{"id":1151,"date":"2023-07-27T11:45:53","date_gmt":"2023-07-27T11:45:53","guid":{"rendered":"https:\/\/statorials.org\/ru\/%d0%b8%d0%bc%d0%bf%d0%be%d1%80%d1%82%d0%b8%d1%80%d0%be%d0%b2%d0%b0%d1%82%d1%8c-csv-%d0%b2-r\/"},"modified":"2023-07-27T11:45:53","modified_gmt":"2023-07-27T11:45:53","slug":"%d0%b8%d0%bc%d0%bf%d0%be%d1%80%d1%82%d0%b8%d1%80%d0%be%d0%b2%d0%b0%d1%82%d1%8c-csv-%d0%b2-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/ru\/%d0%b8%d0%bc%d0%bf%d0%be%d1%80%d1%82%d0%b8%d1%80%d0%be%d0%b2%d0%b0%d1%82%d1%8c-csv-%d0%b2-r\/","title":{"rendered":"\u041a\u0430\u043a \u0438\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u044b csv \u0432 r (\u0448\u0430\u0433 \u0437\u0430 \u0448\u0430\u0433\u043e\u043c)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u0414\u043e\u043f\u0443\u0441\u0442\u0438\u043c, \u0443 \u043c\u0435\u043d\u044f \u0435\u0441\u0442\u044c \u0444\u0430\u0439\u043b CSV \u0441 \u0438\u043c\u0435\u043d\u0435\u043c <strong>data.csv<\/strong> , \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u0439 \u0432 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u043c \u043c\u0435\u0441\u0442\u0435:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>C:\\Users\\Bob\\Desktop\\data.csv<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0438\u043c, \u0447\u0442\u043e \u0444\u0430\u0439\u043b CSV \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>team, points, assists\n'A', 78, 12\n'B', 85, 20\n'C', 93, 23\n'D', 90, 8\n'E', 91, 14\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0421\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0442\u0440\u0438 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u0445 \u0441\u043f\u043e\u0441\u043e\u0431\u0430 \u0438\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u044d\u0442\u043e\u0442 CSV-\u0444\u0430\u0439\u043b \u0432 R:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 read.csv \u0438\u0437 \u0431\u0430\u0437\u044b R<\/strong> (\u0441\u0430\u043c\u044b\u0439 \u043c\u0435\u0434\u043b\u0435\u043d\u043d\u044b\u0439 \u043c\u0435\u0442\u043e\u0434, \u043d\u043e \u0445\u043e\u0440\u043e\u0448\u043e \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442 \u0434\u043b\u044f \u043d\u0435\u0431\u043e\u043b\u044c\u0448\u0438\u0445 \u043d\u0430\u0431\u043e\u0440\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445).<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>data1 &lt;- read.csv(\" <span style=\"color: #008000;\">C:\\\\Users\\\\Bob\\\\Desktop\\\\data.csv<\/span> \", header= <span style=\"color: #993300;\">TRUE<\/span> , stringsAsFactors= <span style=\"color: #993300;\">FALSE<\/span> )\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>2. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 read_csv \u0438\u0437 \u043f\u0430\u043a\u0435\u0442\u0430 readr<\/strong> (\u0432 2-3 \u0440\u0430\u0437\u0430 \u0431\u044b\u0441\u0442\u0440\u0435\u0435, \u0447\u0435\u043c read.csv)<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #993300;\">library<\/span> (readr)\n\ndata2 &lt;- read_csv(\" <span style=\"color: #008000;\">C:\\Users\\Bob\\Desktop\\data.csv<\/span> \")<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>3. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 fread \u0438\u0437 \u043f\u0430\u043a\u0435\u0442\u0430 data.table<\/strong> (\u0432 2-3 \u0440\u0430\u0437\u0430 \u0431\u044b\u0441\u0442\u0440\u0435\u0435, \u0447\u0435\u043c read_csv)<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #993300;\">library<\/span> (data.table)\n\ndata3 &lt;- fread(\" <span style=\"color: #008000;\">C:\\Users\\Bob\\Desktop\\data.csv<\/span> \")<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u043d \u043f\u0440\u0438\u043c\u0435\u0440 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u043a\u0430\u0436\u0434\u043e\u0433\u043e \u0438\u0437 \u044d\u0442\u0438\u0445 \u043c\u0435\u0442\u043e\u0434\u043e\u0432 \u0434\u043b\u044f \u0438\u043c\u043f\u043e\u0440\u0442\u0430 \u0444\u0430\u0439\u043b\u0430 CSV \u0432 R.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u0421\u043f\u043e\u0441\u043e\u0431 1: \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 read.csv<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0415\u0441\u043b\u0438 \u0432\u0430\u0448 \u0444\u0430\u0439\u043b CSV \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u043c\u0430\u043b, \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u043f\u0440\u043e\u0441\u0442\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e <strong>read.csv<\/strong> Base R \u0434\u043b\u044f \u0435\u0433\u043e \u0438\u043c\u043f\u043e\u0440\u0442\u0430.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041f\u0440\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0438 \u044d\u0442\u043e\u0433\u043e \u043c\u0435\u0442\u043e\u0434\u0430 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u043e \u0443\u043a\u0430\u0436\u0438\u0442\u0435 <strong>stringsAsFactors=FALSE<\/strong> , \u0447\u0442\u043e\u0431\u044b R \u043d\u0435 \u043f\u0440\u0435\u043e\u0431\u0440\u0430\u0437\u043e\u0432\u044b\u0432\u0430\u043b \u0431\u0443\u043a\u0432\u0435\u043d\u043d\u044b\u0435 \u0438\u043b\u0438 \u043a\u0430\u0442\u0435\u0433\u043e\u0440\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u0432 \u0444\u0430\u043a\u0442\u043e\u0440\u044b.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043a\u043e\u0434 \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c <strong>read.csv<\/strong> \u0434\u043b\u044f \u0438\u043c\u043f\u043e\u0440\u0442\u0430 \u044d\u0442\u043e\u0433\u043e CSV-\u0444\u0430\u0439\u043b\u0430 \u0432 R:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#import data<\/span>\ndata1 &lt;- read.csv(\" <span style=\"color: #008000;\">C:\\\\Users\\\\Bob\\\\Desktop\\\\data.csv<\/span> \", header= <span style=\"color: #993300;\">TRUE<\/span> , stringsAsFactors= <span style=\"color: #993300;\">FALSE<\/span> )\n\n<span style=\"color: #008080;\">#view structure of data\n<\/span>str(data1)\n\n'data.frame': 5 obs. of 3 variables:\n $ team: chr \"'A'\" \"'B'\" \"'C'\" \"'D'\" ...\n $points: int 78 85 93 90 91\n $assists: int 12 20 23 8 14\n<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>\u0421\u043f\u043e\u0441\u043e\u0431 2: \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435 read_csv<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0415\u0441\u043b\u0438 \u0432\u044b \u0440\u0430\u0431\u043e\u0442\u0430\u0435\u0442\u0435 \u0441 \u0444\u0430\u0439\u043b\u0430\u043c\u0438 \u0431\u043e\u043b\u044c\u0448\u0435\u0433\u043e \u0440\u0430\u0437\u043c\u0435\u0440\u0430, \u0432\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e <strong>read_csv<\/strong> \u043f\u0430\u043a\u0435\u0442\u0430 readr:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #993300;\">library<\/span> (readr)<\/span>\n\n#import data<\/span>\ndata2 &lt;- read_csv(\" <span style=\"color: #008000;\">C:\\Users\\Bob\\Desktop\\data.csv<\/span> \")\n\n<span style=\"color: #008080;\">#view structure of data\n<\/span>str(data2)\n\n'data.frame': 5 obs. of 3 variables:\n $ team: chr \"'A'\" \"'B'\" \"'C'\" \"'D'\" ...\n $points: int 78 85 93 90 91\n $assists: int 12 20 23 8 14\n<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>\u0421\u043f\u043e\u0441\u043e\u0431&nbsp;3. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 \u043a\u043e\u0440\u043c.<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0415\u0441\u043b\u0438 \u0432\u0430\u0448 CSV-\u0444\u0430\u0439\u043b \u043e\u0447\u0435\u043d\u044c \u0431\u043e\u043b\u044c\u0448\u043e\u0439, \u0441\u0430\u043c\u044b\u0439 \u0431\u044b\u0441\u0442\u0440\u044b\u0439 \u0441\u043f\u043e\u0441\u043e\u0431 \u0438\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0435\u0433\u043e \u0432 R \u2014 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e <strong>fread<\/strong> \u0432 \u043f\u0430\u043a\u0435\u0442\u0435 data.table:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #993300;\">library<\/span> (data.table)<\/span>\n\n#import data<\/span>\ndata3 &lt;- fread(\" <span style=\"color: #008000;\">C:\\Users\\Bob\\Desktop\\data.csv<\/span> \")\n\n<span style=\"color: #008080;\">#view structure of data\n<\/span>str(data3)\n\nClasses 'data.table' and 'data.frame': 5 obs. of 3 variables:\n $ team: chr \"'A'\" \"'B'\" \"'C'\" \"'D'\" ...\n $points: int 78 85 93 90 91\n $assists: int 12 20 23 8 14<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u041e\u0431\u0440\u0430\u0442\u0438\u0442\u0435 \u0432\u043d\u0438\u043c\u0430\u043d\u0438\u0435, \u0447\u0442\u043e \u0432 \u043a\u0430\u0436\u0434\u043e\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u0435 \u043c\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438 \u0434\u0432\u043e\u0439\u043d\u0443\u044e \u043e\u0431\u0440\u0430\u0442\u043d\u0443\u044e \u043a\u043e\u0441\u0443\u044e \u0447\u0435\u0440\u0442\u0443 (\\\\) \u0432 \u043f\u0443\u0442\u0438 \u043a \u0444\u0430\u0439\u043b\u0443, \u0447\u0442\u043e\u0431\u044b \u0438\u0437\u0431\u0435\u0436\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u0439 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u043e\u0439 \u043e\u0448\u0438\u0431\u043a\u0438:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #993300;\">Error: '\\U' used without hex digits in character string starting \"\"C:\\U\"<\/span>\n<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>\u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0440\u0435\u0441\u0443\u0440\u0441\u044b<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0412 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0445 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0430\u0445 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0435\u0442\u0441\u044f, \u043a\u0430\u043a \u0438\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u044b \u0434\u0440\u0443\u0433\u0438\u0445 \u0442\u0438\u043f\u043e\u0432 \u0432 R:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ru\/\u0438\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c-excel-\u0432-r\/\" target=\"_blank\" rel=\"noopener\">\u041a\u0430\u043a \u0438\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u044b Excel \u0432 R<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u0438\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c-tsv-\u0432-r\/\" target=\"_blank\" rel=\"noopener\">\u041a\u0430\u043a \u0438\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u044b TSV \u0432 R<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u043f\u0440\u043e\u0447\u0438\u0442\u0430\u0442\u044c-zip-\u0444\u0430\u0438\u043b-\u0432-r\/\" target=\"_blank\" rel=\"noopener\">\u041a\u0430\u043a \u0438\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c ZIP-\u0444\u0430\u0439\u043b\u044b \u0432 R<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u0438\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c-sas-\u0432-r\/\" target=\"_blank\" rel=\"noopener\">\u041a\u0430\u043a \u0438\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u044b SAS \u0432 R<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u0438\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c-\u0444\u0430\u0438\u043b-\u0434\u0430\u043d\u043d\u044b\u0445-\u0432-r\/\" target=\"_blank\" rel=\"noopener\">\u041a\u0430\u043a \u0438\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0444\u0430\u0439\u043b\u044b .dta \u0432 R<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0414\u043e\u043f\u0443\u0441\u0442\u0438\u043c, \u0443 \u043c\u0435\u043d\u044f \u0435\u0441\u0442\u044c \u0444\u0430\u0439\u043b CSV \u0441 \u0438\u043c\u0435\u043d\u0435\u043c data.csv , \u0441\u043e\u0445\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u0439 \u0432 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u043c \u043c\u0435\u0441\u0442\u0435: C:\\Users\\Bob\\Desktop\\data.csv \u041f\u0440\u0435\u0434\u043f\u043e\u043b\u043e\u0436\u0438\u043c, \u0447\u0442\u043e \u0444\u0430\u0439\u043b CSV \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0435: team, points, assists &#8216;A&#8217;, 78, 12 &#8216;B&#8217;, 85, 20 &#8216;C&#8217;, 93, 23 &#8216;D&#8217;, 90, 8 &#8216;E&#8217;, 91, 14 \u0421\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0442\u0440\u0438 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u0445 \u0441\u043f\u043e\u0441\u043e\u0431\u0430 \u0438\u043c\u043f\u043e\u0440\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u044d\u0442\u043e\u0442 CSV-\u0444\u0430\u0439\u043b \u0432 R: 1. 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