{"id":2217,"date":"2023-07-23T05:12:02","date_gmt":"2023-07-23T05:12:02","guid":{"rendered":"https:\/\/statorials.org\/pl\/r-podsumowac-statystyki-wedlug-grup\/"},"modified":"2023-07-23T05:12:02","modified_gmt":"2023-07-23T05:12:02","slug":"r-podsumowac-statystyki-wedlug-grup","status":"publish","type":"post","link":"https:\/\/statorials.org\/pl\/r-podsumowac-statystyki-wedlug-grup\/","title":{"rendered":"Jak obliczy\u0107 statystyki podsumowuj\u0105ce wed\u0142ug grup w r"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Istniej\u0105 dwa podstawowe sposoby obliczania statystyk podsumowuj\u0105cych grup\u0119 w R:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Metoda 1: U\u017cyj funkcji tapply() z bazy R<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>tapply(df$value_col, df$group_col, summary)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>Metoda 2: U\u017cyj group_by() z pakietu dplyr<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">library<\/span> (dplyr)\n\ndf %&gt;%\n  <span style=\"color: #3366ff;\">group_by<\/span> (group_col) %&gt;% \n  <span style=\"color: #3366ff;\">summarize<\/span> (min = min(value_col),\n            q1 = quantile(value_col, <span style=\"color: #008000;\">0.25<\/span> ),\n            median = median(value_col),\n            mean = mean(value_col),\n            q3 = quantile(value_col, <span style=\"color: #008000;\">0.75<\/span> ),\n            max = max(value_col))<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">Poni\u017csze przyk\u0142ady pokazuj\u0105, jak zastosowa\u0107 ka\u017cd\u0105 metod\u0119 w praktyce.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Metoda 1: U\u017cyj funkcji tapply() z bazy R<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Poni\u017cszy kod pokazuje, jak u\u017cywa\u0107 funkcji <strong>tapply()<\/strong> w R do obliczania statystyk podsumowuj\u0105cych wed\u0142ug grup:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#create data frame\n<\/span>df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (team=c('A', 'A', 'A', 'A', 'B', 'B', 'B', 'B'),\n                 points=c(99, 68, 86, 88, 95, 74, 78, 93),\n                 assists=c(22, 28, 31, 35, 34, 45, 28, 31),\n                 rebounds=c(30, 28, 24, 24, 30, 36, 30, 29))\n\n<span style=\"color: #008080;\">#calculate summary statistics of 'points' grouped by 'team'\n<\/span>tapply(df$points, df$team, summary)\n\n$A\n   Min. 1st Qu. Median Mean 3rd Qu. Max. \n  68.00 81.50 87.00 85.25 90.75 99.00 \n\n$B\n   Min. 1st Qu. Median Mean 3rd Qu. Max. \n   74.0 77.0 85.5 85.0 93.5 95.0 \n<\/span><\/span><\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>Metoda 2: U\u017cyj group_by() z pakietu dplyr<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Poni\u017cszy kod pokazuje, jak u\u017cywa\u0107 funkcji <strong>group_by()<\/strong> i <strong>podsumowanie()<\/strong> w pakiecie <a href=\"https:\/\/dplyr.tidyverse.org\/\" target=\"_blank\" rel=\"noopener\">dplyr<\/a> do obliczania statystyk podsumowuj\u0105cych wed\u0142ug grup:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">library<\/span> (dplyr)<\/span>\n\n#create data frame\n<\/span>df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (team=c('A', 'A', 'A', 'A', 'B', 'B', 'B', 'B'),\n                 points=c(99, 68, 86, 88, 95, 74, 78, 93),\n                 assists=c(22, 28, 31, 35, 34, 45, 28, 31),\n                 rebounds=c(30, 28, 24, 24, 30, 36, 30, 29))\n\n<span style=\"color: #008080;\">#calculate summary statistics of 'points' grouped by 'team'\n<\/span>df %&gt;%\n  <span style=\"color: #3366ff;\">group_by<\/span> (team) %&gt;% \n  <span style=\"color: #3366ff;\">summarize<\/span> (min = min(points),\n            q1 = quantile(points, <span style=\"color: #008000;\">0.25<\/span> ),\n            median = median(points),\n            mean = mean(points),\n            q3 = quantile(points, <span style=\"color: #008000;\">0.75<\/span> ),\n            max = max(points))\n\n# A tibble: 2 x 7\n  team min q1 median mean q3 max\n         \n1 A 68 81.5 87 85.2 90.8 99\n2 B 74 77 85.5 85 93.5 95\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Nale\u017cy pami\u0119ta\u0107, \u017ce obie metody zwracaj\u0105 dok\u0142adnie takie same wyniki.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Warto zauwa\u017cy\u0107, \u017ce podej\u015bcie dplyr b\u0119dzie prawdopodobnie szybsze w przypadku wi\u0119kszych ramek danych, ale obie metody b\u0119d\u0105 dzia\u0142a\u0107 podobnie w przypadku mniejszych ramek danych.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Dodatkowe zasoby<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Poni\u017csze samouczki wyja\u015bniaj\u0105, jak wykonywa\u0107 inne typowe funkcje grupowania w R:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pl\/r-tabela-czestotliwosci-wed\u0142ug-grup\/\" target=\"_blank\" rel=\"noopener\">Jak utworzy\u0107 tabel\u0119 cz\u0119sto\u015bci wed\u0142ug grup w R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/suma-wed\u0142ug-grup-w-r\/\" target=\"_blank\" rel=\"noopener\">Jak obliczy\u0107 sum\u0119 wed\u0142ug grupy w R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/r-srednia-na-grupe\/\" target=\"_blank\" rel=\"noopener\">Jak obliczy\u0107 \u015bredni\u0105 na grup\u0119 w R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/suma-wed\u0142ug-grup-w-r\/\" target=\"_blank\" rel=\"noopener\">Jak obliczy\u0107 sum\u0119 wed\u0142ug grupy w R<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Istniej\u0105 dwa podstawowe sposoby obliczania statystyk podsumowuj\u0105cych grup\u0119 w R: Metoda 1: U\u017cyj funkcji tapply() z bazy R tapply(df$value_col, df$group_col, summary) Metoda 2: U\u017cyj group_by() z pakietu dplyr library (dplyr) df %&gt;% group_by (group_col) %&gt;% summarize (min = min(value_col), q1 = quantile(value_col, 0.25 ), median = median(value_col), mean = mean(value_col), q3 = quantile(value_col, 0.75 ), [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-2217","post","type-post","status-publish","format-standard","hentry","category-przewodnik"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - 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