{"id":59068,"date":"2024-06-17T07:33:09","date_gmt":"2024-06-16T23:33:09","guid":{"rendered":"http:\/\/www.biocloudservice.com\/wordpress\/?p=59068"},"modified":"2024-06-17T07:33:09","modified_gmt":"2024-06-16T23:33:09","slug":"1%e5%88%86%e9%92%9f%e6%8e%8c%e6%8f%a1tidyr%e5%8c%85%ef%bc%8c%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e8%bd%bb%e6%9d%be%e6%8b%bf%e6%8d%8f","status":"publish","type":"post","link":"http:\/\/www.biocloudservice.com\/wordpress\/?p=59068","title":{"rendered":"1\u5206\u949f\u638c\u63e1tidyr\u5305\uff0c\u6570\u636e\u5206\u6790\u8f7b\u677e\u62ff\u634f"},"content":{"rendered":"


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id=\"js_name\">\u751f\u4fe1\u679c  <\/a><\/span><em id=\"publish_time\" class=\"rich_media_meta rich_media_meta_text\">2023-07-11 19:01:23<\/em><\/div>\n<p><content><\/p>\n<div class=\"reprint\">\n<p>\u8f6c\u81ea\u516c\u4f17\u53f7\uff1aR\u8bed\u8a00\u5b66\u5f92<br \/><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=Mzg5MDk3Mzg4OA==&mid=2247484445&idx=1&sn=4e28ebaae9811939629f886394a9c917\" target=\"_blank\" title=\"\u9605\u8bfb\u539f\u6587\" rel=\"noopener\">http:\/\/mp.weixin.qq.com\/s?__biz=Mzg5MDk3Mzg4OA==&mid=2247484445&idx=1&sn=4e28ebaae9811939629f886394a9c917<\/a><\/p>\n<\/div>\n<section style=\"font-size: 16px;margin-bottom: 24px;\">\n<section style=\"text-align: left;justify-content: flex-start;display: flex;flex-flow: row nowrap;margin-top: 20px;margin-bottom: 25px;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;width: auto;vertical-align: top;align-self: flex-start;flex: 0 0 auto;min-width: 5%;height: auto;background-color: rgb(249, 172, 172);box-shadow: rgb(249, 172, 172) 0px 0px 5px 3px;\">\n<section style=\"text-align: center;transform: translate3d(2px, 0px, 0px);margin-top: -14px;margin-bottom: -14px;\" powered-by=\"xiumi.us\">\n<p>{ \u70b9\u51fb\u84dd\u5b57\uff0c\u5173\u6ce8\u6211\u4eec }<\/p>\n<\/section>\n<\/section>\n<\/section>\n<section powered-by=\"xiumi.us\">\n<p>\u5927\u5bb6\u597d\uff0c\u6211\u662f\u5c0f\u5e08\u59b9\uff0c\u4eca\u5929\u7ed9\u5927\u5bb6\u5e26\u6765R\u8bed\u8a00tidyr\u5305\u7684\u6559\u5b66\uff0c\u5927\u5bb6\u8ddf\u7740\u6211\u4e00\u8d77\u5b66\u8d77\u6765\u5427\uff01<br \/><\/p>\n<p>tidyr\u5305\u662f\u4e00\u4e2a\u7528\u4e8e\u6570\u636e\u6e05\u6d17\u548c\u91cd\u5851\u7684R\u5305\u3002\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e9b\u65b9\u4fbf\u7684\u51fd\u6570\u548c\u65b9\u6cd5\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u6574\u7406\u548c\u8f6c\u6362\u6570\u636e\uff0c\u4f7f\u5176\u66f4\u9002\u5408\u5206\u6790\u548c\u5efa\u6a21\u3002<\/p>\n<p>tidyr\u5305\u7684\u6838\u5fc3\u529f\u80fd\u662f\u6570\u636e\u7684\u957f\u5bbd\u8f6c\u6362\u3002\u5728\u5b9e\u9645\u6570\u636e\u5206\u6790\u4e2d\uff0c\u6211\u4eec\u7ecf\u5e38\u4f1a\u9047\u5230\u6570\u636e\u5b58\u50a8\u683c\u5f0f\u7684\u95ee\u9898\uff0c\u6709\u4e9b\u6570\u636e\u53ef\u80fd\u4ee5\u5bbd\u683c\u5f0f\uff08wide format\uff09\u5b58\u50a8\uff0c\u5373\u6bcf\u4e2a\u53d8\u91cf\u5360\u636e\u4e00\u5217\uff0c\u800c\u6709\u4e9b\u6570\u636e\u53ef\u80fd\u4ee5\u957f\u683c\u5f0f\uff08long format\uff09\u5b58\u50a8\uff0c\u5373\u591a\u4e2a\u53d8\u91cf\u5b58\u50a8\u5728\u540c\u4e00\u5217\u4e2d\u3002tidyr\u5305\u63d0\u4f9b\u4e86gather()\u548cspread()\u51fd\u6570\uff0c\u53ef\u4ee5\u65b9\u4fbf\u5730\u8fdb\u884c\u5bbd\u683c\u5f0f\u548c\u957f\u683c\u5f0f\u4e4b\u95f4\u7684\u8f6c\u6362\u3002<\/p>\n<p>\u9664\u4e86\u957f\u5bbd\u8f6c\u6362\uff0ctidyr\u5305\u8fd8\u63d0\u4f9b\u4e86\u5176\u4ed6\u4e00\u4e9b\u5e38\u7528\u7684\u6570\u636e\u6e05\u6d17\u51fd\u6570\u3002\u4f8b\u5982\uff0cdrop_na()\u51fd\u6570\u53ef\u4ee5\u5220\u9664\u5305\u542b\u7f3a\u5931\u503c\u7684\u884c\uff0cfill()\u51fd\u6570\u53ef\u4ee5\u586b\u5145\u7f3a\u5931\u503c\uff0cseparate()\u51fd\u6570\u53ef\u4ee5\u5c06\u4e00\u4e2a\u53d8\u91cf\u62c6\u5206\u4e3a\u591a\u4e2a\u53d8\u91cf\uff0cunite()\u51fd\u6570\u53ef\u4ee5\u5c06\u591a\u4e2a\u53d8\u91cf\u5408\u5e76\u4e3a\u4e00\u4e2a\u53d8\u91cf\uff0creplace_na()\u51fd\u6570\u53ef\u4ee5\u7528\u6307\u5b9a\u7684\u586b\u5145\u503c\u66ff\u6362\u7f3a\u5931\u503c\u7b49\u3002<\/p>\n<p>tidyr\u5305\u7684\u51fd\u6570\u548c\u65b9\u6cd5\u975e\u5e38\u7075\u6d3b\uff0c\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u7684\u9700\u6c42\u8fdb\u884c\u7ec4\u5408\u548c\u4f7f\u7528\u3002\u5b83\u4e0e\u5176\u4ed6\u6570\u636e\u5904\u7406\u5305\uff08\u5982dplyr\uff09\u7ed3\u5408\u4f7f\u7528\uff0c\u53ef\u4ee5\u6784\u5efa\u5f3a\u5927\u7684\u6570\u636e\u5904\u7406\u7ba1\u9053\uff0c\u5b9e\u73b0\u590d\u6742\u7684\u6570\u636e\u6e05\u6d17\u548c\u91cd\u5851\u64cd\u4f5c\u3002<\/p>\n<p>\u603b\u4e4b\uff0ctidyr\u5305\u63d0\u4f9b\u4e86\u4e00\u4e9b\u65b9\u4fbf\u7684\u51fd\u6570\u548c\u65b9\u6cd5\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u548c\u91cd\u5851\uff0c\u4f7f\u6570\u636e\u66f4\u9002\u5408\u8fdb\u884c\u540e\u7eed\u7684\u5206\u6790\u548c\u5efa\u6a21\u3002\u5b83\u662fR\u8bed\u8a00\u4e2d\u6570\u636e\u5904\u7406\u7684\u91cd\u8981\u5de5\u5177\u4e4b\u4e00\uff0c\u503c\u5f97\u6570\u636e\u5206\u6790\u5e08\u548c\u7814\u7a76\u4eba\u5458\u638c\u63e1\u548c\u4f7f\u7528\u3002\u4e0b\u9762\u662f\u4e00\u4e2a\u4f7f\u7528tidyr\u5305\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u548c\u91cd\u5851\u7684\u7b80\u5355\u6559\u7a0b\u3002<\/p>\n<\/section>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<section style=\"text-align: center;justify-content: center;display: flex;flex-flow: row nowrap;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: 0 0 auto;min-width: 5%;height: auto;\">\n<section style=\"transform: scale(0.77);transform-origin: center center;margin-top: -6px;margin-bottom: -6px;\" powered-by=\"xiumi.us\">\n<section style=\"\">\n<section style=\"display: inline-block;width: 40px;height: 40px;vertical-align: top;overflow: hidden;background-color: rgb(249, 172, 172);border-width: 0px;border-radius: 65px;border-style: none;border-color: rgb(62, 62, 62);\">\n<section style=\"display: flex;flex-flow: row nowrap;justify-content: center;margin-top: 7px;margin-right: 0%;margin-left: 0%;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: top;width: 20px;flex: 0 0 auto;align-self: flex-start;height: auto;line-height: 0;border-width: 0px;border-style: none;border-color: rgb(62, 62, 62);overflow: hidden;\">\n<section style=\"transform: rotateZ(55deg);\" powered-by=\"xiumi.us\">\n<section style=\"text-align: right;margin-right: 0%;margin-bottom: 18px;margin-left: 0%;transform: translate3d(13px, 0px, 0px);\">\n<section style=\"display: inline-block;width: 20px;height: 8px;vertical-align: top;overflow: hidden;background-color: rgb(255, 255, 255);border-radius: 50%;border-width: 0px;border-style: none;border-color: rgb(62, 62, 62);\"><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 style=\"display: inline-block;vertical-align: top;width: 20px;flex: 0 0 auto;align-self: flex-start;height: auto;line-height: 0;border-width: 0px;border-style: none;border-color: rgb(62, 62, 62);overflow: hidden;\">\n<section style=\"transform: rotateZ(305deg);\" powered-by=\"xiumi.us\">\n<section style=\"text-align: left;margin-right: 0%;margin-bottom: 18px;margin-left: 0%;transform: translate3d(-13px, 0px, 0px);\">\n<section style=\"display: inline-block;width: 20px;height: 8px;vertical-align: top;overflow: hidden;background-color: rgb(255, 255, 255);border-radius: 50%;border-width: 0px;border-style: none;border-color: rgb(62, 62, 62);\"><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 style=\"display: inline-block;vertical-align: middle;width: auto;align-self: center;flex: 100 100 0%;height: auto;padding-left: 10px;\">\n<section style=\"text-align: left;margin-top: 10px;\" powered-by=\"xiumi.us\">\n<section style=\"color: rgb(62, 62, 62);\">\n<p><strong>\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u5b89\u88c5tidyr\u5305\u3002\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u547d\u4ee4\u5b89\u88c5\uff1a<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"margin-top: 2px;margin-bottom: 8px;\" powered-by=\"xiumi.us\">\n<section style=\"background-color: rgb(237, 164, 171);height: 1px;\"><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\">```R<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\">install.packages(\"tidyr\")<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\">```<\/span><\/code><\/pre>\n<\/section>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<section style=\"text-align: center;justify-content: center;display: flex;flex-flow: row nowrap;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: 0 0 auto;min-width: 5%;height: auto;\">\n<section style=\"transform: scale(0.77);transform-origin: center center;margin-top: -6px;margin-bottom: -6px;\" powered-by=\"xiumi.us\">\n<section style=\"\">\n<section style=\"display: inline-block;width: 40px;height: 40px;vertical-align: top;overflow: hidden;background-color: rgb(249, 172, 172);border-width: 0px;border-radius: 65px;border-style: none;border-color: rgb(62, 62, 62);\">\n<section style=\"display: flex;flex-flow: row nowrap;justify-content: center;margin-top: 7px;margin-right: 0%;margin-left: 0%;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: top;width: 20px;flex: 0 0 auto;align-self: flex-start;height: auto;line-height: 0;border-width: 0px;border-style: none;border-color: rgb(62, 62, 62);overflow: hidden;\">\n<section style=\"transform: rotateZ(55deg);\" powered-by=\"xiumi.us\">\n<section style=\"text-align: right;margin-right: 0%;margin-bottom: 18px;margin-left: 0%;transform: translate3d(13px, 0px, 0px);\">\n<section style=\"display: inline-block;width: 20px;height: 8px;vertical-align: top;overflow: hidden;background-color: rgb(255, 255, 255);border-radius: 50%;border-width: 0px;border-style: none;border-color: rgb(62, 62, 62);\"><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 style=\"display: inline-block;vertical-align: top;width: 20px;flex: 0 0 auto;align-self: flex-start;height: auto;line-height: 0;border-width: 0px;border-style: none;border-color: rgb(62, 62, 62);overflow: hidden;\">\n<section style=\"transform: rotateZ(305deg);\" powered-by=\"xiumi.us\">\n<section style=\"text-align: left;margin-right: 0%;margin-bottom: 18px;margin-left: 0%;transform: translate3d(-13px, 0px, 0px);\">\n<section style=\"display: inline-block;width: 20px;height: 8px;vertical-align: top;overflow: hidden;background-color: rgb(255, 255, 255);border-radius: 50%;border-width: 0px;border-style: none;border-color: rgb(62, 62, 62);\"><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 style=\"display: inline-block;vertical-align: middle;width: auto;align-self: center;flex: 100 100 0%;height: auto;padding-left: 10px;\">\n<section style=\"text-align: left;margin-top: 10px;\" powered-by=\"xiumi.us\">\n<section style=\"color: rgb(62, 62, 62);\">\n<p><strong>\u5b89\u88c5\u5b8c\u6210\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u52a0\u8f7dtidyr\u5305\uff1a<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"margin-top: 2px;margin-bottom: 8px;\" powered-by=\"xiumi.us\">\n<section style=\"background-color: rgb(237, 164, 171);height: 1px;\"><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\">```R<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\">library(tidyr)<\/span><\/code><code><span class=\"code-snippet_outer\"><br \/><\/span><\/code><code><span class=\"code-snippet_outer\">```<\/span><\/code><\/pre>\n<\/section>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<section style=\"text-align: center;justify-content: center;display: flex;flex-flow: row nowrap;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: 0 0 auto;min-width: 5%;height: auto;\">\n<section style=\"transform: scale(0.77);transform-origin: center center;margin-top: -6px;margin-bottom: -6px;\" powered-by=\"xiumi.us\">\n<section style=\"\">\n<section style=\"display: inline-block;width: 40px;height: 40px;vertical-align: top;overflow: hidden;background-color: rgb(249, 172, 172);border-width: 0px;border-radius: 65px;border-style: none;border-color: rgb(62, 62, 62);\">\n<section style=\"display: flex;flex-flow: row nowrap;justify-content: center;margin-top: 7px;margin-right: 0%;margin-left: 0%;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: top;width: 20px;flex: 0 0 auto;align-self: flex-start;height: auto;line-height: 0;border-width: 0px;border-style: none;border-color: rgb(62, 62, 62);overflow: hidden;\">\n<section style=\"transform: rotateZ(55deg);\" powered-by=\"xiumi.us\">\n<section style=\"text-align: right;margin-right: 0%;margin-bottom: 18px;margin-left: 0%;transform: translate3d(13px, 0px, 0px);\">\n<section style=\"display: inline-block;width: 20px;height: 8px;vertical-align: top;overflow: hidden;background-color: rgb(255, 255, 255);border-radius: 50%;border-width: 0px;border-style: none;border-color: rgb(62, 62, 62);\"><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 style=\"display: inline-block;vertical-align: top;width: 20px;flex: 0 0 auto;align-self: flex-start;height: auto;line-height: 0;border-width: 0px;border-style: none;border-color: rgb(62, 62, 62);overflow: hidden;\">\n<section style=\"transform: rotateZ(305deg);\" powered-by=\"xiumi.us\">\n<section style=\"text-align: left;margin-right: 0%;margin-bottom: 18px;margin-left: 0%;transform: translate3d(-13px, 0px, 0px);\">\n<section style=\"display: inline-block;width: 20px;height: 8px;vertical-align: top;overflow: hidden;background-color: rgb(255, 255, 255);border-radius: 50%;border-width: 0px;border-style: none;border-color: rgb(62, 62, 62);\"><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 style=\"display: inline-block;vertical-align: middle;width: auto;align-self: center;flex: 100 100 0%;height: auto;padding-left: 10px;\">\n<section style=\"text-align: left;margin-top: 10px;\" powered-by=\"xiumi.us\">\n<section style=\"color: rgb(62, 62, 62);\">\n<p><strong>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u9700\u8981\u51c6\u5907\u7528\u4e8e\u6570\u636e\u6e05\u6d17\u548c\u91cd\u5851\u7684\u6570\u636e\u3002<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"margin-top: 2px;margin-bottom: 8px;\" powered-by=\"xiumi.us\">\n<section style=\"background-color: rgb(237, 164, 171);height: 1px;\"><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<p powered-by=\"xiumi.us\">\u4f5c\u4e3a\u793a\u4f8b\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528R\u5185\u7f6e\u7684iris\u6570\u636e\u96c6\u3002<\/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=\"r\"><code><span class=\"code-snippet_outer\">```R<\/span><\/code><code><span class=\"code-snippet_outer\"># \u8bfb\u53d6iris\u6570\u636e\u96c6<\/span><\/code><code><span class=\"code-snippet_outer\">data(iris)<\/span><\/code><code><span class=\"code-snippet_outer\">```<\/span><\/code><\/pre>\n<\/section>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<section style=\"text-align: center;justify-content: center;display: flex;flex-flow: row nowrap;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: 0 0 auto;min-width: 5%;height: auto;\">\n<section style=\"transform: scale(0.77);transform-origin: center center;margin-top: -6px;margin-bottom: -6px;\" powered-by=\"xiumi.us\">\n<section style=\"\">\n<section style=\"display: inline-block;width: 40px;height: 40px;vertical-align: top;overflow: hidden;background-color: rgb(249, 172, 172);border-width: 0px;border-radius: 65px;border-style: none;border-color: rgb(62, 62, 62);\">\n<section style=\"display: flex;flex-flow: row nowrap;justify-content: center;margin-top: 7px;margin-right: 0%;margin-left: 0%;\" powered-by=\"xiumi.us\">\n<section style=\"display: inline-block;vertical-align: top;width: 20px;flex: 0 0 auto;align-self: flex-start;height: auto;line-height: 0;border-width: 0px;border-style: none;border-color: rgb(62, 62, 62);overflow: hidden;\">\n<section style=\"transform: rotateZ(55deg);\" powered-by=\"xiumi.us\">\n<section style=\"text-align: right;margin-right: 0%;margin-bottom: 18px;margin-left: 0%;transform: translate3d(13px, 0px, 0px);\">\n<section style=\"display: inline-block;width: 20px;height: 8px;vertical-align: top;overflow: hidden;background-color: rgb(255, 255, 255);border-radius: 50%;border-width: 0px;border-style: none;border-color: rgb(62, 62, 62);\"><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 style=\"display: inline-block;vertical-align: top;width: 20px;flex: 0 0 auto;align-self: flex-start;height: auto;line-height: 0;border-width: 0px;border-style: none;border-color: rgb(62, 62, 62);overflow: hidden;\">\n<section style=\"transform: rotateZ(305deg);\" powered-by=\"xiumi.us\">\n<section style=\"text-align: left;margin-right: 0%;margin-bottom: 18px;margin-left: 0%;transform: translate3d(-13px, 0px, 0px);\">\n<section style=\"display: inline-block;width: 20px;height: 8px;vertical-align: top;overflow: hidden;background-color: rgb(255, 255, 255);border-radius: 50%;border-width: 0px;border-style: none;border-color: rgb(62, 62, 62);\"><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 style=\"display: inline-block;vertical-align: middle;width: auto;align-self: center;flex: 100 100 0%;height: auto;padding-left: 10px;\">\n<section style=\"text-align: left;margin-top: 10px;\" powered-by=\"xiumi.us\">\n<section style=\"color: rgb(62, 62, 62);\">\n<p><strong>\u4ee5\u4e0b\u662f\u4e00\u4e9b\u5e38\u7528\u7684tidyr\u5305\u51fd\u6570\u548c\u65b9\u6cd5\u7684\u793a\u4f8b\uff1a<\/strong><\/p>\n<\/section>\n<\/section>\n<section style=\"margin-top: 2px;margin-bottom: 8px;\" powered-by=\"xiumi.us\">\n<section style=\"background-color: rgb(237, 164, 171);height: 1px;\"><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 style=\"color: rgb(249, 110, 87);\" powered-by=\"xiumi.us\">\n<p><strong>1. \u957f\u5bbd\u8f6c\u6362\uff1a<\/strong><\/p>\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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\">```R<\/span><\/code><code><span class=\"code-snippet_outer\"># \u5c06\u6570\u636e\u4ece\u5bbd\u683c\u5f0f\u8f6c\u6362\u4e3a\u957f\u683c\u5f0f<\/span><\/code><code><span class=\"code-snippet_outer\">iris_long <- gather(iris, key = \"variable\", value = \"value\", -Species)<\/span><\/code><code><span class=\"code-snippet_outer\">print(iris_long)<\/span><\/code><code><span class=\"code-snippet_outer\"># \u5c06\u6570\u636e\u4ece\u957f\u683c\u5f0f\u8f6c\u6362\u4e3a\u5bbd\u683c\u5f0f<\/span><\/code><code><span class=\"code-snippet_outer\">iris_wide <- spread(iris_long, key = \"variable\", value = \"value\")<\/span><\/code><code><span class=\"code-snippet_outer\">print(iris_wide)<\/span><\/code><code><span class=\"code-snippet_outer\">```<\/span><\/code><\/pre>\n<\/section>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<section style=\"color: rgb(249, 110, 87);\" powered-by=\"xiumi.us\">\n<p><strong>2. \u7f3a\u5931\u503c\u5904\u7406\uff1a<\/strong><\/p>\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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\">```R<\/span><\/code><code><span class=\"code-snippet_outer\"># \u521b\u5efa\u4e00\u4e2a\u5305\u542b\u7f3a\u5931\u503c\u7684\u6570\u636e\u6846<\/span><\/code><code><span class=\"code-snippet_outer\">df <- data.frame(x = c(1, 2, NA, 4, 5), y = c(NA, 2, 3, NA, 5))<\/span><\/code><code><span class=\"code-snippet_outer\">print(df)<\/span><\/code><code><span class=\"code-snippet_outer\"># \u5220\u9664\u5305\u542b\u7f3a\u5931\u503c\u7684\u884c<\/span><\/code><code><span class=\"code-snippet_outer\">df_clean <- drop_na(df)<\/span><\/code><code><span class=\"code-snippet_outer\">print(df_clean)<\/span><\/code><code><span class=\"code-snippet_outer\"># \u586b\u5145\u7f3a\u5931\u503c<\/span><\/code><code><span class=\"code-snippet_outer\">df_fill <- fill(df, x)<\/span><\/code><code><span class=\"code-snippet_outer\">print(df_fill)<\/span><\/code><code><span class=\"code-snippet_outer\">```<\/span><\/code><\/pre>\n<\/section>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<section style=\"color: rgb(249, 110, 87);\" powered-by=\"xiumi.us\">\n<p><strong>3. \u6570\u636e\u5206\u5272\u548c\u8fde\u63a5\uff1a<\/strong><\/p>\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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\">```R<\/span><\/code><code><span class=\"code-snippet_outer\"># \u5c06\u4e00\u4e2a\u53d8\u91cf\u62c6\u5206\u4e3a\u591a\u4e2a\u53d8\u91cf<\/span><\/code><code><span class=\"code-snippet_outer\">df_split <- separate(df, col = x, into = c(\"x1\", \"x2\"), sep = \"-\")<\/span><\/code><code><span class=\"code-snippet_outer\">print(df_split)<\/span><\/code><code><span class=\"code-snippet_outer\"># \u5c06\u591a\u4e2a\u53d8\u91cf\u5408\u5e76\u4e3a\u4e00\u4e2a\u53d8\u91cf<\/span><\/code><code><span class=\"code-snippet_outer\">df_join <- unite(df_split, col = x, x1, x2, sep = \"-\")<\/span><\/code><code><span class=\"code-snippet_outer\">print(df_join)<\/span><\/code><code><span class=\"code-snippet_outer\">```<\/span><\/code><\/pre>\n<\/section>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<section style=\"color: rgb(249, 110, 87);\" powered-by=\"xiumi.us\">\n<p><strong>4. \u6570\u636e\u586b\u5145\u548c\u586b\u5145\u503c\uff1a<\/strong><\/p>\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<\/ul>\n<pre class=\"code-snippet__js\" data-lang=\"r\"><code><span class=\"code-snippet_outer\">```R<\/span><\/code><code><span class=\"code-snippet_outer\"># \u521b\u5efa\u4e00\u4e2a\u5305\u542b\u7f3a\u5931\u503c\u7684\u6570\u636e\u6846<\/span><\/code><code><span class=\"code-snippet_outer\">df_missing <- data.frame(x = c(1, 2, NA, 4, 5), y = c(NA, 2, 3, NA, 5))<\/span><\/code><code><span class=\"code-snippet_outer\">print(df_missing)<\/span><\/code><code><span class=\"code-snippet_outer\"># \u4f7f\u7528\u6307\u5b9a\u7684\u586b\u5145\u503c\u586b\u5145\u7f3a\u5931\u503c<\/span><\/code><code><span class=\"code-snippet_outer\">df_filled <- replace_na(df_missing, list(x = 0, y = 999))<\/span><\/code><code><span class=\"code-snippet_outer\">print(df_filled)<\/span><\/code><code><span class=\"code-snippet_outer\">```<\/span><\/code><\/pre>\n<\/section>\n<p powered-by=\"xiumi.us\"><br \/><\/p>\n<section powered-by=\"xiumi.us\">\n<p>\u4ee5\u4e0a\u53ea\u662ftidyr\u5305\u4e2d\u4e00\u90e8\u5206\u5e38\u7528\u51fd\u6570\u548c\u65b9\u6cd5\u7684\u793a\u4f8b\uff0c\u8fd8\u6709\u5f88\u591a\u5176\u4ed6\u7684\u6570\u636e\u6e05\u6d17\u548c\u91cd\u5851\u65b9\u6cd5\u53ef\u4f9b\u4f7f\u7528\u3002\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u7684\u9700\u6c42\u548c\u6570\u636e\u7c7b\u578b\u9009\u62e9\u5408\u9002\u7684\u51fd\u6570\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u548c\u91cd\u5851\u3002<\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u5728\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u548c\u91cd\u5851\u4e4b\u524d\uff0c\u9700\u8981\u5bf9\u6570\u636e\u8fdb\u884c\u9002\u5f53\u7684\u9884\u5904\u7406\u548c\u68c0\u67e5\uff0c\u786e\u4fdd\u6570\u636e\u7684\u8d28\u91cf\u548c\u7b26\u5408\u6e05\u6d17\u548c\u91cd\u5851\u7684\u8981\u6c42\u3002<\/p>\n<p><br 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