{"id":3626,"date":"2023-07-16T11:24:36","date_gmt":"2023-07-16T11:24:36","guid":{"rendered":"https:\/\/statorials.org\/pl\/wyodrebnij-r-kwadrat-z-lm-do-r\/"},"modified":"2023-07-16T11:24:36","modified_gmt":"2023-07-16T11:24:36","slug":"wyodrebnij-r-kwadrat-z-lm-do-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/pl\/wyodrebnij-r-kwadrat-z-lm-do-r\/","title":{"rendered":"Jak wyodr\u0119bni\u0107 r-squared z funkcji lm() w r"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Mo\u017cesz u\u017cy\u0107 poni\u017cszej sk\u0142adni, aby wyodr\u0119bni\u0107 warto\u015bci <a href=\"https:\/\/statorials.org\/pl\/dobra-wartosc-r-do-kwadratu\/\" target=\"_blank\" rel=\"noopener\">R-kwadrat<\/a> i <a href=\"https:\/\/statorials.org\/pl\/skorygowana-interpretacja-r-kwadrat\/\" target=\"_blank\" rel=\"noopener\">skorygowane warto\u015bci R-kwadrat<\/a> z funkcji <a href=\"https:\/\/statorials.org\/pl\/funkcja-lm-w-r\/\" target=\"_blank\" rel=\"noopener\">lm()<\/a> w R:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#extract R-squared\n<span style=\"color: #000000;\">summary(model)$adj.r.squared<\/span>\n\n#extract adjusted R-squared<\/span>\nsummary(model)$adj.r.squared\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Poni\u017cszy przyk\u0142ad pokazuje, jak zastosowa\u0107 t\u0119 sk\u0142adni\u0119 w praktyce.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Przyk\u0142ad: wyodr\u0119bnij R-kwadrat z lm() w R<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Za\u0142\u00f3\u017cmy, \u017ce dopasowujemy nast\u0119puj\u0105cy model regresji liniowej w R:<\/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> (rating=c(67, 75, 79, 85, 90, 96, 97),\n                 points=c(8, 12, 16, 15, 22, 28, 24),\n                 assists=c(4, 6, 6, 5, 3, 8, 7),\n                 rebounds=c(1, 4, 3, 3, 2, 6, 7))\n\n<span style=\"color: #008080;\">#fit multiple linear regression model\n<\/span>model &lt;- lm(rating ~ points + assists + rebounds, data=df)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Mo\u017cemy u\u017cy\u0107 funkcji <strong>podsumowania()<\/strong> , aby wy\u015bwietli\u0107 pe\u0142ne podsumowanie modelu regresji:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#view model summary\n<\/span>summary(model)\n\nCall:\nlm(formula = rating ~ points + assists + rebounds, data = df)\n\nResiduals:\n      1 2 3 4 5 6 7 \n-1.5902 -1.7181 0.2413 4.8597 -1.0201 -0.6082 -0.1644 \n\nCoefficients:\n            Estimate Std. Error t value Pr(&gt;|t|)   \n(Intercept) 66.4355 6.6932 9.926 0.00218 **\npoints 1.2152 0.2788 4.359 0.02232 * \nassists -2.5968 1.6263 -1.597 0.20860   \nrebounds 2.8202 1.6118 1.750 0.17847   \n---\nSignificant. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n\nResidual standard error: 3.193 on 3 degrees of freedom\nMultiple R-squared: 0.9589, Adjusted R-squared: 0.9179 \nF-statistic: 23.35 on 3 and 3 DF, p-value: 0.01396\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Zwr\u00f3\u0107 uwag\u0119 na warto\u015bci R-kwadrat i skorygowane warto\u015bci R-kwadrat modelu w pobli\u017cu dolnej cz\u0119\u015bci wyniku:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">R do kwadratu: <strong>0,9589<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">Skorygowany R-kwadrat: <strong>0,9179<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Aby wyodr\u0119bni\u0107 z modelu tylko warto\u015b\u0107 R kwadrat, mo\u017cemy zastosowa\u0107 nast\u0119puj\u0105c\u0105 sk\u0142adni\u0119:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#extract R-squared value of regression model\n<span style=\"color: #000000;\">summary(model)$r.squared\n\n[1] 0.9589274\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Aby wyodr\u0119bni\u0107 dla modelu tylko skorygowan\u0105 warto\u015b\u0107 R-kwadrat, mo\u017cemy zastosowa\u0107 nast\u0119puj\u0105c\u0105 sk\u0142adni\u0119:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#extract adjusted R-squared value of regression model\n<span style=\"color: #000000;\">summary(model)$adj.r.squared\n\n[1] 0.9178548\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Nale\u017cy zauwa\u017cy\u0107, \u017ce te warto\u015bci R-kwadrat i skorygowanego R-kwadrat odpowiadaj\u0105 warto\u015bciom, kt\u00f3re widzieli\u015bmy wcze\u015bniej w ca\u0142ym podsumowaniu wynik\u00f3w regresji.<\/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\/prosta-regresja-liniowa-w-r\/\" target=\"_blank\" rel=\"noopener\">Jak wykona\u0107 prost\u0105 regresj\u0119 liniow\u0105 w R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/wielokrotna-regresja-liniowa-r\/\" target=\"_blank\" rel=\"noopener\">Jak wykona\u0107 wielokrotn\u0105 regresj\u0119 liniow\u0105 w R<\/a><br \/> <a href=\"https:\/\/statorials.org\/pl\/slad-resztkowy-r\/\" target=\"_blank\" rel=\"noopener\">Jak utworzy\u0107 wykres rezydualny w R<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Mo\u017cesz u\u017cy\u0107 poni\u017cszej sk\u0142adni, aby wyodr\u0119bni\u0107 warto\u015bci R-kwadrat i skorygowane warto\u015bci R-kwadrat z funkcji lm() w R: #extract R-squared summary(model)$adj.r.squared #extract adjusted R-squared summary(model)$adj.r.squared Poni\u017cszy przyk\u0142ad pokazuje, jak zastosowa\u0107 t\u0119 sk\u0142adni\u0119 w praktyce. Przyk\u0142ad: wyodr\u0119bnij R-kwadrat z lm() w R Za\u0142\u00f3\u017cmy, \u017ce dopasowujemy nast\u0119puj\u0105cy model regresji liniowej w R: #create data frame df &lt;- data. [&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-3626","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 wyodr\u0119bni\u0107 R-Squared z funkcji lm() w R - Statorials<\/title>\n<meta name=\"description\" content=\"W tym samouczku wyja\u015bniono, na przyk\u0142adzie, jak wyodr\u0119bni\u0107 warto\u015b\u0107 r do kwadratu z funkcji lm() w R.\" \/>\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\/wyodrebnij-r-kwadrat-z-lm-do-r\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Jak wyodr\u0119bni\u0107 R-Squared z funkcji lm() w R - Statorials\" \/>\n<meta property=\"og:description\" content=\"W tym samouczku wyja\u015bniono, na przyk\u0142adzie, jak wyodr\u0119bni\u0107 warto\u015b\u0107 r do kwadratu z funkcji lm() w R.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/pl\/wyodrebnij-r-kwadrat-z-lm-do-r\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-16T11:24:36+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\/wyodrebnij-r-kwadrat-z-lm-do-r\/\",\"url\":\"https:\/\/statorials.org\/pl\/wyodrebnij-r-kwadrat-z-lm-do-r\/\",\"name\":\"Jak wyodr\u0119bni\u0107 R-Squared z funkcji lm() w R - Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/pl\/#website\"},\"datePublished\":\"2023-07-16T11:24:36+00:00\",\"dateModified\":\"2023-07-16T11:24:36+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/pl\/#\/schema\/person\/6484727a4612df3e69f016c3129c6965\"},\"description\":\"W tym samouczku wyja\u015bniono, na przyk\u0142adzie, jak wyodr\u0119bni\u0107 warto\u015b\u0107 r do kwadratu z funkcji lm() w R.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/pl\/wyodrebnij-r-kwadrat-z-lm-do-r\/#breadcrumb\"},\"inLanguage\":\"pl-PL\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/pl\/wyodrebnij-r-kwadrat-z-lm-do-r\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/pl\/wyodrebnij-r-kwadrat-z-lm-do-r\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Dom\",\"item\":\"https:\/\/statorials.org\/pl\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Jak wyodr\u0119bni\u0107 r-squared z funkcji lm() 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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