{"id":59870,"date":"2024-06-17T10:31:46","date_gmt":"2024-06-17T02:31:46","guid":{"rendered":"http:\/\/www.biocloudservice.com\/wordpress\/?p=59870"},"modified":"2024-06-17T10:31:46","modified_gmt":"2024-06-17T02:31:46","slug":"%e6%95%b0%e6%8d%ae%e5%a4%84%e7%90%86%e5%a4%a7%e5%b8%88tidyverse%ef%bc%8c%e6%95%99%e4%bd%a0%e5%bf%ab%e9%80%9f%e4%b8%8a%e6%89%8b%e5%8d%95%e7%bb%86%e8%83%9e%e6%95%b0%e6%8d%ae%e5%88%86","status":"publish","type":"post","link":"http:\/\/www.biocloudservice.com\/wordpress\/?p=59870","title":{"rendered":"\u201c\u6570\u636e\u5904\u7406\u5927\u5e08\u201dtidyverse\uff0c\u6559\u4f60\u5feb\u901f\u4e0a\u624b\u5355\u7ec6\u80de\u6570\u636e\u5206\u6790"},"content":{"rendered":"


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class=\"rich_media_meta rich_media_meta_text\">\u5c0f\u679c  <\/span><span class=\"rich_media_meta rich_media_meta_nickname\" id=\"profileBt\"><a href=\"javascript:void(0);\" class=\"wx_tap_link js_wx_tap_highlight weui-wa-hotarea\" id=\"js_name\">\u751f\u4fe1\u679c  <\/a><\/span><em id=\"publish_time\" class=\"rich_media_meta rich_media_meta_text\">2023-12-21 19:00:11<\/em><\/div>\n<p><content><\/p>\n<div class=\"topic\">\n<p>\u6536\u5f55\u4e8e\u8bdd\u9898<\/p>\n<p><a href=\"https:\/\/mp.weixin.qq.com\/mp\/appmsgalbum?__biz=Mzg3OTg3MjQyNg==&action=getalbum&album_id=3138206666342268940#wechat_redirect\" title=\"\u751f\u4fe1\u5c0f\u767d\u76f8\u5173\" target=\"_blank\" rel=\"noopener\">#\u751f\u4fe1\u5c0f\u767d\u76f8\u5173<\/a><a href=\"https:\/\/mp.weixin.qq.com\/mp\/appmsgalbum?__biz=Mzg3OTg3MjQyNg==&action=getalbum&album_id=3138222091851530242#wechat_redirect\" title=\"\u751f\u4fe1\u6709\u5173\u7edf\u8ba1\" target=\"_blank\" rel=\"noopener\">#\u751f\u4fe1\u6709\u5173\u7edf\u8ba1<\/a><a href=\"https:\/\/mp.weixin.qq.com\/mp\/appmsgalbum?__biz=Mzg3OTg3MjQyNg==&action=getalbum&album_id=3142533467331887107#wechat_redirect\" title=\"\u5355\u7ec6\u80de\u6d4b\u5e8f\" target=\"_blank\" rel=\"noopener\">#\u5355\u7ec6\u80de\u6d4b\u5e8f<\/a><\/p>\n<\/div>\n<p data-mpa-powered-by=\"yiban.io\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-imgfileid=\"100014012\" data-ratio=\"0.23333333333333334\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/1_rE2v0O5WiaUDJjgv5bxK2G1ePHyH2g-63.jpg?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_jpg\/zcicibWZessAysHY49vPGCraibakiaNq6hQgn8C5MfvVLQGxlNZPEia2PajKAzrE2v0O5WiaUDJjgv5bxK2G1ePHyH2g\/640?wx_fmt=jpeg'\" data-type=\"jpeg\" data-w=\"1080\" style=\"letter-spacing: 0.578px;font-family: \u5b8b\u4f53;font-size: 15px;text-align: center;\" data-recalc-dims=\"1\"><span style=\"font-size: 15px;font-family: \u7b49\u7ebf;letter-spacing: 0.034em;\">\u4eb2\u7231\u7684\u679c\u7c89\u513f\u4eec\uff0c\u4f60\u4eec\u597d\uff0c\u5c0f\u679c\u53c8\u548c\u5927\u5bb6\u89c1\u9762\u5566\uff01\u4eca\u5929\uff0c\u6211\u8981\u7ed9\u5927\u5bb6\u4ecb\u7ecd\u7684\u662f\u4e00\u4e2a\u80fd\u8ba9\u4f60\u7684\u5355\u7ec6\u80de\u6570\u636e\u5206\u6790\u53d8\u5f97\u4e95\u4e95\u6709\u6761\u7684\u795e\u5668\uff0c\u5b83\u5c31\u662ftidyverse\uff01\u8fd9\u662f\u4e00\u4e2aR\u8bed\u8a00\u7684\u5305\u96c6\u5408\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u8f7b\u677e\u5730\u5904\u7406\u548c\u5206\u6790\u6570\u636e\u3002\u90a3\u4e48\uff0c\u5c31\u8ba9\u6211\u4eec\u4e00\u8d77\u6765\u770b\u770b\u5982\u4f55\u4f7f\u7528\u5b83\u5427\uff01<br \/><\/span><\/p>\n<p style=\"text-align: center;\"><span style=\"font-family: "Times New Roman";font-variant: normal;text-transform: none;font-size: 15px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100014015\" data-ratio=\"1.213991769547325\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/2_TUwlDZfessibnFjFTqPyib4ZIrvwtQ.png?resize=320%2C389\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyPT5Rdkc8iam7hJtPUwQPdquDeHOIibRCug3ic4FJmCsUcIfDIrTUwlDZfessibnFjFTqPyib4ZIrvwtQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"486\" height=\"389 .07000732421875\" width=\"320 .489990234375\" data-recalc-dims=\"1\" \/><\/span><\/p>\n<p style=\"text-align:left;mso-pagination:widow-orphan;mso-outline-level:1;word-break:break-all;background:#FFFFFF;\"><span style=\"color: rgb(2, 30, 170);\"><strong><span style=\"color: rgb(2, 30, 170);font-family: \u5fae\u8f6f\u96c5\u9ed1;font-variant: normal;text-transform: none;font-weight: bold;font-size: 15px;\">\u8ba4\u8bc6tidyverse<\/span><\/strong><\/span><\/p>\n<p><span style=\"font-size: 15px;\"><span style=\"font-family: "Times New Roman";font-variant: normal;text-transform: none;\">tidyverse\u662f\u7531<\/span><span style=\"font-family: "Times New Roman";font-variant: normal;text-transform: none;color: rgb(18, 18, 18);background: rgb(255, 255, 255);\">Rstudio\u9996\u5e2d\u79d1\u5b66\u5bb6<\/span><span style=\"font-family: "Times New Roman";font-variant: normal;text-transform: none;\">Hadley Wickham\u548c\u4ed6\u7684\u56e2\u961f\u5f15\u5165\u7684R\u7f16\u7a0b\u8bed\u8a00\u7684\u5f00\u6e90\u8f6f\u4ef6\u5305\u7684\u96c6\u5408\uff0c\u5728\u4ed6\u770b\u6765\uff0c\u8fd9\u4e9b\u8f6f\u4ef6\u5305\u662f\u5171\u4eab\u9ad8\u7ea7\u8bbe\u8ba1\u7406\u5ff5\u548c\u4f4e\u7ea7\u8bed\u6cd5\u548c\u6570\u636e\u7ed3\u6784\u7684R\u5305\u7684\u96c6\u5408\uff0c\u56e0\u6b64\u5b66\u4e60\u4e00\u4e2a\u5305\u53ef\u4ee5\u66f4\u5bb9\u6613\u5730\u5b66\u4e60\u4e0b\u4e00\u4e2a\u5305\u3002tidyverse\u5305\u542b\u4e86\u6bcf\u4e2a\u6570\u636e\u79d1\u5b66\u9879\u76ee\u7684\u6838\u5fc3\u91cd\u590d\u4efb\u52a1:\u6570\u636e\u5bfc\u5165\u3001\u6574\u7406\u3001\u64cd\u4f5c\u3001\u53ef\u89c6\u5316\u548c\u7f16\u7a0b\u3002\u5b83\u7684\u4e3b\u8981\u76ee\u6807\u662f\u4fc3\u8fdb\u4eba\u4e0e\u8ba1\u7b97\u673a\u4e4b\u95f4\u5173\u4e8e\u6570\u636e\u7684\u5bf9\u8bdd\u3002\u5b83\u4e0eBioconductor\u7c7b\u4f3c\uff0c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u652f\u6301\u9ad8\u901a\u91cf\u57fa\u56e0\u7ec4\u6570\u636e\u5206\u6790\u7684\u8f6f\u4ef6\u5305\u751f\u6001\u7cfb\u7edf\u3002Hadley Wickham\u4e5f\u4e3a\u6b64\u5199\u4e86\u4e00\u672c\u4e66<\/span><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;\">\u300aR for Data Science\u300b\uff0c\u8fd9\u672c\u4e66\u91cc\u9762\u8be6\u7ec6\u4ecb\u7ecd\u4e86tidyverse\u7684\u7528\u6cd5\u3002\u7b2c\u4e00\u7248\u4e1b\u4e66\u5df2\u7ecf\u57282017\u5e74\u51fa\u7248\u4e86\uff0c\u800c\u4e14\u6c38\u4e45\u514d\u8d39\uff0c\u6709\u5174\u8da3\u7684\u5c0f\u4f19\u4f34\u53ef\u4ee5\u53bb\u770b\u770b\u3002<\/span>    <\/span><o:page><\/o:page><\/p>\n<p style=\"text-align: center;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100014014\" data-ratio=\"1.5\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/3_GnxqdXxvhxI54ZmX0BKWbBOwpibNXw.png?resize=158%2C238\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyPT5Rdkc8iam7hJtPUwQPdq5zcaYs7P1ibx1HKic0Sttu0yJibNGnxqdXxvhxI54ZmX0BKWbBOwpibNXw\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"364\" height=\"238 .47000122070312\" width=\"158 .97998046875\" data-recalc-dims=\"1\" \/> <br style=\"mso-ignore:vglayout;\" clear=\"all\" \/><\/p>\n<p><span style=\"font-size: 15px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;\">\u4e0a\u94fe~\u63a5<\/span><span style=\"font-family: "Times New Roman";font-variant: normal;text-transform: none;\">https:\/\/r4ds.had.co.nz\/<\/span><\/span><\/p>\n<p style=\"text-align: left;word-break: break-all;background: rgb(255, 255, 255);\"><span style=\"color: rgb(2, 30, 170);color: rgb(2, 30, 170);font-family: \u5fae\u8f6f\u96c5\u9ed1;font-variant: normal;text-transform: none;font-weight: bold;font-size: 15px;\"><strong>Tidyverse\u5b89\u88c5<\/strong><\/span><\/p>\n<p><span style=\"font-family: "Times New Roman";font-variant: normal;text-transform: none;font-size: 15px;\">tidyverse\u7684\u5b89\u88c5\u975e\u5e38\u7b80\u5355\uff0c\u5b83\u662f\u7528R\u7f16\u5199\u7684\uff0c\u5e76\u4e14\u4f9d\u8d56\u4e8eR\u4f5c\u4e3a\u5176\u57fa\u7840\u8bbe\u65bd\u3002<\/span><\/p>\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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"shell\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__meta\">#<\/span><span class=\"code-snippet__comment\">#\u5b89\u88c5<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">install.packages(\"tidyverse\")<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__meta\">#<\/span><span class=\"code-snippet__comment\">#\u4f7f\u7528\u65f6\u8981\u63d0\u524d\u8f7d\u5165<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">library(tidyverse)<\/span><\/code><\/pre>\n<\/section>\n<p style=\"text-align: center;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100014013\" data-ratio=\"0.33712660028449504\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/4_hqF056ZJROMic7tm77a8CFgQMkktBg.png?resize=553%2C172\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyPT5Rdkc8iam7hJtPUwQPdqNgyQIuooUATMwXCk7kBQaq4m7hqF056ZJROMic7tm77a8CFgQMkktBg\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"703\" height=\"172 .66998291015625\" style=\"font-family: "Times New Roman";font-size: 15px;font-weight: bold;letter-spacing: 0.034em;\" width=\"553 .739990234375\" data-recalc-dims=\"1\" \/><span style=\"font-family: "Times New Roman";font-variant: normal;text-transform: none;font-size: 15px;\"><\/span><\/p>\n<p><span style=\"font-size: 15px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;\">\u7b2c\u4e00\u6b21\u8f7d\u5165\u65f6\u4f1a\u751f\u6210\u4e00\u4e2a\u7b80\u77ed\u7684\u62a5\u544a\uff0c\u544a\u8bc9\u6211\u4eec\u6b63\u5728\u4f7f\u7528\u54ea\u4e9b\u8f6f\u4ef6\u5305\u53ca\u5176\u7248\u672c\uff0c\u5e76\u7b80\u6d01\u5730\u544a\u77e5\u6211\u4eec\u4e0e\u5176\u4ed6\u54ea\u4e9b\u8f6f\u4ef6\u5305\u6709\u51b2\u7a81\uff0c\u4e0d\u540c\u7684\u7528\u6237\u51fa\u73b0\u7684\u62a5\u544a\u4e5f\u662f\u4e0d\u4e00\u6837\u7684\u3002<\/span>    <\/span><\/p>\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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"shell\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__meta\">#<\/span><span class=\"code-snippet__comment\">#\u4e0b\u9762\u7684\u547d\u4ee4\u4f1a\u544a\u8bc9\u4f60\u540e\u9762\u52a0\u8f7d\u7684\u5305\u4f1a\u4ea7\u751f\u54ea\u4e9b\u65b0\u7684\u51b2\u7a81<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">tidyverse_conflicts()<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__meta\">#<\/span><span class=\"code-snippet__comment\">#\u68c0\u67e5\u6240\u6709tidyverse\u7684\u8f6f\u4ef6\u5305\u662f\u5426\u90fd\u662f\u6700\u65b0\u7684<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">tidyverse_update()<\/span><\/code><\/pre>\n<\/section>\n<p style=\"text-align: center;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100014011\" data-ratio=\"0.9749216300940439\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/5_aM3p4cqKgOXdWAeF8nicIJIwLtkdbA.png?resize=319%2C311\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyPT5Rdkc8iam7hJtPUwQPdqNyBF6RP9Fia838tbvPS5myT3BvaM3p4cqKgOXdWAeF8nicIJIwLtkdbA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"319\" height=\"311 .04998779296875\" style=\"font-family: "Times New Roman";font-size: 15px;letter-spacing: 0.034em;\" width=\"319 .04998779296875\" data-recalc-dims=\"1\" \/><span style=\"font-family: "Times New Roman";font-variant: normal;text-transform: none;font-size: 15px;\"><\/span><\/p>\n<p style=\"text-align:left;mso-pagination:widow-orphan;mso-outline-level:1;word-break:break-all;background:#FFFFFF;\"><span style=\"font-family: "Times New Roman";font-variant: normal;text-transform: none;color: rgb(34, 34, 38);font-weight: bold;font-size: 15px;\"><img decoding=\"async\" class=\"rich_pages wxw-img\" data-galleryid=\"\" data-imgfileid=\"100014019\" data-ratio=\"0.38981481481481484\" data-s=\"300,640\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/6_IWicymEetCc6Enf2BkUE4Yz1Ya5e5w-3.png?w=640\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyuYsqlJnQUJvnS2iciaDibtfbdV0VmHlriaSjYwjFPLp1BLjokHIWicymEetCc6Enf2BkUE4Yz1Ya5e5w\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"letter-spacing: 0.578px;text-align: center;text-wrap: wrap;\" data-recalc-dims=\"1\" \/><\/span><span style=\"color: rgb(2, 30, 170);color: rgb(2, 30, 170);font-family: \u5fae\u8f6f\u96c5\u9ed1;font-variant: normal;text-transform: none;font-weight: bold;font-size: 15px;\"><strong>Tidyverse\u7684\u6570\u636e\u5904\u7406\u6d41\u7a0b<\/strong><\/span><\/p>\n<p><span style=\"font-family: "Times New Roman";font-variant: normal;text-transform: none;font-size: 15px;\">tidyverse\u7684\u8f6f\u4ef6\u5305\u662f\u5982\u4f55\u7ec4\u5408\u5728\u4e00\u8d77\u8fdb\u884c\u5de5\u4f5c\u7684\uff1f\u6765\u81ea\u300aR for Data Science\u300b\u7684\u6570\u636e\u79d1\u5b66\u5de5\u5177\u6a21\u578b\u544a\u8bc9\u4e86\u6211\u4eec\u7b54\u6848\u3002<\/span><\/p>\n<p style=\"text-align: center;\"><span style=\"font-family: "Times New Roman";font-variant: normal;text-transform: none;font-size: 15px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100014016\" data-ratio=\"0.36750483558994196\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/7_9NMqKqNlZJ7ePWneZBKLyBOWJgwQKA.png?resize=481%2C176\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyPT5Rdkc8iam7hJtPUwQPdqBm6CmI1ibUMNxyJ53W6DtgCFL9NMqKqNlZJ7ePWneZBKLyBOWJgwQKA\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"517\" height=\"176 .9000244140625\" width=\"481 .3399658203125\" data-recalc-dims=\"1\" \/><\/span><\/p>\n<p><span style=\"font-size: 15px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;\">\u6240\u6709\u7684\u6570\u636e\u5206\u6790\u90fd\u4ece\u6570\u636e\u5bfc\u5165\u5f00\u59cb\uff1a\u5982\u679c\u4e0d\u80fd\u5c06\u4f60\u7684\u6570\u636e\u653e\u5165R\u4e2d\uff0c\u4f60\u5c31\u4e0d\u80fd\u5bf9\u5b83\u5f00\u5c55\u6570\u636e\u79d1\u5b66\uff01<\/span>    <\/span><o:page><\/o:page><\/p>\n<p><span style=\"font-size: 15px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;\">\u7b80\u5355\u6765\u8bf4\uff0c\u53ef\u4ee5\u5206\u4e3a\u4e09\u6b65\uff1a<\/span><\/span><span style=\"color: rgb(2, 30, 170);color: rgb(2, 30, 170);font-family: \u5fae\u8f6f\u96c5\u9ed1;font-variant: normal;text-transform: none;font-weight: bold;font-size: 15px;\"><strong>1. \u5bfc\u5165\u6570\u636e 2.\u63a2\u7d22\u6570\u636e 3. \u7ed3\u679c\u6c9f\u901a<\/strong><\/span><\/p>\n<p style=\"text-align: left;word-break: break-all;background: rgb(255, 255, 255);\"><span style=\"color: rgb(2, 30, 170);color: rgb(2, 30, 170);font-family: \u5fae\u8f6f\u96c5\u9ed1;font-variant: normal;text-transform: none;font-weight: bold;font-size: 15px;\"><strong>\u4e00\u3001\u5bfc\u5165\u6570\u636e (Import)\uff1a<\/strong><\/span><\/p>\n<p><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;font-size: 15px;\">\u8fd9\u4e00\u6b65\u4e3b\u8981\u6d89\u53careadr\u3001 readxl \u3001haven\u7b49\u5305\uff0c\u57fa\u672c\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u5bfc\u5165\u6240\u6709\u7c7b\u578b\u7684\u6570\u636e\u6587\u4ef6\u3002<\/span><\/p>\n<p><span style=\"font-size: 15px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;\">\u4ee5<\/span><span style=\"font-family: "Times New Roman";font-variant: normal;text-transform: none;color: rgb(18, 18, 18);font-weight: bold;background: rgb(255, 255, 255);\">readr<\/span><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1;font-variant: normal;text-transform: none;color: rgb(18, 18, 18);background: rgb(255, 255, 255);\">\u5305\u4e3a\u4f8b\uff0c\u53ef\u7528\u4e8e\u5bfc\u5165csv\uff0ctsv\u548ctxt\u6587\u4ef6<\/span><\/span><\/p>\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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"powershell\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__keyword\">Data<\/span> <- readcsv (<span class=\"code-snippet__string\">\"our_input.csv\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__keyword\">Data<\/span> <- readtsv(<span class=\"code-snippet__string\">\"our_input.tsv\"<\/span>)<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__keyword\">Data<\/span> <- readtable(<span class=\"code-snippet__string\">\"our_input.txt\"<\/span>)<\/span><\/code><\/pre>\n<\/section>\n<p><span style=\"font-size: 15px;letter-spacing: 0.034em;font-family: \u7b49\u7ebf;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;\">\u540c\u6837\u7684<\/span><span style=\"font-size: 15px;letter-spacing: 0.034em;font-family: "Times New Roman";font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;color: rgb(18, 18, 18);font-weight: bold;background: rgb(255, 255, 255);\">readxl<\/span><span style=\"font-size: 15px;letter-spacing: 0.034em;font-family: \u5fae\u8f6f\u96c5\u9ed1;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;color: rgb(18, 18, 18);background: rgb(255, 255, 255);\">\u53ef\u4ee5\u5bfc\u5165xls\u548cxlsx\u7b49Excel \u6570\u636e\uff0c<\/span><span style=\"font-size: 15px;letter-spacing: 0.034em;font-family: "Times New Roman";font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;color: rgb(18, 18, 18);font-weight: bold;background: rgb(255, 255, 255);\">haven<\/span><span style=\"font-size: 15px;letter-spacing: 0.034em;font-family: \u5fae\u8f6f\u96c5\u9ed1;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;color: rgb(18, 18, 18);background: rgb(255, 255, 255);\">\u53ef\u6253\u5f00SAS \u3001SPSS\u3001Stata\u7b49\u6570\u636e\u3002<\/span><\/p>\n<p style=\"text-align: left;word-break: break-all;background: rgb(255, 255, 255);\"><span style=\"color: rgb(2, 30, 170);color: rgb(2, 30, 170);font-family: \u5fae\u8f6f\u96c5\u9ed1;font-variant: normal;text-transform: none;font-weight: bold;font-size: 15px;\"><strong>\u4e8c\u3001\u63a2\u7d22\u6570\u636e (Explore)\uff1a<\/strong><\/span><\/p>\n<section style=\"text-indent: 0em;\"><span style=\"font-size: 15px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;\">\u8fd9\u4e00\u6b65\u9664\u4e86tidyr\u548c<\/span><span style=\"font-family: "Times New Roman";font-variant: normal;text-transform: none;\">dplyr<\/span><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;\">\u4e4b\u5916\uff0c\u8fd8\u6709\u5305\u62ecstringr\u548cforcats\u5728\u5185\u7684\u591a\u4e2a\u5de5\u5177\u5305\uff0c\u65e8\u5728\u5e2e\u52a9\u6211\u4eec\u5904\u7406\u7279\u5b9a\u7c7b\u578b\u7684\u6570\u636e\u3002\u5982stringr\u7528\u4e8e\u5b57\u7b26\u4e32\u7684\u5904\u7406\uff0cforcats\u7528\u4e8e\u56e0\u5b50\u7c7b\u7684\u5904\u7406\u4ee5\u53calubridate\u5305\u5904\u7406\u65e5\u671f\u548c\u65f6\u95f4\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\u7ba1\u9053\u51fd\u6570%>%\u5728\u8fd9\u91cc\u4e5f\u53d1\u6325\u5de8\u5927\u4f5c\u7528\uff0c\u5b83\u7531magrittr\u5305\u63d0\u4f9b\uff0c\u7ba1\u9053\u662f\u529f\u80fd\u7ec4\u5408\u7684\u5de5\u5177\uff0c\u901a\u8fc7\u5c06\u5927\u95ee\u9898\u5206\u89e3\u6210\u5c0f\u5757\uff0c\u53ef\u4ee5\u66f4\u5bb9\u6613\u5730\u89e3\u51b3\u5927\u95ee\u9898\u3002<\/span><\/span><\/section>\n<section style=\"text-indent: 0em;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;font-size: 15px;\">\u4ee5dplyr\u5305\u4e3a\u4f8b\uff0c\u5b83\u662f\u4e00\u4e2a\u5feb\u901f\u3001\u7b80\u6d01\u7684\u6570\u636e\u5904\u7406\u5de5\u5177\uff0c\u63d0\u4f9b\u4e86\u4e00\u6574\u5957\u4e00\u81f4\u7684\u52a8\u8bcd\uff08filterselectarrangemutatesummarise\uff09\uff0c\u57fa\u672c\u5305\u542b\u4e86\u6211\u4eec\u6574\u7406\u6570\u636e\u7684\u6240\u6709\u529f\u80fd\uff0c\u5e2e\u52a9\u6211\u4eec\u89e3\u51b3\u6700\u5e38\u89c1\u7684\u6570\u636e\u64cd\u4f5c\u6311\u6218\uff0c\u6211\u4eec\u7528\u5176\u5185\u7f6e\u7684\u661f\u7403\u5927\u6218(Starwars)\u6570\u636e\u96c6\u505a\u4ee3\u7801\u6f14\u793a\u3002<\/span><\/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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"shell\"><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__meta\">#<\/span><span class=\"code-snippet__comment\">#\u6839\u636e\u73b0\u6709\u53d8\u91cf\u6dfb\u52a0\u65b0\u53d8\u91cf\uff0c\u7528select\u51fd\u6570\u6765\u7b5b\u9009\u51fastarwars\u6570\u636e\u4e2d\u59d3\u540d\u3001\u4f53\u91cd\u548c\u7269\u79cd\u7684\u5217\uff0c\u518d\u7528mutate\u51fd\u6570\u6765\u8ba1\u7b97\u4f53\u91cd\u7684\u6807\u51c6\u5316\u503c\u201d\u3002<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">starwars %>%<\/span><\/code><code><span class=\"code-snippet_outer\"> select(name, mass, species) %>%<\/span><\/code><code><span class=\"code-snippet_outer\"> mutate(mass_norm = mass \/ mean(mass, na.rm = TRUE))<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__meta\">#<\/span><span class=\"code-snippet__comment\">#\u6839\u636e\u6848\u4f8b\u7684\u503c\u9009\u53d6\u6848\u4f8b\uff0c\u8fd9\u91cc\u7b5b\u9009\u51fa\u7269\u79cd\u4e3aDroid\u7684\u884c\u3002<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">starwars %>%<\/span><\/code><code><span class=\"code-snippet_outer\"> filter(species == \"Droid\")<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__meta\">#<\/span><span class=\"code-snippet__comment\">#\u66f4\u6539\u884c\u7684\u987a\u5e8f\uff0c\u8fd9\u91cc\u6309\u7167\u4f53\u91cd\u964d\u5e8f\u6392\u5217\u6240\u6709\u7684\u89d2\u8272<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">starwars %>%<\/span><\/code><code><span class=\"code-snippet_outer\">arrange(desc(mass))<\/span><\/code><code><span class=\"code-snippet_outer\"><span class=\"code-snippet__meta\">#<\/span><span class=\"code-snippet__comment\">#\u6982\u8ff0\u6570\u636e\u7684\u7edf\u8ba1\u7279\u5f81\uff0c\u7528summarise\u51fd\u6570\u6765\u8ba1\u7b97\u89d2\u8272\u4f53\u91cd\u7684\u5e73\u5747\u503c\u548c\u89d2\u8272\u7684\u6570\u91cf\uff0c\u5e76\u628a\u7ed3\u679c\u547d\u540d\u4e3amean\u548cn\u201d<\/span><\/span><\/code><code><span class=\"code-snippet_outer\">starwars %>%<\/span><\/code><code><span class=\"code-snippet_outer\">summarise(mean = mean(mass), n = n())<\/span><\/code><\/pre>\n<\/section>\n<p><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;font-size: 15px;\">\u5728\u8fd9\u4e00\u90e8\u5206\uff0cggplot2\u7528\u4e8e\u5b9e\u73b0\u6570\u636e\u7684\u53ef\u89c6\u5316\uff0c\u4ed6\u7684\u5b58\u5728\u5df2\u7ecf\u6709 10 \u591a\u5e74\u7684\u5386\u53f2\u4e86\uff0c\u5177\u6709\u975e\u5e38\u4e30\u5bcc\u7684\u6269\u5c55\u751f\u6001\u7cfb\u7edf\uff0c\u8fd9\u662f\u54b1\u4eec\u5355\u7ec6\u80de\u9886\u57df\u5185\u7684\u5e38\u9a7b\u5609\u5bbe\uff0c\u5177\u4f53\u6709\u591a\u5f3a\u5927\u5c31\u4e0d\u7528\u5c0f\u679c\u505a\u591a\u4f59\u7684\u4ecb\u7ecd\u4e86\u5427\u3002<\/span><\/p>\n<p><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;font-size: 15px;\"><img decoding=\"async\" loading=\"lazy\" class=\"rich_pages wxw-img\" data-imgfileid=\"100014020\" data-ratio=\"0.39351851851851855\" src=\"https:\/\/i0.wp.com\/www.biocloudservice.com\/wordpress\/wp-content\/uploads\/2024\/06\/8_bqGDFBf0m4oRRWnnEbF45Ygjibug0g.png?resize=640%2C251\" onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAyPT5Rdkc8iam7hJtPUwQPdqwhLMIeHAaibpndXk9zAqAxLzRmbqGDFBf0m4oRRWnnEbF45Ygjibug0g\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" height=\"251 .6700439453125\" width=\"640 .739990234375\" data-recalc-dims=\"1\" \/><\/span><span style=\"color: rgb(2, 30, 170);color: rgb(2, 30, 170);font-family: \u5fae\u8f6f\u96c5\u9ed1;font-variant: normal;text-transform: none;font-weight: bold;font-size: 15px;\"><strong>\u4e09\u3001\u7ed3\u679c\u6c9f\u901a\uff08Communicate\uff09\uff1a   <\/strong><\/span><o:page><\/o:page><\/p>\n<p><span style=\"font-size: 15px;\"><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;\">\u6570\u636e\u79d1\u5b66\u7684\u6700\u540e\u4e00\u6b65\u90fd\u662f\u6c9f\u901a\uff0c\u6211\u4eec\u9700\u8981\u5c06\u5206\u6790\u7ed3\u679c\u4f20\u8fbe\u7ed9\u5176\u4ed6\u4eba\uff0c\u8fd9\u662f\u4efb\u4f55\u6570\u636e\u5206\u6790\u9879\u76ee\u7684\u7edd\u5bf9\u5173\u952e\u90e8\u5206\u3002\u5b83\u4e0d\u4e00\u5b9a\u5305\u542b\u5728 <\/span><span style=\"font-family: "Times New Roman";font-variant: normal;text-transform: none;\">Tidyverse<\/span><span style=\"font-family: \u7b49\u7ebf;font-variant: normal;text-transform: none;\">\u5305\u4e2d\u3002\u8fd9\u91cc\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u5176\u4ed6R\u5305\uff0c\u5982rmarkdown\u548cshiny\u7b49\uff0c\u4ed6\u4eec\u90fd\u63d0\u4f9b\u9ad8\u6548\u7684\u8f93\u5165\u754c\u9762\uff0c\u8ba9\u6211\u4eec\u80fd\u591f\u4e0e\u6570\u636e\u548c\u5206\u6790\u8fdb\u884c\u4ea4\u4e92\uff0c\u5e76\u751f\u6210\u683c\u5f0f\u4f18\u96c5\u7684\u8f93\u51fa\uff0c\u4e5f\u4fbf\u4e8e\u5176\u4ed6\u5b66\u4e60\u8005\u8fdb\u884c\u7ed3\u679c\u590d\u73b0\u3002<\/span><\/span><\/p>\n<p><span style=\"font-family: \u7b49\u7ebf;font-size: 15px;letter-spacing: 0.034em;\">\u5230\u6b64\u4e3a\u6b62\uff0c\u4f60\u5df2\u7ecf\u5b8c\u6210\u4e86\u4f7f\u7528Tidyverse\u7684\u57fa\u7840\u6559\u7a0b\u3002<\/span><span style=\"font-family: \u7b49\u7ebf;font-size: 15px;letter-spacing: 0.034em;\">\u4f46\u8fd9\u53ea\u662f\u51b0\u5c71\u4e00\u89d2\uff0cTidyverse\u7684\u5f3a\u5927\u529f\u80fd\u8fdc\u4e0d\u6b62\u4e8e\u6b64\u3002<\/span><span style=\"font-family: \u7b49\u7ebf;font-size: 15px;letter-spacing: 0.034em;\">\u6211\u76f8\u4fe1\uff0c\u5f53\u4f60\u6df1\u5165\u63a2\u7d22Tidyverse\u65f6\uff0c\u4f60\u4f1a\u53d1\u73b0\u5b83\u7684\u65e0\u5c3d\u53ef\u80fd\u6027\u3002<\/span><\/p>\n<p><span style=\"font-size: 15px;letter-spacing: 0.034em;font-family: \u7b49\u7ebf;font-variant-numeric: normal;font-variant-east-asian: normal;font-variant-alternates: normal;font-variant-position: normal;\">\u4eca\u5929\uff0c\u5c0f\u679c\u5c31\u5e26\u5927\u5bb6\u63a2\u7d22\u5230\u8fd9\u91cc\u5566\uff01\u5e0c\u671b\u4f60\u5df2\u7ecf\u638c\u63e1\u4e86\u5982\u4f55\u4f7f\u7528tidyverse\u6765\u8ba9\u4f60\u7684\u5355\u7ec6\u80de\u6570\u636e\u5206\u6790\u53d8\u5f97\u4e95\u4e95\u6709\u6761\u3002\u5982\u679c\u6709\u4ec0\u4e48\u95ee\u9898\u6216\u8005\u7591\u95ee\uff0c\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u7559\u8a00\uff0c\u5c0f\u679c\u6709\u95ee\u5fc5\u7b54\u3002\u5982\u679c\u4f60\u89c9\u5f97\u4eca\u5929\u7684\u5185\u5bb9\u6709\u7528\uff0c\u522b\u5fd8\u4e86\u70b9\u8d5e\u548c\u5206\u4eab\u54e6\uff0c\u8fd9\u662f\u5bf9\u5c0f\u679c\u7684\u6700\u5927\u652f\u6301\uff01\u6211\u4eec\u4e0b\u6b21\u518d\u89c1\uff01<\/span><span style=\"font-size: 15px;letter-spacing: 0.034em;\">    <\/span><\/p>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;\">\n<section>\n<section powered-by=\"xiumi.us\">\n<section>\n<section powered-by=\"xiumi.us\">\n<section>\n<section 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onerror=\"this.src='https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/zcicibWZessAx3HetBkB7aOGibFWKqibqIATyC4zFibzCgdrxFwRep6cDMLIbA0FbEg9fibwQicL8l2ExKOZZTmAHXabQ\/640?wx_fmt=png'\" data-type=\"png\" data-w=\"1080\" style=\"font-size: var(--articleFontsize);letter-spacing: 0.034em;caret-color: rgba(0, 0, 0, 0);\" data-recalc-dims=\"1\" \/><\/span><\/p>\n<section powered-by=\"xiumi.us\" style=\"margin-bottom: 0px;letter-spacing: 0.578px;text-wrap: wrap;outline: 0px;font-family: system-ui, -apple-system, BlinkMacSystemFont, "Helvetica Neue", "PingFang SC", "Hiragino Sans GB", "Microsoft YaHei UI", "Microsoft YaHei", Arial, sans-serif;background-color: rgb(255, 255, 255);text-align: left;\">\n<section style=\"outline: 0px;font-size: 16px;\">\n<section powered-by=\"xiumi.us\" style=\"margin: 10px;outline: 0px;justify-content: flex-start;display: flex;flex-flow: row;\">\n<section style=\"padding-right: 10px;padding-left: 10px;outline: 0px;display: inline-block;width: 558px;vertical-align: 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0px;\">\u5f80\u671f\u63a8\u8350<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\" style=\"outline: 0px;text-align: justify;\">\n<section style=\"outline: 0px;letter-spacing: 0.578px;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&mid=2247491794&idx=1&sn=2b7a4de95169c79202e44813885a8250&chksm=cf7f7017f808f9015689839fe4057fd418bf7b20eb1dfb5a28cd92e56a41b5605e62bfbc16fb&scene=21#wechat_redirect\" textvalue=\"1.\u642d\u5efa\u751f\u4fe1\u5206\u6790\u6d41\u6c34\u7ebf\uff0c\u5982\u5de5\u5382\u4e00\u683724\u5c0f\u65f6\u8fd0\u8f6cSnakemake\u2014\u2014\u8fdb\u9636\u547d\u4ee4\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"color: var(--weui-LINK);outline: 0px;cursor: pointer;font-size: 14px;\" rel=\"noopener\">1.\u642d\u5efa\u751f\u4fe1\u5206\u6790\u6d41\u6c34\u7ebf\uff0c\u5982\u5de5\u5382\u4e00\u683724\u5c0f\u65f6\u8fd0\u8f6cSnakemake\u2014\u2014\u8fdb\u9636\u547d\u4ee4<\/a><br style=\"outline: 0px;\" \/><\/section>\n<section style=\"outline: 0px;letter-spacing: 0.578px;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&mid=2247491705&idx=1&sn=9ff9b6da28b3a256a99c6697d589be66&chksm=cf7f70bcf808f9aafd1019a0bba3dd3a55e2867dbb9a09203f13c2683adf867094637c405ed1&scene=21#wechat_redirect\" textvalue=\"2.\u6bd4blast\u8fd8\u4f18\u79c0\u7684\u5e8f\u5217\u6bd4\u5bf9\u5de5\u5177\uff1fHMMER\u6765\u4e86\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"color: var(--weui-LINK);outline: 0px;cursor: pointer;font-size: 14px;\" rel=\"noopener\">2.\u6bd4blast\u8fd8\u4f18\u79c0\u7684\u5e8f\u5217\u6bd4\u5bf9\u5de5\u5177\uff1fHMMER\u6765\u4e86<\/a><\/section>\n<section style=\"outline: 0px;letter-spacing: 0.578px;line-height: 1.75em;\"><a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&mid=2247491909&idx=1&sn=902e34bcf53e605fba2b457ec6a33e36&chksm=cf7f7180f808f8961542f458a49da14e85d8831449fb65fbf2623d55affc564686a5422f56fd&scene=21#wechat_redirect\" textvalue=\"3.\u5bf9\u5355\u7ec6\u80de\u5206\u6790\u6beb\u65e0\u5934\u7eea\uff1f\u8ba9popsicleR\u9886\u4f60\u5165\u95e8\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"color: var(--weui-LINK);outline: 0px;cursor: pointer;font-size: 14px;\" rel=\"noopener\">3.\u5bf9\u5355\u7ec6\u80de\u5206\u6790\u6beb\u65e0\u5934\u7eea\uff1f\u8ba9popsicleR\u9886\u4f60\u5165\u95e8<\/a><\/section>\n<section style=\"outline: 0px;letter-spacing: 0.578px;line-height: 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href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg3OTg3MjQyNg==&mid=2247493633&idx=1&sn=2263dfe7572c0bcf6816c2c1a37d79de&chksm=cf7f78c4f808f1d2209321d6ace39fde5fa60c0691b56f88eac21916f5a2872ce8ee345f1d5f&scene=21#wechat_redirect\" textvalue=\"\u8f6f\u4ef6\u5305\u5b89\u88c5\u3001\u6253\u602a\u5feb\u53c8\u597d\uff0c1024G\u5b58\u50a8\u7684\u751f\u4fe1\u670d\u52a1\u5668\uff1b\u8fd8\u6709\u6bd4\u8fd9\u66f4\u7701\u94b1\u7684\u561b\uff01\uff01\uff01\" linktype=\"text\" imgurl=\"\" imgdata=\"null\" data-itemshowtype=\"0\" tab=\"innerlink\" data-linktype=\"2\" hasload=\"1\" style=\"color: var(--weui-LINK);outline: 0px;cursor: pointer;letter-spacing: 0.578px;font-size: 14px;\" rel=\"noopener\">5.\u8f6f\u4ef6\u5305\u5b89\u88c5\u3001\u6253\u602a\u5feb\u53c8\u597d\uff0c1024G\u5b58\u50a8\u7684\u751f\u4fe1\u670d\u52a1\u5668\uff1b\u8fd8\u6709\u6bd4\u8fd9\u66f4\u7701\u94b1\u7684\u561b\uff01\uff01\uff01<\/a><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"display: 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