;\" \/>\n<p><font color=\"#999AAA\">\u672c\u6b21\u6587\u7ae0\u4e3b\u8981\u662f\u4ecb\u7ecd\u57fa\u4e8e\u5927\u6570\u636e\u7684\u75c5\u6bd2\u5f0f\u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\u548c\u53c2\u4e0e\u5ea6\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u7684\u8bbe\u8ba1\u4e0e\u5b9e\u73b0<\/font><\/p>\n<h2>1\u3001\u57fa\u4e8e\u5927\u6570\u636e\u7684\u75c5\u6bd2\u5f0f\u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\u548c\u53c2\u4e0e\u5ea6\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u8bbe\u8ba1\u4e0e\u5b9e\u73b0-\u524d\u8a00\u4ecb\u7ecd<\/h2>\n<h3>1.1\u80cc\u666f<\/h3>\n<p>\u968f\u7740\u77ed\u89c6\u9891\u3001\u5fae\u535a\u3001\u793e\u533a\u8bba\u575b\u7b49\u793e\u4ea4\u5a92\u4f53\u5e73\u53f0\u7684\u5feb\u901f\u53d1\u5c55&#xff0c;\u7528\u6237\u6bcf\u5929\u90fd\u4f1a\u4ea7\u751f\u6d77\u91cf\u7684\u6587\u672c\u3001\u56fe\u7247\u3001\u89c6\u9891\u53ca\u4e92\u52a8\u884c\u4e3a\u6570\u636e\u3002\u75c5\u6bd2\u5f0f\u4f20\u64ad\u5185\u5bb9\u901a\u5e38\u5177\u6709\u4f20\u64ad\u901f\u5ea6\u5feb\u3001\u8986\u76d6\u8303\u56f4\u5e7f\u3001\u4e92\u52a8\u91cf\u9ad8\u3001\u8bdd\u9898\u805a\u96c6\u660e\u663e\u7b49\u7279\u70b9&#xff0c;\u5176\u80cc\u540e\u7684\u4f20\u64ad\u89c4\u5f8b\u3001\u7528\u6237\u53c2\u4e0e\u6a21\u5f0f\u548c\u5185\u5bb9\u504f\u597d\u5177\u6709\u91cd\u8981\u7814\u7a76\u4ef7\u503c\u3002\u7136\u800c&#xff0c;\u4f20\u7edf\u7684\u6570\u636e\u5206\u6790\u65b9\u5f0f\u9762\u5bf9\u591a\u5e73\u53f0\u3001\u591a\u5730\u533a\u3001\u591a\u5185\u5bb9\u7c7b\u578b\u7684\u6d77\u91cf\u793e\u4ea4\u5a92\u4f53\u6570\u636e\u65f6&#xff0c;\u5f80\u5f80\u5b58\u5728\u6570\u636e\u5904\u7406\u6548\u7387\u4f4e\u3001\u7edf\u8ba1\u7ef4\u5ea6\u5355\u4e00\u3001\u8d8b\u52bf\u53d8\u5316\u96be\u4ee5\u53ca\u65f6\u53d1\u73b0\u3001\u5f02\u5e38\u4e92\u52a8\u96be\u4ee5\u8bc6\u522b\u7b49\u95ee\u9898\u3002\u7279\u522b\u662f\u5728\u70ed\u70b9\u8bdd\u9898\u5feb\u901f\u66f4\u66ff\u7684\u73af\u5883\u4e0b&#xff0c;\u8fd0\u8425\u4eba\u5458\u548c\u7814\u7a76\u4eba\u5458\u96be\u4ee5\u4ece\u5927\u91cf\u539f\u59cb\u6570\u636e\u4e2d\u51c6\u786e\u5224\u65ad\u54ea\u4e9b\u5185\u5bb9\u5177\u5907\u75c5\u6bd2\u5f0f\u4f20\u64ad\u7279\u5f81&#xff0c;\u54ea\u4e9b\u5e73\u53f0\u3001\u5730\u533a\u6216\u5185\u5bb9\u5f62\u6001\u80fd\u591f\u83b7\u5f97\u66f4\u9ad8\u7684\u7528\u6237\u53c2\u4e0e\u5ea6\u3002\u56e0\u6b64&#xff0c;\u6709\u5fc5\u8981\u5f00\u53d1\u4e00\u4e2a\u57fa\u4e8e\u5927\u6570\u636e\u6280\u672f\u7684\u75c5\u6bd2\u5f0f\u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\u548c\u53c2\u4e0e\u5ea6\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u7cfb\u7edf&#xff0c;\u5bf9\u793e\u4ea4\u5a92\u4f53\u6570\u636e\u8fdb\u884c\u96c6\u4e2d\u5b58\u50a8\u3001\u5206\u5e03\u5f0f\u5904\u7406\u3001\u7edf\u8ba1\u5206\u6790\u3001\u805a\u7c7b\u6316\u6398\u548c\u53ef\u89c6\u5316\u5c55\u793a&#xff0c;\u4e3a\u70ed\u70b9\u8d8b\u52bf\u8bc6\u522b\u3001\u5185\u5bb9\u4f20\u64ad\u8bc4\u4f30\u53ca\u8fd0\u8425\u51b3\u7b56\u63d0\u4f9b\u652f\u6301\u3002<\/p>\n<h3>1.2\u8bfe\u9898\u529f\u80fd\u3001\u6280\u672f<\/h3>\n<p>\u672c\u8bfe\u9898\u8bbe\u8ba1\u5e76\u5b9e\u73b0\u4e00\u4e2a\u57fa\u4e8e\u5927\u6570\u636e\u7684\u75c5\u6bd2\u5f0f\u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\u548c\u53c2\u4e0e\u5ea6\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u7cfb\u7edf\u3002\u7cfb\u7edf\u91c7\u7528Python\u4f5c\u4e3a\u4e3b\u8981\u5f00\u53d1\u8bed\u8a00&#xff0c;\u540e\u7aef\u4f7f\u7528Django\u6846\u67b6\u63d0\u4f9b\u6570\u636e\u63a5\u53e3\u3001\u4e1a\u52a1\u903b\u8f91\u548c\u6743\u9650\u7ba1\u7406&#xff0c;\u524d\u7aef\u91c7\u7528Vue\u6846\u67b6\u6784\u5efa\u4ea4\u4e92\u5f0f\u9875\u9762&#xff0c;\u5e76\u7ed3\u5408Echarts\u5b9e\u73b0\u591a\u7ef4\u5ea6\u56fe\u8868\u548c\u6570\u636e\u5927\u5c4f\u5c55\u793a\u3002\u5728\u5927\u6570\u636e\u5904\u7406\u5c42\u9762&#xff0c;\u4f7f\u7528Hadoop\u6784\u5efa\u5206\u5e03\u5f0f\u5b58\u50a8\u73af\u5883&#xff0c;\u5229\u7528Spark\u5b8c\u6210\u793e\u4ea4\u5a92\u4f53\u6570\u636e\u7684\u6e05\u6d17\u3001\u805a\u5408\u3001\u7edf\u8ba1\u548c\u8ba1\u7b97\u4efb\u52a1&#xff0c;\u4f7f\u7528Hive\u5efa\u7acb\u6570\u636e\u4ed3\u5e93\u8868\u5e76\u652f\u6301\u591a\u7ef4\u67e5\u8be2&#xff0c;MySQL\u7528\u4e8e\u5b58\u50a8\u7cfb\u7edf\u7528\u6237\u3001\u5206\u6790\u7ed3\u679c\u53ca\u4e1a\u52a1\u914d\u7f6e\u6570\u636e\u3002\u7cfb\u7edf\u529f\u80fd\u5305\u62ec\u7ed3\u6784\u753b\u50cf\u5206\u6790\u3001\u4e92\u52a8\u5206\u5e03\u5206\u6790\u3001\u5bf9\u6bd4\u5173\u7cfb\u5206\u6790\u3001\u6316\u6398\u6d1e\u5bdf\u5206\u6790\u548c\u6570\u636e\u5927\u5c4f\u5c55\u793a\u3002\u5176\u4e2d&#xff0c;\u7ed3\u6784\u753b\u50cf\u5206\u6790\u5305\u542b\u5e73\u53f0\u53d1\u5e16\u5360\u6bd4\u3001\u5185\u5bb9\u7c7b\u578b\u6784\u6210\u3001\u4e92\u52a8\u7b49\u7ea7\u5206\u5e03\u548c\u70ed\u95e8\u8bdd\u9898\u53d1\u5e16\u91cf&#xff1b;\u6316\u6398\u6d1e\u5bdf\u6a21\u5757\u91c7\u7528K-means\u805a\u7c7b\u7b97\u6cd5\u5bf9\u5e16\u5b50\u4e92\u52a8\u6570\u636e\u8fdb\u884c\u5206\u7fa4&#xff0c;\u8bc6\u522b\u9ad8\u4f20\u64ad\u3001\u9ad8\u4e92\u52a8\u53ca\u5f02\u5e38\u4e92\u52a8\u5185\u5bb9&#xff0c;\u5e76\u5c55\u793a\u8bdd\u9898\u4e92\u52a8\u7387\u6392\u540d\u3001\u6807\u7b7e\u5173\u8054\u6d41\u5411\u548c\u4e92\u52a8\u5f02\u5e38\u5360\u6bd4\u7b49\u7ed3\u679c\u3002<\/p>\n<h3>1.3 \u610f\u4e49<\/h3>\n<p>\u672c\u8bfe\u9898\u7684\u7814\u7a76\u4e0e\u5b9e\u73b0\u5177\u6709\u8f83\u5f3a\u7684\u5e94\u7528\u4ef7\u503c\u548c\u5b9e\u8df5\u610f\u4e49\u3002\u9996\u5148&#xff0c;\u7cfb\u7edf\u901a\u8fc7Hadoop\u3001Spark\u548cHive\u7b49\u5927\u6570\u636e\u6280\u672f\u5bf9\u6d77\u91cf\u793e\u4ea4\u5a92\u4f53\u6570\u636e\u8fdb\u884c\u5904\u7406&#xff0c;\u80fd\u591f\u63d0\u5347\u6570\u636e\u5b58\u50a8\u3001\u8ba1\u7b97\u548c\u67e5\u8be2\u7684\u6548\u7387&#xff0c;\u964d\u4f4e\u4f20\u7edf\u5355\u673a\u5206\u6790\u5728\u5904\u7406\u5927\u89c4\u6a21\u6570\u636e\u65f6\u7684\u6027\u80fd\u538b\u529b\u3002\u5176\u6b21&#xff0c;\u7cfb\u7edf\u901a\u8fc7\u64ad\u653e\u91cf\u3001\u70b9\u8d5e\u91cf\u3001\u8bc4\u8bba\u91cf\u3001\u5206\u4eab\u91cf\u3001\u4e92\u52a8\u7387\u3001\u5730\u533a\u3001\u5e73\u53f0\u548c\u5185\u5bb9\u7c7b\u578b\u7b49\u591a\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u7efc\u5408\u5206\u6790&#xff0c;\u4f7f\u7528\u6237\u80fd\u591f\u66f4\u52a0\u76f4\u89c2\u5730\u4e86\u89e3\u4e0d\u540c\u5185\u5bb9\u7684\u4f20\u64ad\u6548\u679c\u548c\u7528\u6237\u53c2\u4e0e\u7279\u5f81\u3002\u518d\u6b21&#xff0c;\u501f\u52a9K-means\u805a\u7c7b\u5206\u6790\u53ca\u4e92\u52a8\u5f02\u5e38\u8bc6\u522b\u529f\u80fd&#xff0c;\u7cfb\u7edf\u80fd\u591f\u53d1\u73b0\u6f5c\u5728\u7684\u75c5\u6bd2\u5f0f\u4f20\u64ad\u5185\u5bb9\u3001\u9ad8\u4ef7\u503c\u8bdd\u9898\u4ee5\u53ca\u5f02\u5e38\u4e92\u52a8\u5e16\u5b50&#xff0c;\u4e3a\u5185\u5bb9\u8fd0\u8425\u3001\u8206\u60c5\u76d1\u6d4b\u3001\u5e02\u573a\u8425\u9500\u548c\u4f20\u64ad\u7814\u7a76\u63d0\u4f9b\u6570\u636e\u4f9d\u636e\u3002\u6700\u540e&#xff0c;\u7cfb\u7edf\u4ee5Vue\u548cEcharts\u6784\u5efa\u53ef\u89c6\u5316\u5206\u6790\u9875\u9762\u53ca\u7efc\u5408\u6570\u636e\u5927\u5c4f&#xff0c;\u5c06\u590d\u6742\u7684\u6570\u636e\u7ed3\u679c\u4ee5\u67f1\u72b6\u56fe\u3001\u6298\u7ebf\u56fe\u3001\u6563\u70b9\u56fe\u3001\u70ed\u529b\u56fe\u3001\u8c61\u5f62\u56fe\u7b49\u5f62\u5f0f\u5448\u73b0&#xff0c;\u63d0\u9ad8\u4e86\u6570\u636e\u5206\u6790\u7ed3\u679c\u7684\u53ef\u8bfb\u6027\u548c\u51b3\u7b56\u6548\u7387&#xff0c;\u5bf9\u793e\u4ea4\u5a92\u4f53\u4f20\u64ad\u89c4\u5f8b\u7814\u7a76\u548c\u667a\u80fd\u5316\u8fd0\u8425\u7ba1\u7406\u5177\u6709\u4e00\u5b9a\u7684\u53c2\u8003\u610f\u4e49\u3002<\/p>\n<h2>2\u3001\u57fa\u4e8e\u5927\u6570\u636e\u7684\u75c5\u6bd2\u5f0f\u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\u548c\u53c2\u4e0e\u5ea6\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u8bbe\u8ba1\u4e0e\u5b9e\u73b0-\u7814\u7a76\u5185\u5bb9<\/h2>\n<p>1\u3001\u6570\u636e\u91c7\u96c6&#xff1a;\u7cfb\u7edf\u901a\u8fc7\u516c\u5f00\u6570\u636e\u63a5\u53e3\u3001\u7f51\u7edc\u722c\u866b\u6216\u5df2\u6709\u6570\u636e\u96c6\u91c7\u96c6\u793e\u4ea4\u5a92\u4f53\u5e16\u5b50\u6570\u636e&#xff0c;\u4e3b\u8981\u5305\u62ec\u5e16\u5b50\u7f16\u53f7\u3001\u53d1\u5e03\u5e73\u53f0\u3001\u53d1\u5e03\u65f6\u95f4\u3001\u6240\u5c5e\u5730\u533a\u3001\u5185\u5bb9\u7c7b\u578b\u3001\u70ed\u95e8\u8bdd\u9898\u3001\u6807\u7b7e\u4fe1\u606f\u4ee5\u53ca\u64ad\u653e\u91cf\u3001\u70b9\u8d5e\u91cf\u3001\u8bc4\u8bba\u91cf\u548c\u5206\u4eab\u91cf\u7b49\u4e92\u52a8\u6307\u6807\u3002\u91c7\u96c6\u540e\u7684\u539f\u59cb\u6570\u636e\u4ee5CSV\u3001JSON\u7b49\u683c\u5f0f\u4fdd\u5b58&#xff0c;\u5e76\u4e0a\u4f20\u81f3Hadoop\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf&#xff0c;\u4e3a\u540e\u7eed\u7684\u5927\u6570\u636e\u5904\u7406\u4e0e\u5206\u6790\u63d0\u4f9b\u6570\u636e\u6765\u6e90\u3002<\/p>\n<p>2\u3001\u6570\u636e\u6e05\u6d17\u4e0e\u5904\u7406&#xff1a;\u5229\u7528Python\u548cSpark\u5bf9\u539f\u59cb\u793e\u4ea4\u5a92\u4f53\u6570\u636e\u8fdb\u884c\u6e05\u6d17\u4e0e\u9884\u5904\u7406&#xff0c;\u5305\u62ec\u5220\u9664\u91cd\u590d\u5e16\u5b50\u3001\u8fc7\u6ee4\u65e0\u6548\u8bb0\u5f55\u3001\u8865\u5168\u6216\u586b\u5145\u7f3a\u5931\u503c\u3001\u7edf\u4e00\u5e73\u53f0\u540d\u79f0\u548c\u5185\u5bb9\u7c7b\u578b\u5b57\u6bb5\u3001\u8f6c\u6362\u65f6\u95f4\u683c\u5f0f&#xff0c;\u5e76\u5bf9\u64ad\u653e\u91cf\u3001\u70b9\u8d5e\u91cf\u3001\u8bc4\u8bba\u91cf\u3001\u5206\u4eab\u91cf\u7b49\u6570\u503c\u5b57\u6bb5\u8fdb\u884c\u7c7b\u578b\u8f6c\u6362\u3002\u540c\u65f6&#xff0c;\u6839\u636e\u4e92\u52a8\u6570\u636e\u8ba1\u7b97\u603b\u4e92\u52a8\u91cf\u3001\u4e92\u52a8\u7387\u7b49\u884d\u751f\u6307\u6807&#xff0c;\u5f62\u6210\u7ed3\u6784\u89c4\u8303\u3001\u8d28\u91cf\u8f83\u9ad8\u7684\u5206\u6790\u6570\u636e\u96c6\u3002<\/p>\n<p>3\u3001\u6570\u636e\u5206\u6790&#xff1a;\u7cfb\u7edf\u57fa\u4e8eHive\u548cSpark\u5bf9\u5904\u7406\u540e\u7684\u6570\u636e\u5f00\u5c55\u591a\u7ef4\u7edf\u8ba1\u5206\u6790&#xff0c;\u4ece\u5e73\u53f0\u3001\u5730\u533a\u3001\u5185\u5bb9\u7c7b\u578b\u3001\u8bdd\u9898\u6807\u7b7e\u53ca\u4e92\u52a8\u6307\u6807\u7b49\u7ef4\u5ea6\u6316\u6398\u4f20\u64ad\u89c4\u5f8b\u3002\u5206\u6790\u5185\u5bb9\u5305\u62ec\u5e73\u53f0\u53d1\u5e16\u5360\u6bd4\u3001\u70ed\u95e8\u8bdd\u9898\u53d1\u5e16\u91cf\u3001\u64ad\u653e\u91cf\u7ea7\u5206\u5e03\u3001\u70b9\u8d5e\u548c\u8bc4\u8bba\u8d70\u52bf\u3001\u5730\u533a\u4e92\u52a8\u753b\u50cf\u3001\u5e73\u53f0\u4e92\u52a8\u5dee\u5f02\u53ca\u5185\u5bb9\u5f62\u6001\u4e92\u52a8\u5173\u7cfb\u7b49&#xff0c;\u4e3a\u8bc6\u522b\u75c5\u6bd2\u5f0f\u4f20\u64ad\u8d8b\u52bf\u548c\u7528\u6237\u53c2\u4e0e\u7279\u5f81\u63d0\u4f9b\u4f9d\u636e\u3002<\/p>\n<p>4\u3001\u6570\u636e\u53ef\u89c6\u5316&#xff1a;\u7cfb\u7edf\u4f7f\u7528Vue\u6784\u5efa\u524d\u7aef\u9875\u9762&#xff0c;\u7ed3\u5408Echarts\u5c06\u590d\u6742\u7684\u5206\u6790\u7ed3\u679c\u8f6c\u6362\u4e3a\u76f4\u89c2\u56fe\u8868\u5c55\u793a\u3002\u901a\u8fc7\u67f1\u72b6\u56fe\u3001\u997c\u56fe\u3001\u6298\u7ebf\u56fe\u3001\u6563\u70b9\u56fe\u3001\u70ed\u529b\u56fe\u3001\u8c61\u5f62\u56fe\u548c\u5173\u7cfb\u6d41\u5411\u56fe\u7b49\u5f62\u5f0f&#xff0c;\u5448\u73b0\u5e73\u53f0\u53d1\u5e16\u5360\u6bd4\u3001\u5185\u5bb9\u7c7b\u578b\u6784\u6210\u3001\u4e92\u52a8\u91cf\u7ea7\u5206\u5e03\u3001\u5730\u533a\u5e73\u53f0\u4ea4\u53c9\u70ed\u529b\u53ca\u6807\u7b7e\u5173\u8054\u60c5\u51b5\u3002\u540c\u65f6\u8bbe\u8ba1\u7efc\u5408\u6570\u636e\u5927\u5c4f&#xff0c;\u589e\u5f3a\u6570\u636e\u5c55\u793a\u6548\u679c\u548c\u4ea4\u4e92\u4f53\u9a8c\u3002<\/p>\n<p>5\u3001\u6a21\u578b\u6784\u5efa&#xff1a;\u7cfb\u7edf\u91c7\u7528K-means\u805a\u7c7b\u7b97\u6cd5\u5bf9\u793e\u4ea4\u5a92\u4f53\u5e16\u5b50\u8fdb\u884c\u4e92\u52a8\u7279\u5f81\u805a\u7c7b&#xff0c;\u5c06\u64ad\u653e\u91cf\u3001\u70b9\u8d5e\u91cf\u3001\u8bc4\u8bba\u91cf\u548c\u5206\u4eab\u91cf\u4f5c\u4e3a\u4e3b\u8981\u7279\u5f81\u6307\u6807&#xff0c;\u5e76\u901a\u8fc7\u5bf9\u6570\u8f6c\u6362\u548c\u6807\u51c6\u5316\u5904\u7406\u51cf\u5c11\u6307\u6807\u91cf\u7ea7\u5dee\u5f02\u5bf9\u6a21\u578b\u7ed3\u679c\u7684\u5f71\u54cd\u3002\u6839\u636e\u805a\u7c7b\u7ed3\u679c&#xff0c;\u53ef\u5c06\u5e16\u5b50\u5212\u5206\u4e3a\u9ad8\u4e92\u52a8\u3001\u9ad8\u4f20\u64ad\u3001\u666e\u901a\u4e92\u52a8\u53ca\u4f4e\u4e92\u52a8\u7b49\u7c7b\u522b&#xff0c;\u5e76\u7ed3\u5408\u5f02\u5e38\u9608\u503c\u8bc6\u522b\u7591\u4f3c\u5f02\u5e38\u4e92\u52a8\u5185\u5bb9\u3002<\/p>\n<p>6\u3001Web\u7cfb\u7edf\u5f00\u53d1&#xff1a;\u7cfb\u7edf\u91c7\u7528Django\u4e0eVue\u524d\u540e\u7aef\u5206\u79bb\u67b6\u6784\u8fdb\u884c\u5f00\u53d1&#xff0c;Django\u8d1f\u8d23\u7528\u6237\u7ba1\u7406\u3001\u6570\u636e\u63a5\u53e3\u3001\u4e1a\u52a1\u903b\u8f91\u5904\u7406\u548c\u6570\u636e\u5e93\u8bbf\u95ee&#xff0c;Vue\u8d1f\u8d23\u9875\u9762\u5e03\u5c40\u3001\u56fe\u8868\u4ea4\u4e92\u53ca\u6570\u636e\u5c55\u793a\u3002\u540e\u7aef\u901a\u8fc7API\u5411\u524d\u7aef\u8fd4\u56deJSON\u683c\u5f0f\u7684\u7edf\u8ba1\u4e0e\u5206\u6790\u7ed3\u679c&#xff0c;MySQL\u7528\u4e8e\u5b58\u50a8\u7528\u6237\u4fe1\u606f\u3001\u5e16\u5b50\u57fa\u7840\u6570\u636e\u53ca\u5206\u6790\u914d\u7f6e\u3002\u7cfb\u7edf\u5b9e\u73b0\u4e86\u591a\u7ef4\u5206\u6790\u9875\u9762\u3001\u6316\u6398\u6d1e\u5bdf\u9875\u9762\u548c\u53ef\u89c6\u5316\u6570\u636e\u5927\u5c4f\u7b49\u529f\u80fd\u3002<\/p>\n<h2>3\u3001\u57fa\u4e8e\u5927\u6570\u636e\u7684\u75c5\u6bd2\u5f0f\u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\u548c\u53c2\u4e0e\u5ea6\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u8bbe\u8ba1\u4e0e\u5b9e\u73b0-\u5f00\u53d1\u6280\u672f\u4e0e\u73af\u5883<\/h2>\n<ul>\n<li>\u5f00\u53d1\u8bed\u8a00&#xff1a;Python<\/li>\n<li>\u5927\u6570\u636e\u6280\u672f&#xff1a;hadoop\u3001spark\u3001hive<\/li>\n<li>\u6846\u67b6&#xff1a;Django\u540e\u7aef\u6846\u67b6\u3001Vue\u524d\u7aef\u6846\u67b6\u3001Echarts\u53ef\u89c6\u5316<\/li>\n<li>\u673a\u5668\u5b66\u4e60\u7b97\u6cd5&#xff1a;K-means\u805a\u7c7b\u5206\u6790<\/li>\n<li>\u8f6f\u4ef6\u5de5\u5177&#xff1a;Pycharm<\/li>\n<li>\u6570\u636e\u5e93&#xff1a;MySQL<\/li>\n<\/ul>\n<h2>4\u3001\u57fa\u4e8e\u5927\u6570\u636e\u7684\u75c5\u6bd2\u5f0f\u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\u548c\u53c2\u4e0e\u5ea6\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u8bbe\u8ba1\u4e0e\u5b9e\u73b0-\u529f\u80fd\u4ecb\u7ecd<\/h2>\n<p>1\u4e2a\u89d2\u8272&#xff1a;\u7ba1\u7406\u5458 \u53ef\u89c6\u5316\u5206\u6790&#xff1a; \u7ed3\u6784\u753b\u50cf\u5206\u6790&#xff1a;\u5e73\u53f0\u53d1\u5e16\u5360\u6bd4\u3001\u5185\u5bb9\u7c7b\u578b\u6784\u6210\u3001\u4e92\u52a8\u7b49\u7ea7\u5206\u5e03\u3001\u70ed\u95e8\u8bdd\u9898\u53d1\u5e16\u91cf \u4e92\u52a8\u5206\u5e03\u5206\u6790&#xff1a;\u64ad\u653e\u91cf\u7ea7\u5206\u5e03\u3001\u70b9\u8d5e\u91cf\u7ea7\u8d70\u52bf\u3001\u5206\u4eab\u91cf\u7ea7\u5206\u5e03\u3001\u8bc4\u8bba\u91cf\u7ea7\u5206\u5e03 \u5bf9\u6bd4\u5173\u7cfb\u5206\u6790: \u5e73\u53f0\u4e92\u52a8\u5bf9\u6bd4\u3001\u5730\u533a\u4e92\u52a8\u753b\u50cf\u3001\u5185\u5bb9\u5f62\u6001\u4e92\u52a8\u6563\u70b9\u3001\u5730\u533a\u4e0e\u5e73\u53f0\u4ea4\u53c9\u70ed\u529b \u6316\u6398\u6d1e\u5bdf\u5206\u6790&#xff1a;\u8bdd\u9898\u4e92\u52a8\u7387\u6392\u540d\u3001\u5e16\u5b50\u4e92\u52a8\u805a\u7c7b\u3001\u6807\u7b7e\u5173\u8054\u6d41\u5411\u3001\u4e92\u52a8\u5f02\u5e38\u5360\u6bd4 \u5927\u5c4f&#xff1a;\u5185\u5bb9\u5f62\u6001\u4e92\u52a8\u70ed\u529b\u3001\u8bc4\u8bba\u91cf\u7ea7\u8d70\u52bf\u3001\u5730\u533a\u4e92\u52a8\u753b\u50cf\u3001\u5e73\u53f0\u53d1\u5e16\u5360\u6bd4\u3001\u70b9\u8d5e\u91cf\u7ea7\u8c61\u5f62\u3001\u5206\u4eab\u91cf\u7ea7\u5206\u5e03\u3001\u4e92\u52a8\u5f02\u5e38\u5360\u6bd4\u3001\u5185\u5bb9\u7c7b\u578b\u6784\u6210<\/p>\n<h2>5\u3001\u57fa\u4e8e\u5927\u6570\u636e\u7684\u767d\u9e7f\u7684\u6296\u97f3\u8bc4\u8bba\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u5206\u6790\u8bbe\u8ba1\u4e0e\u5b9e\u73b0-\u8bba\u6587\u53c2\u8003<\/h2>\n<h2>6\u3001\u57fa\u4e8e\u5927\u6570\u636e\u7684\u767d\u9e7f\u7684\u6296\u97f3\u8bc4\u8bba\u5206\u6790\u4e0e\u53ef\u89c6\u5316\u5206\u6790\u8bbe\u8ba1\u4e0e\u5b9e\u73b0-\u6210\u679c\u5c55\u793a<\/h2>\n<h3>6.1\u6f14\u793a\u89c6\u9891<\/h3>\n<h3>6.2\u6f14\u793a\u56fe\u7247<\/h3>\n<p>\u2600\ufe0f\u7ed3\u6784\u753b\u50cf\u5206\u6790\u2600\ufe0f <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260905193324-6a9c6e84c9ed8.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u2600\ufe0f\u4e92\u52a8\u5206\u5e03\u5206\u6790\u2600\ufe0f <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260905193325-6a9c6e858532b.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u2600\ufe0f\u5bf9\u6bd4\u5173\u7cfb\u5206\u6790\u2600\ufe0f <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260905193326-6a9c6e8626f49.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u2600\ufe0f\u6316\u6398\u6d1e\u5bdf\u5206\u6790\u2600\ufe0f <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260905193326-6a9c6e86ce9e7.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u2600\ufe0f\u5927\u5c4f\u53ef\u89c6\u5316\u2600\ufe0f <img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260905193327-6a9c6e8777d25.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h2>7\u3001\u4ee3\u7801\u5c55\u793a<\/h2>\n<p>1.\u5e16\u5b50\u4e92\u52a8\u805a\u7c7b\u5206\u6790\u529f\u80fd\u3010\u4ee3\u7801\u5982\u4e0b&#xff08;\u793a\u4f8b&#xff09;&#xff1a;\u3011<\/p>\n<p>from pyspark.sql <span class=\"token function\">import<\/span> SparkSession<br \/>\nfrom pyspark.sql.functions <span class=\"token function\">import<\/span> col, log1p, when<br \/>\nfrom pyspark.ml.feature <span class=\"token function\">import<\/span> VectorAssembler, StandardScaler<br \/>\nfrom pyspark.ml.clustering <span class=\"token function\">import<\/span> KMeans<\/p>\n<p>spark <span class=\"token operator\">&#061;<\/span> SparkSession.builder <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .appName<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;PostInteractionClustering&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .enableHiveSupport<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .getOrCreate<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>posts_df <span class=\"token operator\">&#061;<\/span> spark.sql<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#034;<\/span>&#034;<br \/>\n    SELECT post_id, platform, region, content_type,<br \/>\n           play_count, like_count, comment_count, share_count<br \/>\n    FROM hive_social_media.post_info<br \/>\n    WHERE play_count IS NOT NULL<br \/>\n<span class=\"token string\">&#034;&#034;<\/span>&#034;<span class=\"token punctuation\">)<\/span><\/p>\n<p>clean_df <span class=\"token operator\">&#061;<\/span> posts_df.fillna<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n    <span class=\"token string\">&#034;play_count&#034;<\/span><span class=\"token builtin class-name\">:<\/span> <span class=\"token number\">0<\/span>,<br \/>\n    <span class=\"token string\">&#034;like_count&#034;<\/span><span class=\"token builtin class-name\">:<\/span> <span class=\"token number\">0<\/span>,<br \/>\n    <span class=\"token string\">&#034;comment_count&#034;<\/span><span class=\"token builtin class-name\">:<\/span> <span class=\"token number\">0<\/span>,<br \/>\n    <span class=\"token string\">&#034;share_count&#034;<\/span><span class=\"token builtin class-name\">:<\/span> <span class=\"token number\">0<\/span><br \/>\n<span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>feature_df <span class=\"token operator\">&#061;<\/span> clean_df <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .withColumn<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;play_log&#034;<\/span>, log1p<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;play_count&#034;<\/span><span class=\"token punctuation\">))<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .withColumn<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;like_log&#034;<\/span>, log1p<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;like_count&#034;<\/span><span class=\"token punctuation\">))<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .withColumn<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;comment_log&#034;<\/span>, log1p<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;comment_count&#034;<\/span><span class=\"token punctuation\">))<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n    .withColumn<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;share_log&#034;<\/span>, log1p<span class=\"token punctuation\">(<\/span>col<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;share_count&#034;<\/span><span class=\"token punctuation\">))<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>assembler <span class=\"token operator\">&#061;<\/span> VectorAssembler<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token assign-left variable\">inputCols<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;play_log&#034;<\/span>, <span class=\"token string\">&#034;like_log&#034;<\/span>, <span class=\"token string\">&#034;comment_log&#034;<\/span>, <span class=\"token string\">&#034;share_log&#034;<\/span><span class=\"token punctuation\">]<\/span>,<br \/>\n    <span class=\"token assign-left variable\">outputCol<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;features&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>vector_df <span class=\"token operator\">&#061;<\/span> assembler.transform<span class=\"token punctuation\">(<\/span>feature_df<span class=\"token punctuation\">)<\/span><\/p>\n<p>scaler <span class=\"token operator\">&#061;<\/span> StandardScaler<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token assign-left variable\">inputCol<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;features&#034;<\/span>,<br \/>\n    <span class=\"token assign-left variable\">outputCol<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;scaled_features&#034;<\/span>,<br \/>\n    <span class=\"token assign-left variable\">withMean<\/span><span class=\"token operator\">&#061;<\/span>True,<br \/>\n    <span class=\"token assign-left variable\">withStd<\/span><span class=\"token operator\">&#061;<\/span>True<br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>scaler_model <span class=\"token operator\">&#061;<\/span> scaler.fit<span class=\"token punctuation\">(<\/span>vector_df<span class=\"token punctuation\">)<\/span><br \/>\nscaled_df <span class=\"token operator\">&#061;<\/span> scaler_model.transform<span class=\"token punctuation\">(<\/span>vector_df<span class=\"token punctuation\">)<\/span><\/p>\n<p>kmeans <span class=\"token operator\">&#061;<\/span> KMeans<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token assign-left variable\">k<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token number\">4<\/span>,<br \/>\n    <span class=\"token assign-left variable\">seed<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token number\">2024<\/span>,<br \/>\n    <span class=\"token assign-left variable\">featuresCol<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;scaled_features&#034;<\/span>,<br \/>\n    <span class=\"token assign-left variable\">predictionCol<\/span><span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;cluster_id&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>model <span class=\"token operator\">&#061;<\/span> kmeans.fit<span class=\"token punctuation\">(<\/span>scaled_df<span class=\"token punctuation\">)<\/span><br \/>\nresult_df <span class=\"token operator\">&#061;<\/span> model.transform<span class=\"token punctuation\">(<\/span>scaled_df<span class=\"token punctuation\">)<\/span><\/p>\n<p>cluster_result <span class=\"token operator\">&#061;<\/span> result_df.select<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token string\">&#034;post_id&#034;<\/span>, <span class=\"token string\">&#034;platform&#034;<\/span>, <span class=\"token string\">&#034;region&#034;<\/span>, <span class=\"token string\">&#034;content_type&#034;<\/span>,<br \/>\n    <span class=\"token string\">&#034;play_count&#034;<\/span>, <span class=\"token string\">&#034;like_count&#034;<\/span>, <span class=\"token string\">&#034;comment_count&#034;<\/span>,<br \/>\n    <span class=\"token string\">&#034;share_count&#034;<\/span>, <span class=\"token string\">&#034;cluster_id&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>cluster_result.write.mode<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;overwrite&#034;<\/span><span class=\"token punctuation\">)<\/span>.saveAsTable<span class=\"token punctuation\">(<\/span><br \/>\n    <span class=\"token string\">&#034;hive_social_media.post_interaction_cluster&#034;<\/span><br \/>\n<span class=\"token punctuation\">)<\/span><\/p>\n<p>spark.stop<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>2.\u5730\u533a\u4e0e\u5e73\u53f0\u4ea4\u53c9\u70ed\u529b\u5206\u6790\u529f\u80fd\u3010\u4ee3\u7801\u5982\u4e0b&#xff08;\u793a\u4f8b&#xff09;&#xff1a;\u3011<\/p>\n<p>from django.http <span class=\"token function\">import<\/span> JsonResponse<br \/>\nfrom django.db.models <span class=\"token function\">import<\/span> Sum, Count, F, FloatField, ExpressionWrapper<br \/>\nfrom django.views.decorators.http <span class=\"token function\">import<\/span> require_GET<br \/>\nfrom .models <span class=\"token function\">import<\/span> SocialPost<\/p>\n<p>&#064;require_GET<br \/>\ndef region_platform_heatmap<span class=\"token punctuation\">(<\/span>request<span class=\"token punctuation\">)<\/span>:<br \/>\n    interaction_expr <span class=\"token operator\">&#061;<\/span> ExpressionWrapper<span class=\"token punctuation\">(<\/span><br \/>\n        F<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;play_count&#034;<\/span><span class=\"token punctuation\">)<\/span> &#043; F<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;like_count&#034;<\/span><span class=\"token punctuation\">)<\/span> &#043;<br \/>\n        F<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;comment_count&#034;<\/span><span class=\"token punctuation\">)<\/span> &#043; F<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;share_count&#034;<\/span><span class=\"token punctuation\">)<\/span>,<br \/>\n        <span class=\"token assign-left variable\">output_field<\/span><span class=\"token operator\">&#061;<\/span>FloatField<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>    queryset <span class=\"token operator\">&#061;<\/span> SocialPost.objects.values<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;region&#034;<\/span>, <span class=\"token string\">&#034;platform&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token punctuation\">\\\\<\/span><br \/>\n        .annotate<span class=\"token punctuation\">(<\/span><br \/>\n            <span class=\"token assign-left variable\">post_count<\/span><span class=\"token operator\">&#061;<\/span>Count<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">)<\/span>,<br \/>\n            <span class=\"token assign-left variable\">total_interaction<\/span><span class=\"token operator\">&#061;<\/span>Sum<span class=\"token punctuation\">(<\/span>interaction_expr<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token punctuation\">)<\/span>.order_by<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;region&#034;<\/span>, <span class=\"token string\">&#034;platform&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    region_list <span class=\"token operator\">&#061;<\/span> list<span class=\"token punctuation\">(<\/span><br \/>\n        SocialPost.objects.values_list<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;region&#034;<\/span>, <span class=\"token assign-left variable\">flat<\/span><span class=\"token operator\">&#061;<\/span>True<span class=\"token punctuation\">)<\/span><br \/>\n        .exclude<span class=\"token punctuation\">(<\/span>region__isnull<span class=\"token operator\">&#061;<\/span>True<span class=\"token punctuation\">)<\/span><br \/>\n        .distinct<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        .order_by<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;region&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>    platform_list <span class=\"token operator\">&#061;<\/span> list<span class=\"token punctuation\">(<\/span><br \/>\n        SocialPost.objects.values_list<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;platform&#034;<\/span>, <span class=\"token assign-left variable\">flat<\/span><span class=\"token operator\">&#061;<\/span>True<span class=\"token punctuation\">)<\/span><br \/>\n        .exclude<span class=\"token punctuation\">(<\/span>platform__isnull<span class=\"token operator\">&#061;<\/span>True<span class=\"token punctuation\">)<\/span><br \/>\n        .distinct<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        .order_by<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;platform&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token punctuation\">)<\/span><\/p>\n<p>    region_index <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span>name: index <span class=\"token keyword\">for<\/span> index, name <span class=\"token keyword\">in<\/span> enumerate<span class=\"token punctuation\">(<\/span>region_list<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    platform_index <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span>name: index <span class=\"token keyword\">for<\/span> index, name <span class=\"token keyword\">in<\/span> enumerate<span class=\"token punctuation\">(<\/span>platform_list<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p>    heatmap_data <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token keyword\">for<\/span> <span class=\"token for-or-select variable\">item<\/span> <span class=\"token keyword\">in<\/span> queryset:<br \/>\n        post_count <span class=\"token operator\">&#061;<\/span> item<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;post_count&#034;<\/span><span class=\"token punctuation\">]<\/span> or <span class=\"token number\">1<\/span><br \/>\n        total_interaction <span class=\"token operator\">&#061;<\/span> item<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;total_interaction&#034;<\/span><span class=\"token punctuation\">]<\/span> or <span class=\"token number\">0<\/span><br \/>\n        avg_interaction <span class=\"token operator\">&#061;<\/span> round<span class=\"token punctuation\">(<\/span>total_interaction \/ post_count, <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>        heatmap_data.append<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><br \/>\n            platform_index<span class=\"token punctuation\">[<\/span>item<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;platform&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span>,<br \/>\n            region_index<span class=\"token punctuation\">[<\/span>item<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;region&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span>,<br \/>\n            avg_interaction<br \/>\n        <span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>    <span class=\"token builtin class-name\">return<\/span> JsonResponse<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><br \/>\n        <span class=\"token string\">&#034;code&#034;<\/span><span class=\"token builtin class-name\">:<\/span> <span class=\"token number\">200<\/span>,<br \/>\n        <span class=\"token string\">&#034;message&#034;<\/span><span class=\"token builtin class-name\">:<\/span> <span class=\"token string\">&#034;\u5730\u533a\u4e0e\u5e73\u53f0\u4ea4\u53c9\u70ed\u529b\u6570\u636e\u83b7\u53d6\u6210\u529f&#034;<\/span>,<br \/>\n        <span class=\"token string\">&#034;data&#034;<\/span><span class=\"token builtin class-name\">:<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;regions&#034;<\/span><span class=\"token builtin class-name\">:<\/span> region_list,<br \/>\n            <span class=\"token string\">&#034;platforms&#034;<\/span><span class=\"token builtin class-name\">:<\/span> platform_list,<br \/>\n            <span class=\"token string\">&#034;heatmapData&#034;<\/span><span class=\"token builtin class-name\">:<\/span> heatmap_data<br \/>\n        <span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<h2>8\u3001\u7ed3\u8bed&#xff08;\u6587\u672b\u83b7\u53d6\u6e90\u7801&#xff09;<\/h2>\n<p>&#x1f495;&#x1f495; Java\u7cbe\u5f69\u5b9e\u6218\u6bd5\u8bbe\u9879\u76ee\u6848\u4f8b \u5c0f\u7a0b\u5e8f\u7cbe\u5f69\u9879\u76ee\u6848\u4f8b Python\u5927\u6570\u636e\u9879\u76ee\u6848\u4f8b &#x1f49f;&#x1f49f;\u5982\u679c\u5927\u5bb6\u6709\u4efb\u4f55\u7591\u8651&#xff0c;\u6216\u8005\u5bf9\u8fd9\u4e2a\u7cfb\u7edf\u611f\u5174\u8da3&#xff0c;\u6b22\u8fce\u70b9\u8d5e\u6536\u85cf\u3001\u7559\u8a00\u4ea4\u6d41\u5566&#xff01; &#x1f49f;&#x1f49f;\u6b22\u8fce\u5728<font color=\"purple\">\u4e0b\u65b9\u4f4d\u7f6e<\/font>\u8be6\u7ec6\u4ea4\u6d41\u3002 &#x1f525;\u4f5c\u8005&#xff1a;it\u6bd5\u8bbe\u5b9e\u6218\u5c0f\u7814&#x1f525; &#x1f496;\u7b80\u4ecb&#xff1a;java\u3001\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u3001\u5b89\u5353&#xff1b;\u5b9a\u5236\u5f00\u53d1&#xff0c;\u8fdc\u7a0b\u8c03\u8bd5 \u4ee3\u7801\u8bb2\u89e3&#xff0c;\u6587\u6863\u6307\u5bfc&#xff0c;ppt\u5236\u4f5c&#x1f496; \u7cbe\u5f69\u4e13\u680f\u63a8\u8350\u8ba2\u9605&#xff1a;\u5728\u4e0b\u65b9\u4e13\u680f&#x1f447;&#x1f3fb;&#x1f447;&#x1f3fb;&#x1f447;&#x1f3fb;&#x1f447;&#x1f3fb; Java\u7cbe\u5f69\u5b9e\u6218\u6bd5\u8bbe\u9879\u76ee\u6848\u4f8b \u5c0f\u7a0b\u5e8f\u7cbe\u5f69\u9879\u76ee\u6848\u4f8b Python\u5927\u6570\u636e\u9879\u76ee\u6848\u4f8b<\/p>\n","protected":false},"excerpt":{"rendered":"<p>7&gt; &#x1f525;\u4f5c\u8005&#xff1a;it\u6bd5\u8bbe\u5b9e\u6218\u5c0f\u7814&#x1f525; &#x1f496;\u7b80\u4ecb&#xff1a;java\u3001\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u3001\u5b89\u5353&#xff1b;\u5b9a\u5236\u5f00\u53d1&#xff0c;\u8fdc\u7a0b\u8c03\u8bd5 \u4ee3\u7801\u8bb2\u89e3&#xff0c;\u6587\u6863\u6307\u5bfc&#xff0c;ppt\u5236\u4f5c&#x1f496; \u7cbe\u5f69\u4e13\u680f\u63a8\u8350\u8ba2\u9605&#xff1a;\u5728\u4e0b\u65b9\u4e13\u680f&#x1f447;&#x1f3fb;&#x1f447;&#x1f3fb;&#x1f447;&#x1f3fb;&#x1f447;&#x1f3fb; Java\u7cbe\u5f69\u5b9e\u6218\u6bd5\u8bbe<\/p>\n","protected":false},"author":2,"featured_media":101075,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[10397,50,323,207,938,2887],"topic":[],"class_list":["post-101080","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-deepseek","tag-50","tag-323","tag-207","tag-938","tag-2887"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u57fa\u4e8e\u5927\u6570\u636e\u7684\u75c5\u6bd2\u5f0f\u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\u548c\u53c2\u4e0e\u5ea6\u5206\u6790\u4e0e\u53ef\u89c6\u5316 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/101080.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u57fa\u4e8e\u5927\u6570\u636e\u7684\u75c5\u6bd2\u5f0f\u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\u548c\u53c2\u4e0e\u5ea6\u5206\u6790\u4e0e\u53ef\u89c6\u5316 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"7&gt; &#x1f525;\u4f5c\u8005&#xff1a;it\u6bd5\u8bbe\u5b9e\u6218\u5c0f\u7814&#x1f525; &#x1f496;\u7b80\u4ecb&#xff1a;java\u3001\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u3001\u5b89\u5353&#xff1b;\u5b9a\u5236\u5f00\u53d1&#xff0c;\u8fdc\u7a0b\u8c03\u8bd5 \u4ee3\u7801\u8bb2\u89e3&#xff0c;\u6587\u6863\u6307\u5bfc&#xff0c;ppt\u5236\u4f5c&#x1f496; \u7cbe\u5f69\u4e13\u680f\u63a8\u8350\u8ba2\u9605&#xff1a;\u5728\u4e0b\u65b9\u4e13\u680f&#x1f447;&#x1f3fb;&#x1f447;&#x1f3fb;&#x1f447;&#x1f3fb;&#x1f447;&#x1f3fb; Java\u7cbe\u5f69\u5b9e\u6218\u6bd5\u8bbe\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/101080.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-09-05T19:33:29+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260905193324-6a9c6e84c9ed8.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/101080.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/101080.html\",\"name\":\"\u57fa\u4e8e\u5927\u6570\u636e\u7684\u75c5\u6bd2\u5f0f\u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\u548c\u53c2\u4e0e\u5ea6\u5206\u6790\u4e0e\u53ef\u89c6\u5316 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-09-05T19:33:29+00:00\",\"dateModified\":\"2026-09-05T19:33:29+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/101080.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/101080.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/101080.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u57fa\u4e8e\u5927\u6570\u636e\u7684\u75c5\u6bd2\u5f0f\u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\u548c\u53c2\u4e0e\u5ea6\u5206\u6790\u4e0e\u53ef\u89c6\u5316\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u57fa\u4e8e\u5927\u6570\u636e\u7684\u75c5\u6bd2\u5f0f\u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\u548c\u53c2\u4e0e\u5ea6\u5206\u6790\u4e0e\u53ef\u89c6\u5316 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/101080.html","og_locale":"zh_CN","og_type":"article","og_title":"\u57fa\u4e8e\u5927\u6570\u636e\u7684\u75c5\u6bd2\u5f0f\u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\u548c\u53c2\u4e0e\u5ea6\u5206\u6790\u4e0e\u53ef\u89c6\u5316 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"7&gt; &#x1f525;\u4f5c\u8005&#xff1a;it\u6bd5\u8bbe\u5b9e\u6218\u5c0f\u7814&#x1f525; &#x1f496;\u7b80\u4ecb&#xff1a;java\u3001\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u3001\u5b89\u5353&#xff1b;\u5b9a\u5236\u5f00\u53d1&#xff0c;\u8fdc\u7a0b\u8c03\u8bd5 \u4ee3\u7801\u8bb2\u89e3&#xff0c;\u6587\u6863\u6307\u5bfc&#xff0c;ppt\u5236\u4f5c&#x1f496; \u7cbe\u5f69\u4e13\u680f\u63a8\u8350\u8ba2\u9605&#xff1a;\u5728\u4e0b\u65b9\u4e13\u680f&#x1f447;&#x1f3fb;&#x1f447;&#x1f3fb;&#x1f447;&#x1f3fb;&#x1f447;&#x1f3fb; Java\u7cbe\u5f69\u5b9e\u6218\u6bd5\u8bbe","og_url":"https:\/\/www.wsisp.com\/helps\/101080.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-09-05T19:33:29+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/09\/20260905193324-6a9c6e84c9ed8.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"4 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/101080.html","url":"https:\/\/www.wsisp.com\/helps\/101080.html","name":"\u57fa\u4e8e\u5927\u6570\u636e\u7684\u75c5\u6bd2\u5f0f\u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\u548c\u53c2\u4e0e\u5ea6\u5206\u6790\u4e0e\u53ef\u89c6\u5316 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-09-05T19:33:29+00:00","dateModified":"2026-09-05T19:33:29+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/101080.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/101080.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/101080.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u57fa\u4e8e\u5927\u6570\u636e\u7684\u75c5\u6bd2\u5f0f\u793e\u4ea4\u5a92\u4f53\u8d8b\u52bf\u548c\u53c2\u4e0e\u5ea6\u5206\u6790\u4e0e\u53ef\u89c6\u5316"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/101080","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=101080"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/101080\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/101075"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=101080"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=101080"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=101080"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=101080"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}