{"id":951,"date":"2023-07-28T05:19:18","date_gmt":"2023-07-28T05:19:18","guid":{"rendered":"https:\/\/statorials.org\/tr\/grubbs-pitonu-test-ediyor\/"},"modified":"2023-07-28T05:19:18","modified_gmt":"2023-07-28T05:19:18","slug":"grubbs-pitonu-test-ediyor","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/grubbs-pitonu-test-ediyor\/","title":{"rendered":"Python&#39;da grubbs test cihaz\u0131 nas\u0131l \u00e7al\u0131\u015ft\u0131r\u0131l\u0131r"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>Grubbs testi,<\/strong> bir veri setindeki ayk\u0131r\u0131 de\u011ferlerin varl\u0131\u011f\u0131n\u0131 belirlemek i\u00e7in kullan\u0131l\u0131r. Bu testi kullanmak i\u00e7in bir veri setinin yakla\u015f\u0131k olarak normal da\u011f\u0131l\u0131ma sahip olmas\u0131 ve en az 7 g\u00f6zlem i\u00e7ermesi gerekir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu e\u011fitimde Python&#8217;da Grubbs testinin nas\u0131l ger\u00e7ekle\u015ftirilece\u011fi a\u00e7\u0131klanmaktad\u0131r.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Python&#8217;da Grubbs testi<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Python&#8217;da Grubbs testini ger\u00e7ekle\u015ftirmek i\u00e7in <a href=\"https:\/\/pypi.org\/project\/outlier_utils\/\" target=\"_blank\" rel=\"noopener noreferrer\">outlier_utils<\/a> paketindeki a\u015fa\u011f\u0131daki s\u00f6zdizimini kullanan smirnov_grubbs() i\u015flevini kullanabiliriz:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>smirnov_grubbs.test (veri, alfa = 0,05)<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Alt\u0131n:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>veri:<\/strong> veri de\u011ferlerinin say\u0131sal bir vekt\u00f6r\u00fc<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>alfa:<\/strong> Test i\u00e7in kullan\u0131lacak anlaml\u0131l\u0131k d\u00fczeyi. Varsay\u0131lan de\u011fer 0,05&#8217;tir<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Bu \u00f6zelli\u011fi kullanmak i\u00e7in \u00f6ncelikle <a href=\"https:\/\/pypi.org\/project\/outlier_utils\/\" target=\"_blank\" rel=\"noopener noreferrer\">outlier_utils<\/a> paketini kurman\u0131z gerekir:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>pip install outlier_utils\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Bu paket y\u00fcklendikten sonra Grubbs testini ger\u00e7ekle\u015ftirebilirsiniz. A\u015fa\u011f\u0131daki \u00f6rnekler bunun nas\u0131l yap\u0131laca\u011f\u0131n\u0131 g\u00f6stermektedir.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u00d6rnek 1: \u0130ki kuyruklu Grubbs testi<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki kod, veri setinin her iki ucundaki ayk\u0131r\u0131 de\u011ferleri tespit edecek iki kuyruklu Grubbs testinin nas\u0131l ger\u00e7ekle\u015ftirilece\u011fini g\u00f6stermektedir.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n<span style=\"color: #008000;\">from<\/span> outliers <span style=\"color: #008000;\">import<\/span> smirnov_grubbs <span style=\"color: #008000;\">as<\/span> grubbs\n\n<span style=\"color: #008080;\">#define data<\/span>\ndata = np.array([5, 14, 15, 15, 14, 19, 17, 16, 20, 22, 8, 21, 28, 11, 9, 29, 40])\n\n<span style=\"color: #008080;\">#perform Grubbs' test<\/span>\ngrubbs. <span style=\"color: #3366ff;\">test<\/span> (data, alpha=.05)\n\narray([5, 14, 15, 15, 14, 19, 17, 16, 20, 22, 8, 21, 28, 11, 9, 29])\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Bu i\u015flev, ayk\u0131r\u0131 de\u011ferlerin olmad\u0131\u011f\u0131 bir diziyi d\u00f6nd\u00fcr\u00fcr. Bu durumda maksimum de\u011fer olan 40 bir ayk\u0131r\u0131 de\u011ferdi ve bu nedenle kald\u0131r\u0131ld\u0131.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u00d6rnek 2: Tek tarafl\u0131 Grubbs testi<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki kod, bir veri k\u00fcmesindeki minimum de\u011fer ve maksimum de\u011fer i\u00e7in tek tarafl\u0131 Grubbs testinin nas\u0131l ger\u00e7ekle\u015ftirilece\u011fini g\u00f6sterir:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n<span style=\"color: #008000;\">from<\/span> outliers <span style=\"color: #008000;\">import<\/span> smirnov_grubbs <span style=\"color: #008000;\">as<\/span> grubbs\n\n<span style=\"color: #008080;\">#define data<\/span>\ndata = np.array([5, 14, 15, 15, 14, 19, 17, 16, 20, 22, 8, 21, 28, 11, 9, 29, 40])\n\n<span style=\"color: #008080;\">#perform Grubbs' test to see if minimum value is an outlier<\/span>\ngrubbs. <span style=\"color: #3366ff;\">min_test<\/span> (data, alpha=.05)\n\narray([5, 14, 15, 15, 14, 19, 17, 16, 20, 22, 8, 21, 28, 11, 9, 29, 40])\n\n<span style=\"color: #008080;\">#perform Grubbs' test to see if minimum value is an outlier\n<\/span>grubbs. <span style=\"color: #3366ff;\">max_test<\/span> (data, alpha=.05)\n\narray([5, 14, 15, 15, 14, 19, 17, 16, 20, 22, 8, 21, 28, 11, 9, 29])\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Minimum ayk\u0131r\u0131 de\u011fer testi, minimum de\u011feri ayk\u0131r\u0131 de\u011fer olarak tespit edemedi. Ancak maksimum ayk\u0131r\u0131 de\u011fer testi, maksimum 40 de\u011ferinin ayk\u0131r\u0131 de\u011fer oldu\u011funu belirledi ve bu nedenle kald\u0131r\u0131ld\u0131.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u00d6rnek 3: Ayk\u0131r\u0131 de\u011ferin indeksini \u00e7\u0131kar\u0131n<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki kod, ayk\u0131r\u0131 de\u011ferin dizininin nas\u0131l \u00e7\u0131kar\u0131laca\u011f\u0131n\u0131 g\u00f6sterir:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n<span style=\"color: #008000;\">from<\/span> outliers <span style=\"color: #008000;\">import<\/span> smirnov_grubbs <span style=\"color: #008000;\">as<\/span> grubbs\n\n<span style=\"color: #008080;\">#define data<\/span>\ndata = np.array([5, 14, 15, 15, 14, 19, 17, 16, 20, 22, 8, 21, 28, 11, 9, 29, 40])\n\n<span style=\"color: #008080;\">#perform Grubbs' test and identify index (if any) of the outlier<\/span>\ngrubbs. <span style=\"color: #3366ff;\">max_test_indices<\/span> (data, alpha=.05)\n\n[16]\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Bu bize tablonun 16. indeks pozisyonunda bir ayk\u0131r\u0131 de\u011fer oldu\u011funu s\u00f6yler.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u00d6rnek 4: De\u011feri ayk\u0131r\u0131 de\u011ferden \u00e7\u0131kar\u0131n<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki kod, ayk\u0131r\u0131 de\u011ferden de\u011ferin nas\u0131l \u00e7\u0131kar\u0131laca\u011f\u0131n\u0131 g\u00f6sterir:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #107d3f;\">import<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n<span style=\"color: #008000;\">from<\/span> outliers <span style=\"color: #008000;\">import<\/span> smirnov_grubbs <span style=\"color: #008000;\">as<\/span> grubbs\n\n<span style=\"color: #008080;\">#define data<\/span>\ndata = np.array([5, 14, 15, 15, 14, 19, 17, 16, 20, 22, 8, 21, 28, 11, 9, 29, 40])\n\n<span style=\"color: #008080;\">#perform Grubbs' test and identify the actual value (if any) of the outlier<\/span>\ngrubbs. <span style=\"color: #3366ff;\">max_test_outliers<\/span> (data, alpha=.05)\n\n[40]\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Bu bize 40 de\u011ferinde bir ayk\u0131r\u0131 de\u011ferin oldu\u011funu s\u00f6yler.<\/span><\/p>\n<h3> <strong>Ayk\u0131r\u0131 de\u011ferler nas\u0131l ele al\u0131n\u0131r?<\/strong><\/h3>\n<p> <span style=\"color: #000000;\">Grubbs testi veri k\u00fcmenizde bir ayk\u0131r\u0131 de\u011fer belirlerse birka\u00e7 se\u00e7ene\u011finiz vard\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. De\u011ferin bir yaz\u0131m hatas\u0131 veya veri giri\u015fi hatas\u0131 olmad\u0131\u011f\u0131n\u0131 bir kez daha kontrol edin.<\/strong> Bazen veri setlerinde ayk\u0131r\u0131 de\u011ferler olarak g\u00f6r\u00fcnen de\u011ferler, basit\u00e7e bir ki\u015finin veri giri\u015fi s\u0131ras\u0131nda yapt\u0131\u011f\u0131 yaz\u0131m hatalar\u0131d\u0131r. \u0130lk olarak, ba\u015fka kararlar vermeden \u00f6nce de\u011ferin do\u011fru \u015fekilde girildi\u011fini do\u011frulay\u0131n.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. Ayk\u0131r\u0131 de\u011fere yeni bir de\u011fer atay\u0131n<\/strong> .<\/span> Ayk\u0131r\u0131 de\u011ferin bir yaz\u0131m hatas\u0131 veya veri giri\u015fi hatas\u0131 sonucu oldu\u011fu ortaya \u00e7\u0131karsa, buna <span style=\"color: #000000;\">veri k\u00fcmesinin<\/span> ortalamas\u0131 <a href=\"https:\/\/statorials.org\/tr\/merkezi-egilimi-olcer\/\" target=\"_blank\" rel=\"noopener noreferrer\">veya medyan\u0131<\/a> <span style=\"color: #000000;\">gibi yeni bir de\u011fer atamaya karar verebilirsiniz<\/span> .<\/p>\n<p> <span style=\"color: #000000;\"><strong>3. Ayk\u0131r\u0131 de\u011feri kald\u0131r\u0131n.<\/strong> De\u011fer ger\u00e7ekten ayk\u0131r\u0131 bir de\u011ferse, analiziniz \u00fczerinde \u00f6nemli bir etkisi olacaksa onu kald\u0131rmay\u0131 se\u00e7ebilirsiniz.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Grubbs testi, bir veri setindeki ayk\u0131r\u0131 de\u011ferlerin varl\u0131\u011f\u0131n\u0131 belirlemek i\u00e7in kullan\u0131l\u0131r. Bu testi kullanmak i\u00e7in bir veri setinin yakla\u015f\u0131k olarak normal da\u011f\u0131l\u0131ma sahip olmas\u0131 ve en az 7 g\u00f6zlem i\u00e7ermesi gerekir. Bu e\u011fitimde Python&#8217;da Grubbs testinin nas\u0131l ger\u00e7ekle\u015ftirilece\u011fi a\u00e7\u0131klanmaktad\u0131r. Python&#8217;da Grubbs testi Python&#8217;da Grubbs testini ger\u00e7ekle\u015ftirmek i\u00e7in outlier_utils paketindeki a\u015fa\u011f\u0131daki s\u00f6zdizimini kullanan smirnov_grubbs() i\u015flevini kullanabiliriz: [&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-951","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>Python&#039;da Grubbs Testi Nas\u0131l Yap\u0131l\u0131r - Statorials<\/title>\n<meta name=\"description\" content=\"Ayk\u0131r\u0131 de\u011ferleri tespit etmek i\u00e7in Python&#039;da Grubbs testinin nas\u0131l ger\u00e7ekle\u015ftirilece\u011fine ili\u015fkin 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\/grubbs-pitonu-test-ediyor\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python&#039;da Grubbs Testi Nas\u0131l Yap\u0131l\u0131r - 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