{"id":3447,"date":"2023-07-17T10:51:57","date_gmt":"2023-07-17T10:51:57","guid":{"rendered":"https:\/\/statorials.org\/cn\/r%e4%b8%ad%e7%9a%84%e6%a0%87%e7%ad%be%e7%bc%96%e7%a0%81\/"},"modified":"2023-07-17T10:51:57","modified_gmt":"2023-07-17T10:51:57","slug":"r%e4%b8%ad%e7%9a%84%e6%a0%87%e7%ad%be%e7%bc%96%e7%a0%81","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/r%e4%b8%ad%e7%9a%84%e6%a0%87%e7%ad%be%e7%bc%96%e7%a0%81\/","title":{"rendered":"\u5982\u4f55\u5728 r \u4e2d\u6267\u884c\u6807\u7b7e\u7f16\u7801\uff08\u9644\u793a\u4f8b\uff09"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u5728\u673a\u5668\u5b66\u4e60\u4e2d\uff0c\u6211\u4eec\u901a\u5e38\u5e0c\u671b\u5c06<a href=\"https:\/\/statorials.org\/cn\/\u5206\u7c7b\u4e0e\u5b9a\u91cf\/\" target=\"_blank\" rel=\"noopener\">\u5206\u7c7b\u53d8\u91cf<\/a>\u8f6c\u6362\u4e3a\u67d0\u79cd\u7c7b\u578b\u7684\u6570\u5b57\u683c\u5f0f\uff0c\u4ee5\u4fbf\u7b97\u6cd5\u53ef\u4ee5\u8f7b\u677e\u4f7f\u7528\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5b9e\u73b0\u6b64\u76ee\u7684\u7684\u4e00\u79cd\u65b9\u6cd5\u662f\u4f7f\u7528<strong>\u6807\u7b7e\u7f16\u7801<\/strong>\uff0c\u5b83<\/span><span style=\"color: #000000;\">\u6839\u636e\u5b57\u6bcd\u987a\u5e8f\u4e3a\u6bcf\u4e2a\u5206\u7c7b\u503c\u5206\u914d\u4e00\u4e2a\u6574\u6570\u503c\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4f8b\u5982\uff0c\u4ee5\u4e0b\u5c4f\u5e55\u622a\u56fe\u663e\u793a\u4e86\u5982\u4f55\u5c06\u540d\u4e3a<strong>Team<\/strong>\u7684\u5206\u7c7b\u53d8\u91cf\u7684\u6bcf\u4e2a\u552f\u4e00\u503c\u8f6c\u6362\u4e3a\u57fa\u4e8e\u5b57\u6bcd\u987a\u5e8f\u7684\u6574\u6570\u503c\uff1a<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-28801 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/labelencode2-1.jpg\" alt=\"\" width=\"467\" height=\"288\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u5728 R \u4e2d\u6267\u884c\u6807\u7b7e\u7f16\u7801\u6709\u4e24\u79cd\u5e38\u89c1\u65b9\u6cd5\uff1a<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u65b9\u6cd5\u4e00\uff1a\u4f7f\u7528Base R<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>df$my_var &lt;- as. <span style=\"color: #3366ff;\">numeric<\/span> (factor(df$my_var))\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\"><strong>\u65b9\u6cd52\uff1a\u4f7f\u7528CatEncoders\u5305<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">library<\/span> (CatEncoders)\n\n<span style=\"color: #008080;\">#define original categorical labels\n<\/span>labs = LabelEncoder. <span style=\"color: #3366ff;\">fit<\/span> (df$my_var)\n\n<span style=\"color: #008080;\">#convert labels to numeric values\n<\/span>df$team = transform(labs, df$my_var)<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u793a\u4f8b\u5c55\u793a\u4e86\u5982\u4f55\u5728\u5b9e\u8df5\u4e2d\u4f7f\u7528\u6bcf\u79cd\u65b9\u6cd5\u3002<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u793a\u4f8b 1\uff1a\u4f7f\u7528 Base R \u7f16\u7801\u6807\u7b7e<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u4ee3\u7801\u6f14\u793a\u4e86\u5982\u4f55\u4f7f\u7528 R \u57fa<strong>Factor()<\/strong>\u51fd\u6570\u5c06\u540d\u4e3a<strong>team \u7684<\/strong>\u5206\u7c7b\u53d8\u91cf\u8f6c\u6362\u4e3a\u6570\u503c\u53d8\u91cf\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create data frame\n<\/span>df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (team=c('A', 'A', 'B', 'B', 'B', 'B', 'C', 'C'),\n                 points=c(25, 12, 15, 14, 19, 23, 25, 29))\n\n<span style=\"color: #008080;\">#view data frame\n<\/span>df\n\n  team points\n1 to 25\n2 to 12\n3 B 15\n4 B 14\n5 B 19\n6 B 23\n7 C 25\n8 C 29\n\n<span style=\"color: #008080;\">#perform label encoding on team variable\n<\/span>df$team &lt;- as. <span style=\"color: #3366ff;\">numeric<\/span> (factor(df$team))\n\n<span style=\"color: #008080;\">#view updated data frame\n<\/span>df\n\n  team points\n1 1 25\n2 1 12\n3 2 15\n4 2 14\n5 2 19\n6 2 23\n7 3 25\n8 3 29\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6ce8\u610f<strong>\u56e2\u961f<\/strong>\u680f\u4e2d\u7684\u65b0\u503c\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u201cA\u201d\u53d8\u6210\u4e86<strong>1<\/strong> \u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u201cB\u201d\u53d8\u6210\u4e86<strong>2<\/strong> \u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u201cC\u201d\u53d8\u6210\u4e86<strong>3<\/strong> \u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u6211\u4eec\u5df2\u6210\u529f\u5c06<strong>\u56e2\u961f<\/strong>\u5217\u4ece\u5206\u7c7b\u53d8\u91cf\u8f6c\u6362\u4e3a\u6570\u503c\u53d8\u91cf\u3002<\/span><\/p>\n<h2><span style=\"color: #000000;\"><strong>\u793a\u4f8b 2\uff1a\u4f7f\u7528 CatEncoders \u5305\u5bf9\u6807\u7b7e\u8fdb\u884c\u7f16\u7801<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u4ee3\u7801\u6f14\u793a\u5982\u4f55\u4f7f\u7528<strong>CatEncoders()<\/strong>\u5305\u4e2d\u7684\u51fd\u6570\u5c06\u540d\u4e3a<strong>team \u7684<\/strong>\u5206\u7c7b\u53d8\u91cf\u8f6c\u6362\u4e3a\u6570\u503c\u53d8\u91cf\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">library<\/span> (CatEncoders)<\/span>\n\n#create data frame\n<\/span>df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (team=c('A', 'A', 'B', 'B', 'B', 'B', 'C', 'C'),\n                 points=c(25, 12, 15, 14, 19, 23, 25, 29))\n\n<span style=\"color: #008080;\">#define original categorical labels\n<\/span>labs = LabelEncoder. <span style=\"color: #3366ff;\">fit<\/span> (df$team)\n\n<span style=\"color: #008080;\">#convert labels to numeric values\n<\/span>df$team = transform(labs, df$team)\n\n<span style=\"color: #008080;\">#view updated data frame\n<\/span>df\n\n  team points\n1 1 25\n2 1 12\n3 2 15\n4 2 14\n5 2 19\n6 2 23\n7 3 25\n8 3 29<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u540c\u6837\uff0c\u6211\u4eec\u5728<strong>\u56e2\u961f<\/strong>\u5217\u4e2d\u751f\u6210\u4e86\u4ee5\u4e0b\u65b0\u503c\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u201cA\u201d\u53d8\u6210\u4e86<strong>1<\/strong> \u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u201cB\u201d\u53d8\u6210\u4e86<strong>2<\/strong> \u3002<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u201cC\u201d\u53d8\u6210\u4e86<strong>3<\/strong> \u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\"><span style=\"color: #000000;\">\u8fd9\u4e0e\u524d\u9762\u793a\u4f8b\u7684\u7ed3\u679c\u76f8\u5339\u914d\u3002<\/span><\/span><\/p>\n<p><span style=\"color: #000000;\">\u8bf7\u6ce8\u610f\uff0c\u4f7f\u7528\u6b64\u65b9\u6cd5\u8fd8\u53ef\u4ee5\u4f7f\u7528<strong>inverse.transform()<\/strong>\u83b7\u53d6<strong>team<\/strong>\u5217\u7684\u539f\u59cb\u503c\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#display original team labels\n<\/span>reverse. <span style=\"color: #3366ff;\">transform<\/span> (labs, df$team)\n\n[1] \u201cA\u201d \u201cA\u201d \u201cB\u201d \u201cB\u201d \u201cB\u201d \u201cB\u201d \u201cC\u201d \u201cC\u201d\n<\/strong><\/pre>\n<h2><span style=\"color: #000000;\"><strong>\u5176\u4ed6\u8d44\u6e90<\/strong><\/span><\/h2>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u6559\u7a0b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 R \u4e2d\u6267\u884c\u5176\u4ed6\u5e38\u89c1\u4efb\u52a1\uff1a<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/cn\/r-\u4ece-continue-\u521b\u5efa\u4e00\u4e2a\u5206\u7c7b\u53d8\u91cf\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 R \u4e2d\u901a\u8fc7 continue \u521b\u5efa\u5206\u7c7b\u53d8\u91cf<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u5728r\u4e2d\u521b\u5efa\u4e00\u4e2a\u5206\u7c7b\u53d8\u91cf\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 R \u4e2d\u521b\u5efa\u5206\u7c7b\u53d8\u91cf<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u5c06\u5206\u7c7b\u53d8\u91cf\u8f6c\u6362\u4e3a\u6570\u503c-r\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728 R \u4e2d\u5c06\u5206\u7c7b\u53d8\u91cf\u8f6c\u6362\u4e3a\u6570\u503c<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u673a\u5668\u5b66\u4e60\u4e2d\uff0c\u6211\u4eec\u901a\u5e38\u5e0c\u671b\u5c06\u5206\u7c7b\u53d8\u91cf\u8f6c\u6362\u4e3a\u67d0\u79cd\u7c7b\u578b\u7684\u6570\u5b57\u683c\u5f0f\uff0c\u4ee5\u4fbf\u7b97\u6cd5\u53ef\u4ee5\u8f7b\u677e\u4f7f\u7528\u3002 \u5b9e\u73b0\u6b64\u76ee\u7684\u7684\u4e00\u79cd\u65b9\u6cd5\u662f\u4f7f [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-3447","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5982\u4f55\u5728 R 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