{"id":1647,"date":"2023-07-25T13:03:06","date_gmt":"2023-07-25T13:03:06","guid":{"rendered":"https:\/\/statorials.org\/tr\/verileri-excele-donusturun\/"},"modified":"2023-07-25T13:03:06","modified_gmt":"2023-07-25T13:03:06","slug":"verileri-excele-donusturun","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/verileri-excele-donusturun\/","title":{"rendered":"Excel&#39;de veri d\u00f6n\u00fc\u015ft\u00fcrme (log, karek\u00f6k, k\u00fcp k\u00f6k)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Bir\u00e7ok istatistiksel test, veri setlerinin normal \u015fekilde da\u011f\u0131ld\u0131\u011f\u0131n\u0131 varsayar.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ancak uygulamada bu varsay\u0131m s\u0131kl\u0131kla ihlal edilmektedir. Bu sorunu \u00e7\u00f6zmenin bir yolu, a\u015fa\u011f\u0131daki \u00fc\u00e7 d\u00f6n\u00fc\u015f\u00fcmden birini kullanarak veri k\u00fcmesindeki de\u011ferleri d\u00f6n\u00fc\u015ft\u00fcrmektir:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. Log D\u00f6n\u00fc\u015f\u00fcm\u00fc:<\/strong> y de\u011ferlerini <strong>log(y)\u2019<\/strong> ye d\u00f6n\u00fc\u015ft\u00fcr\u00fcn.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. Karek\u00f6k d\u00f6n\u00fc\u015f\u00fcm\u00fc:<\/strong> y de\u011ferlerini <strong><span style=\"text-decoration: overline;\">\u221ay&#8217;ye<\/span><\/strong> d\u00f6n\u00fc\u015ft\u00fcr\u00fcn.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>3. K\u00fcp k\u00f6k d\u00f6n\u00fc\u015f\u00fcm\u00fc:<\/strong> y de\u011ferlerini <strong>y <sup>1\/3&#8217;e<\/sup><\/strong> d\u00f6n\u00fc\u015ft\u00fcr\u00fcn.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu d\u00f6n\u00fc\u015f\u00fcmler ger\u00e7ekle\u015ftirilerek veriler genellikle normal da\u011f\u0131l\u0131ma yakla\u015f\u0131r. A\u015fa\u011f\u0131daki \u00f6rnekler bu d\u00f6n\u00fc\u015f\u00fcmlerin Excel&#8217;de nas\u0131l ger\u00e7ekle\u015ftirilece\u011fini g\u00f6stermektedir.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Excel&#8217;de G\u00fcnl\u00fck D\u00f6n\u00fc\u015f\u00fcm\u00fc<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Excel&#8217;deki bir veri k\u00fcmesine log d\u00f6n\u00fc\u015f\u00fcm\u00fc uygulamak i\u00e7in <strong>=LOG10()<\/strong> fonksiyonunu kullanabiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki ekran g\u00f6r\u00fcnt\u00fcs\u00fc, Excel&#8217;deki bir veri k\u00fcmesine g\u00fcnl\u00fck d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fcn nas\u0131l uygulanaca\u011f\u0131n\u0131 g\u00f6sterir:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-16235 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/transformerexcel1.png\" alt=\"\" width=\"475\" height=\"421\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Bu d\u00f6n\u00fc\u015f\u00fcm\u00fcn veri setini daha normal da\u011f\u0131t\u0131p da\u011f\u0131tmad\u0131\u011f\u0131n\u0131 belirlemek i\u00e7in <a href=\"https:\/\/statorials.org\/tr\/excel-normallik-testi\/\" target=\"_blank\" rel=\"noopener\">Excel&#8217;de Jarque-Bera normallik testi<\/a> yapabiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu test i\u00e7in test istatisti\u011fi \u015fu \u015fekilde tan\u0131mlan\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><em><strong>JB<\/strong><\/em> =(n\/6) * (S <sup>2<\/sup> + (C <sup>2<\/sup> \/4))<\/span><\/p>\n<p> <span style=\"color: #000000;\">Alt\u0131n:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>n:<\/strong> numunedeki <a href=\"https:\/\/statorials.org\/tr\/istatistikte-gozlem\/\" target=\"_blank\" rel=\"noopener\">g\u00f6zlem<\/a> say\u0131s\u0131<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>S:<\/strong> numunenin asimetrisi<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>C:<\/strong> gurur verici \u00f6rnek<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Normallik s\u0131f\u0131r hipotezi alt\u0131nda, <em>JB~<\/em> X <sup>2<\/sup> (2).<\/span><\/p>\n<p> <span style=\"color: #000000;\">Test istatisti\u011fine kar\u015f\u0131l\u0131k gelen <a href=\"https:\/\/statorials.org\/tr\/p-degerleri-istatistiksel-anlamlilik\/\" target=\"_blank\" rel=\"noopener\">p de\u011feri<\/a> belirli bir anlaml\u0131l\u0131k d\u00fczeyinin alt\u0131ndaysa (\u00f6rne\u011fin \u03b1 = 0,05), o zaman s\u0131f\u0131r hipotezini reddedebilir ve verilerin normal da\u011f\u0131lmad\u0131\u011f\u0131 sonucuna varabiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki ekran g\u00f6r\u00fcnt\u00fcs\u00fc <a href=\"https:\/\/statorials.org\/tr\/islenmemis-veri\/\" target=\"_blank\" rel=\"noopener\">ham veriler<\/a> ve d\u00f6n\u00fc\u015ft\u00fcr\u00fclm\u00fc\u015f veriler i\u00e7in Jarque-Bera testinin nas\u0131l ger\u00e7ekle\u015ftirilece\u011fini g\u00f6sterir:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-16236\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/transformerexcel2.png\" alt=\"D\u00f6n\u00fc\u015ft\u00fcr\u00fclen verileri Excel'e kaydedin\" width=\"555\" height=\"537\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Ham verilerin p de\u011ferinin 0,05&#8217;ten k\u00fc\u00e7\u00fck oldu\u011funu ve bunun normal <em>da\u011f\u0131lmad\u0131\u011f\u0131n\u0131<\/em> g\u00f6sterdi\u011fini unutmay\u0131n.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ancak d\u00f6n\u00fc\u015ft\u00fcr\u00fclen verinin p de\u011feri 0,05&#8217;ten az olmad\u0131\u011f\u0131ndan normal <em>da\u011f\u0131ld\u0131\u011f\u0131n\u0131<\/em> varsayabiliriz. Bu bize log d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fcn i\u015fe yarad\u0131\u011f\u0131n\u0131 g\u00f6steriyor.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Excel&#8217;de Karek\u00f6k D\u00f6n\u00fc\u015f\u00fcm\u00fc<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Excel&#8217;deki bir veri k\u00fcmesine karek\u00f6k d\u00f6n\u00fc\u015f\u00fcm\u00fc uygulamak i\u00e7in <strong>=SQRT()<\/strong> i\u015flevini kullanabiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki ekran g\u00f6r\u00fcnt\u00fcs\u00fc, Excel&#8217;deki bir veri k\u00fcmesine karek\u00f6k d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fcn nas\u0131l uygulanaca\u011f\u0131n\u0131 g\u00f6sterir:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-16237\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/transformerexcel3.png\" alt=\"Excel'de Karek\u00f6k D\u00f6n\u00fc\u015f\u00fcm\u00fc\" width=\"534\" height=\"523\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">D\u00f6n\u00fc\u015ft\u00fcr\u00fclen veriler i\u00e7in Jarque-Bera normallik testinin p de\u011ferinin 0,05&#8217;ten az olmad\u0131\u011f\u0131na dikkat edin; bu, karek\u00f6k d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fcn etkili oldu\u011funu g\u00f6sterir.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Excel&#8217;de K\u00fcp K\u00f6k D\u00f6n\u00fc\u015f\u00fcm\u00fc<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Excel&#8217;deki bir veri k\u00fcmesine k\u00fcp k\u00f6k d\u00f6n\u00fc\u015f\u00fcm\u00fc uygulamak i\u00e7in <strong>=DATA^(1\/3)<\/strong> i\u015flevini kullanabiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki ekran g\u00f6r\u00fcnt\u00fcs\u00fc, Excel&#8217;deki bir veri k\u00fcmesine k\u00fcp k\u00f6k d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fcn nas\u0131l uygulanaca\u011f\u0131n\u0131 g\u00f6sterir:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-16238\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/transformerexcel4.png\" alt=\"Excel'de K\u00fcp K\u00f6k D\u00f6n\u00fc\u015f\u00fcm\u00fc\" width=\"537\" height=\"488\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">D\u00f6n\u00fc\u015ft\u00fcr\u00fclen veriler i\u00e7in Jarque-Bera normallik testinin p de\u011ferinin 0,05&#8217;ten az olmamas\u0131 k\u00fcp k\u00f6k d\u00f6n\u00fc\u015f\u00fcm\u00fcn\u00fcn etkili oldu\u011funu g\u00f6stermektedir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00dc\u00e7 veri d\u00f6n\u00fc\u015f\u00fcm\u00fc, ham verileri etkili bir \u015fekilde daha normal bir \u015fekilde da\u011f\u0131tt\u0131.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00dc\u00e7 d\u00f6n\u00fc\u015f\u00fcmden logaritmik d\u00f6n\u00fc\u015f\u00fcm, Jarque-Bera normallik testinde en y\u00fcksek p-de\u011ferini verdi; bu da bize, bu d\u00f6n\u00fc\u015f\u00fcm\u00fcn, verileri muhtemelen \u00fc\u00e7 y\u00f6ntem d\u00f6n\u00fc\u015f\u00fcm\u00fc aras\u0131nda &#8220;en&#8221; normal da\u011f\u0131l\u0131ma sahip veri haline getirdi\u011fini s\u00f6yl\u00fcyor.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ek kaynaklar<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/tr\/kutu-cox-donusumu-excel\/\" target=\"_blank\" rel=\"noopener\">Excel&#8217;de Box-Cox d\u00f6n\u00fc\u015f\u00fcm\u00fc nas\u0131l ger\u00e7ekle\u015ftirilir<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/normallik-hipotezi\/\" target=\"_blank\" rel=\"noopener\">\u0130statistikte normallik varsay\u0131m\u0131 nedir?<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Bir\u00e7ok istatistiksel test, veri setlerinin normal \u015fekilde da\u011f\u0131ld\u0131\u011f\u0131n\u0131 varsayar. Ancak uygulamada bu varsay\u0131m s\u0131kl\u0131kla ihlal edilmektedir. Bu sorunu \u00e7\u00f6zmenin bir yolu, a\u015fa\u011f\u0131daki \u00fc\u00e7 d\u00f6n\u00fc\u015f\u00fcmden birini kullanarak veri k\u00fcmesindeki de\u011ferleri d\u00f6n\u00fc\u015ft\u00fcrmektir: 1. Log D\u00f6n\u00fc\u015f\u00fcm\u00fc: y de\u011ferlerini log(y)\u2019 ye d\u00f6n\u00fc\u015ft\u00fcr\u00fcn. 2. Karek\u00f6k d\u00f6n\u00fc\u015f\u00fcm\u00fc: y de\u011ferlerini \u221ay&#8217;ye d\u00f6n\u00fc\u015ft\u00fcr\u00fcn. 3. K\u00fcp k\u00f6k d\u00f6n\u00fc\u015f\u00fcm\u00fc: y de\u011ferlerini y 1\/3&#8217;e d\u00f6n\u00fc\u015ft\u00fcr\u00fcn. Bu [&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-1647","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>Excel&#039;de Veri D\u00f6n\u00fc\u015ft\u00fcrme (Log, Karek\u00f6k, K\u00fcp K\u00f6k)<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitimde, Excel&#039;de verilerin nas\u0131l d\u00f6n\u00fc\u015ft\u00fcr\u00fclece\u011fi \u00e7e\u015fitli \u00f6rneklerle 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\/verileri-excele-donusturun\/\" \/>\n<meta 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