{"id":2080,"date":"2023-07-23T19:27:32","date_gmt":"2023-07-23T19:27:32","guid":{"rendered":"https:\/\/statorials.org\/tr\/pythonda-verileri-normallestirme\/"},"modified":"2023-07-23T19:27:32","modified_gmt":"2023-07-23T19:27:32","slug":"pythonda-verileri-normallestirme","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/pythonda-verileri-normallestirme\/","title":{"rendered":"Python&#39;da veriler nas\u0131l normalle\u015ftirilir?"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Genellikle istatistik ve makine \u00f6\u011freniminde de\u011fi\u015fkenleri, de\u011fer aral\u0131\u011f\u0131 0 ile 1 aras\u0131nda olacak \u015fekilde <strong>normalle\u015ftiririz<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">De\u011fi\u015fkenleri normalle\u015ftirmenin en yayg\u0131n nedeni, bir t\u00fcr \u00e7ok de\u011fi\u015fkenli analiz yapmam\u0131z\u0131n (\u00f6rne\u011fin, birka\u00e7 yorday\u0131c\u0131 de\u011fi\u015fken ile bir yan\u0131t de\u011fi\u015fkeni aras\u0131ndaki ili\u015fkiyi anlamak istememiz) ve her de\u011fi\u015fkenin analize e\u015fit katk\u0131da bulunmas\u0131n\u0131 istememizdir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">De\u011fi\u015fkenler farkl\u0131 \u00f6l\u00e7eklerde \u00f6l\u00e7\u00fcld\u00fc\u011f\u00fcnde \u00e7o\u011fu zaman analize e\u015fit katk\u0131 sa\u011flamazlar. \u00d6rne\u011fin bir de\u011fi\u015fkenin de\u011ferleri 0 ile 100.000 aras\u0131nda de\u011fi\u015fiyorsa ve ba\u015fka bir de\u011fi\u015fkenin de\u011ferleri 0 ile 100 aras\u0131nda de\u011fi\u015fiyorsa, aral\u0131\u011f\u0131 daha b\u00fcy\u00fck olan de\u011fi\u015fkene analizde daha fazla a\u011f\u0131rl\u0131k verilecektir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">De\u011fi\u015fkenleri standartla\u015ft\u0131rarak her de\u011fi\u015fkenin analize e\u015fit katk\u0131da bulundu\u011fundan emin olabiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">0 ile 1 aras\u0131ndaki de\u011ferleri normalle\u015ftirmek i\u00e7in a\u015fa\u011f\u0131daki form\u00fcl\u00fc kullanabiliriz:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>x <sub>norm<\/sub> = (x <sub>ben<\/sub> \u2013 x <sub>min<\/sub> ) \/ (x <sub>maks<\/sub> \u2013 x <sub>min<\/sub> )<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Alt\u0131n:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>x <sub>normu<\/sub> :<\/strong> veri k\u00fcmesindeki <sup>i&#8217;inci<\/sup> normalle\u015ftirilmi\u015f de\u011fer<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>x <sub>i<\/sub> :<\/strong> veri k\u00fcmesinin <sup>i&#8217;inci<\/sup> de\u011feri<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>x <sub>max<\/sub><\/strong> : Veri k\u00fcmesindeki minimum de\u011fer<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>x <sub>min<\/sub> :<\/strong> Veri k\u00fcmesindeki maksimum de\u011fer<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki \u00f6rnekler Python&#8217;da bir veya daha fazla de\u011fi\u015fkenin nas\u0131l normalle\u015ftirilece\u011fini g\u00f6sterir.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u00d6rnek 1: NumPy dizisini normalle\u015ftirme<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki kod, bir NumPy dizisindeki t\u00fcm de\u011ferlerin nas\u0131l normalle\u015ftirilece\u011fini g\u00f6sterir:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np \n\n<span style=\"color: #008080;\">#create NumPy array\n<\/span>data = np. <span style=\"color: #3366ff;\">array<\/span> ([[13, 16, 19, 22, 23, 38, 47, 56, 58, 63, 65, 70, 71]])\n\n<span style=\"color: #008080;\">#normalize all values in array\n<\/span>data_norm = (data - data. <span style=\"color: #3366ff;\">min<\/span> ())\/ (data. <span style=\"color: #3366ff;\">max<\/span> () - data. <span style=\"color: #3366ff;\">min<\/span> ())\n\n<span style=\"color: #008080;\">#view normalized values\n<\/span>data_norm\n\narray([[0. , 0.05172414, 0.10344828, 0.15517241, 0.17241379,\n        0.43103448, 0.5862069, 0.74137931, 0.77586207, 0.86206897,\n        0.89655172, 0.98275862, 1. ]])<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Normalle\u015ftirilmi\u015f dizideki de\u011ferlerin her biri art\u0131k 0 ile 1 aras\u0131ndad\u0131r.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u00d6rnek 2: Pandas DataFrame&#8217;deki t\u00fcm de\u011fi\u015fkenleri normalle\u015ftirin<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki kod, bir pandan\u0131n DataFrame&#8217;indeki t\u00fcm de\u011fi\u015fkenlerin nas\u0131l normalle\u015ftirilece\u011fini g\u00f6sterir:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame<\/span>\ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">points<\/span> ': [25, 12, 15, 14, 19, 23, 25, 29],\n                   ' <span style=\"color: #ff0000;\">assists<\/span> ': [5, 7, 7, 9, 12, 9, 9, 4],\n                   ' <span style=\"color: #ff0000;\">rebounds<\/span> ': [11, 8, 10, 6, 6, 5, 9, 12]})\n\n<span style=\"color: #008080;\">#normalize values in every column\n<\/span>df_norm = (df-df. <span style=\"color: #3366ff;\">min<\/span> ())\/ (df. <span style=\"color: #3366ff;\">max<\/span> () - df. <span style=\"color: #3366ff;\">min<\/span> ())\n\n<span style=\"color: #008080;\">#view normalized DataFrame\n<\/span>df_norm\n\n        points assists rebounds\n0 0.764706 0.125 0.857143\n1 0.000000 0.375 0.428571\n2 0.176471 0.375 0.714286\n3 0.117647 0.625 0.142857\n4 0.411765 1.000 0.142857\n5 0.647059 0.625 0.000000\n6 0.764706 0.625 0.571429\n7 1.000000 0.000 1.000000\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Her s\u00fctundaki de\u011ferlerin her biri art\u0131k 0 ile 1 aras\u0131ndad\u0131r.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u00d6rnek 3: Pandas DataFrame&#8217;de belirli de\u011fi\u015fkenleri normalle\u015ftirin<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki kod, bir pandas DataFrame&#8217;de belirli bir de\u011fi\u015fkenin nas\u0131l normalle\u015ftirilece\u011fini g\u00f6sterir:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame<\/span>\ndf = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">points<\/span> ': [25, 12, 15, 14, 19, 23, 25, 29],\n                   ' <span style=\"color: #ff0000;\">assists<\/span> ': [5, 7, 7, 9, 12, 9, 9, 4],\n                   ' <span style=\"color: #ff0000;\">rebounds<\/span> ': [11, 8, 10, 6, 6, 5, 9, 12]})\n\n<span style=\"color: #008080;\">define columns to normalize<\/span>\nx = df. <span style=\"color: #3366ff;\">iloc<\/span> [:,0:2]\n\n<span style=\"color: #008080;\">#normalize values in first two columns only<\/span>\ndf. <span style=\"color: #3366ff;\">iloc<\/span> [:,0:2] = (xx. <span style=\"color: #3366ff;\">min<\/span> ())\/ (x. <span style=\"color: #3366ff;\">max<\/span> () - x. <span style=\"color: #3366ff;\">min<\/span> ())\n\n<span style=\"color: #008080;\">#view normalized DataFrame<\/span>\ndf\n\n\tpoints assists rebounds\n0 0.764706 0.125 11\n1 0.000000 0.375 8\n2 0.176471 0.375 10\n3 0.117647 0.625 6\n4 0.411765 1.000 6\n5 0.647059 0.625 5\n6 0.764706 0.625 9\n7 1.000000 0.000 12\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Yaln\u0131zca ilk iki s\u00fctundaki de\u011ferlerin normalle\u015ftirildi\u011fini 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\u011fitimler veri normalle\u015ftirme hakk\u0131nda ek bilgi sa\u011flar:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/tr\/verileri-0-ile-1-arasinda-normallestirme\/\" target=\"_blank\" rel=\"noopener\">0 ile 1 aras\u0131ndaki veriler nas\u0131l normalle\u015ftirilir?<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/verileri-0-ile-100-arasinda-normallestirme\/\" target=\"_blank\" rel=\"noopener\">0 ile 100 aras\u0131ndaki veriler nas\u0131l normalle\u015ftirilir<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/standardizasyon-vs-normalizasyon\/\" target=\"_blank\" rel=\"noopener\">Standardizasyon veya normalizasyon: fark nedir?<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Genellikle istatistik ve makine \u00f6\u011freniminde de\u011fi\u015fkenleri, de\u011fer aral\u0131\u011f\u0131 0 ile 1 aras\u0131nda olacak \u015fekilde normalle\u015ftiririz . De\u011fi\u015fkenleri normalle\u015ftirmenin en yayg\u0131n nedeni, bir t\u00fcr \u00e7ok de\u011fi\u015fkenli analiz yapmam\u0131z\u0131n (\u00f6rne\u011fin, birka\u00e7 yorday\u0131c\u0131 de\u011fi\u015fken ile bir yan\u0131t de\u011fi\u015fkeni aras\u0131ndaki ili\u015fkiyi anlamak istememiz) ve her de\u011fi\u015fkenin analize e\u015fit katk\u0131da bulunmas\u0131n\u0131 istememizdir. De\u011fi\u015fkenler farkl\u0131 \u00f6l\u00e7eklerde \u00f6l\u00e7\u00fcld\u00fc\u011f\u00fcnde \u00e7o\u011fu zaman analize e\u015fit [&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-2080","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 Veriler Nas\u0131l Normalle\u015ftirilir - Statorials<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitimde Python&#039;da verilerin nas\u0131l normalle\u015ftirilece\u011fi birka\u00e7 \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\/pythonda-verileri-normallestirme\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python&#039;da Veriler Nas\u0131l Normalle\u015ftirilir - Statorials\" \/>\n<meta property=\"og:description\" content=\"Bu e\u011fitimde Python&#039;da verilerin nas\u0131l normalle\u015ftirilece\u011fi birka\u00e7 \u00f6rnekle a\u00e7\u0131klanmaktad\u0131r.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/tr\/pythonda-verileri-normallestirme\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-23T19:27:32+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\/pythonda-verileri-normallestirme\/\",\"url\":\"https:\/\/statorials.org\/tr\/pythonda-verileri-normallestirme\/\",\"name\":\"Python&#39;da Veriler Nas\u0131l Normalle\u015ftirilir - Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/tr\/#website\"},\"datePublished\":\"2023-07-23T19:27:32+00:00\",\"dateModified\":\"2023-07-23T19:27:32+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48\"},\"description\":\"Bu e\u011fitimde Python&#39;da verilerin nas\u0131l normalle\u015ftirilece\u011fi birka\u00e7 \u00f6rnekle a\u00e7\u0131klanmaktad\u0131r.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/tr\/pythonda-verileri-normallestirme\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/tr\/pythonda-verileri-normallestirme\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/tr\/pythonda-verileri-normallestirme\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Ev\",\"item\":\"https:\/\/statorials.org\/tr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Python&#39;da veriler nas\u0131l normalle\u015ftirilir?\"}]},{\"@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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