{"id":2638,"date":"2023-07-21T09:44:40","date_gmt":"2023-07-21T09:44:40","guid":{"rendered":"https:\/\/statorials.org\/tr\/sas-aykiri-degerleri\/"},"modified":"2023-07-21T09:44:40","modified_gmt":"2023-07-21T09:44:40","slug":"sas-aykiri-degerleri","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/sas-aykiri-degerleri\/","title":{"rendered":"Sas&#39;ta ayk\u0131r\u0131 de\u011ferler nas\u0131l belirlenir (\u00f6rnekle)"},"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;\">Bir veri setindeki ayk\u0131r\u0131 de\u011ferleri tan\u0131mlaman\u0131n en yayg\u0131n yolu \u00e7eyrekler aras\u0131 aral\u0131\u011f\u0131 kullanmakt\u0131r.<\/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;\">Genellikle 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\u0131ndaki \u00e7eyrekler aras\u0131 aral\u0131\u011f\u0131n 1,5 kat\u0131 olmas\u0131 durumunda ayk\u0131r\u0131 de\u011fer olarak tan\u0131mlar\u0131z.<\/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;\">A\u015fa\u011f\u0131daki \u00f6rnek, SAS&#8217;taki bir veri k\u00fcmesindeki ayk\u0131r\u0131 de\u011ferleri belirlemek i\u00e7in bu form\u00fcl\u00fcn nas\u0131l kullan\u0131laca\u011f\u0131n\u0131 g\u00f6sterir.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u00d6rnek: SAS&#8217;ta Ayk\u0131r\u0131 De\u011ferleri Belirleme<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">SAS&#8217;ta a\u015fa\u011f\u0131daki veri setine sahip oldu\u011fumuzu varsayal\u0131m:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">\/*create dataset*\/\n<span style=\"color: #000000;\"><span style=\"color: #800080;\">data<\/span> original_data;\n    <span style=\"color: #3366ff;\">input<\/span> team $points;\n    <span style=\"color: #3366ff;\">datalines<\/span> ;\nAt 18\nB24\nC26\nD 34\nE 38\nF45\nG 48\nH 54\nI 60\nDay 73\nK 79\nL 85\nM 94\nNo. 98\nO 221\nP 223\n;\n<span style=\"color: #800080;\">run<\/span> ;\n\n<span style=\"color: #008000;\">\/*view dataset*\/\n<\/span><span style=\"color: #800080;\">proc print<\/span> <span style=\"color: #3366ff;\">data<\/span> = original_data;\n<\/span><\/span><\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-23259 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/valeur-aberrante1-1.jpg\" alt=\"\" width=\"141\" height=\"397\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">SAS&#8217;ta ayk\u0131r\u0131 de\u011ferleri belirlemenin en kolay yolu, veri k\u00fcmesindeki ayk\u0131r\u0131 de\u011ferleri k\u00fc\u00e7\u00fck daireler olarak tan\u0131mlamak ve g\u00f6r\u00fcnt\u00fclemek i\u00e7in daha \u00f6nce bahsedilen form\u00fcl\u00fc otomatik olarak kullanan bir kutu grafi\u011fi olu\u015fturmakt\u0131r:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">\/*create boxplot to visualize distribution of points*\/\n<span style=\"color: #000000;\"><span style=\"color: #3366ff;\">ods<\/span> <span style=\"color: #3366ff;\">output<\/span> sgplot=boxplot_data;\n<span style=\"color: #800080;\">proc sgplot<\/span> <span style=\"color: #3366ff;\">data<\/span> =original_data;\n    <span style=\"color: #3366ff;\">vbox<\/span> points;\n<span style=\"color: #800080;\">run<\/span> ;\n\n<span style=\"color: #008000;\">\/*view summary of boxplot descriptive statistics*\/\n<\/span><span style=\"color: #800080;\">proc print<\/span> <span style=\"color: #3366ff;\">data<\/span> =boxplot_data;<\/span><\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-23260 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/valeur-aberrante2-1.jpg\" alt=\"\" width=\"473\" height=\"355\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-23261 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/valeur-aberrante3.jpg\" alt=\"\" width=\"312\" height=\"383\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Kutu grafi\u011finden, arsan\u0131n tepesine yak\u0131n iki k\u00fc\u00e7\u00fck dairenin oldu\u011funu g\u00f6rebiliriz. Bu iki ayk\u0131r\u0131 de\u011ferin oldu\u011funu g\u00f6sterir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Kutu grafi\u011finin alt\u0131ndaki tabloda iki ayk\u0131r\u0131 de\u011ferin tam de\u011ferlerini g\u00f6rebiliriz: <strong>221<\/strong> ve <strong>223<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6nceki form\u00fcl\u00fc kullanarak bu iki de\u011ferin ayk\u0131r\u0131 de\u011ferler olup olmad\u0131\u011f\u0131n\u0131 manuel olarak kontrol edebiliriz:<\/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;\">\u00c7eyrekler aras\u0131 aral\u0131k: Q3 \u2013 Q1 = 89,5 \u2013 36 = 53,5.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ayk\u0131r\u0131 de\u011ferler i\u00e7in \u00fcst s\u0131n\u0131r \u015f\u00f6yle olacakt\u0131r: \u00c73 + 1,5*IQR = 89,5 + 1,5*53,5 = 169,75.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>221<\/strong> ve <strong>223&#8217;\u00fcn<\/strong> her ikisi de bu de\u011ferden b\u00fcy\u00fck oldu\u011fundan ayk\u0131r\u0131 de\u011ferler olarak s\u0131n\u0131fland\u0131r\u0131l\u0131rlar.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Daha sonra istersek bu iki ayk\u0131r\u0131 de\u011feri veri k\u00fcmesinden kald\u0131rmak i\u00e7in a\u015fa\u011f\u0131daki kodu kullanabiliriz:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">\/*create new dataset with outliers removed*\/\n<span style=\"color: #000000;\"><span style=\"color: #800080;\">data<\/span> new_data;\n    <span style=\"color: #3366ff;\">set<\/span> original_data;\n    <span style=\"color: #3366ff;\">if<\/span> points &gt;= <span style=\"color: #008000;\">221<\/span> <span style=\"color: #3366ff;\">then<\/span> delete;\n<span style=\"color: #800080;\">run<\/span> ;\n\n<span style=\"color: #008000;\">\/*view new dataset*\/\n<\/span><span style=\"color: #800080;\">proc print<\/span> <span style=\"color: #3366ff;\">data<\/span> =new_data;<\/span><\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-23262 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/valeur-aberrante4.jpg\" alt=\"\" width=\"150\" height=\"368\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u0130ki ayk\u0131r\u0131 de\u011ferin kald\u0131r\u0131ld\u0131\u011f\u0131n\u0131 unutmay\u0131n.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ek kaynaklar<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki e\u011fitimlerde SAS&#8217;ta di\u011fer ortak g\u00f6revlerin nas\u0131l ger\u00e7ekle\u015ftirilece\u011fi a\u00e7\u0131klanmaktad\u0131r:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/tr\/sasta-ozet-prosedur\/\" target=\"_blank\" rel=\"noopener\">SAS&#8217;ta prosed\u00fcr \u00f6zeti nas\u0131l kullan\u0131l\u0131r?<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/proc-tablolama-sas\/\" target=\"_blank\" rel=\"noopener\">SAS&#8217;ta Proc Tabulate nas\u0131l kullan\u0131l\u0131r?<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/hava-kilidindeki-korelasyon\/\" target=\"_blank\" rel=\"noopener\">SAS&#8217;ta korelasyon nas\u0131l hesaplan\u0131r?<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/sas-frekans-tablosu\/\" target=\"_blank\" rel=\"noopener\">SAS&#8217;ta frekans tablolar\u0131 nas\u0131l olu\u015fturulur?<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/eksik-degerleri-sifirla-degistirmeden\/\" target=\"_blank\" rel=\"noopener\">SAS&#8217;ta eksik de\u011ferler s\u0131f\u0131rla nas\u0131l de\u011fi\u015ftirilir?<\/a><\/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. Bir veri setindeki ayk\u0131r\u0131 de\u011ferleri tan\u0131mlaman\u0131n en yayg\u0131n yolu \u00e7eyrekler aras\u0131 aral\u0131\u011f\u0131 kullanmakt\u0131r. \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 [&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-2638","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>SAS&#039;ta Ayk\u0131r\u0131 De\u011ferler Nas\u0131l Belirlenir (\u00d6rnekle) - Statorials<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitimde, SAS&#039;ta ayk\u0131r\u0131 de\u011ferlerin nas\u0131l tan\u0131mlanaca\u011f\u0131 eksiksiz bir \u00f6rnekle a\u00e7\u0131klanmaktad\u0131r.\" \/>\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\/sas-aykiri-degerleri\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"SAS&#039;ta Ayk\u0131r\u0131 De\u011ferler Nas\u0131l Belirlenir (\u00d6rnekle) - Statorials\" \/>\n<meta property=\"og:description\" content=\"Bu e\u011fitimde, SAS&#039;ta ayk\u0131r\u0131 de\u011ferlerin nas\u0131l tan\u0131mlanaca\u011f\u0131 eksiksiz bir \u00f6rnekle a\u00e7\u0131klanmaktad\u0131r.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/tr\/sas-aykiri-degerleri\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-21T09:44:40+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/valeur-aberrante1-1.jpg\" \/>\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=\"3 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/tr\/sas-aykiri-degerleri\/\",\"url\":\"https:\/\/statorials.org\/tr\/sas-aykiri-degerleri\/\",\"name\":\"SAS&#39;ta Ayk\u0131r\u0131 De\u011ferler Nas\u0131l Belirlenir (\u00d6rnekle) - Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/tr\/#website\"},\"datePublished\":\"2023-07-21T09:44:40+00:00\",\"dateModified\":\"2023-07-21T09:44:40+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48\"},\"description\":\"Bu e\u011fitimde, SAS&#39;ta ayk\u0131r\u0131 de\u011ferlerin nas\u0131l tan\u0131mlanaca\u011f\u0131 eksiksiz bir \u00f6rnekle a\u00e7\u0131klanmaktad\u0131r.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/tr\/sas-aykiri-degerleri\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/tr\/sas-aykiri-degerleri\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/tr\/sas-aykiri-degerleri\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Ev\",\"item\":\"https:\/\/statorials.org\/tr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Sas&#39;ta ayk\u0131r\u0131 de\u011ferler nas\u0131l belirlenir (\u00f6rnekle)\"}]},{\"@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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