{"id":944,"date":"2023-07-28T05:33:50","date_gmt":"2023-07-28T05:33:50","guid":{"rendered":"https:\/\/statorials.org\/ru\/%d0%b4%d0%b0%d0%bd%d0%bd%d1%8b%d0%b5-%d1%80%d0%b5%d0%b7%d1%8e%d0%bc%d0%b5-%d0%b3%d1%80%d1%83%d0%bf%d0%bf%d1%8b-r\/"},"modified":"2023-07-28T05:33:50","modified_gmt":"2023-07-28T05:33:50","slug":"%d0%b4%d0%b0%d0%bd%d0%bd%d1%8b%d0%b5-%d1%80%d0%b5%d0%b7%d1%8e%d0%bc%d0%b5-%d0%b3%d1%80%d1%83%d0%bf%d0%bf%d1%8b-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/ru\/%d0%b4%d0%b0%d0%bd%d0%bd%d1%8b%d0%b5-%d1%80%d0%b5%d0%b7%d1%8e%d0%bc%d0%b5-%d0%b3%d1%80%d1%83%d0%bf%d0%bf%d1%8b-r\/","title":{"rendered":"\u041f\u043e\u043b\u043d\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e: \u043a\u0430\u043a \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438 \u0441\u0443\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435 \u0432 r"},"content":{"rendered":"

<\/p>\n

\n

\u0414\u0432\u0435 \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0435 \u043f\u0440\u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0434\u0430\u043d\u043d\u044b\u0445, \u2014 \u044d\u0442\u043e \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0430 \u0438 \u043e\u0431\u043e\u0431\u0449\u0435\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445.<\/span><\/p>\n

\u041a \u0441\u0447\u0430\u0441\u0442\u044c\u044e, \u043f\u0430\u043a\u0435\u0442 dplyr<\/a> \u0432 R \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0431\u044b\u0441\u0442\u0440\u043e \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438 \u0441\u0443\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435.<\/span><\/p>\n

\u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u043e \u043a\u0440\u0430\u0442\u043a\u043e\u0435 \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u043e \u043f\u043e \u043d\u0430\u0447\u0430\u043b\u0443 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 dplyr.<\/span><\/p>\n

\u0423\u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0435 \u0438 \u0437\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u0435 \u043f\u0430\u043a\u0435\u0442 dplyr<\/strong><\/span><\/h2>\n

\u041f\u0440\u0435\u0436\u0434\u0435 \u0447\u0435\u043c \u0432\u044b \u0441\u043c\u043e\u0436\u0435\u0442\u0435 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u043f\u0430\u043a\u0435\u0442\u0430 dplyr, \u0432\u044b \u0434\u043e\u043b\u0436\u043d\u044b \u0441\u043d\u0430\u0447\u0430\u043b\u0430 \u0437\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c \u043f\u0430\u043a\u0435\u0442:<\/span><\/p>\n

 #install dplyr (if not already installed)\ninstall.packages(' dplyr<\/span> ')<\/span>\n\n#load dplyr<\/span> \nlibrary(dplyr)<\/strong><\/pre>\n
 \u0414\u0430\u043b\u0435\u0435 \u043c\u044b \u043f\u0440\u043e\u0438\u043b\u043b\u044e\u0441\u0442\u0440\u0438\u0440\u0443\u0435\u043c \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u0439 dplyr \u0434\u043b\u044f \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u0441\u0443\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445 \u0441 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u0435\u043c \u0432\u0441\u0442\u0440\u043e\u0435\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0431\u043e\u0440\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 R \u043f\u043e\u0434 \u043d\u0430\u0437\u0432\u0430\u043d\u0438\u0435\u043c mtcars<\/strong> :<\/span><\/p>\n
 #obtain rows and columns of mtcars<\/em><\/span>\ndim(mtcars)\n\n[1] 32 11\n\n#view first six rows of mtcars<\/em>\n<\/span>head(mtcars)\n\n                   mpg cyl disp hp drat wt qsec vs am gear carb\nMazda RX4 21.0 6 160 110 3.90 2.620 16.46 0 1 4 4\nMazda RX4 Wag 21.0 6 160 110 3.90 2.875 17.02 0 1 4 4\nDatsun 710 22.8 4 108 93 3.85 2.320 18.61 1 1 4 1\nHornet 4 Drive 21.4 6 258 110 3.08 3.215 19.44 1 0 3 1\nHornet Sportabout 18.7 8 360 175 3.15 3.440 17.02 0 0 3 2\nValiant 18.1 6 225 105 2.76 3,460 20.22 1 0 3 1<\/strong><\/pre>\n
 \u041e\u0441\u043d\u043e\u0432\u043d\u043e\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043c\u044b \u0431\u0443\u0434\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0434\u043b\u044f \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0438 \u0438 \u0441\u0443\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u0430\u043d\u043d\u044b\u0445:<\/span><\/p>\n
 data %>%\n  group_by<\/span> (col_name) %>%\n  summarize<\/span> (summary_name = summary_function)\n<\/strong><\/pre>\n
 \u041f\u0440\u0438\u043c\u0435\u0447\u0430\u043d\u0438\u0435.<\/strong> \u0424\u0443\u043d\u043a\u0446\u0438\u0438 summary() \u0438 summarise() \u044d\u043a\u0432\u0438\u0432\u0430\u043b\u0435\u043d\u0442\u043d\u044b.<\/em><\/span><\/p>\n
 \u041f\u0440\u0438\u043c\u0435\u0440 1. \u041d\u0430\u0439\u0434\u0438\u0442\u0435 \u0441\u0440\u0435\u0434\u043d\u0435\u0435 \u0438 \u043c\u0435\u0434\u0438\u0430\u043d\u0443 \u043f\u043e \u0433\u0440\u0443\u043f\u043f\u0435.<\/strong><\/h2>\n
 \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 \u0440\u0430\u0441\u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0438 \u0446\u0435\u043d\u0442\u0440\u0430\u043b\u044c\u043d\u043e\u0439 \u0442\u0435\u043d\u0434\u0435\u043d\u0446\u0438\u0438<\/a> \u043f\u043e \u0433\u0440\u0443\u043f\u043f\u0435, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u0440\u0435\u0434\u043d\u0435\u0435 \u0438 \u043c\u0435\u0434\u0438\u0430\u043d\u0443:<\/span><\/p>\n
 #find mean mpg by cylinder<\/span>\nmtcars %>%\n  group_by<\/span> (cyl) %>%\n  summarize<\/span> (mean_mpg = mean(mpg, na.rm = TRUE<\/span> ))\n\n# A tibble: 3 x 2\n    cyl mean_mpg\n      \n1 4 26.7\n2 6 19.7\n3 8 15.1\n\n#find median mpg by cylinder\n<\/span>mtcars %>%\n  group_by<\/span> (cyl) %>%\n  summarize<\/span> (median_mpg = median(mpg, na.rm = TRUE<\/span> ))\n\n# A tibble: 3 x 2\n    cyl median_mpg\n        \n1 4 26  \n2 6 19.7\n3 8 15.2<\/strong><\/pre>\n
 \u041f\u0440\u0438\u043c\u0435\u0440 2: \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0435\u0439 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u0438\u044f \u043f\u043e \u0433\u0440\u0443\u043f\u043f\u0430\u043c<\/strong><\/h2>\n
 \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 \u0440\u0430\u0441\u0441\u0447\u0438\u0442\u0430\u0442\u044c \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u0435\u043b\u0438 \u0434\u0438\u0441\u043f\u0435\u0440\u0441\u0438\u0438 \u043f\u043e \u0433\u0440\u0443\u043f\u043f\u0430\u043c, \u0432\u043a\u043b\u044e\u0447\u0430\u044f \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u043e\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435, \u043c\u0435\u0436\u043a\u0432\u0430\u0440\u0442\u0438\u043b\u044c\u043d\u044b\u0439 \u0434\u0438\u0430\u043f\u0430\u0437\u043e\u043d \u0438 \u0430\u0431\u0441\u043e\u043b\u044e\u0442\u043d\u043e\u0435 \u043c\u0435\u0434\u0438\u0430\u043d\u043d\u043e\u0435 \u043e\u0442\u043a\u043b\u043e\u043d\u0435\u043d\u0438\u0435:<\/span><\/p>\n
 #find sd, IQR, and mad by cylinder<\/span>\nmtcars %>%\ngroup_by<\/span> (cyl) %>%\nsummarize<\/span> (sd_mpg = sd(mpg, na.rm = TRUE<\/span> ),\n            iqr_mpg = IQR(mpg, na.rm = TRUE<\/span> ),\n            mad_mpg = mad(mpg, na.rm = TRUE<\/span> ))\n\n# A tibble: 3 x 4\n    cyl sd_mpg iqr_mpg mad_mpg\n          \n1 4 4.51 7.60 6.52\n2 6 1.45 2.35 1.93\n3 8 2.56 1.85 1.56<\/strong><\/pre>\n
 \u041f\u0440\u0438\u043c\u0435\u0440 3. \u041f\u043e\u0438\u0441\u043a \u043d\u043e\u043c\u0435\u0440\u0430 \u043f\u043e \u0433\u0440\u0443\u043f\u043f\u0435<\/strong><\/h2>\n
 \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 \u043d\u0430\u0439\u0442\u0438 \u043d\u043e\u043c\u0435\u0440 \u0438 \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u044b\u0439 \u043d\u043e\u043c\u0435\u0440 \u043f\u043e \u0433\u0440\u0443\u043f\u043f\u0435 \u0432 R:<\/span><\/p>\n
 #find row count and unique row count by cylinder<\/span>\nmtcars %>%\ngroup_by<\/span> (cyl) %>%\nsummarize<\/span> (count_mpg = n(),\n            u_count_mpg = n_distinct(mpg))\n\n# A tibble: 3 x 3\n    cyl count_mpg u_count_mpg\n              \n1 4 11 9\n2 6 7 6\n3 8 14 12\n<\/strong><\/pre>\n
 \u041f\u0440\u0438\u043c\u0435\u0440 4. \u041d\u0430\u0439\u0442\u0438 \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u0438\u043b\u044c \u043f\u043e \u0433\u0440\u0443\u043f\u043f\u0435<\/strong><\/h2>\n
 \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 \u043d\u0430\u0439\u0442\u0438 90-\u0439 \u043f\u0440\u043e\u0446\u0435\u043d\u0442\u0438\u043b\u044c \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0439 \u043c\u0438\u043b\u044c \u043d\u0430 \u0433\u0430\u043b\u043b\u043e\u043d \u043f\u043e \u0433\u0440\u0443\u043f\u043f\u0435 \u0446\u0438\u043b\u0438\u043d\u0434\u0440\u043e\u0432:<\/span><\/p>\n
 #find 90th percentile of mpg for each cylinder group<\/span>\nmtcars %>%\ngroup_by<\/span> (cyl) %>%\nsummarize<\/span> (quant90 = quantile(mpg, probs = .9))\n\n# A tibble: 3 x 2\n    cyl quant90\n     \n1 4 32.4\n2 6 21.2\n3 8 18.3<\/strong><\/pre>\n
 \u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0440\u0435\u0441\u0443\u0440\u0441\u044b<\/strong><\/span><\/h2>\n
 \u041f\u043e\u043b\u043d\u0443\u044e \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u044e \u043f\u043e \u043f\u0430\u043a\u0435\u0442\u0443 dplyr, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0435 \u0448\u043f\u0430\u0440\u0433\u0430\u043b\u043a\u0438 \u043f\u043e \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043c\u043e\u0436\u043d\u043e \u043d\u0430\u0439\u0442\u0438 \u0437\u0434\u0435\u0441\u044c<\/a> .<\/span><\/p>\n
 \u0414\u0440\u0443\u0433\u0438\u0435 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0441 group_by()<\/strong> \u0438 summary(),<\/strong> \u0432\u043a\u043b\u044e\u0447\u0430\u044e\u0442 \u0444\u0443\u043d\u043a\u0446\u0438\u0438 \u0434\u043b\u044f \u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u0438 \u0441\u0442\u0440\u043e\u043a \u0444\u0440\u0435\u0439\u043c\u0430 \u0434\u0430\u043d\u043d\u044b\u0445<\/a> \u0438 \u0438\u0445 \u0440\u0430\u0441\u043f\u043e\u043b\u043e\u0436\u0435\u043d\u0438\u044f \u0432 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u043e\u043c \u043f\u043e\u0440\u044f\u0434\u043a\u0435<\/a> .<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"
\u0414\u0432\u0435 \u043d\u0430\u0438\u0431\u043e\u043b\u0435\u0435 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0432\u044b \u0432\u044b\u043f\u043e\u043b\u043d\u044f\u0435\u0442\u0435 \u043f\u0440\u0438 \u0430\u043d\u0430\u043b\u0438\u0437\u0435 \u0434\u0430\u043d\u043d\u044b\u0445, \u2014 \u044d\u0442\u043e \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u043a\u0430 \u0438 \u043e\u0431\u043e\u0431\u0449\u0435\u043d\u0438\u0435 \u0434\u0430\u043d\u043d\u044b\u0445. \u041a \u0441\u0447\u0430\u0441\u0442\u044c\u044e, \u043f\u0430\u043a\u0435\u0442 dplyr \u0432 R \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0431\u044b\u0441\u0442\u0440\u043e \u0433\u0440\u0443\u043f\u043f\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438 \u0441\u0443\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0434\u0430\u043d\u043d\u044b\u0435. \u0412 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