{"id":831,"date":"2023-07-28T14:58:44","date_gmt":"2023-07-28T14:58:44","guid":{"rendered":"https:\/\/statorials.org\/tr\/aykiri-degerleri-kaldir-python\/"},"modified":"2023-07-28T14:58:44","modified_gmt":"2023-07-28T14:58:44","slug":"aykiri-degerleri-kaldir-python","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/aykiri-degerleri-kaldir-python\/","title":{"rendered":"Python&#39;da 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 Python&#8217;da ayk\u0131r\u0131 de\u011ferlerin nas\u0131l tan\u0131mlan\u0131p kald\u0131r\u0131laca\u011f\u0131 a\u00e7\u0131klanmaktad\u0131r.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Python&#8217;da 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 \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\/z-puani-pitonu\/\" target=\"_blank\" rel=\"noopener\">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>Python&#8217;da 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 pandalar DataFrame&#8217;i kullanaca\u011f\u0131z:<\/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: #107d3f;\">import <span style=\"color: #000000;\">pandas<\/span> as <span style=\"color: #000000;\">pd<\/span> \nimport<\/span> scipy.stats <span style=\"color: #107d3f;\">as<\/span> stats\n\n<span style=\"color: #008080;\">#create dataframe with three columns 'A', 'B', 'C'<\/span>\nnp.random.seed(10)\ndata = pd.DataFrame(np.random.randint(0, 10, size=(100, 3)), columns=['A', 'B', 'C'])\n<span style=\"color: #008080;\">\n#view first 10 rows<\/span>\ndata[:10]\n\n           ABC\n0 13.315865 7.152790 -15.454003\n1 -0.083838 6.213360 -7.200856\n2 2.655116 1.085485 0.042914\n3 -1.746002 4.330262 12.030374\n4 -9.650657 10.282741 2.286301\n5 4.451376 -11.366022 1.351369\n6 14.845370 -10.798049 -19.777283\n7 -17.433723 2.660702 23.849673\n8 11.236913 16.726222 0.991492\n9 13.979964 -2.712480 6.132042\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<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find absolute value of z-score for each observation<\/span>\nz = np.abs(stats.zscore(data))\n\n<span style=\"color: #008080;\">#only keep rows in dataframe with all z-scores less than absolute value of 3<\/span> \ndata_clean = data[(z&lt;3).all(axis=1)]\n\n<span style=\"color: #008080;\">#find how many rows are left in the dataframe<\/span> \ndata_clean.shape\n\n(99.3)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>\u00c7eyrekler aras\u0131 aral\u0131k y\u00f6ntemi:<\/strong><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#find Q1, Q3, and interquartile range for each column<\/span>\nQ1 = data.quantile(q=.25)\nQ3 = data.quantile(q=.75)\nIQR = data.apply(stats.iqr)\n\n<span style=\"color: #008080;\">#only keep rows in dataframe that have values within 1.5*IQR of Q1 and Q3<\/span>\ndata_clean = data[~((data &lt; (Q1-1.5*IQR)) | (data &gt; (Q3+1.5*IQR))).any(axis=1)]\n<span style=\"color: #008080;\">\n#find how many rows are left in the dataframe<\/span> \ndata_clean.shape\n\n(89.3)<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Za skoru y\u00f6nteminin bir g\u00f6zlemi ayk\u0131r\u0131 de\u011fer olarak tan\u0131mlay\u0131p kald\u0131rd\u0131\u011f\u0131n\u0131, \u00e7eyrekler aras\u0131 aral\u0131k y\u00f6nteminin ise toplamda 11 g\u00f6zlemi ayk\u0131r\u0131 de\u011fer olarak tan\u0131mlay\u0131p \u00e7\u0131kard\u0131\u011f\u0131n\u0131 g\u00f6rebiliriz.<\/span><\/p>\n<h3> <strong>Ayk\u0131r\u0131 de\u011ferler ne zaman kald\u0131r\u0131l\u0131r<\/strong><\/h3>\n<p> <span style=\"color: #000000;\">Verilerinizde bir veya daha fazla ayk\u0131r\u0131 de\u011fer mevcutsa \u00f6ncelikle bunlar\u0131n veri giri\u015fi hatas\u0131ndan kaynaklanmad\u0131\u011f\u0131ndan emin olmal\u0131s\u0131n\u0131z. 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<\/span> <span style=\"color: #000000;\">veri k\u00fcmesinin<\/span> <a href=\"https:\/\/statorials.org\/tr\/merkezi-egilimi-olcer\/\" target=\"_blank\" rel=\"noopener\">ortalamas\u0131 veya medyan\u0131<\/a> gibi yeni bir de\u011fer atamaya karar verebilirsiniz.<\/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;\">Ayn\u0131 anda birden fazla de\u011fi\u015fkenle \u00e7al\u0131\u015f\u0131yorsan\u0131z ayk\u0131r\u0131 de\u011ferleri tespit etmek i\u00e7in <a href=\"https:\/\/statorials.org\/tr\/mahalanobis-uzak-pitonu\/\" target=\"_blank\" rel=\"noopener\">Mahalanobis mesafesini<\/a> kullanmak isteyebilirsiniz.<\/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 Python&#8217;da ayk\u0131r\u0131 de\u011ferlerin nas\u0131l tan\u0131mlan\u0131p kald\u0131r\u0131laca\u011f\u0131 a\u00e7\u0131klanmaktad\u0131r. Python&#8217;da 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: 1. [&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-831","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 Ayk\u0131r\u0131 De\u011ferler Nas\u0131l Kald\u0131r\u0131l\u0131r \u2013 Statorials<\/title>\n<meta name=\"description\" content=\"Python&#039;da ayk\u0131r\u0131 de\u011ferlerin nas\u0131l belirlenip 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-python\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python&#039;da Ayk\u0131r\u0131 De\u011ferler Nas\u0131l Kald\u0131r\u0131l\u0131r \u2013 Statorials\" \/>\n<meta property=\"og:description\" content=\"Python&#039;da ayk\u0131r\u0131 de\u011ferlerin nas\u0131l belirlenip kald\u0131r\u0131laca\u011f\u0131na dair basit bir a\u00e7\u0131klama.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/tr\/aykiri-degerleri-kaldir-python\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-28T14:58:44+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=\"3 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-python\/\",\"url\":\"https:\/\/statorials.org\/tr\/aykiri-degerleri-kaldir-python\/\",\"name\":\"Python&#39;da Ayk\u0131r\u0131 De\u011ferler Nas\u0131l Kald\u0131r\u0131l\u0131r \u2013 Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/tr\/#website\"},\"datePublished\":\"2023-07-28T14:58:44+00:00\",\"dateModified\":\"2023-07-28T14:58:44+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48\"},\"description\":\"Python&#39;da ayk\u0131r\u0131 de\u011ferlerin nas\u0131l belirlenip kald\u0131r\u0131laca\u011f\u0131na dair basit bir a\u00e7\u0131klama.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/tr\/aykiri-degerleri-kaldir-python\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/tr\/aykiri-degerleri-kaldir-python\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/tr\/aykiri-degerleri-kaldir-python\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Ev\",\"item\":\"https:\/\/statorials.org\/tr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Python&#39;da 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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