{"id":917,"date":"2023-07-28T08:02:55","date_gmt":"2023-07-28T08:02:55","guid":{"rendered":"https:\/\/statorials.org\/tr\/aykiri-degerleri-kaldir-r\/"},"modified":"2023-07-28T08:02:55","modified_gmt":"2023-07-28T08:02:55","slug":"aykiri-degerleri-kaldir-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/aykiri-degerleri-kaldir-r\/","title":{"rendered":"R&#39;de ayk\u0131r\u0131 de\u011ferler nas\u0131l kald\u0131r\u0131l\u0131r"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>Ayk\u0131r\u0131 de\u011fer<\/strong> , bir veri k\u00fcmesindeki di\u011fer de\u011ferlerden anormal derecede uzak olan bir g\u00f6zlemdir. Ayk\u0131r\u0131 de\u011ferler sorunlu olabilir \u00e7\u00fcnk\u00fc analizin sonu\u00e7lar\u0131n\u0131 etkileyebilirler.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu e\u011fitimde R&#8217;de ayk\u0131r\u0131 de\u011ferlerin nas\u0131l tan\u0131mlanaca\u011f\u0131 ve kald\u0131r\u0131laca\u011f\u0131 a\u00e7\u0131klanmaktad\u0131r.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>R&#8217;de ayk\u0131r\u0131 de\u011ferler nas\u0131l belirlenir<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Ayk\u0131r\u0131 de\u011ferleri kald\u0131rabilmeniz i\u00e7in \u00f6ncelikle neyi ayk\u0131r\u0131 de\u011fer olarak de\u011ferlendirece\u011finize karar vermelisiniz. Bunu yapman\u0131n iki yayg\u0131n yolu vard\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. \u00c7eyrekler aras\u0131 aral\u0131\u011f\u0131 kullan\u0131n.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00c7eyrekler aras\u0131 aral\u0131k (IQR), bir veri setindeki 75. y\u00fczdelik dilim (Q3) ile 25. y\u00fczdelik dilim (Q1) aras\u0131ndaki farkt\u0131r. De\u011ferlerin ortalama %50&#8217;sinin da\u011f\u0131l\u0131m\u0131n\u0131 \u00f6l\u00e7er.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bir g\u00f6zlemi, \u00fc\u00e7\u00fcnc\u00fc \u00e7eyre\u011fin (Q3) \u00e7eyrekler aras\u0131 aral\u0131\u011f\u0131n 1,5 kat\u0131 \u00fczerinde veya birinci \u00e7eyre\u011fin (Q1) alt\u0131nda \u00e7eyrekler aras\u0131 aral\u0131\u011f\u0131n 1,5 kat\u0131 olmas\u0131 durumunda ayk\u0131r\u0131 de\u011fer olarak tan\u0131mlayabilirsiniz.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Ayk\u0131r\u0131 De\u011ferler = G\u00f6zlemler &gt; \u00c73 + 1,5*IQR veya &lt; \u00c71 \u2013 1,5*IQR<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. Z-puanlar\u0131n\u0131 kullan\u0131n.<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/tr\/zr-puani\/\" target=\"_blank\" rel=\"noopener noreferrer\">Z-puan\u0131,<\/a> belirli bir de\u011ferin ortalamadan ka\u00e7 standart sapma oldu\u011funu g\u00f6sterir. Z-puan\u0131n\u0131 hesaplamak i\u00e7in a\u015fa\u011f\u0131daki form\u00fcl\u00fc kullan\u0131r\u0131z:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>z<\/strong> = (X \u2013 \u03bc) \/ \u03c3<\/span><\/p>\n<p> <span style=\"color: #000000;\">Alt\u0131n:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">X tek bir ham veri de\u011feridir<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u03bc n\u00fcfus ortalamas\u0131d\u0131r<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u03c3 pop\u00fclasyon standart sapmas\u0131d\u0131r<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Bir g\u00f6zlemin z-puan\u0131 -3&#8217;ten k\u00fc\u00e7\u00fck veya 3&#8217;ten b\u00fcy\u00fckse ayk\u0131r\u0131 de\u011fer olarak tan\u0131mlayabilirsiniz.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Ayk\u0131r\u0131 De\u011ferler = Z-puanlar\u0131 &gt; 3 veya &lt; -3 olan g\u00f6zlemler<\/strong><\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>R&#8217;de ayk\u0131r\u0131 de\u011ferler nas\u0131l kald\u0131r\u0131l\u0131r<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Neyin ayk\u0131r\u0131 de\u011fer oldu\u011funu d\u00fc\u015f\u00fcnd\u00fc\u011f\u00fcn\u00fcze karar verdikten sonra bunlar\u0131 tan\u0131mlay\u0131p veri k\u00fcmesinden kald\u0131rabilirsiniz. Bunun nas\u0131l yap\u0131laca\u011f\u0131n\u0131 g\u00f6stermek i\u00e7in a\u015fa\u011f\u0131daki veri \u00e7er\u00e7evesini kullanaca\u011f\u0131z:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#make this example reproducible<\/span> \nset.seed(0)\n\n<span style=\"color: #008080;\">#create data frame with three columns A', 'B', 'C'<\/span> \ndf &lt;- data.frame(A=rnorm(1000, mean=10, sd=3),\n                 B=rnorm(1000, mean=20, sd=3),\n                 C=rnorm(1000, mean=30, sd=3))\n\n<span style=\"color: #008080;\">#view first six rows of data frame<\/span>\nhead(df)\n         ABC\n1 13.78886 19.13945 31.33304\n2 9.02130 25.52332 30.03579\n3 13.98940 19.52971 29.97216\n4 13.81729 15.83059 29.09287\n5 11.24392 15.58069 31.47707\n6 5.38015 19.79144 28.19184\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Daha sonra z-puan\u0131 y\u00f6ntemini veya \u00e7eyrekler aras\u0131 aral\u0131k y\u00f6ntemini kullanarak ayk\u0131r\u0131 de\u011ferleri tan\u0131mlayabilir ve kald\u0131rabiliriz:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Z-puan\u0131 y\u00f6ntemi:<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki kod, veri \u00e7er\u00e7evesinin her s\u00fctunundaki her de\u011ferin z puan\u0131n\u0131n nas\u0131l hesaplanaca\u011f\u0131n\u0131 ve ard\u0131ndan mutlak de\u011feri 3&#8217;ten b\u00fcy\u00fck olan en az bir z puan\u0131na sahip sat\u0131rlar\u0131n nas\u0131l kald\u0131r\u0131laca\u011f\u0131n\u0131 g\u00f6sterir:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find absolute value of z-score for each value in each column<\/span>\nz_scores &lt;- <span style=\"color: #3366ff;\">as.data.frame<\/span> (sapply(df, function(df) (abs(df-mean(df))\/sd(df))))\n\n<span style=\"color: #008080;\">#view first six rows of z_scores data frame\n<\/span>head(z_scores)\n\n          ABC\n1 1.2813403 0.25350805 0.39419878\n2 0.3110243 1.80496734 0.05890232\n3 1.3483190 0.12766847 0.08112630\n4 1.2908343 1.32044506 0.38824414\n5 0.4313316 1.40102642 0.44450451\n6 1.5271674 0.04327186 0.70295309\n\n<span style=\"color: #008080;\">#only keep rows in dataframe with all z-scores less than absolute value of 3<\/span> \nno_outliers &lt;- z_scores[!rowSums(z_scores&gt;3), ]\n\n<span style=\"color: #008080;\">#view row and column count of new data frame<\/span>\ndim(no_outliers)\n\n[1] 994 3\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Orijinal veri \u00e7er\u00e7evesinde 1000 sat\u0131r ve 3 s\u00fctun vard\u0131. Yeni veri \u00e7er\u00e7evesinde 994 sat\u0131r ve 3 s\u00fctun var; bu bize, s\u00fctunlar\u0131ndan birinde mutlak de\u011feri 3&#8217;ten b\u00fcy\u00fck olan en az bir z puan\u0131na sahip olduklar\u0131 i\u00e7in 6 sat\u0131r\u0131n kald\u0131r\u0131ld\u0131\u011f\u0131n\u0131 g\u00f6steriyor.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u00c7eyrekler aras\u0131 aral\u0131k y\u00f6ntemi:<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Baz\u0131 durumlarda, yaln\u0131zca bir veri \u00e7er\u00e7evesinin s\u00fctunundaki ayk\u0131r\u0131 de\u011ferleri belirlemek isteyebiliriz. \u00d6rne\u011fin, veri \u00e7er\u00e7evemizin yaln\u0131zca &#8220;A&#8221; s\u00fctununda ayk\u0131r\u0131 de\u011fer i\u00e7eren sat\u0131rlar\u0131 kald\u0131rmak istedi\u011fimizi varsayal\u0131m.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki kod, &#8220;A&#8221; s\u00fctunundaki de\u011feri \u00fc\u00e7\u00fcnc\u00fc \u00e7eyre\u011fin (Q3) \u00fczerindeki \u00e7eyrekler aras\u0131 aral\u0131\u011f\u0131n 1,5 kat\u0131 veya ilk \u00e7eyre\u011fin (Q1) alt\u0131ndaki \u00e7eyrekler aras\u0131 aral\u0131\u011f\u0131n 1,5 kat\u0131 olan sat\u0131rlar\u0131n veri \u00e7er\u00e7evesinden nas\u0131l kald\u0131r\u0131laca\u011f\u0131n\u0131 g\u00f6sterir. .<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find Q1, Q3, and interquartile range for values in column A<\/span>\nQ1 &lt;- quantile(df$A, .25)\nQ3 &lt;- quantile(df$A, .75)\nIQR &lt;- IQR(df$A)\n\n<span style=\"color: #008080;\">#only keep rows in dataframe that have values within 1.5*IQR of Q1 and Q3<\/span>\nno_outliers &lt;- subset(df, df$A&gt; (Q1 - 1.5*IQR) &amp; df$A&lt; (Q3 + 1.5*IQR))\n\n<span style=\"color: #008080;\">#view row and column count of new data frame\n<\/span>dim(no_outliers) \n\n[1] 994 3<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Orijinal veri \u00e7er\u00e7evesinde 1000 sat\u0131r ve 3 s\u00fctun vard\u0131. Yeni veri \u00e7er\u00e7evesinde 994 sat\u0131r ve 3 s\u00fctun var, bu da bize 6 sat\u0131r\u0131n A s\u00fctununda en az bir ayk\u0131r\u0131 de\u011fer i\u00e7erdi\u011finden kald\u0131r\u0131ld\u0131\u011f\u0131n\u0131 g\u00f6steriyor.<\/span><\/p>\n<h3> <strong>Ayk\u0131r\u0131 de\u011ferler ne zaman kald\u0131r\u0131l\u0131r<\/strong><\/h3>\n<p> <span style=\"color: #000000;\">Bir veya daha fazla ayk\u0131r\u0131 de\u011fer mevcutsa, \u00f6ncelikle bunlar\u0131n bir veri giri\u015fi hatas\u0131n\u0131n sonucu olmad\u0131\u011f\u0131n\u0131 do\u011frulaman\u0131z gerekir. Bazen bir ki\u015fi verileri kaydederken yanl\u0131\u015f veri de\u011ferini girer.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ayk\u0131r\u0131 de\u011ferin bir veri giri\u015fi hatas\u0131n\u0131n sonucu oldu\u011fu ortaya \u00e7\u0131karsa, ona veri k\u00fcmesinin <a href=\"https:\/\/statorials.org\/tr\/merkezi-egilimi-olcer\/\" target=\"_blank\" rel=\"noopener noreferrer\">ortalamas\u0131 veya medyan\u0131<\/a> gibi yeni bir de\u011fer atamaya karar verebilirsiniz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">De\u011fer ger\u00e7ekten ayk\u0131r\u0131 bir de\u011ferse ve genel analiziniz \u00fczerinde \u00f6nemli bir etkisi olacaksa onu kald\u0131rmay\u0131 se\u00e7ebilirsiniz. Son raporunuzda veya analizinizde ayk\u0131r\u0131 bir de\u011feri kald\u0131rd\u0131\u011f\u0131n\u0131z\u0131 mutlaka belirtin.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ek kaynaklar<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Bu derste, bir vekt\u00f6r uzunlu\u011fu <em>n<\/em> , bir pop\u00fclasyon ortalamas\u0131 <em>\u03bc<\/em> ve bir pop\u00fclasyon standart sapmas\u0131 <em>\u03c3<\/em> verilen normal da\u011f\u0131l\u0131ml\u0131 rastgele de\u011fi\u015fkenlerin vekt\u00f6rlerini olu\u015fturmak i\u00e7in <strong>rnorm()&#8217;u<\/strong> kulland\u0131k. Bu \u00f6zellik hakk\u0131nda daha fazla bilgiyi <a href=\"https:\/\/statorials.org\/tr\/rde-dnorm-pnorm-rnorm-qnorm\/\" target=\"_blank\" rel=\"noopener noreferrer\">buradan<\/a> edinebilirsiniz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ayr\u0131ca z-puanlar\u0131n\u0131 hesaplayan bir veri \u00e7er\u00e7evesindeki her s\u00fctuna bir fonksiyon uygulamak i\u00e7in <strong>sapply()<\/strong> y\u00f6ntemini kulland\u0131k. Bu \u00f6zellik hakk\u0131nda daha fazla bilgiyi <a href=\"https:\/\/statorials.org\/tr\/rde-lapply-sapply-ve-tapply-uygulama-kilavuzu\/\" target=\"_blank\" rel=\"noopener noreferrer\">buradan<\/a> edinebilirsiniz.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Ayk\u0131r\u0131 de\u011fer , bir veri k\u00fcmesindeki di\u011fer de\u011ferlerden anormal derecede uzak olan bir g\u00f6zlemdir. Ayk\u0131r\u0131 de\u011ferler sorunlu olabilir \u00e7\u00fcnk\u00fc analizin sonu\u00e7lar\u0131n\u0131 etkileyebilirler. Bu e\u011fitimde R&#8217;de ayk\u0131r\u0131 de\u011ferlerin nas\u0131l tan\u0131mlanaca\u011f\u0131 ve kald\u0131r\u0131laca\u011f\u0131 a\u00e7\u0131klanmaktad\u0131r. R&#8217;de ayk\u0131r\u0131 de\u011ferler nas\u0131l belirlenir Ayk\u0131r\u0131 de\u011ferleri kald\u0131rabilmeniz i\u00e7in \u00f6ncelikle neyi ayk\u0131r\u0131 de\u011fer olarak de\u011ferlendirece\u011finize karar vermelisiniz. Bunu yapman\u0131n iki yayg\u0131n yolu vard\u0131r: [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-917","post","type-post","status-publish","format-standard","hentry","category-rehber"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>R - Statorialsde ayk\u0131r\u0131 de\u011ferler nas\u0131l kald\u0131r\u0131l\u0131r<\/title>\n<meta name=\"description\" content=\"Birka\u00e7 \u00f6rnek de dahil olmak \u00fczere R&#039;deki ayk\u0131r\u0131 de\u011ferlerin nas\u0131l kald\u0131r\u0131laca\u011f\u0131na dair basit bir a\u00e7\u0131klama.\" \/>\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\/tr\/aykiri-degerleri-kaldir-r\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"R - Statorialsde ayk\u0131r\u0131 de\u011ferler nas\u0131l kald\u0131r\u0131l\u0131r\" \/>\n<meta property=\"og:description\" content=\"Birka\u00e7 \u00f6rnek de dahil olmak \u00fczere R&#039;deki ayk\u0131r\u0131 de\u011ferlerin nas\u0131l kald\u0131r\u0131laca\u011f\u0131na dair basit bir a\u00e7\u0131klama.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/tr\/aykiri-degerleri-kaldir-r\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-28T08:02:55+00:00\" \/>\n<meta name=\"author\" content=\"Dr.benjamin anderson\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dr.benjamin anderson\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/tr\/aykiri-degerleri-kaldir-r\/\",\"url\":\"https:\/\/statorials.org\/tr\/aykiri-degerleri-kaldir-r\/\",\"name\":\"R - Statorialsde ayk\u0131r\u0131 de\u011ferler nas\u0131l kald\u0131r\u0131l\u0131r\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/tr\/#website\"},\"datePublished\":\"2023-07-28T08:02:55+00:00\",\"dateModified\":\"2023-07-28T08:02:55+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48\"},\"description\":\"Birka\u00e7 \u00f6rnek de dahil olmak \u00fczere R&#39;deki ayk\u0131r\u0131 de\u011ferlerin nas\u0131l kald\u0131r\u0131laca\u011f\u0131na dair basit bir a\u00e7\u0131klama.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/tr\/aykiri-degerleri-kaldir-r\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/tr\/aykiri-degerleri-kaldir-r\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/tr\/aykiri-degerleri-kaldir-r\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Ev\",\"item\":\"https:\/\/statorials.org\/tr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"R&#39;de ayk\u0131r\u0131 de\u011ferler nas\u0131l kald\u0131r\u0131l\u0131r\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/tr\/#website\",\"url\":\"https:\/\/statorials.org\/tr\/\",\"name\":\"Statorials\",\"description\":\"\u0130statistik okuryazarl\u0131\u011f\u0131 rehberiniz!\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/tr\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"tr\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48\",\"name\":\"Dr.benjamin anderson\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/tr\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/tr\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"Dr.benjamin anderson\"},\"description\":\"Merhaba, ben Benjamin, emekli bir istatistik profes\u00f6r\u00fc ve Statorials \u00f6\u011fretmenine d\u00f6n\u00fc\u015ft\u00fcm. \u0130statistik alan\u0131ndaki kapsaml\u0131 deneyimim ve uzmanl\u0131\u011f\u0131mla, \u00f6\u011frencilerimi Statorials arac\u0131l\u0131\u011f\u0131yla g\u00fc\u00e7lendirmek i\u00e7in bilgilerimi payla\u015fmaya can at\u0131yorum. 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