{"id":51526,"date":"2024-06-16T10:41:00","date_gmt":"2024-06-16T02:41:00","guid":{"rendered":"http:\/\/www.biocloudservice.com\/wordpress\/?p=51526"},"modified":"2024-06-16T10:41:00","modified_gmt":"2024-06-16T02:41:00","slug":"%e7%94%9f%e4%bf%a1%e6%95%b0%e6%8d%ae%e5%a4%84%e7%90%86%e5%a5%bd%e5%b8%ae%e6%89%8b%ef%bc%9adplyr%e5%8a%a9%e4%bd%a0%e4%b8%80%e8%87%82%e4%b9%8b%e5%8a%9b%ef%bc%81-4","status":"publish","type":"post","link":"http:\/\/www.biocloudservice.com\/wordpress\/?p=51526","title":{"rendered":"\u751f\u4fe1\u6570\u636e\u5904\u7406\u597d\u5e2e\u624b\uff1adplyr\u52a9\u4f60\u4e00\u81c2\u4e4b\u529b\uff01"},"content":{"rendered":"


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rotateZ(60deg);\" powered-by=\"xiumi.us\">\n<section style=\"margin-top: 10px;margin-bottom: 10px;text-align: center;\">\n<section style=\"width: 100%;height: 5px;background-color: rgb(255, 255, 255);\"><span style=\"font-size: var(--articleFontsize);letter-spacing: 0.034em;text-align: justify;\"><\/span><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>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p><br \/><\/p>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\">\u5728\u751f\u7269\u4fe1\u606f\u5b66\u4e2d\uff0c\u6570\u636e\u5904\u7406\u662f\u975e\u5e38\u91cd\u8981\u7684\u4e00\u73af\u3002\u4e3a\u4e86\u65b9\u4fbf\u8fdb\u884c\u6570\u636e\u64cd\u4f5c\u548c\u5904\u7406\uff0cR\u8bed\u8a00\u63d0\u4f9b\u4e86\u8bb8\u591a\u5f3a\u5927\u7684\u5305\uff0c\u5176\u4e2d\u4e4b\u4e00\u5c31\u662fdplyr\u5305\u3002dplyr\u5305\u662f\u4e00\u4e2a\u529f\u80fd\u5f3a\u5927\u4e14\u6613\u4e8e\u4f7f\u7528\u7684\u6570\u636e\u64cd\u4f5c\u5305\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u7ec4\u7b80\u6d01\u3001\u4e00\u81f4\u4e14\u6613\u4e8e\u8bb0\u5fc6\u7684\u51fd\u6570\uff0c\u7528\u4e8e\u5bf9\u6570\u636e\u8fdb\u884c\u7b5b\u9009\u3001\u6392\u5e8f\u3001\u6574\u7406\u548c\u6c47\u603b\u7b49\u64cd\u4f5c\u3002\u4e0b\u9762\u5c0f\u82b1\u5c06\u901a\u8fc7\u4e00\u4e2a\u5b9e\u4f8b\u6765\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528dplyr\u5305\u8fdb\u884c\u6570\u636e\u5904\u7406\uff0c\u611f\u5174\u8da3\u7684\u8bdd\u5c31\u548c\u5c0f\u82b1\u4e00\u8d77\u770b\u4e0b\u53bb\u5427\uff01<\/span><o:p><\/o:p><\/section>\n<section style=\"text-align: left;text-indent: 0em;\"><br \/><\/section>\n<section style=\"text-align: left;text-indent: 0em;\"><span style=\"color: rgb(2, 30, 170);\"><strong><span style=\"color: rgb(2, 30, 170);font-size: 16px;\">\u4e86\u89e3dplyr<\/span><\/strong><\/span><o:p><\/o:p><\/section>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\">\u5728\u751f\u7269\u4fe1\u606f\u5b66\u4e2d\uff0cdplyr\u5305\u5e38\u5e38\u7528\u4e8e\u5bf9\u57fa\u56e0\u8868\u8fbe\u6570\u636e\u3001\u5355\u7ec6\u80de\u8f6c\u5f55\u7ec4\u6570\u636e\u7b49\u8fdb\u884c\u6570\u636e\u5904\u7406\u548c\u5206\u6790\u3002\u4ee5\u4e0b\u662fdplyr\u5305\u5728\u751f\u7269\u4fe1\u606f\u5b66\u4e2d\u7684\u4e00\u4e9b\u5e38\u89c1\u5e94\u7528\uff1a<\/span><o:p><\/o:p><\/section>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\"><br \/><\/span><\/section>\n<section style=\"text-indent: 2em;\"><strong><span style=\"font-size: 14px;\">1.\u6570\u636e\u8fc7\u6ee4<\/span><\/strong><span style=\"font-size: 14px;\">\uff1a\u4f7f\u7528dplyr\u7684filter()\u51fd\u6570\u53ef\u4ee5\u6839\u636e\u7279\u5b9a\u6761\u4ef6\u7b5b\u9009\u51fa\u611f\u5174\u8da3\u7684\u57fa\u56e0\u6216\u6837\u672c\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u7b5b\u9009\u51fa\u5dee\u5f02\u663e\u8457\u7684\u57fa\u56e0\u6765\u8fdb\u884c\u540e\u7eed\u5206\u6790\u3002<\/span><o:p><\/o:p><\/section>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\"><br \/><\/span><\/section>\n<section style=\"text-indent: 2em;\"><strong><span style=\"font-size: 14px;\">2.\u6570\u636e\u9009\u62e9\u548c\u91cd\u547d\u540d\uff1a<\/span><\/strong><span style=\"font-size: 14px;\">\u4f7f\u7528dplyr\u7684select()\u51fd\u6570\u53ef\u4ee5\u9009\u62e9\u611f\u5174\u8da3\u7684\u5217\uff0c\u6bd4\u5982\u9009\u62e9\u7279\u5b9a\u57fa\u56e0\u7684\u8868\u8fbe\u6c34\u5e73\u3002\u540c\u65f6\uff0c\u8fd8\u53ef\u4ee5\u4f7f\u7528rename()\u51fd\u6570\u5bf9\u5217\u8fdb\u884c\u91cd\u547d\u540d\uff0c\u65b9\u4fbf\u540e\u7eed\u5206\u6790\u548c\u53ef\u89c6\u5316\u3002<\/span><o:p><\/o:p><\/section>\n<section style=\"text-indent: 2em;\"><strong><span style=\"font-size: 14px;\">3.\u6570\u636e\u6574\u7406\uff1a<\/span><\/strong><span style=\"font-size: 14px;\">\u4f7f\u7528dplyr\u7684mutate()\u51fd\u6570\u53ef\u4ee5\u521b\u5efa\u65b0\u5217\uff0c\u4f8b\u5982\u8ba1\u7b97\u57fa\u56e0\u7684\u8868\u8fbe\u6bd4\u4f8b\u6216\u52a0\u5165\u5176\u4ed6\u6ce8\u91ca\u4fe1\u606f\u3002\u4f7f\u7528arrange()\u51fd\u6570\u53ef\u4ee5\u5bf9\u6570\u636e\u6309\u7279\u5b9a\u5217\u8fdb\u884c\u6392\u5e8f\uff0c\u4f8b\u5982\u6309\u7167\u57fa\u56e0\u8868\u8fbe\u6c34\u5e73\u6392\u5e8f\u3002<\/span><o:p><\/o:p><\/section>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\"><br \/><\/span><\/section>\n<section style=\"text-indent: 2em;\"><strong><span style=\"font-size: 14px;\">4.\u6570\u636e\u805a\u5408\u548c\u6c47\u603b\uff1a<\/span><\/strong><span style=\"font-size: 14px;\">\u4f7f\u7528dplyr\u7684group_by()\u51fd\u6570\u53ef\u4ee5\u5c06\u6570\u636e\u6309\u7167\u7279\u5b9a\u53d8\u91cf\u8fdb\u884c\u5206\u7ec4\uff0c\u7136\u540e\u4f7f\u7528summarize()\u51fd\u6570\u8ba1\u7b97\u6bcf\u4e2a\u7ec4\u7684\u6458\u8981\u7edf\u8ba1\u91cf\uff0c\u5982\u5e73\u5747\u503c\u3001\u4e2d\u4f4d\u6570\u7b49\u3002\u8fd9\u5728\u5206\u6790\u4e0d\u540c\u6761\u4ef6\u4e0b\u7684\u57fa\u56e0\u8868\u8fbe\u5dee\u5f02\u65f6\u975e\u5e38\u6709\u7528\u3002<\/span><o:p><\/o:p><\/section>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\"><br \/><\/span><\/section>\n<section style=\"text-indent: 2em;\"><strong><span style=\"font-size: 14px;\">5.\u6570\u636e\u5408\u5e76\u548c\u8fde\u63a5\uff1a<\/span><\/strong><span style=\"font-size: 14px;\">\u4f7f\u7528dplyr\u7684bind_rows()\u548cbind_cols()\u51fd\u6570\u53ef\u4ee5\u5c06\u4e0d\u540c\u6837\u672c\u6216\u5b9e\u9a8c\u7684\u6570\u636e\u5408\u5e76\u6210\u4e00\u4e2a\u5927\u7684\u6570\u636e\u6846\uff0c\u65b9\u4fbf\u540e\u7eed\u5206\u6790\u3002\u6b64\u5916\uff0c\u4f7f\u7528left_join()\u3001inner_join()\u7b49\u51fd\u6570\u53ef\u4ee5\u6839\u636e\u5171\u4eab\u7684\u5217\u5c06\u591a\u4e2a\u6570\u636e\u6846\u8fde\u63a5\u8d77\u6765\u3002<\/span><o:p><\/o:p><\/section>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\"><br \/><\/span><\/section>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\">\u8fd9\u53ea\u662fdplyr\u5305\u5728\u751f\u7269\u4fe1\u606f\u5b66\u4e2d\u7684\u4e00\u4e9b\u5e38\u89c1\u5e94\u7528\uff0c\u5b9e\u9645\u4e0a\uff0cdplyr\u8fd8\u63d0\u4f9b\u4e86\u66f4\u591a\u5f3a\u5927\u800c\u7075\u6d3b\u7684\u529f\u80fd\uff0c\u53ef\u4ee5\u5e2e\u52a9\u7814\u7a76\u4eba\u5458\u8fdb\u884c\u9ad8\u6548\u7684\u6570\u636e\u5904\u7406\u548c\u5206\u6790\uff0c\u4ece\u800c\u66f4\u597d\u5730\u7406\u89e3\u548c\u89e3\u91ca\u751f\u7269\u5b66\u6570\u636e\u3002<\/span><o:p><\/o:p><\/section>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\"><br \/><\/span><\/section>\n<section style=\"text-indent: 0em;\"><span style=\"color: rgb(2, 30, 170);\"><strong><span style=\"color: rgb(2, 30, 170);font-size: 16px;\">dplyr\u5904\u7406\u6570\u636e<\/span><\/strong><\/span><o:p><\/o:p><\/section>\n<section style=\"text-indent: 2em;\"><strong><span style=\"font-size: 14px;\">\u52a0\u8f7dR\u5305\u4e0e\u6570\u636e\u51c6\u5907<\/span><\/strong><o:p><\/o:p><\/section>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\">\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u52a0\u8f7ddplyr\u5305\uff0c\u8fd9\u4e24\u4e2a\u5305\u5305\u542b\u4e86\u8bb8\u591a\u7528\u4e8e\u6570\u636e\u5904\u7406\u7684\u51fd\u6570\u3002<\/span><o:p><\/o:p><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\"><code><span class=\"code-snippet_outer\">library(dplyr)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-indent: 2em;\"><o:p><\/o:p><\/section>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\">\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528dplyr\u5305\u81ea\u5e26\u7684starwars\u6570\u636e\u96c6\u6765\u6f14\u793adplyr\u5305\u7684\u4f7f\u7528\uff0c\u540c\u5b66\u4eec\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u5b66\u4e60\u60c5\u51b5\u66ff\u6362\u6210\u81ea\u5df1\u611f\u5174\u8da3\u7684\u6570\u636e\u54e6\uff01<\/span><o:p><\/o:p><\/section>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\"><br \/><\/span><\/section>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\">\u6211\u4eec\u53ef\u4ee5\u5148\u6765\u67e5\u770b\u4e00\u4e0bstarwars\u6570\u636e\u96c6\u4e2d\u7684\u6570\u636e\uff1a<\/span><o:p><\/o:p><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\"><code><span class=\"code-snippet_outer\">starwars<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-indent: 2em;\"><o:p><\/o:p><\/section>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\">\u67e5\u770bstarwars\u6570\u636e\u96c6\u7684\u7c7b\u578b\uff0c\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u4ee3\u7801\uff1a<\/span><o:p><\/o:p><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"python\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__class\"><span class=\"code-snippet__keyword\">class<\/span><span class=\"code-snippet__params\">(starwars)<\/span><\/span><\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-indent: 2em;\"><o:p><\/o:p><\/section>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\">\u67e5\u770bstarwars\u6570\u636e\u96c6\u7684\u5b57\u6bb5\u540d\uff1a<\/span><o:p><\/o:p><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\"><code><span class=\"code-snippet_outer\">colnames(starwars)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-indent: 2em;\"><o:p><\/o:p><\/section>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\">\u67e5\u770bstarwars\u6570\u636e\u96c6\u7684\u5927\u5c0f\uff0c\u5373\u884c\u6570\u548c\u5217\u6570\uff1a<\/span><o:p><\/o:p><\/section>\n<section class=\"code-snippet__fix code-snippet__js\">\n<ul class=\"code-snippet__line-index code-snippet__js\">\n<li><\/li>\n<\/ul>\n<pre class=\"code-snippet__js\"><code><span class=\"code-snippet_outer\">dim(starwars)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-indent: 2em;\"><o:p><\/o:p><\/section>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.20938628158844766\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/1_jGiaVIz0B3khd5dDXZ4rSE9eCpic6w-2.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSZuGfeFl2COeEPV5xnicmicVibR0Wbe7icdcIbFqnJbia2tX9Lx4LIjGiaVIz0B3khd5dDXZ4rSE9eCpic6w\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"554\" style=\"\" data-recalc-dims=\"1\" \/><\/p>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\"><br \/><\/span><\/section>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\">\u5728\u751f\u7269\u4fe1\u606f\u5b66\u4e2d\uff0c\u6211\u4eec\u901a\u5e38\u9700\u8981\u5bf9\u6570\u636e\u8fdb\u884c\u7b5b\u9009\u3001\u6392\u5e8f\u548c\u6574\u7406\u7b49\u64cd\u4f5c\u3002\u4e0b\u9762\u5c06\u4ecb\u7ecd\u4e00\u4e9bdplyr\u5305\u4e2d\u5e38\u7528\u7684\u51fd\u6570\u3002<\/span><o:p><\/o:p><\/section>\n<section style=\"text-indent: 2em;\"><br \/><\/section>\n<section style=\"text-indent: 0em;\"><span style=\"color: rgb(2, 30, 170);\"><strong><span style=\"color: rgb(2, 30, 170);font-size: 16px;\">\u7b5b\u9009\u6570\u636e\uff1afilter()<\/span><\/strong><\/span><o:p><\/o:p><\/section>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\">\u7b5b\u9009\u6570\u636e\u662f\u6839\u636e\u67d0\u4e9b\u6761\u4ef6\u9009\u62e9\u7279\u5b9a\u884c\u6216\u5217\u7684\u8fc7\u7a0b\u3002\u5728dplyr\u5305\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528filter()\u51fd\u6570\u6765\u7b5b\u9009\u6570\u636e\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u793a\u4f8b\uff1a<\/span><o:p><\/o:p><\/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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"powershell\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\"># \u7b5b\u9009\u51faheight\u4e3a150\u7684\u884c<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__keyword\">filter<\/span>(starwars, height == <span class=\"code-snippet__number\">150<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\"># \u7b5b\u9009\u51fasex\u4e3afemale\u7684\u884c<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__keyword\">filter<\/span>(starwars, sex == <span class=\"code-snippet__string\">'female'<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\"># \u7b5b\u9009\u51faskin_color\u4e3alight\u5e76\u4e14height\u7b49\u4e8e150\u7684\u884c<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__keyword\">filter<\/span>(starwars, skin_color == <span class=\"code-snippet__string\">'light'<\/span> & height == <span class=\"code-snippet__number\">150<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\"># \u7b5b\u9009\u51faskin_color\u4e3alight\u6216\u8005height\u7b49\u4e8e150\u7684\u884c<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__keyword\">filter<\/span>(starwars, skin_color == <span class=\"code-snippet__string\">'light'<\/span> | height == <span class=\"code-snippet__number\">150<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<section style=\"text-indent: 2em;\"><o:p><\/o:p><\/section>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.1967509025270758\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_bEtcjcgpPTDf2ss90netG3lpX0ibkA-2.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSZuGfeFl2COeEPV5xnicmicVibp81uWrPbmmQYLeiaznExS3gGslibEtcjcgpPTDf2ss90netG3lpX0ibkA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"554\" style=\"\" data-recalc-dims=\"1\" \/><\/p>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\"><br \/><\/span><\/section>\n<section style=\"text-indent: 0em;\"><strong><span style=\"font-size: 16px;color: rgb(2, 30, 170);\">\u6392\u5e8f\u6570\u636e\uff1aarrange()<\/span><\/strong><o:p><\/o:p><\/section>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\">\u6392\u5e8f\u6570\u636e\u662f\u6839\u636e\u67d0\u4e00\u5217\u7684\u503c\u5bf9\u6570\u636e\u8fdb\u884c\u5347\u5e8f\u6216\u964d\u5e8f\u6392\u5217\u7684\u8fc7\u7a0b\u3002\u5728dplyr\u5305\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528arrange()\u51fd\u6570\u6765\u6392\u5e8f\u6570\u636e\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u793a\u4f8b\uff1a<\/span><o:p><\/o:p><\/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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"apache\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\"># \u5347\u5e8f\u6392\u5217<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__attribute\">arrange<\/span>(starwars, height)<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\"># \u964d\u5e8f\u6392\u5217<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__attribute\">arrange<\/span>(starwars, -height)<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__comment\"># \u964d\u5e8f\u6392\u5217\uff0c\u4f7f\u7528desc()\u51fd\u6570<\/span><\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__attribute\">arrange<\/span>(starwars, desc(height))<\/span><\/code><\/pre>\n<\/section>\n<p><span style=\"\"><o:p><\/o:p><\/span><\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.3916967509025271\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/3_4c4VR7RmOWiaBXvWlwEza6EicXAibw-2.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSZuGfeFl2COeEPV5xnicmicVib0pZxsibAkyKdwxfnUIOrsQXzViaZN4c4VR7RmOWiaBXvWlwEza6EicXAibw\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"554\" style=\"\" data-recalc-dims=\"1\" \/><\/p>\n<p><br \/><\/p>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.3844765342960289\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/4_iaricRJqNzlwW3vSiagQB3sfNWaIGw-2.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSZuGfeFl2COeEPV5xnicmicVibVCAdlAwUgjHoVV7h6JQzdScrnsSiaricRJqNzlwW3vSiagQB3sfNWaIGw\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"554\" style=\"\" data-recalc-dims=\"1\" \/><\/p>\n<p style=\"text-align: center;\"><br \/><\/p>\n<p><br \/><\/p>\n<section style=\"text-indent: 0em;\"><span style=\"color: rgb(2, 30, 170);\"><strong><span style=\"color: rgb(2, 30, 170);font-size: 16px;\">\u6574\u7406\u6570\u636e\uff1amutate()<\/span><\/strong><\/span><o:p><\/o:p><\/section>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\">\u5728\u751f\u7269\u4fe1\u606f\u5b66\u4e2d\uff0c\u6709\u65f6\u6211\u4eec\u9700\u8981\u6dfb\u52a0\u65b0\u7684\u5217\u6216\u4fee\u6539\u73b0\u6709\u5217\u6765\u8fdb\u884c\u8fdb\u4e00\u6b65\u5206\u6790\u3002\u5728dplyr\u5305\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528mutate()\u51fd\u6570\u6765\u5b9e\u73b0\u8fd9\u4e2a\u529f\u80fd\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u793a\u4f8b\uff1a<\/span><o:p><\/o:p><\/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=\"apache\"><code><span class=\"code-snippet_outer\"># \u6dfb\u52a0\u4e24\u5217\uff1aht_m\u5c06\u8eab\u9ad8\u6570\u636e\u9664\u4ee5100\uff0ccolor\u5217\u8fde\u63a5skin_color\u548ceye_color\u4e24\u5217<\/span><\/code><code><span class=\"code-snippet_outer\">mutate(starwars, ht_m = height\/100, color = paste(skin_color, eye_color, sep = \"_\"))<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\"># \u8ba1\u7b97\u65b0\u5217ht_m\u548ccolor\uff0c\u5e76\u8fd4\u56de\u4ec5\u5305\u542b\u65b0\u5217\u7684\u5bf9\u8c61<\/span><\/code><code><span class=\"code-snippet_outer\">transmute(starwars, ht_m = height\/100, color = paste(skin_color, eye_color, sep = \"_\"))<\/span><\/code><\/pre>\n<\/section>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.18592057761732853\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_7dEsppj8HZDNyCfGLoibmEPKQR4vWw-2.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSZuGfeFl2COeEPV5xnicmicVibTnhicxEdUsaM8FfPeUtBane3HL7dEsppj8HZDNyCfGLoibmEPKQR4vWw\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"554\" style=\"\" data-recalc-dims=\"1\" \/><\/p>\n<p style=\"text-align: center;\"><br \/><\/p>\n<p><br \/><\/p>\n<p><span style=\"color: rgb(2, 30, 170);\"><strong><span style=\"color: rgb(2, 30, 170);font-size: 16px;\">\u6c47\u603b\u6570\u636e\uff1asummarise()<\/span><\/strong><\/span><o:p><\/o:p><\/p>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\">\u5728\u751f\u7269\u4fe1\u606f\u5b66\u4e2d\uff0c\u6211\u4eec\u7ecf\u5e38\u9700\u8981\u8ba1\u7b97\u6570\u636e\u7684\u7edf\u8ba1\u91cf\uff0c\u5982\u5747\u503c\u3001\u6807\u51c6\u5dee\u3001\u6700\u5927\u503c\u7b49\u3002\u5728dplyr\u5305\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528summarise()\u51fd\u6570\u6765\u5b9e\u73b0\u8fd9\u4e2a\u529f\u80fd\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u793a\u4f8b\uff1a<\/span><o:p><\/o:p><\/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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"perl\"><code><span class=\"code-snippet_outer\"># \u8fd4\u56de\u6570\u636e\u4e2dheight\u7684\u5747\u503c<\/span><\/code><code><span class=\"code-snippet_outer\">summarise(na.omit(starwars), mean(height))<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\"># \u8fd4\u56de\u6570\u636e\u4e2dheight\u7684\u6807\u51c6\u5dee<\/span><\/code><code><span class=\"code-snippet_outer\">summarise(na.omit(starwars), sd(height))<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\"># \u8fd4\u56de\u6570\u636e\u4e2dheight\u7684\u6700\u5927\u503c\u548c\u6700\u5c0f\u503c<\/span><\/code><code><span class=\"code-snippet_outer\">summarise(na.omit(starwars), max(height), min(height))<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\"># \u8fd4\u56destarwars\u6570\u636e\u6846\u7684\u884c\u6570<\/span><\/code><code><span class=\"code-snippet_outer\">summarise(starwars, n())<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\"># \u8fd4\u56desex\u53bb\u91cd\u540e\u7684\u4e2a\u6570<\/span><\/code><code><span class=\"code-snippet_outer\">summarise(starwars, n_distinct(sex))<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\"># \u8fd4\u56deheight\u7684\u7b2c\u4e00\u4e2a\u503c<\/span><\/code><code><span class=\"code-snippet_outer\">summarise(starwars, first(height))<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\"># \u8fd4\u56deheight\u7684\u6700\u540e\u4e00\u4e2a\u503c<\/span><\/code><code><span class=\"code-snippet_outer\">summarise(starwars, last(height))<\/span><\/code><\/pre>\n<\/section>\n<p><o:p><br \/><\/o:p><\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.9904761904761905\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/6_jzr1YCK3vuPibqq6sfuahj2EMUSdqQ-2.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_png\/KDvR2NrGicSZuGfeFl2COeEPV5xnicmicViboC0l6dD6uzmFQPFdRzp7I1t5bjzr1YCK3vuPibqq6sfuahj2EMUSdqQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"525\" style=\"\" data-recalc-dims=\"1\" \/><\/p>\n<p style=\"text-align: center;\"><br \/><\/p>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\">\u4ee5\u4e0a\u5c31\u662f\u4f7f\u7528dplyr\u5305\u8fdb\u884c\u6570\u636e\u5904\u7406\u7684\u4e00\u4e9b\u5e38\u7528\u51fd\u6570\u548c\u793a\u4f8b\u3002\u901a\u8fc7\u5b66\u4e60\u548c\u638c\u63e1\u8fd9\u4e9b\u51fd\u6570\uff0c\u4f60\u53ef\u4ee5\u66f4\u52a0\u65b9\u4fbf\u5730\u5bf9\u751f\u7269\u4fe1\u606f\u5b66\u4e2d\u7684\u6570\u636e\u8fdb\u884c\u6e05\u6d17\u3001\u6574\u7406\u548c\u5206\u6790\u3002\u600e\u4e48\u6837\uff0c\u662f\u4e0d\u662f\u5f88\u7b80\u5355\uff01\u5e0c\u671b\u8fd9\u4e2a\u6559\u7a0b\u5bf9\u4f60\u7406\u89e3dplyr\u5305\u7684\u4f7f\u7528\u548c\u751f\u7269\u4fe1\u606f\u5b66\u7684\u5e94\u7528\u6709\u6240\u5e2e\u52a9\uff0c\u5927\u5bb6\u8d76\u5feb\u5b9e\u64cd\u8d77\u6765\u5427\uff01\uff01<\/span><\/section>\n<p style=\"text-align: center;\"><br \/><\/p>\n<section style=\"margin-bottom: 0px;outline: 0px;font-family: system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;font-size: 14px;white-space: normal;background-color: rgb(249, 249, 249);letter-spacing: 0.5px;line-height: 1.6;\">\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;outline: 0px;text-align: center;justify-content: center;display: flex;flex-flow: row nowrap;\">\n<section style=\"outline: 0px;display: inline-block;width: 555.058px;vertical-align: top;align-self: flex-start;flex: 0 0 auto;height: auto;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;display: flex;flex-flow: row nowrap;text-align: left;justify-content: flex-start;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: bottom;width: auto;flex: 0 0 0%;height: auto;align-self: flex-end;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;text-align: center;line-height: 0;\">\n<section style=\"outline: 0px;vertical-align: middle;display: inline-block;line-height: 0;width: 40px;height: auto;\"><img decoding=\"async\" class=\"rich_pages wxw-img __bg_gif\" data-ratio=\"0.44207599629286376\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/7_S84D8hhMx0MJO5A1o8lFl1lSk6IHRA-2.gif?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_gif\/KDvR2NrGicSaUFZTNG0lC1SsSRQzzoVFYuLdJJbYUXFCFAJ2ce6QpNK1mS84D8hhMx0MJO5A1o8lFl1lSk6IHRA\/640?wx_fmt=gif&wxfrom=5&wx_lazy=1'\" data-type=\"gif\" data-w=\"1079\" style=\"outline: 0px;vertical-align: middle;width: 39.9884px;visibility: visible !important;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<\/section>\n<section style=\"margin-left: 2px;outline: 0px;display: inline-block;vertical-align: bottom;width: auto;border-bottom: 2px solid rgb(219, 179, 114);flex: 100 100 0%;align-self: flex-end;height: auto;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;justify-content: flex-start;display: flex;flex-flow: row nowrap;transform: translate3d(10px, 0px, 0px);\">\n<section style=\"outline: 0px;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=\"outline: 0px;text-align: justify;font-size: 15px;color: rgb(62, 62, 62);letter-spacing: 2px;line-height: 1.5;\">\n<p style=\"outline: 0px;\"><span style=\"outline: 0px;font-size: 16px;color: rgb(0, 0, 0);\"><strong style=\"outline: 0px;\">\u5c0f\u82b1\u6709\u8bdd\u8bf4<\/strong><\/span><\/p>\n<\/section>\n<\/section>\n<section style=\"margin-left: 10px;outline: 0px;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=\"outline: 0px;text-align: justify;font-size: 11px;color: rgb(215, 215, 217);line-height: 1.5;letter-spacing: 1px;\">\n<p style=\"outline: 0px;\"><br style=\"outline: 0px;\" \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"text-indent: 2em;\"><br \/><\/section>\n<section style=\"text-indent: 2em;\"><span style=\"font-size: 14px;\">\u5982\u679c\u5c0f\u4f19\u4f34\u4eec\u5e73\u65f6\u5728\u751f\u4fe1\u5206\u6790\u7684\u64cd\u4f5c\u8fc7\u7a0b\u4e2d\u9047\u5230\u56f0\u96be\uff0c\u6b22\u8fce\u5927\u5bb6\u4f7f\u7528\u5c0f\u82b1\u5f00\u53d1\u7684\u751f\u4fe1\u5de5\u5177\u5e73\u53f0<span style=\"font-size: 14px;color: rgb(2, 30, 170);\">http:\/\/www.biocloudservice.com\/home.html<\/span><\/span><\/section>\n<p style=\"margin-bottom: 0px;outline: 0px;font-family: system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;font-size: 14px;letter-spacing: 0.544px;white-space: normal;background-color: rgb(255, 255, 255);text-indent: 2em;\"><span style=\"outline: 0px;color: rgb(2, 30, 170);font-family: helvetica;font-size: 12pt;\"><o:p style=\"outline: 0px;\"><\/o:p><\/span><\/p>\n<p style=\"margin-bottom: 0px;outline: 0px;font-family: system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;font-size: 14px;white-space: normal;background-color: rgb(255, 255, 255);letter-spacing: 0.578px;text-align: left;\"><br style=\"outline: 0px;\" \/><\/p>\n<section powered-by=\"xiumi.us\" style=\"margin-top: 10px;margin-bottom: 10px;outline: 0px;font-family: system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;white-space: normal;background-color: rgb(255, 255, 255);letter-spacing: 0.578px;font-size: 16px;text-align: center;justify-content: center;display: flex;flex-flow: row nowrap;\">\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;width: 40.6667px;align-self: center;flex: 0 0 auto;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;line-height: 0;\">\n<section style=\"outline: 0px;vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img __bg_gif\" data-ratio=\"0.7434944237918215\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/8_DsGlqEbyCicrBvWND6p21siabffBDA-2.gif?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_gif\/KDvR2NrGicSYC5thibKicIZkAiaibGdPcbFaibyrlnYHKpXHqd0HWVnWKG2jCwfibDsGlqEbyCicrBvWND6p21siabffBDA\/640?wx_fmt=gif&wxfrom=5&wx_lazy=1'\" data-type=\"gif\" data-w=\"269\" style=\"outline: 0px;vertical-align: middle;width: 40.6667px !important;visibility: visible !important;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<\/section>\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;width: 177.948px;align-self: center;flex: 0 0 auto;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;line-height: 0;\">\n<section style=\"outline: 0px;vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-cropselx1=\"0\" data-cropselx2=\"178\" data-cropsely1=\"0\" data-cropsely2=\"53\" data-ratio=\"1\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/9_g3QkgKRyGrcXuVcRuy0TxF7QbOA5lQ-2.jpg?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_jpg\/KDvR2NrGicSYC5thibKicIZkAiaibGdPcbFaibOCAs16wqcbibQF52pia3AsicicM2g3QkgKRyGrcXuVcRuy0TxF7QbOA5lQ\/640?wx_fmt=jpeg&wxfrom=5&wx_lazy=1&wx_co=1'\" data-type=\"gif\" data-w=\"796\" style=\"outline: 0px;vertical-align: middle;width: 178px !important;visibility: visible !important;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<\/section>\n<section style=\"outline: 0px;display: inline-block;vertical-align: middle;width: 40.6667px;align-self: center;flex: 0 0 auto;\">\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;line-height: 0;\">\n<section style=\"outline: 0px;vertical-align: middle;display: inline-block;line-height: 0;\"><img decoding=\"async\" class=\"rich_pages wxw-img __bg_gif\" data-ratio=\"0.7434944237918215\" data-s=\"300,640\" data-type=\"gif\" data-w=\"269\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/10_rL4tsfT96vpzIsHBrsoQqDuUUldFAg-2.gif?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_gif\/KDvR2NrGicSYC5thibKicIZkAiaibGdPcbFaibkGkZ7Bia7bSTtFPQKYrBvKcVArL4tsfT96vpzIsHBrsoQqDuUUldFAg\/640?wx_fmt=gif&wxfrom=5&wx_lazy=1'\" style=\"outline: 0px;vertical-align: middle;width: 40.6667px !important;visibility: visible !important;\" data-recalc-dims=\"1\" \/><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;outline: 0px;font-family: system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;white-space: normal;background-color: rgb(255, 255, 255);letter-spacing: 0.578px;font-size: 16px;text-align: center;\">\n<p style=\"outline: 0px;\"><strong style=\"outline: 0px;\">\u957f\u6309\u8bc6\u522b\u4e8c\u7ef4\u7801\u5173\u6ce8\u6211\u4eec\u54df<\/strong><\/p>\n<\/section>\n<p style=\"text-align: center;\"><br \/><\/p>\n<\/section>\n<p powered-by=\"xiumi.us\"><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\/KDvR2NrGicSYCoxhZfqr5L0fxy3C9eSFdt72DV7zqsmrNaiaaoOhic3sHzUpBN4r4MaBCk9p9v16yZwvMvS5nM7sQ\/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\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.35083798882681566\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/11_pBN4r4MaBCk9p9v16yZwvMvS5nM7sQ-2.jpg?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_jpg\/KDvR2NrGicSYCoxhZfqr5L0fxy3C9eSFdt72DV7zqsmrNaiaaoOhic3sHzUpBN4r4MaBCk9p9v16yZwvMvS5nM7sQ\/640?wx_fmt=jpeg'\" data-type=\"jpeg\" data-w=\"895\" style=\"\" data-recalc-dims=\"1\" \/><\/span><\/a><br \/><\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-ratio=\"0.3488888888888889\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/12_uKaqczIP6EMQhkT9sW7c1bKv6z9AAg-2.jpg?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_jpg\/KDvR2NrGicSYCoxhZfqr5L0fxy3C9eSFdD9CpdQZl2iaySUTmNepgg2BpMuKaqczIP6EMQhkT9sW7c1bKv6z9AAg\/640?wx_fmt=jpeg'\" data-type=\"jpeg\" data-w=\"900\" style=\"\" data-recalc-dims=\"1\" \/><\/p>\n<p powered-by=\"xiumi.us\">\uff08\u70b9\u51fb\u9605\u8bfb\u539f\u6587\u8df3\u8f6c\uff09<\/p>\n<section style=\"text-align: left;margin: 10px 0%;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;min-width: 10%;vertical-align: top;padding-right: 20px;\">\n<section style=\"transform: translate3d(20px, 0px, 0px);margin: 10px 0% -30px;\" powered-by=\"xiumi.us\">\n<section style=\"color: rgb(62, 62, 62);text-align: justify;font-size: 12px;\">\n<p><strong><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-ratio=\"0.866\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/13_ibEO6BjpySPjgy8MEMY3uG9d2icnvw-2.gif?resize=18%2C15\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/mmbiz_gif\/KDvR2NrGicSYywn1OQia51WibQZhibAV4c1icWcTWuRRbQyoEzu5kJnRuyoiccRPibEO6BjpySPjgy8MEMY3uG9d2icnvw\/640?wx_fmt=gif'\" data-type=\"gif\" data-w=\"500\" height=\"15\" style=\"width: 18px;height: 15px;\" width=\"18\" 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