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powered-by=\"xiumi.us\">\n<p>\u5c0f\u4f19\u4f34\u4eec\u5927\u5bb6\u597d\uff0c\u6211\u662f\u5927\u6d77\u54e5\uff0c\u4eca\u5929\u5927\u6d77\u54e5\u6253\u7b97\u7ed9\u5927\u5bb6\u4ecb\u7ecd\u4e00\u4e2a\u5b9e\u73b0\u8d77\u6765\u7b80\u5355\uff0c\u800c\u4e14\u5728\u751f\u4fe1\u5206\u6790\u79cd\u975e\u5e38\u5b9e\u7528\u7684\u4e00\u79cd\u7528\u4e8e\u57fa\u56e0\u7b5b\u9009\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0c\u90a3\u5c31\u662f\u54b1\u4eec\u719f\u6089\u7684\u968f\u673a\u68ee\u6797\uff0c\u53ea\u4e0d\u8fc7\u4e0d\u662f\u7528\u4e8e\u9884\u6d4b\uff0c\u800c\u662f\u7528\u4e8e\u7279\u5f81\u63d0\u53d6\uff01\u4e00\u8d77\u6765\u5b66\u4e60\u4e00\u4e0b\u5427\uff01<\/p>\n<p>\u9996\u5148\uff0c\u6211\u4eec\u6765\u4e86\u89e3\u4e00\u4e0b\u4e3a\u4ec0\u4e48\u8981\u8fdb\u884c\u57fa\u56e0\u7279\u5f81\u63d0\u53d6\u5462\uff1f<\/p>\n<p>\u57fa\u56e0\u7279\u5f81\u63d0\u53d6\u662f\u751f\u7269\u4fe1\u606f\u5b66\u548c\u751f\u7269\u6570\u636e\u5206\u6790\u9886\u57df\u7684\u91cd\u8981\u4efb\u52a1\u4e4b\u4e00\uff0c\u5b83\u7684\u80cc\u666f\u53ef\u4ee5\u8ffd\u6eaf\u5230\u5206\u5b50\u751f\u7269\u5b66\u3001\u9057\u4f20\u5b66\u548c\u8ba1\u7b97\u673a\u79d1\u5b66\u7684\u4ea4\u53c9\u9886\u57df\uff1a<\/p>\n<p>\u5728\u57fa\u56e0\u7814\u7a76\u548c\u751f\u7269\u4fe1\u606f\u5b66\u4e2d\uff0c\u7279\u5f81\u63d0\u53d6\u662f\u4e00\u4e2a\u5173\u952e\u7684\u4efb\u52a1\u3002\u901a\u8fc7\u4ece\u5927\u89c4\u6a21\u7684\u57fa\u56e0\u6570\u636e\u4e2d\u63d0\u53d6\u51fa\u6709\u610f\u4e49\u7684\u7279\u5f81\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u8bc6\u522b\u57fa\u56e0\u4e0e\u75be\u75c5\u3001\u8868\u578b\u548c\u5176\u4ed6\u751f\u7269\u5b66\u7279\u5f81\u4e4b\u95f4\u7684\u5173\u8054\u3002\u8fd9\u4e9b\u7279\u5f81\u53ef\u4ee5\u7528\u4e8e\u5206\u7c7b\u3001\u805a\u7c7b\u3001\u9884\u6d4b\u548c\u5176\u4ed6\u751f\u7269\u4fe1\u606f\u5b66\u4efb\u52a1\uff0c\u6709\u52a9\u4e8e\u6df1\u5165\u7406\u89e3\u751f\u7269\u5b66\u8fc7\u7a0b\u548c\u75be\u75c5\u673a\u5236\u3002<\/p>\n<p>\u540c\u65f6\u8fd1\u5e74\u6765\uff0c\u673a\u5668\u5b66\u4e60\u548c\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5df2\u7ecf\u5728\u751f\u7269\u4fe1\u606f\u5b66\u4e2d\u5f97\u5230\u5e7f\u6cdb\u5e94\u7528\u3002\u8fd9\u4e9b\u6280\u672f\u53ef\u4ee5\u7528\u4e8e\u81ea\u52a8\u5316\u57fa\u56e0\u7279\u5f81\u63d0\u53d6\u7684\u8fc7\u7a0b\uff0c\u5e2e\u52a9\u79d1\u7814\u4eba\u5458\u53d1\u73b0\u9690\u85cf\u5728\u751f\u7269\u5b66\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\u548c\u5173\u8054\u3002<\/p>\n<p>\u6240\u4ee5\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u624b\u6bb5\u6765\u63d0\u53d6\u6f5c\u5728\u7684\u91cd\u8981\u57fa\u56e0\u7279\u5f81\u5728\u8fd9\u4e2a\u5927\u6570\u636e\u65f6\u4ee3\u663e\u5f97\u683c\u5916\u91cd\u8981\u3002<\/p>\n<p>\u90a3\u4e48\u4ecb\u7ecd\u4e86\u8fd9\u4e48\u591a\uff0c\u8ba9\u6211\u4eec\u4e00\u8d77\u6765\u770b\u770b\u7a76\u7adf\u9700\u8981\u600e\u6837\u624d\u80fd10\u884c\u4ee3\u7801\u5c31\u5b9e\u73b0\u8fd9\u4e00\u6d41\u7a0b\u5462\uff1f\u8ba9\u6211\u4eec\u5f00\u59cb\u5427\uff01<\/p>\n<\/section>\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: middle;width: auto;align-self: center;flex: 100 100 0%;height: auto;\">\n<section style=\"overflow: hidden;text-align: center;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: middle;width: 6px;height: 6px;\">\n<section style=\"transform: rotate(0.1deg);\">\n<section style=\"width: 6px;height: 6px;border-radius: 100%;background-color: rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: 100%;margin-right: -6px;margin-left: -7px;border-bottom: 2px dotted rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: 6px;height: 6px;border-radius: 100%;background-color: rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: center;padding-right: 18px;padding-left: 18px;\">\n<section style=\"text-align: center;margin-top: 20px;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 0px;height: 0px;vertical-align: top;overflow: hidden;border-style: solid;border-width: 13px 8px 0px;border-color: rgb(93, 91, 92) rgba(255, 255, 255, 0) rgb(251, 133, 129);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: auto;flex: 100 100 0%;height: auto;align-self: center;\">\n<section style=\"overflow: hidden;text-align: center;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: middle;width: 6px;height: 6px;\">\n<section style=\"transform: rotate(0.1deg);\">\n<section style=\"width: 6px;height: 6px;border-radius: 100%;background-color: rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: 100%;margin-right: -6px;margin-left: -7px;border-bottom: 2px dotted rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: 6px;height: 6px;border-radius: 100%;background-color: rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u9996\u5148\u6211\u4eec\u9700\u8981\u52a0\u8f7d\u968f\u673a\u68ee\u6797\u7684\u5173\u952e\u5b9e\u73b0\u5305<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">library(randomForest)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u7136\u540e\u5bfc\u5165\u6211\u4eec\u7684\u57fa\u56e0\u8868\u8fbe\u6570\u636e<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">df2<-read.csv(\u201cdata.csv\u201d,header=<span class=\"code-snippet__built_in\">T<\/span>,row.names=<span class=\"code-snippet__number\">1<\/span>,check.names=<span class=\"code-snippet__built_in\">F<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"> <span class=\"code-snippet__comment\">#\u7136\u540e\u4eec\u770b\u770b\u6570\u636e\u7684\u57fa\u672c\u683c\u5f0f\u662f\u4ec0\u4e48\u6837\u5b50\u7684<\/span><\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.2423580786026201\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/1_M7ZLSB1icTmknRDSWicvEAricrRJrA.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSTxOr6cy9aFkWibeAKkZRwKrd1YkxAYFMaibS9WQOfZptqpaPMPHM7ZLSB1icTmknRDSWicvEAricrRJrA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"458\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u53ef\u4ee5\u770b\u5230\uff0c\u884c\u4e3a\u6837\u672c\uff0c\u5217\u4e3a\u57fa\u56e0\uff0c\u540c\u65f6\u5305\u542b\u4e00\u5217\u5206\u7c7b\u7279\u5f81\uff0c\u8fd9\u91cc\u5927\u6d77\u54e5\u9009\u62e9\u662f\u5426\u60a3\u75c5\u4e3a\u5206\u7c7b\u7279\u5f81\uff0c\u5927\u5bb6\u4e5f\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u81ea\u884c\u4fee\u6539\u54e6\uff01<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u7136\u540e\u6211\u4eec\u5c31\u9700\u8981\u6307\u5b9a\u6211\u4eec\u7684\u8bad\u7ec3\u6570\u636e\u548c\u7ed3\u679c\u53d8\u91cf<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">x<-df2[,-<span class=\"code-snippet__number\">1<\/span>]<\/span><\/code><code><span class=\"code-snippet_outer\">y<-factor(df2$group)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u7136\u540e\u5c31\u53ef\u4ee5\u5f00\u59cb\u6784\u5efa\u968f\u673a\u68ee\u6797\u4e86<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">rf<-randomForest(x, y,data=df2,importance=<span class=\"code-snippet__literal\">TRUE<\/span>,mtry=<span class=\"code-snippet__number\">3<\/span>, proximity=<span class=\"code-snippet__literal\">TRUE<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8fd9\u91cc\u6211\u7ed9\u5927\u5bb6\u4ecb\u7ecd\u4e00\u4e0b\u5177\u4f53\u7684\u53c2\u6570\uff0c\u62d3\u5c55\u4e00\u4e0b\u77e5\u8bc6\u9762\u3002<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">subset\u4ee5\u5411\u91cf\u7684\u5f62\u5f0f\u786e\u5b9a\u6837\u672c\u6570\u636e\u96c6\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">na.action\u6307\u5b9a\u6570\u636e\u96c6\u4e2d\u7f3a\u5931\u503c\u7684\u5904\u7406\u65b9\u6cd5\uff0c\u9ed8\u8ba4\u4e3ana.fail\uff0c\u5373\u4e0d\u5141\u8bb8\u51fa\u73b0\u7f3a\u5931 \u503c\uff0c\u4e5f\u53ef\u4ee5\u6307\u5b9a\u4e3ana.omit\uff0c\u5373\u5220\u9664\u7f3a\u5931\u6837\u672c\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">x\u6307\u5b9a\u6a21\u578b\u7684\u89e3\u91ca\u53d8\u91cf\uff0c\u53ef\u4ee5\u662f\u77e9\u9635\uff0c\u4e5f\u53ef\u4ee5\u662f\u6570\u636e\u6846\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">y\u6307\u5b9a\u6a21\u578b\u7684\u56e0\u53d8\u91cf\uff0c\u53ef\u4ee5\u662f\u79bb\u6563\u7684\u56e0\u5b50\uff0c\u4e5f\u53ef\u4ee5\u662f\u8fde\u7eed\u7684\u6570\u503c\uff0c\u5206\u522b\u5bf9\u5e94\u4e8e\u968f\u673a\u68ee\u6797\u7684\u5206\u7c7b\u6a21\u578b\u548c\u9884\u6d4b\u6a21\u578b\u3002\u8fd9\u91cc\u9700\u8981\u8bf4\u660e\u7684\u662f\uff0c\u5982\u679c\u4e0d\u6307\u5b9ay\u503c\uff0c\u5219\u968f\u673a\u68ee\u6797\u5c06\u662f\u4e00\u4e2a\u65e0\u76d1\u7763\u7684\u6a21\u578b\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">ntree\u6307\u5b9a\u968f\u673a\u68ee\u6797\u6240\u5305\u542b\u7684\u51b3\u7b56\u6811\u6570\u76ee\uff0c\u9ed8\u8ba4\u4e3a<span class=\"code-snippet__number\">500<\/span>\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">mtry\u6307\u5b9a\u8282\u70b9\u4e2d\u7528\u4e8e\u4e8c\u53c9\u6811\u7684\u53d8\u91cf\u4e2a\u6570\uff0c\u9ed8\u8ba4\u60c5\u51b5\u4e0b\u6570\u636e\u96c6\u53d8\u91cf\u4e2a\u6570\u7684\u4e8c\u6b21\u65b9\u6839\uff08\u5206\u7c7b\u6a21\u578b\uff09\u6216\u4e09\u5206\u4e4b\u4e00\uff08\u9884\u6d4b\u6a21\u578b\uff09\u3002\u4e00\u822c\u662f\u9700\u8981\u8fdb\u884c\u4eba\u4e3a\u7684\u9010\u6b21\u6311\u9009\uff0c\u786e\u5b9a\u6700\u4f73\u7684m\u503c\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">replace\u6307\u5b9aBootstrap\u968f\u673a\u62bd\u6837\u7684\u65b9\u5f0f\uff0c\u9ed8\u8ba4\u4e3a\u6709\u653e\u56de\u7684\u62bd\u6837<\/span><\/code><code><span class=\"code-snippet_outer\">classwt\u6307\u5b9a\u5206\u7c7b\u6c34\u5e73\u7684\u6743\u91cd\uff0c\u5bf9\u4e8e\u56de\u5f52\u6a21\u578b\uff0c\u8be5\u53c2\u6570\u65e0\u6548\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">strata\u4e3a\u56e0\u5b50\u5411\u91cf\uff0c\u7528\u4e8e\u5206\u5c42\u62bd\u6837\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">sampsize\u7528\u4e8e\u6307\u5b9a\u6837\u672c\u5bb9\u91cf\uff0c\u4e00\u822c\u4e0e\u53c2\u6570strata\u8054\u5408\u4f7f\u7528\uff0c\u6307\u5b9a\u5206\u5c42\u62bd\u6837\u4e2d\u5c42\u7684\u6837\u672c\u91cf\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">nodesize\u6307\u5b9a\u51b3\u7b56\u6811\u8282\u70b9\u7684\u6700\u5c0f\u4e2a\u6570\uff0c\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u5224\u522b\u6a21\u578b\u4e3a<span class=\"code-snippet__number\">1<\/span>\uff0c\u56de\u5f52\u6a21\u578b\u4e3a<span class=\"code-snippet__number\">5<\/span>\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">maxnodes\u6307\u5b9a\u51b3\u7b56\u6811\u8282\u70b9\u7684\u6700\u5927\u4e2a\u6570\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">importance\u903b\u8f91\u53c2\u6570\uff0c\u662f\u5426\u8ba1\u7b97\u5404\u4e2a\u53d8\u91cf\u5728\u6a21\u578b\u4e2d\u7684\u91cd\u8981\u6027\uff0c\u9ed8\u8ba4\u4e0d\u8ba1\u7b97\uff0c\u8be5\u53c2\u6570\u4e3b\u8981\u7ed3\u5408importance()\u51fd\u6570\u4f7f\u7528\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">proximity\u903b\u8f91\u53c2\u6570\uff0c\u662f\u5426\u8ba1\u7b97\u6a21\u578b\u7684\u4e34\u8fd1\u77e9\u9635\uff0c\u4e3b\u8981\u7ed3\u5408MDSplot()\u51fd\u6570\u4f7f\u7528\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">norm.votes\u663e\u793a\u6295\u7968\u683c\u5f0f\uff0c\u9ed8\u8ba4\u4ee5\u767e\u5206\u6bd4\u7684\u5f62\u5f0f\u5c55\u793a\u6295\u7968\u7ed3\u679c\uff0c\u4e5f\u53ef\u4ee5\u91c7\u7528\u7edd\u5bf9\u6570\u7684\u5f62\u5f0f\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u4e0a\u9762\u5c31\u662f\u4e00\u4e9b\u4e3b\u8981\u7684\u53c2\u6570\uff0c\u8fd8\u6709\u66f4\u591a\u53ef\u4ee5\u81ea\u884c\u67e5\u770b\u5b98\u7f51\u54e6\uff01<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u67e5\u770b\u4e00\u4e0b\u6211\u4eec\u6784\u5efa\u7684\u6a21\u578b<\/span><\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.29017160686427457\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_3BkHiaxHFCSia8uDH96f8IiajSIr8Q.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSTxOr6cy9aFkWibeAKkZRwKrJezQjeDaX8E6Biacn6gOdxSiaicxOf3BkHiaxHFCSia8uDH96f8IiajSIr8Q\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"641\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u7136\u540e\u6211\u4eec\u5c31\u53ef\u4ee5\u770b\u4e00\u4e0b\u91cd\u8981\u6027\u8bc4\u5206\u5566\uff01<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">head(importance(rf), type=<span class=\"code-snippet__number\">2<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.2222222222222222\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/3_UAGwhpHClWFr65kRXexlaHSEhSt6Sg.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSTxOr6cy9aFkWibeAKkZRwKrMxWiaNHO7tMvu6C6Mbme4UvdkUAGwhpHClWFr65kRXexlaHSEhSt6Sg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"504\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#type=1\u662f\u4ee5\u51c6\u786e\u7387\u9012\u51cf\u65b9\u6cd5\u5f97\u5230\u7ef4\u5ea6\u91cd\u8981\u6027\u503c\u3002type=2\u4e3a\u57fa\u5c3c\u7cfb\u6570\u65b9\u6cd5<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u76f4\u65b9\u56fe\u76f4\u89c2\u67e5\u770b\u7cfb\u6570\u91cd\u8981\u6027\uff0c\u4e0b\u8fb9\u4e24\u4e2a\u597d\u50cf\u6ca1\u5565\u533a\u522b,\u5927\u5bb6\u81ea\u884c\u9009\u62e9\uff0c\u7b2c\u4e8c\u79cd\u53ef\u4ee5\u9009\u62e9\u5c55\u793a\u7684\u57fa\u56e0\u6570\u91cf<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">varImpPlot(rf, main = <span class=\"code-snippet__string\">\"variable importance\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">varImpPlot(rf, sort=<span class=\"code-snippet__literal\">TRUE<\/span>,n.var=nrow(head(rf$importance,<span class=\"code-snippet__number\">10<\/span>)),<\/span><\/code><code><span class=\"code-snippet_outer\"> main = <span class=\"code-snippet__string\">\"variable importance\"<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.4546296296296296\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/4_uG5nGNicDb4F52RQGiamwxWscz1ibQ.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSTxOr6cy9aFkWibeAKkZRwKr30oiaYmyxdib6IYkQsiczrGrrJNbV1uG5nGNicDb4F52RQGiamwxWscz1ibQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.5492772667542707\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_maO0pnibg8BQZMXJ92Yllicbjrb9PQ.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSTxOr6cy9aFkWibeAKkZRwKrwyIz3tXR6zzMFwicIQZwQxk6hRVmaO0pnibg8BQZMXJ92Yllicbjrb9PQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"761\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section style=\"font-size: 12px;letter-spacing: 0px;\" powered-by=\"xiumi.us\">\n<p><span style=\"font-size: 14px;\">\u4e0d\u8fc7\u6392\u540d\u90fd\u662f\u4e00\u6837\u7684\u3002<\/span><\/p>\n<\/section>\n<section style=\"display: flex;flex-flow: row;margin: 10px 0% 20px;text-align: left;justify-content: flex-start;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: top;width: auto;flex: 0 0 0%;height: auto;align-self: flex-start;line-height: 0;\">\n<section style=\"text-align: right;margin-right: 0%;margin-bottom: -20px;margin-left: 0%;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 8px;height: 20px;vertical-align: top;overflow: hidden;border-width: 0px;border-style: none;border-color: rgb(62, 62, 62);background-color: rgb(245, 241, 224);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<section style=\"text-align: center;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 16px;height: 20px;vertical-align: top;overflow: hidden;border-width: 0px;border-radius: 21px 21px 0px 0px;border-style: none;border-color: rgb(62, 62, 62);background-color: rgb(231, 215, 173);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: top;width: auto;background-color: rgb(245, 241, 224);flex: 100 100 0%;align-self: flex-start;height: auto;border-right: 0px none rgb(62, 62, 62);border-top-right-radius: 12px;overflow: hidden;box-shadow: rgb(231, 215, 173) 0px 6px 0px;\">\n<section style=\"margin: 20px 0% 30px;\" powered-by=\"xiumi.us\">\n<section style=\"padding-right: 10px;padding-left: 10px;text-align: justify;letter-spacing: 0px;\">\n<p>\u597d\u4e86\uff0c\u6574\u4f53\u5c31\u662f\u8fd9\u4e9b\uff0c\u8ba9\u5927\u6d77\u54e5\u6570\u4e00\u4e0b\u6709\u591a\u5c11\u884c\u4ee3\u7801\uff0c1\u30012\u30013\u3002\u3002\u3002\u5dee\u4e0d\u591a10\u884c\uff0c\u77a7\u77a7\uff0c\u65e2\u7b80\u5355\u53c8\u5b9e\u7528\uff0c\u8fd9\u4e48\u597d\u7684\u7b97\u6cd5\u4f60\u786e\u5b9a\u4f60\u4e0d\u4eb2\u81ea\u52a8\u624b\u8bd5\u4e00\u8bd5\uff1f\uff08\u6700\u540e\u63a8\u8350\u4e00\u4e0b\u5927\u6d77\u54e5\u65b0\u5f00\u53d1\u7684\u96f6\u4ee3\u7801\u4e91\u751f\u4fe1\u5206\u6790\u5de5\u5177\u5e73\u53f0\u5305\u542b\u8d85\u591a\u96f6\u4ee3\u7801\u5c0f\u5de5\u5177\uff0c\u4e0a\u4f20\u6570\u636e\u4e00\u952e\u51fa\u56fe\uff0c\u611f\u5174\u8da3\u7684\u5c0f\u4f19\u4f34\u6b22\u8fce\u6765\u53c2\u89c2\u54df\uff0c\u7f51\u5740\uff1ahttp:\/\/www.biocloudservice.com\/home.html\uff09<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"border-bottom: 2px solid rgb(0, 150, 136);text-align: left;font-size: 12px;\" powered-by=\"xiumi.us\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;text-align: center;justify-content: center;display: flex;flex-flow: row;\">\n<section style=\"display: inline-block;vertical-align: middle;width: auto;align-self: center;flex: 0 0 auto;min-width: 5%;height: auto;\">\n<section powered-by=\"xiumi.us\" style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;\">\n<section style=\"margin-left: -6px;display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;\">\n<section powered-by=\"xiumi.us\" style=\"transform: rotateZ(45deg);\">\n<section style=\"text-align: center;\">\n<section style=\"display: inline-block;width: 16px;height: 16px;vertical-align: top;overflow: hidden;border-style: solid;border-width: 3px 3px 0px 0px;border-color: rgb(231, 215, 173) rgb(231, 215, 173) rgb(69, 107, 176) rgb(69, 107, 176);\">\n<section powered-by=\"xiumi.us\" style=\"text-align: justify;\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-left: -6px;display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;\">\n<section powered-by=\"xiumi.us\" style=\"transform: rotateZ(45deg);\">\n<section style=\"text-align: center;\">\n<section style=\"display: inline-block;width: 16px;height: 16px;vertical-align: top;overflow: hidden;border-style: solid;border-width: 3px 3px 0px 0px;border-color: rgb(231, 215, 173) rgb(231, 215, 173) rgb(69, 107, 176) rgb(69, 107, 176);\">\n<section powered-by=\"xiumi.us\" style=\"text-align: justify;\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"padding: 3px 23px;display: inline-block;vertical-align: middle;width: 204.438px;align-self: center;flex: 0 0 auto;height: auto;\">\n<section powered-by=\"xiumi.us\" style=\"line-height: 0;\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"1.025925925925926\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/6_yGcdHkCcypSv6wiaqvUtiaorSHtlyQ.jpg?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_jpg\/YHGRXkSxjSSjiaCxaVOvMicludfibpJygckAenpMrFhYk4EE0uI3AdmJShoxicyGcdHkCcypSv6wiaqvUtiaorSHtlyQ\/640?wx_fmt=jpeg'\" data-type=\"jpeg\" data-w=\"1080\" style=\"vertical-align: middle;width: 158.438px;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: auto;align-self: center;flex: 0 0 auto;min-width: 5%;height: auto;\">\n<section powered-by=\"xiumi.us\" style=\"transform: perspective(0px);transform-style: flat;\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;transform: rotateY(180deg);\">\n<section style=\"margin-left: -6px;display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;\">\n<section powered-by=\"xiumi.us\" style=\"transform: rotateZ(45deg);\">\n<section style=\"text-align: center;\">\n<section style=\"display: inline-block;width: 16px;height: 16px;vertical-align: top;overflow: hidden;border-style: solid;border-width: 3px 3px 0px 0px;border-color: rgb(231, 215, 173) rgb(231, 215, 173) rgb(69, 107, 176) rgb(69, 107, 176);\">\n<section powered-by=\"xiumi.us\" style=\"text-align: justify;\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-left: -6px;display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;\">\n<section powered-by=\"xiumi.us\" style=\"transform: rotateZ(45deg);\">\n<section style=\"text-align: center;\">\n<section style=\"display: inline-block;width: 16px;height: 16px;vertical-align: top;overflow: hidden;border-style: solid;border-width: 3px 3px 0px 0px;border-color: rgb(231, 215, 173) rgb(231, 215, 173) rgb(69, 107, 176) rgb(69, 107, 176);\">\n<section powered-by=\"xiumi.us\" style=\"text-align: justify;\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-left: -6px;display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;\">\n<section powered-by=\"xiumi.us\" style=\"transform: rotateZ(45deg);\">\n<section style=\"text-align: center;\">\n<section style=\"display: inline-block;width: 16px;height: 16px;vertical-align: top;overflow: hidden;border-style: solid;border-width: 3px 3px 0px 0px;border-color: rgb(231, 215, 173) rgb(231, 215, 173) rgb(69, 107, 176) rgb(69, 107, 176);\">\n<section powered-by=\"xiumi.us\" style=\"text-align: justify;\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 10px;text-align: center;\">\n<section style=\"color: rgb(231, 215, 173);\">\n<p><strong>\u751f\u4fe1\u6ee9\u516c\u4f17\u53f7<\/strong><\/p>\n<\/section>\n<\/section>\n<p powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;text-wrap: wrap;\"><br style=\"font-size: 14px;letter-spacing: 2px;\" \/><\/p>\n<p><a target=\"_blank\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzAwNjE0MDY3MQ==&mid=2650761303&idx=2&sn=6f73471d1e82c56c0b2160d0fcd32d53&scene=21#wechat_redirect\" textvalue=\"\" linktype=\"image\" imgurl=\"https:\/\/mmbiz.qpic.cn\/mmbiz_jpg\/YHGRXkSxjSSYqN0u6bwwXzLCBdlX9BXOYJyjlsib6bQ74Wibtria9gSC4sqocafb5YBQcZWdQRrtP2Xo7vaFWaecA\/0?wx_fmt=jpeg\" imgdata=\"[object Object]\" tab=\"innerlink\" data-linktype=\"1\" rel=\"noopener\"><span class=\"js_jump_icon h5_image_link\"><img decoding=\"async\" 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style=\"\" data-recalc-dims=\"1\" \/><\/p>\n<p>\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\u8fdb\u5165\u7f51\u5740<\/p>\n<\/section>\n<section style=\"margin-left: 8%;margin-right: 8%;line-height: 1.1em;\" powered-by=\"xiumi.us\">\n<section style=\"width: 0px;display: inline-block;vertical-align: top;border-top: 1em solid rgb(0, 150, 136);border-left: 0.8em solid transparent !important;border-right: 0.8em solid transparent !important;\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p style=\"text-indent: 2em;text-wrap: wrap;\"><br \/><\/p>\n<\/section>\n<\/section>\n<p style=\"display: none;margin-bottom: 24px;\"><mp-style-type data-value=\"3\"><\/mp-style-type><\/p>\n<div class=\"msg_source_url\"><a href=\"http:\/\/www.biocloudservice.com\/home.html\" target=\"_blank\" rel=\"noopener\">\u9605\u8bfb\u539f\u6587<\/a><\/div>\n<p><\/content><\/p>\n<div 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powered-by=\"xiumi.us\">\n<p>\u5c0f\u4f19\u4f34\u4eec\u5927\u5bb6\u597d\uff0c\u6211\u662f\u5927\u6d77\u54e5\uff0c\u4eca\u5929\u5927\u6d77\u54e5\u6253\u7b97\u7ed9\u5927\u5bb6\u4ecb\u7ecd\u4e00\u4e2a\u5b9e\u73b0\u8d77\u6765\u7b80\u5355\uff0c\u800c\u4e14\u5728\u751f\u4fe1\u5206\u6790\u79cd\u975e\u5e38\u5b9e\u7528\u7684\u4e00\u79cd\u7528\u4e8e\u57fa\u56e0\u7b5b\u9009\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0c\u90a3\u5c31\u662f\u54b1\u4eec\u719f\u6089\u7684\u968f\u673a\u68ee\u6797\uff0c\u53ea\u4e0d\u8fc7\u4e0d\u662f\u7528\u4e8e\u9884\u6d4b\uff0c\u800c\u662f\u7528\u4e8e\u7279\u5f81\u63d0\u53d6\uff01\u4e00\u8d77\u6765\u5b66\u4e60\u4e00\u4e0b\u5427\uff01<\/p>\n<p>\u9996\u5148\uff0c\u6211\u4eec\u6765\u4e86\u89e3\u4e00\u4e0b\u4e3a\u4ec0\u4e48\u8981\u8fdb\u884c\u57fa\u56e0\u7279\u5f81\u63d0\u53d6\u5462\uff1f<\/p>\n<p>\u57fa\u56e0\u7279\u5f81\u63d0\u53d6\u662f\u751f\u7269\u4fe1\u606f\u5b66\u548c\u751f\u7269\u6570\u636e\u5206\u6790\u9886\u57df\u7684\u91cd\u8981\u4efb\u52a1\u4e4b\u4e00\uff0c\u5b83\u7684\u80cc\u666f\u53ef\u4ee5\u8ffd\u6eaf\u5230\u5206\u5b50\u751f\u7269\u5b66\u3001\u9057\u4f20\u5b66\u548c\u8ba1\u7b97\u673a\u79d1\u5b66\u7684\u4ea4\u53c9\u9886\u57df\uff1a<\/p>\n<p>\u5728\u57fa\u56e0\u7814\u7a76\u548c\u751f\u7269\u4fe1\u606f\u5b66\u4e2d\uff0c\u7279\u5f81\u63d0\u53d6\u662f\u4e00\u4e2a\u5173\u952e\u7684\u4efb\u52a1\u3002\u901a\u8fc7\u4ece\u5927\u89c4\u6a21\u7684\u57fa\u56e0\u6570\u636e\u4e2d\u63d0\u53d6\u51fa\u6709\u610f\u4e49\u7684\u7279\u5f81\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u8bc6\u522b\u57fa\u56e0\u4e0e\u75be\u75c5\u3001\u8868\u578b\u548c\u5176\u4ed6\u751f\u7269\u5b66\u7279\u5f81\u4e4b\u95f4\u7684\u5173\u8054\u3002\u8fd9\u4e9b\u7279\u5f81\u53ef\u4ee5\u7528\u4e8e\u5206\u7c7b\u3001\u805a\u7c7b\u3001\u9884\u6d4b\u548c\u5176\u4ed6\u751f\u7269\u4fe1\u606f\u5b66\u4efb\u52a1\uff0c\u6709\u52a9\u4e8e\u6df1\u5165\u7406\u89e3\u751f\u7269\u5b66\u8fc7\u7a0b\u548c\u75be\u75c5\u673a\u5236\u3002<\/p>\n<p>\u540c\u65f6\u8fd1\u5e74\u6765\uff0c\u673a\u5668\u5b66\u4e60\u548c\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5df2\u7ecf\u5728\u751f\u7269\u4fe1\u606f\u5b66\u4e2d\u5f97\u5230\u5e7f\u6cdb\u5e94\u7528\u3002\u8fd9\u4e9b\u6280\u672f\u53ef\u4ee5\u7528\u4e8e\u81ea\u52a8\u5316\u57fa\u56e0\u7279\u5f81\u63d0\u53d6\u7684\u8fc7\u7a0b\uff0c\u5e2e\u52a9\u79d1\u7814\u4eba\u5458\u53d1\u73b0\u9690\u85cf\u5728\u751f\u7269\u5b66\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\u548c\u5173\u8054\u3002<\/p>\n<p>\u6240\u4ee5\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u624b\u6bb5\u6765\u63d0\u53d6\u6f5c\u5728\u7684\u91cd\u8981\u57fa\u56e0\u7279\u5f81\u5728\u8fd9\u4e2a\u5927\u6570\u636e\u65f6\u4ee3\u663e\u5f97\u683c\u5916\u91cd\u8981\u3002<\/p>\n<p>\u90a3\u4e48\u4ecb\u7ecd\u4e86\u8fd9\u4e48\u591a\uff0c\u8ba9\u6211\u4eec\u4e00\u8d77\u6765\u770b\u770b\u7a76\u7adf\u9700\u8981\u600e\u6837\u624d\u80fd10\u884c\u4ee3\u7801\u5c31\u5b9e\u73b0\u8fd9\u4e00\u6d41\u7a0b\u5462\uff1f\u8ba9\u6211\u4eec\u5f00\u59cb\u5427\uff01<\/p>\n<\/section>\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;margin-top: 10px;margin-bottom: 10px;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: middle;width: auto;align-self: center;flex: 100 100 0%;height: auto;\">\n<section style=\"overflow: hidden;text-align: center;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: middle;width: 6px;height: 6px;\">\n<section style=\"transform: rotate(0.1deg);\">\n<section style=\"width: 6px;height: 6px;border-radius: 100%;background-color: rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: 100%;margin-right: -6px;margin-left: -7px;border-bottom: 2px dotted rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: 6px;height: 6px;border-radius: 100%;background-color: rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: auto;min-width: 5%;flex: 0 0 auto;height: auto;align-self: center;padding-right: 18px;padding-left: 18px;\">\n<section style=\"text-align: center;margin-top: 20px;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 0px;height: 0px;vertical-align: top;overflow: hidden;border-style: solid;border-width: 13px 8px 0px;border-color: rgb(93, 91, 92) rgba(255, 255, 255, 0) rgb(251, 133, 129);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: auto;flex: 100 100 0%;height: auto;align-self: center;\">\n<section style=\"overflow: hidden;text-align: center;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: middle;width: 6px;height: 6px;\">\n<section style=\"transform: rotate(0.1deg);\">\n<section style=\"width: 6px;height: 6px;border-radius: 100%;background-color: rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: 100%;margin-right: -6px;margin-left: -7px;border-bottom: 2px dotted rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: 6px;height: 6px;border-radius: 100%;background-color: rgb(93, 91, 92);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u9996\u5148\u6211\u4eec\u9700\u8981\u52a0\u8f7d\u968f\u673a\u68ee\u6797\u7684\u5173\u952e\u5b9e\u73b0\u5305<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">library(randomForest)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u7136\u540e\u5bfc\u5165\u6211\u4eec\u7684\u57fa\u56e0\u8868\u8fbe\u6570\u636e<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">df2<-read.csv(\u201cdata.csv\u201d,header=<span class=\"code-snippet__built_in\">T<\/span>,row.names=<span class=\"code-snippet__number\">1<\/span>,check.names=<span class=\"code-snippet__built_in\">F<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"> <span class=\"code-snippet__comment\">#\u7136\u540e\u4eec\u770b\u770b\u6570\u636e\u7684\u57fa\u672c\u683c\u5f0f\u662f\u4ec0\u4e48\u6837\u5b50\u7684<\/span><\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.2423580786026201\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/1_M7ZLSB1icTmknRDSWicvEAricrRJrA.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSTxOr6cy9aFkWibeAKkZRwKrd1YkxAYFMaibS9WQOfZptqpaPMPHM7ZLSB1icTmknRDSWicvEAricrRJrA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"458\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u53ef\u4ee5\u770b\u5230\uff0c\u884c\u4e3a\u6837\u672c\uff0c\u5217\u4e3a\u57fa\u56e0\uff0c\u540c\u65f6\u5305\u542b\u4e00\u5217\u5206\u7c7b\u7279\u5f81\uff0c\u8fd9\u91cc\u5927\u6d77\u54e5\u9009\u62e9\u662f\u5426\u60a3\u75c5\u4e3a\u5206\u7c7b\u7279\u5f81\uff0c\u5927\u5bb6\u4e5f\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u81ea\u884c\u4fee\u6539\u54e6\uff01<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u7136\u540e\u6211\u4eec\u5c31\u9700\u8981\u6307\u5b9a\u6211\u4eec\u7684\u8bad\u7ec3\u6570\u636e\u548c\u7ed3\u679c\u53d8\u91cf<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">x<-df2[,-<span class=\"code-snippet__number\">1<\/span>]<\/span><\/code><code><span class=\"code-snippet_outer\">y<-factor(df2$group)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u7136\u540e\u5c31\u53ef\u4ee5\u5f00\u59cb\u6784\u5efa\u968f\u673a\u68ee\u6797\u4e86<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">rf<-randomForest(x, y,data=df2,importance=<span class=\"code-snippet__literal\">TRUE<\/span>,mtry=<span class=\"code-snippet__number\">3<\/span>, proximity=<span class=\"code-snippet__literal\">TRUE<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u8fd9\u91cc\u6211\u7ed9\u5927\u5bb6\u4ecb\u7ecd\u4e00\u4e0b\u5177\u4f53\u7684\u53c2\u6570\uff0c\u62d3\u5c55\u4e00\u4e0b\u77e5\u8bc6\u9762\u3002<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">subset\u4ee5\u5411\u91cf\u7684\u5f62\u5f0f\u786e\u5b9a\u6837\u672c\u6570\u636e\u96c6\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">na.action\u6307\u5b9a\u6570\u636e\u96c6\u4e2d\u7f3a\u5931\u503c\u7684\u5904\u7406\u65b9\u6cd5\uff0c\u9ed8\u8ba4\u4e3ana.fail\uff0c\u5373\u4e0d\u5141\u8bb8\u51fa\u73b0\u7f3a\u5931 \u503c\uff0c\u4e5f\u53ef\u4ee5\u6307\u5b9a\u4e3ana.omit\uff0c\u5373\u5220\u9664\u7f3a\u5931\u6837\u672c\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">x\u6307\u5b9a\u6a21\u578b\u7684\u89e3\u91ca\u53d8\u91cf\uff0c\u53ef\u4ee5\u662f\u77e9\u9635\uff0c\u4e5f\u53ef\u4ee5\u662f\u6570\u636e\u6846\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">y\u6307\u5b9a\u6a21\u578b\u7684\u56e0\u53d8\u91cf\uff0c\u53ef\u4ee5\u662f\u79bb\u6563\u7684\u56e0\u5b50\uff0c\u4e5f\u53ef\u4ee5\u662f\u8fde\u7eed\u7684\u6570\u503c\uff0c\u5206\u522b\u5bf9\u5e94\u4e8e\u968f\u673a\u68ee\u6797\u7684\u5206\u7c7b\u6a21\u578b\u548c\u9884\u6d4b\u6a21\u578b\u3002\u8fd9\u91cc\u9700\u8981\u8bf4\u660e\u7684\u662f\uff0c\u5982\u679c\u4e0d\u6307\u5b9ay\u503c\uff0c\u5219\u968f\u673a\u68ee\u6797\u5c06\u662f\u4e00\u4e2a\u65e0\u76d1\u7763\u7684\u6a21\u578b\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">ntree\u6307\u5b9a\u968f\u673a\u68ee\u6797\u6240\u5305\u542b\u7684\u51b3\u7b56\u6811\u6570\u76ee\uff0c\u9ed8\u8ba4\u4e3a<span class=\"code-snippet__number\">500<\/span>\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">mtry\u6307\u5b9a\u8282\u70b9\u4e2d\u7528\u4e8e\u4e8c\u53c9\u6811\u7684\u53d8\u91cf\u4e2a\u6570\uff0c\u9ed8\u8ba4\u60c5\u51b5\u4e0b\u6570\u636e\u96c6\u53d8\u91cf\u4e2a\u6570\u7684\u4e8c\u6b21\u65b9\u6839\uff08\u5206\u7c7b\u6a21\u578b\uff09\u6216\u4e09\u5206\u4e4b\u4e00\uff08\u9884\u6d4b\u6a21\u578b\uff09\u3002\u4e00\u822c\u662f\u9700\u8981\u8fdb\u884c\u4eba\u4e3a\u7684\u9010\u6b21\u6311\u9009\uff0c\u786e\u5b9a\u6700\u4f73\u7684m\u503c\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">replace\u6307\u5b9aBootstrap\u968f\u673a\u62bd\u6837\u7684\u65b9\u5f0f\uff0c\u9ed8\u8ba4\u4e3a\u6709\u653e\u56de\u7684\u62bd\u6837<\/span><\/code><code><span class=\"code-snippet_outer\">classwt\u6307\u5b9a\u5206\u7c7b\u6c34\u5e73\u7684\u6743\u91cd\uff0c\u5bf9\u4e8e\u56de\u5f52\u6a21\u578b\uff0c\u8be5\u53c2\u6570\u65e0\u6548\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">strata\u4e3a\u56e0\u5b50\u5411\u91cf\uff0c\u7528\u4e8e\u5206\u5c42\u62bd\u6837\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">sampsize\u7528\u4e8e\u6307\u5b9a\u6837\u672c\u5bb9\u91cf\uff0c\u4e00\u822c\u4e0e\u53c2\u6570strata\u8054\u5408\u4f7f\u7528\uff0c\u6307\u5b9a\u5206\u5c42\u62bd\u6837\u4e2d\u5c42\u7684\u6837\u672c\u91cf\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">nodesize\u6307\u5b9a\u51b3\u7b56\u6811\u8282\u70b9\u7684\u6700\u5c0f\u4e2a\u6570\uff0c\u9ed8\u8ba4\u60c5\u51b5\u4e0b\uff0c\u5224\u522b\u6a21\u578b\u4e3a<span class=\"code-snippet__number\">1<\/span>\uff0c\u56de\u5f52\u6a21\u578b\u4e3a<span class=\"code-snippet__number\">5<\/span>\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">maxnodes\u6307\u5b9a\u51b3\u7b56\u6811\u8282\u70b9\u7684\u6700\u5927\u4e2a\u6570\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">importance\u903b\u8f91\u53c2\u6570\uff0c\u662f\u5426\u8ba1\u7b97\u5404\u4e2a\u53d8\u91cf\u5728\u6a21\u578b\u4e2d\u7684\u91cd\u8981\u6027\uff0c\u9ed8\u8ba4\u4e0d\u8ba1\u7b97\uff0c\u8be5\u53c2\u6570\u4e3b\u8981\u7ed3\u5408importance()\u51fd\u6570\u4f7f\u7528\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">proximity\u903b\u8f91\u53c2\u6570\uff0c\u662f\u5426\u8ba1\u7b97\u6a21\u578b\u7684\u4e34\u8fd1\u77e9\u9635\uff0c\u4e3b\u8981\u7ed3\u5408MDSplot()\u51fd\u6570\u4f7f\u7528\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\">norm.votes\u663e\u793a\u6295\u7968\u683c\u5f0f\uff0c\u9ed8\u8ba4\u4ee5\u767e\u5206\u6bd4\u7684\u5f62\u5f0f\u5c55\u793a\u6295\u7968\u7ed3\u679c\uff0c\u4e5f\u53ef\u4ee5\u91c7\u7528\u7edd\u5bf9\u6570\u7684\u5f62\u5f0f\uff1b<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u4e0a\u9762\u5c31\u662f\u4e00\u4e9b\u4e3b\u8981\u7684\u53c2\u6570\uff0c\u8fd8\u6709\u66f4\u591a\u53ef\u4ee5\u81ea\u884c\u67e5\u770b\u5b98\u7f51\u54e6\uff01<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u67e5\u770b\u4e00\u4e0b\u6211\u4eec\u6784\u5efa\u7684\u6a21\u578b<\/span><\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.29017160686427457\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_3BkHiaxHFCSia8uDH96f8IiajSIr8Q.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSTxOr6cy9aFkWibeAKkZRwKrJezQjeDaX8E6Biacn6gOdxSiaicxOf3BkHiaxHFCSia8uDH96f8IiajSIr8Q\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"641\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u7136\u540e\u6211\u4eec\u5c31\u53ef\u4ee5\u770b\u4e00\u4e0b\u91cd\u8981\u6027\u8bc4\u5206\u5566\uff01<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">head(importance(rf), type=<span class=\"code-snippet__number\">2<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.2222222222222222\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/3_UAGwhpHClWFr65kRXexlaHSEhSt6Sg.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSTxOr6cy9aFkWibeAKkZRwKrMxWiaNHO7tMvu6C6Mbme4UvdkUAGwhpHClWFr65kRXexlaHSEhSt6Sg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"504\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#type=1\u662f\u4ee5\u51c6\u786e\u7387\u9012\u51cf\u65b9\u6cd5\u5f97\u5230\u7ef4\u5ea6\u91cd\u8981\u6027\u503c\u3002type=2\u4e3a\u57fa\u5c3c\u7cfb\u6570\u65b9\u6cd5<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\">#\u76f4\u65b9\u56fe\u76f4\u89c2\u67e5\u770b\u7cfb\u6570\u91cd\u8981\u6027\uff0c\u4e0b\u8fb9\u4e24\u4e2a\u597d\u50cf\u6ca1\u5565\u533a\u522b,\u5927\u5bb6\u81ea\u884c\u9009\u62e9\uff0c\u7b2c\u4e8c\u79cd\u53ef\u4ee5\u9009\u62e9\u5c55\u793a\u7684\u57fa\u56e0\u6570\u91cf<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">varImpPlot(rf, main = <span class=\"code-snippet__string\">\"variable importance\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\">varImpPlot(rf, sort=<span class=\"code-snippet__literal\">TRUE<\/span>,n.var=nrow(head(rf$importance,<span class=\"code-snippet__number\">10<\/span>)),<\/span><\/code><code><span class=\"code-snippet_outer\"> main = <span class=\"code-snippet__string\">\"variable importance\"<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.4546296296296296\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/4_uG5nGNicDb4F52RQGiamwxWscz1ibQ.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSTxOr6cy9aFkWibeAKkZRwKr30oiaYmyxdib6IYkQsiczrGrrJNbV1uG5nGNicDb4F52RQGiamwxWscz1ibQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section style=\"text-align: center;margin-top: 10px;margin-bottom: 10px;line-height: 0;\" powered-by=\"xiumi.us\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"0.5492772667542707\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_maO0pnibg8BQZMXJ92Yllicbjrb9PQ.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/YHGRXkSxjSTxOr6cy9aFkWibeAKkZRwKrwyIz3tXR6zzMFwicIQZwQxk6hRVmaO0pnibg8BQZMXJ92Yllicbjrb9PQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"761\" style=\"vertical-align: middle;width: 100%;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<section style=\"font-size: 12px;letter-spacing: 0px;\" powered-by=\"xiumi.us\">\n<p><span style=\"font-size: 14px;\">\u4e0d\u8fc7\u6392\u540d\u90fd\u662f\u4e00\u6837\u7684\u3002<\/span><\/p>\n<\/section>\n<section style=\"display: flex;flex-flow: row;margin: 10px 0% 20px;text-align: left;justify-content: flex-start;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: top;width: auto;flex: 0 0 0%;height: auto;align-self: flex-start;line-height: 0;\">\n<section style=\"text-align: right;margin-right: 0%;margin-bottom: -20px;margin-left: 0%;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 8px;height: 20px;vertical-align: top;overflow: hidden;border-width: 0px;border-style: none;border-color: rgb(62, 62, 62);background-color: rgb(245, 241, 224);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<section style=\"text-align: center;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: 16px;height: 20px;vertical-align: top;overflow: hidden;border-width: 0px;border-radius: 21px 21px 0px 0px;border-style: none;border-color: rgb(62, 62, 62);background-color: rgb(231, 215, 173);\"><svg viewbox=\"0 0 1 1\" style=\"float:left;line-height:0;width:0;vertical-align:top;\"><\/svg><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: top;width: auto;background-color: rgb(245, 241, 224);flex: 100 100 0%;align-self: flex-start;height: auto;border-right: 0px none rgb(62, 62, 62);border-top-right-radius: 12px;overflow: hidden;box-shadow: rgb(231, 215, 173) 0px 6px 0px;\">\n<section style=\"margin: 20px 0% 30px;\" powered-by=\"xiumi.us\">\n<section style=\"padding-right: 10px;padding-left: 10px;text-align: justify;letter-spacing: 0px;\">\n<p>\u597d\u4e86\uff0c\u6574\u4f53\u5c31\u662f\u8fd9\u4e9b\uff0c\u8ba9\u5927\u6d77\u54e5\u6570\u4e00\u4e0b\u6709\u591a\u5c11\u884c\u4ee3\u7801\uff0c1\u30012\u30013\u3002\u3002\u3002\u5dee\u4e0d\u591a10\u884c\uff0c\u77a7\u77a7\uff0c\u65e2\u7b80\u5355\u53c8\u5b9e\u7528\uff0c\u8fd9\u4e48\u597d\u7684\u7b97\u6cd5\u4f60\u786e\u5b9a\u4f60\u4e0d\u4eb2\u81ea\u52a8\u624b\u8bd5\u4e00\u8bd5\uff1f\uff08\u6700\u540e\u63a8\u8350\u4e00\u4e0b\u5927\u6d77\u54e5\u65b0\u5f00\u53d1\u7684\u96f6\u4ee3\u7801\u4e91\u751f\u4fe1\u5206\u6790\u5de5\u5177\u5e73\u53f0\u5305\u542b\u8d85\u591a\u96f6\u4ee3\u7801\u5c0f\u5de5\u5177\uff0c\u4e0a\u4f20\u6570\u636e\u4e00\u952e\u51fa\u56fe\uff0c\u611f\u5174\u8da3\u7684\u5c0f\u4f19\u4f34\u6b22\u8fce\u6765\u53c2\u89c2\u54df\uff0c\u7f51\u5740\uff1ahttp:\/\/www.biocloudservice.com\/home.html\uff09<\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"border-bottom: 2px solid rgb(0, 150, 136);text-align: left;font-size: 12px;\" powered-by=\"xiumi.us\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;text-align: center;justify-content: center;display: flex;flex-flow: row;\">\n<section style=\"display: inline-block;vertical-align: middle;width: auto;align-self: center;flex: 0 0 auto;min-width: 5%;height: auto;\">\n<section powered-by=\"xiumi.us\" style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;\">\n<section style=\"margin-left: -6px;display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;\">\n<section powered-by=\"xiumi.us\" style=\"transform: rotateZ(45deg);\">\n<section style=\"text-align: center;\">\n<section style=\"display: inline-block;width: 16px;height: 16px;vertical-align: top;overflow: hidden;border-style: solid;border-width: 3px 3px 0px 0px;border-color: rgb(231, 215, 173) rgb(231, 215, 173) rgb(69, 107, 176) rgb(69, 107, 176);\">\n<section powered-by=\"xiumi.us\" style=\"text-align: justify;\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-left: -6px;display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;\">\n<section powered-by=\"xiumi.us\" style=\"transform: rotateZ(45deg);\">\n<section style=\"text-align: center;\">\n<section style=\"display: inline-block;width: 16px;height: 16px;vertical-align: top;overflow: hidden;border-style: solid;border-width: 3px 3px 0px 0px;border-color: rgb(231, 215, 173) rgb(231, 215, 173) rgb(69, 107, 176) rgb(69, 107, 176);\">\n<section powered-by=\"xiumi.us\" style=\"text-align: justify;\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"padding: 3px 23px;display: inline-block;vertical-align: middle;width: 204.438px;align-self: center;flex: 0 0 auto;height: auto;\">\n<section powered-by=\"xiumi.us\" style=\"line-height: 0;\">\n<section style=\"vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-ratio=\"1.025925925925926\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/6_yGcdHkCcypSv6wiaqvUtiaorSHtlyQ.jpg?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_jpg\/YHGRXkSxjSSjiaCxaVOvMicludfibpJygckAenpMrFhYk4EE0uI3AdmJShoxicyGcdHkCcypSv6wiaqvUtiaorSHtlyQ\/640?wx_fmt=jpeg'\" data-type=\"jpeg\" data-w=\"1080\" style=\"vertical-align: middle;width: 158.438px;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<\/section>\n<section style=\"display: inline-block;vertical-align: middle;width: auto;align-self: center;flex: 0 0 auto;min-width: 5%;height: auto;\">\n<section powered-by=\"xiumi.us\" style=\"transform: perspective(0px);transform-style: flat;\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row;transform: rotateY(180deg);\">\n<section style=\"margin-left: -6px;display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;\">\n<section powered-by=\"xiumi.us\" style=\"transform: rotateZ(45deg);\">\n<section style=\"text-align: center;\">\n<section style=\"display: inline-block;width: 16px;height: 16px;vertical-align: top;overflow: hidden;border-style: solid;border-width: 3px 3px 0px 0px;border-color: rgb(231, 215, 173) rgb(231, 215, 173) rgb(69, 107, 176) rgb(69, 107, 176);\">\n<section powered-by=\"xiumi.us\" style=\"text-align: justify;\">\n<p><br \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"margin-left: -6px;display: inline-block;vertical-align: top;width: auto;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;\">\n<section powered-by=\"xiumi.us\" style=\"transform: rotateZ(45deg);\">\n<section style=\"text-align: center;\">\n<section style=\"display: 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