{"id":1322,"date":"2023-07-26T21:20:58","date_gmt":"2023-07-26T21:20:58","guid":{"rendered":"https:\/\/statorials.org\/tr\/pythonda-varyasyon-katsayisi\/"},"modified":"2023-07-26T21:20:58","modified_gmt":"2023-07-26T21:20:58","slug":"pythonda-varyasyon-katsayisi","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/pythonda-varyasyon-katsayisi\/","title":{"rendered":"Python&#39;da varyasyon katsay\u0131s\u0131 nas\u0131l hesaplan\u0131r?"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Genellikle <em>CV<\/em> olarak k\u0131salt\u0131lan bir <strong>varyasyon katsay\u0131s\u0131<\/strong> , bir veri k\u00fcmesindeki de\u011ferlerin ortalamaya g\u00f6re yay\u0131lmas\u0131n\u0131 \u00f6l\u00e7menin bir yoludur. A\u015fa\u011f\u0131daki \u015fekilde hesaplan\u0131r:<\/span><\/p>\n<p> <strong><span style=\"color: #000000;\">CV = \u03c3 \/ \u03bc<\/span><\/strong><\/p>\n<p> <span style=\"color: #000000;\">Alt\u0131n:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u03c3:<\/strong> veri k\u00fcmesinin standart sapmas\u0131<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u03bc:<\/strong> veri setinin ortalamas\u0131<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Basit\u00e7e s\u00f6ylemek gerekirse, varyasyon katsay\u0131s\u0131 standart sapman\u0131n ortalamaya oran\u0131d\u0131r.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>De\u011fi\u015fim katsay\u0131s\u0131 ne zaman kullan\u0131l\u0131r?<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">De\u011fi\u015fim katsay\u0131s\u0131 genellikle iki farkl\u0131 veri k\u00fcmesi aras\u0131ndaki de\u011fi\u015fimi kar\u015f\u0131la\u015ft\u0131rmak i\u00e7in kullan\u0131l\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ger\u00e7ek d\u00fcnyada, finansta bir yat\u0131r\u0131m\u0131n ortalama beklenen getirisini, yat\u0131r\u0131m\u0131n beklenen standart sapmas\u0131 ile kar\u015f\u0131la\u015ft\u0131rmak i\u00e7in s\u0131kl\u0131kla kullan\u0131l\u0131r. Bu, yat\u0131r\u0131mc\u0131lar\u0131n yat\u0131r\u0131mlar aras\u0131ndaki risk-getiri dengesini kar\u015f\u0131la\u015ft\u0131rmas\u0131na olanak tan\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin, bir yat\u0131r\u0131mc\u0131n\u0131n a\u015fa\u011f\u0131daki iki yat\u0131r\u0131m fonuna yat\u0131r\u0131m yapmay\u0131 d\u00fc\u015f\u00fcnd\u00fc\u011f\u00fcn\u00fc varsayal\u0131m:<\/span><\/p>\n<p> <span style=\"color: #000000;\">Yat\u0131r\u0131m Fonu A: ortalama = %9, standart sapma = %12,4<\/span><\/p>\n<p> <span style=\"color: #000000;\">UCITS B: ortalama = %5, standart sapma = %8,2<\/span><\/p>\n<p> <span style=\"color: #000000;\">Yat\u0131r\u0131mc\u0131, her fonun de\u011fi\u015fim katsay\u0131s\u0131n\u0131 hesaplayarak \u015funlar\u0131 not eder:<\/span><\/p>\n<p> <span style=\"color: #000000;\">Yat\u0131r\u0131m fonu A i\u00e7in CV = %12,4 \/%9 = <strong>1,38<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Yat\u0131r\u0131m fonu B i\u00e7in CV = %8,2 \/ %5 = <strong>1,64<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">A Yat\u0131r\u0131m Fonu&#8217;nun de\u011fi\u015fim katsay\u0131s\u0131 daha d\u00fc\u015f\u00fck oldu\u011fundan standart sapmaya g\u00f6re daha iyi bir ortalama getiri sa\u011flamaktad\u0131r.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Python&#8217;da Varyasyon Katsay\u0131s\u0131 Nas\u0131l Hesaplan\u0131r?<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Python&#8217;da bir veri k\u00fcmesinin de\u011fi\u015fim katsay\u0131s\u0131n\u0131 hesaplamak i\u00e7in a\u015fa\u011f\u0131daki s\u00f6zdizimini kullanabilirsiniz:<\/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\ncv = <span style=\"color: #008000;\">lambda<\/span> x: np. <span style=\"color: #3366ff;\">std<\/span> (x, ddof= <span style=\"color: #008000;\">1<\/span> ) \/ np. <span style=\"color: #3366ff;\">mean<\/span> (x) * <span style=\"color: #008000;\">100\n<\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki \u00f6rnekler bu s\u00f6zdiziminin pratikte nas\u0131l kullan\u0131laca\u011f\u0131n\u0131 g\u00f6stermektedir.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u00d6rnek 1: Tek bir a\u011f i\u00e7in de\u011fi\u015fim katsay\u0131s\u0131<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki kod tek bir tablo i\u00e7in CV&#8217;nin nas\u0131l hesaplanaca\u011f\u0131n\u0131 g\u00f6sterir:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create vector of data\n<\/span>data = [88, 85, 82, 97, 67, 77, 74, 86, 81, 95, 77, 88, 85, 76, 81, 82]\n\n<span style=\"color: #008080;\">#define function to calculate cv<\/span>\ncv = <span style=\"color: #008000;\">lambda<\/span> x: np. <span style=\"color: #3366ff;\">std<\/span> (x, ddof= <span style=\"color: #008000;\">1<\/span> ) \/ np. <span style=\"color: #3366ff;\">mean<\/span> (x) * <span style=\"color: #008000;\">100 \n<\/span>\n<span style=\"color: #008080;\">#calculate CV\n<\/span>cv(data)\n\n9.234518\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">De\u011fi\u015fim katsay\u0131s\u0131 <strong>9,23<\/strong> olarak \u00e7\u0131k\u0131yor.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>\u00d6rnek 2: \u00c7e\u015fitli vekt\u00f6rler i\u00e7in varyasyon katsay\u0131s\u0131<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki kod, bir pandas DataFrame&#8217;de birden fazla s\u00fctunun CV&#8217;sinin nas\u0131l hesaplanaca\u011f\u0131n\u0131 g\u00f6sterir:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np<\/span>\n<span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#define function to calculate cv<\/span>\ncv = <span style=\"color: #008000;\">lambda<\/span> x: np. <span style=\"color: #3366ff;\">std<\/span> (x, ddof= <span style=\"color: #008000;\">1<\/span> ) \/ np. <span style=\"color: #3366ff;\">mean<\/span> (x) * <span style=\"color: #008000;\">100<\/span><\/span>\n\n#create pandas DataFrame\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({'a': [88, 85, 82, 97, 67, 77, 74, 86, 81, 95],\n                   'b': [77, 88, 85, 76, 81, 82, 88, 91, 92, 99],\n                   'c': [67, 68, 68, 74, 74, 76, 76, 77, 78, 84]})\n\n<span style=\"color: #008080;\">#calculate CV for each column in data frame\n<span style=\"color: #000000;\">df. <span style=\"color: #3366ff;\">apply<\/span> (cv)\n\na 11.012892\nb8.330843\nc7.154009\ndtype:float64<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">De\u011fi\u015fim katsay\u0131s\u0131 hesaplan\u0131rken eksik de\u011ferlerin g\u00f6z ard\u0131 edilece\u011fini unutmay\u0131n:<\/span><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np<\/span>\n<span style=\"color: #000000;\"><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n#define function to calculate cv\ncv = <span style=\"color: #008000;\">lambda<\/span> x: np. <span style=\"color: #3366ff;\">std<\/span> (x, ddof= <span style=\"color: #008000;\">1<\/span> ) \/ np. <span style=\"color: #3366ff;\">mean<\/span> (x) * <span style=\"color: #008000;\">100<\/span><\/span>\n\n#create pandas DataFrame\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({'a': [88, 85, 82, 97, 67, 77, 74, 86, 81, 95],\n                   'b': [77, 88, 85, 76, 81, 82, 88, 91, np. <span style=\"color: #3366ff;\">no<\/span> , 99],\n                   'c': [67, 68, 68, 74, 74, 76, 76, 77, 78, np. <span style=\"color: #3366ff;\">no<\/span> ]})\n\n<span style=\"color: #008080;\">#calculate CV for each column in data frame\n<span style=\"color: #000000;\">df. <span style=\"color: #3366ff;\">apply<\/span> (cv)\n\na 11.012892\nb 8.497612\nc5.860924\ndtype:float64<\/span><\/span><\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>Ek kaynaklar<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/tr\/rnin-degisim-katsayisi\/\" target=\"_blank\" rel=\"noopener\">R&#8217;nin varyasyon katsay\u0131s\u0131 nas\u0131l hesaplan\u0131r?<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/varyasyon-katsayisi-excel\/\" target=\"_blank\" rel=\"noopener\">Excel&#8217;de De\u011fi\u015fim Katsay\u0131s\u0131 Nas\u0131l Hesaplan\u0131r?<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/varyasyon-katsayisi-google-sayfalari\/\" target=\"_blank\" rel=\"noopener\">Google E-Tablolarda Varyasyon Katsay\u0131s\u0131 Nas\u0131l Hesaplan\u0131r?<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Genellikle CV olarak k\u0131salt\u0131lan bir varyasyon katsay\u0131s\u0131 , bir veri k\u00fcmesindeki de\u011ferlerin ortalamaya g\u00f6re yay\u0131lmas\u0131n\u0131 \u00f6l\u00e7menin bir yoludur. A\u015fa\u011f\u0131daki \u015fekilde hesaplan\u0131r: CV = \u03c3 \/ \u03bc Alt\u0131n: \u03c3: veri k\u00fcmesinin standart sapmas\u0131 \u03bc: veri setinin ortalamas\u0131 Basit\u00e7e s\u00f6ylemek gerekirse, varyasyon katsay\u0131s\u0131 standart sapman\u0131n ortalamaya oran\u0131d\u0131r. De\u011fi\u015fim katsay\u0131s\u0131 ne zaman kullan\u0131l\u0131r? De\u011fi\u015fim katsay\u0131s\u0131 genellikle iki farkl\u0131 [&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-1322","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 Varyasyon Katsay\u0131s\u0131 Nas\u0131l Hesaplan\u0131r - Statorials<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitimde Python&#039;da varyasyon katsay\u0131s\u0131n\u0131n nas\u0131l hesaplanaca\u011f\u0131 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-varyasyon-katsayisi\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python&#039;da Varyasyon Katsay\u0131s\u0131 Nas\u0131l Hesaplan\u0131r - Statorials\" \/>\n<meta property=\"og:description\" content=\"Bu e\u011fitimde Python&#039;da varyasyon katsay\u0131s\u0131n\u0131n nas\u0131l hesaplanaca\u011f\u0131 birka\u00e7 \u00f6rnekle a\u00e7\u0131klanmaktad\u0131r.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/tr\/pythonda-varyasyon-katsayisi\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-26T21:20:58+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-varyasyon-katsayisi\/\",\"url\":\"https:\/\/statorials.org\/tr\/pythonda-varyasyon-katsayisi\/\",\"name\":\"Python&#39;da Varyasyon Katsay\u0131s\u0131 Nas\u0131l Hesaplan\u0131r - Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/tr\/#website\"},\"datePublished\":\"2023-07-26T21:20:58+00:00\",\"dateModified\":\"2023-07-26T21:20:58+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48\"},\"description\":\"Bu e\u011fitimde Python&#39;da varyasyon katsay\u0131s\u0131n\u0131n nas\u0131l hesaplanaca\u011f\u0131 birka\u00e7 \u00f6rnekle a\u00e7\u0131klanmaktad\u0131r.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/tr\/pythonda-varyasyon-katsayisi\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/tr\/pythonda-varyasyon-katsayisi\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/tr\/pythonda-varyasyon-katsayisi\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Ev\",\"item\":\"https:\/\/statorials.org\/tr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Python&#39;da varyasyon katsay\u0131s\u0131 nas\u0131l hesaplan\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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