{"id":3490,"date":"2023-07-17T05:18:07","date_gmt":"2023-07-17T05:18:07","guid":{"rendered":"https:\/\/statorials.org\/pl\/r-srednia-ruchoma-wedlug-grupy\/"},"modified":"2023-07-17T05:18:07","modified_gmt":"2023-07-17T05:18:07","slug":"r-srednia-ruchoma-wedlug-grupy","status":"publish","type":"post","link":"https:\/\/statorials.org\/pl\/r-srednia-ruchoma-wedlug-grupy\/","title":{"rendered":"Jak obliczy\u0107 \u015bredni\u0105 ruchom\u0105 wed\u0142ug grupy w r"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">W analizie szereg\u00f3w czasowych <strong>\u015brednia ruchoma<\/strong> reprezentuje \u015bredni\u0105 warto\u015b\u0107 z kilku poprzednich okres\u00f3w.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Aby obliczy\u0107 grupow\u0105 \u015bredni\u0105 ruchom\u0105 w R, mo\u017cesz u\u017cy\u0107 nast\u0119puj\u0105cej podstawowej sk\u0142adni:<\/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> (dplyr)<\/span>\n<span style=\"color: #000000;\"><span style=\"color: #008000;\">library<\/span> (zoo)<\/span>\n\n#calculate moving average by group<\/span>\ndf %&gt;%\n  group_by(variable1)\n  mutate(moving_avg = rollmean(variable2, k= <span style=\"color: #008000;\">3<\/span> , fill=NA, align=' <span style=\"color: #ff0000;\">right<\/span> '))<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">W tym konkretnym przyk\u0142adzie obliczana jest 3-okresowa \u015brednia ruchoma <strong>zmiennej2<\/strong> , pogrupowana wed\u0142ug <strong>zmiennej1<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">W tym kodzie zastosowano funkcj\u0119 <strong>group_by()<\/strong> z pakietu <strong>dplyr<\/strong> i funkcj\u0119 <strong>rollmean()<\/strong> z pakietu <strong>zoo<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Poni\u017cszy przyk\u0142ad pokazuje, jak w praktyce wykorzysta\u0107 t\u0119 funkcj\u0119.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Przyk\u0142ad: Oblicz \u015bredni\u0105 ruchom\u0105 wed\u0142ug grupy w R<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Za\u0142\u00f3\u017cmy, \u017ce mamy nast\u0119puj\u0105c\u0105 ramk\u0119 danych w R, kt\u00f3ra pokazuje sprzeda\u017c produktu przez kolejne dni w dw\u00f3ch r\u00f3\u017cnych sklepach:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create data frame<\/span>\ndf &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (store=rep(c(' <span style=\"color: #ff0000;\">A<\/span> ', ' <span style=\"color: #ff0000;\">B<\/span> '), each= <span style=\"color: #008000;\">7<\/span> ),\n                 sales=c(4, 4, 3, 5, 6, 5, 7, 4, 8, 7, 2, 5, 4, 6))\n\n<span style=\"color: #008080;\">#view data frame\n<\/span>df\n\n   blind sales\n1 to 4\n2 to 4\n3 to 3\n4 to 5\n5 to 6\n6 to 5\n7 to 7\n8 B 4\n9 B 8\n10 B 7\n11 B 2\n12 B 5\n13 B 4\n14 B 6\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Mo\u017cemy u\u017cy\u0107 nast\u0119puj\u0105cej sk\u0142adni, aby utworzy\u0107 now\u0105 kolumn\u0119 o <strong>nazwiemoving_avg3<\/strong> , kt\u00f3ra wy\u015bwietla 3-dniow\u0105 \u015bredni\u0105 ruchom\u0105 warto\u015b\u0107 sprzeda\u017cy dla ka\u017cdego sklepu:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">library<\/span> (dplyr)\n<span style=\"color: #008000;\">library<\/span> (zoo)\n\n<span style=\"color: #008080;\">#calculate 3-day moving average of sales, grouped by store<\/span>\ndf %&gt;%\n  group_by(store) %&gt;%\n  mutate(moving_avg3 = rollmean(sales, k= <span style=\"color: #008000;\">3<\/span> , fill=NA, align=' <span style=\"color: #ff0000;\">right<\/span> '))\n\n# A tibble: 14 x 3\n# Groups: store[2]\n   store sales moving_avg3\n           \n 1 A 4 NA   \n 2 A 4 NA   \n 3 to 3 3.67\n 4 to 5 4   \n 5 to 6 4.67\n 6 to 5 5.33\n 7 to 7 6   \n 8 B 4 NA   \n 9 B 8 NA   \n10 B 7 6.33\n11 B 2 5.67\n12 B 5 4.67\n13 B 4 3.67\n14 B 6 5\n<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\"><strong>Uwaga<\/strong> : Warto\u015b\u0107 <strong>k<\/strong> w funkcji <strong>rollmean()<\/strong> kontroluje liczb\u0119 poprzednich okres\u00f3w u\u017cywanych do obliczenia \u015bredniej ruchomej.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Kolumnamoving_avg3<\/strong> wy\u015bwietla \u015bredni\u0105 ruchom\u0105 warto\u015b\u0107 sprzeda\u017cy z poprzednich 3 okres\u00f3w.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Na przyk\u0142ad \u015bredni\u0105 krocz\u0105c\u0105 sprzeda\u017cy w ci\u0105gu pierwszych 3 dni dla sklepu A oblicza si\u0119 w nast\u0119puj\u0105cy spos\u00f3b:<\/span><\/p>\n<p> <span style=\"color: #000000;\">3-dniowa \u015brednia krocz\u0105ca = (4 + 4 + 3) \/ 3 = <strong>3,67<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u015aredni\u0105 ruchom\u0105 sprzeda\u017cy w ci\u0105gu najbli\u017cszych 3 dni dla sklepu A oblicza si\u0119 w nast\u0119puj\u0105cy spos\u00f3b:<\/span><\/p>\n<p> <span style=\"color: #000000;\">3-dniowa \u015brednia krocz\u0105ca = (4 + 3 + 5) \/ 3 = <strong>4<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">I tak dalej.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Nale\u017cy pami\u0119ta\u0107, \u017ce pierwsze dwie warto\u015bci \u015bredniej ruchomej dla ka\u017cdego sklepu to <strong>NA<\/strong> , poniewa\u017c nie by\u0142o wystarczaj\u0105cej liczby poprzednich okres\u00f3w do wykorzystania dla \u015bredniej ruchomej.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Dodatkowe zasoby<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Poni\u017csze samouczki wyja\u015bniaj\u0105, jak wykonywa\u0107 inne typowe zadania w j\u0119zyku R:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/pl\/wykresl-wiele-kolumn-w-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">Jak wykre\u015bli\u0107 wiele kolumn w R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/srednia-w-kolumnach-w-r\/\" target=\"_blank\" rel=\"noopener noreferrer\">Jak u\u015brednia\u0107 kolumny w R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/r-srednia-na-grupe\/\">Jak obliczy\u0107 \u015bredni\u0105 na grup\u0119 w R<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>W analizie szereg\u00f3w czasowych \u015brednia ruchoma reprezentuje \u015bredni\u0105 warto\u015b\u0107 z kilku poprzednich okres\u00f3w. Aby obliczy\u0107 grupow\u0105 \u015bredni\u0105 ruchom\u0105 w R, mo\u017cesz u\u017cy\u0107 nast\u0119puj\u0105cej podstawowej sk\u0142adni: library (dplyr) library (zoo) #calculate moving average by group df %&gt;% group_by(variable1) mutate(moving_avg = rollmean(variable2, k= 3 , fill=NA, align=&#8217; right &#8217;)) W tym konkretnym przyk\u0142adzie obliczana jest 3-okresowa \u015brednia [&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-3490","post","type-post","status-publish","format-standard","hentry","category-przewodnik"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Jak obliczy\u0107 \u015bredni\u0105 ruchom\u0105 wed\u0142ug grupy w R - Statology<\/title>\n<meta name=\"description\" content=\"W tym samouczku wyja\u015bniono, jak obliczy\u0107 grupow\u0105 \u015bredni\u0105 ruchom\u0105 w j\u0119zyku R, na przyk\u0142adzie.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/pl\/r-srednia-ruchoma-wedlug-grupy\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Jak obliczy\u0107 \u015bredni\u0105 ruchom\u0105 wed\u0142ug grupy w R - Statology\" \/>\n<meta property=\"og:description\" content=\"W tym samouczku wyja\u015bniono, jak obliczy\u0107 grupow\u0105 \u015bredni\u0105 ruchom\u0105 w j\u0119zyku R, na przyk\u0142adzie.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pl\/r-srednia-ruchoma-wedlug-grupy\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-17T05:18:07+00:00\" \/>\n<meta name=\"author\" content=\"Benjamin Anderson\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Napisane przez\" \/>\n\t<meta name=\"twitter:data1\" content=\"Benjamin Anderson\" \/>\n\t<meta name=\"twitter:label2\" content=\"Szacowany czas czytania\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minuty\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/pl\/r-srednia-ruchoma-wedlug-grupy\/\",\"url\":\"https:\/\/statorials.org\/pl\/r-srednia-ruchoma-wedlug-grupy\/\",\"name\":\"Jak obliczy\u0107 \u015bredni\u0105 ruchom\u0105 wed\u0142ug grupy w R - Statology\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pl\/#website\"},\"datePublished\":\"2023-07-17T05:18:07+00:00\",\"dateModified\":\"2023-07-17T05:18:07+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pl\/#\/schema\/person\/6484727a4612df3e69f016c3129c6965\"},\"description\":\"W tym samouczku wyja\u015bniono, jak obliczy\u0107 grupow\u0105 \u015bredni\u0105 ruchom\u0105 w j\u0119zyku R, na przyk\u0142adzie.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pl\/r-srednia-ruchoma-wedlug-grupy\/#breadcrumb\"},\"inLanguage\":\"pl-PL\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pl\/r-srednia-ruchoma-wedlug-grupy\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pl\/r-srednia-ruchoma-wedlug-grupy\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Dom\",\"item\":\"https:\/\/statorials.org\/pl\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Jak obliczy\u0107 \u015bredni\u0105 ruchom\u0105 wed\u0142ug grupy w r\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/pl\/#website\",\"url\":\"https:\/\/statorials.org\/pl\/\",\"name\":\"Statorials\",\"description\":\"Tw\u00f3j przewodnik po kompetencjach statystycznych!\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/pl\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"pl-PL\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/pl\/#\/schema\/person\/6484727a4612df3e69f016c3129c6965\",\"name\":\"Benjamin Anderson\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"pl-PL\",\"@id\":\"https:\/\/statorials.org\/pl\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/pl\/wp-content\/uploads\/2023\/11\/Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/pl\/wp-content\/uploads\/2023\/11\/Benjamin-Anderson-96x96.jpg\",\"caption\":\"Benjamin Anderson\"},\"description\":\"Cze\u015b\u0107, jestem Benjamin i jestem emerytowanym profesorem statystyki, kt\u00f3ry zosta\u0142 oddanym nauczycielem Statorials. 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