{"id":1539,"date":"2023-07-25T23:30:04","date_gmt":"2023-07-25T23:30:04","guid":{"rendered":"https:\/\/statorials.org\/tr\/python-sinif-ici-korelasyon-katsayisi\/"},"modified":"2023-07-25T23:30:04","modified_gmt":"2023-07-25T23:30:04","slug":"python-sinif-ici-korelasyon-katsayisi","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/python-sinif-ici-korelasyon-katsayisi\/","title":{"rendered":"Python&#39;da s\u0131n\u0131f i\u0307\u00e7i korelasyon katsay\u0131s\u0131 nas\u0131l hesaplan\u0131r?"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u00d6\u011felerin veya konular\u0131n farkl\u0131 de\u011ferlendiriciler taraf\u0131ndan g\u00fcvenilir bir \u015fekilde derecelendirilip derecelendirilemeyece\u011fini belirlemek i\u00e7in <a href=\"https:\/\/statorials.org\/tr\/sinif-ici-korelasyon-katsayisi\/\" target=\"_blank\" rel=\"noopener\">s\u0131n\u0131f i\u00e7i korelasyon katsay\u0131s\u0131<\/a> (ICC) kullan\u0131l\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bir ICC&#8217;nin de\u011feri 0&#8217;dan 1&#8217;e kadar de\u011fi\u015febilir; 0, de\u011ferlendiriciler aras\u0131nda hi\u00e7bir <a href=\"https:\/\/statorials.org\/tr\/guvenilirlik-analizi\/\" target=\"_blank\" rel=\"noopener\">g\u00fcvenilirli\u011fin<\/a> olmad\u0131\u011f\u0131n\u0131, 1 ise m\u00fckemmel g\u00fcvenilirli\u011fi g\u00f6sterir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Python&#8217;da ICC&#8217;yi hesaplaman\u0131n en kolay yolu <a href=\"https:\/\/pingouin-stats.org\/index.html\" target=\"_blank\" rel=\"noopener\">penguin istatistik paketindeki<\/a> <a href=\"https:\/\/pingouin-stats.org\/generated\/pingouin.intraclass_corr.html\" target=\"_blank\" rel=\"noopener\">penguin.intraclass_corr()<\/a> i\u015flevini kullanmakt\u0131r ve bu i\u015flev a\u015fa\u011f\u0131daki s\u00f6zdizimini kullan\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>pengouin.intraclass_corr(veriler, hedefler, de\u011ferlendiriciler, notlar)<\/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 \u00e7er\u00e7evesinin ad\u0131<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>hedefler:<\/strong> \u201cHedefleri\u201d i\u00e7eren s\u00fctunun ad\u0131 (not edilenler)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>g\u00f6zden ge\u00e7irenler:<\/strong> G\u00f6zden ge\u00e7irenleri i\u00e7eren s\u00fctunun ad\u0131<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>notlar:<\/strong> Notlar\u0131 i\u00e7eren s\u00fctunun ad\u0131<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Bu e\u011fitimde bu \u00f6zelli\u011fin kullan\u0131m\u0131na ili\u015fkin pratik bir \u00f6rnek sunulmaktad\u0131r.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ad\u0131m 1: Penguin&#8217;i y\u00fckleyin<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u00d6ncelikle Penguin&#8217;i kurman\u0131z gerekiyor:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><span style=\"color: #000000;\"><b>pip <span style=\"color: #008000;\">install<\/span> penguin<\/b><\/span><\/span><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>2. Ad\u0131m: Verileri olu\u015fturun<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">D\u00f6rt farkl\u0131 yarg\u0131c\u0131n alt\u0131 farkl\u0131 \u00fcniversiteye giri\u015f s\u0131nav\u0131n\u0131n kalitesini de\u011ferlendirmesinin istendi\u011fini varsayal\u0131m. J\u00fcrinin puanlar\u0131n\u0131 tutmak i\u00e7in a\u015fa\u011f\u0131daki veri \u00e7er\u00e7evesini olu\u015fturabiliriz:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">import<\/span> pandas <span style=\"color: #008000;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#createDataFrame\n<\/span>df = pd. <span style=\"color: #3366ff;\">DataFrame<\/span> ({' <span style=\"color: #ff0000;\">exam<\/span> ': [1, 2, 3, 4, 5, 6, 1, 2, 3, 4, 5, 6,\n                            1, 2, 3, 4, 5, 6, 1, 2, 3, 4, 5, 6],\n                   ' <span style=\"color: #ff0000;\">judge<\/span> ': ['A', 'A', 'A', 'A', 'A', 'A',\n                             'B', 'B', 'B', 'B', 'B', 'B',\n                             'C', 'C', 'C', 'C', 'C', 'C',\n                             'D', 'D', 'D', 'D', 'D', 'D'],\n                   ' <span style=\"color: #ff0000;\">rating<\/span> ': [1, 1, 3, 6, 6, 7, 2, 3, 8, 4, 5, 5,\n                              0, 4, 1, 5, 5, 6, 1, 2, 3, 3, 6, 4]})\n\n<span style=\"color: #008080;\">#view first five rows of DataFrame\n<span style=\"color: #000000;\">df. <span style=\"color: #3366ff;\">head<\/span> ()\n\n\texam judge rating\n0 1 A 1\n1 2 A 1\n2 3 A 3\n3 4 To 6\n4 5 A 6\n<\/span><\/span><\/strong><\/span><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>Ad\u0131m 3: S\u0131n\u0131f i\u00e7i korelasyon katsay\u0131s\u0131n\u0131 hesaplay\u0131n<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Daha sonra s\u0131n\u0131f i\u00e7i korelasyon katsay\u0131s\u0131n\u0131 hesaplamak i\u00e7in a\u015fa\u011f\u0131daki kodu kullanaca\u011f\u0131z:<\/span><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> penguin <span style=\"color: #008000;\">as<\/span> pg\n\nicc = pg. <span style=\"color: #3366ff;\">intraclass_corr<\/span> (data=df, targets=' <span style=\"color: #ff0000;\">exam<\/span> ', raters=' <span style=\"color: #ff0000;\">judge<\/span> ', ratings=' <span style=\"color: #ff0000;\">rating<\/span> ')\n\nicc. <span style=\"color: #3366ff;\">set_index<\/span> (' <span style=\"color: #ff0000;\">Type<\/span> ')\n\n        Description ICC F df1 df2 pval CI95%\nKind\t\t\t\t\t\t\t\nICC1 Single raters absolute 0.505252 5.084916 5 18 0.004430 [0.11, 0.89]\nICC2 Single random raters 0.503054 4.909385 5 15 0.007352 [0.1, 0.89]\nICC3 Single fixed raters 0.494272 4.909385 5 15 0.007352 [0.09, 0.88]\nICC1k Average raters absolute 0.803340 5.084916 5 18 0.004430 [0.33, 0.97]\nICC2k Average random raters 0.801947 4.909385 5 15 0.007352 [0.31, 0.97]\nICC3k Average fixed raters 0.796309 4.909385 5 15 0.007352 [0.27, 0.97]\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Bu i\u015flev a\u015fa\u011f\u0131daki sonu\u00e7lar\u0131 d\u00f6nd\u00fcr\u00fcr:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>A\u00e7\u0131klama:<\/strong> Hesaplanan ICC t\u00fcr\u00fc<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>ICC:<\/strong> S\u0131n\u0131f i\u00e7i korelasyon katsay\u0131s\u0131 (ICC)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>F:<\/strong> ICC&#8217;nin F de\u011feri<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>df1, df2:<\/strong> F de\u011feriyle ili\u015fkili serbestlik derecesi<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>pval:<\/strong> F de\u011feriyle ili\u015fkili p de\u011feri<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>CI95%:<\/strong> ICC i\u00e7in %95 g\u00fcven aral\u0131\u011f\u0131<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Burada hesaplanan alt\u0131 farkl\u0131 ICC&#8217;nin bulundu\u011funu unutmay\u0131n. Asl\u0131nda, a\u015fa\u011f\u0131daki varsay\u0131mlara dayanarak ICC&#8217;yi hesaplaman\u0131n birka\u00e7 yolu vard\u0131r:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>Model:<\/strong> tek y\u00f6nl\u00fc rastgele etkiler, iki y\u00f6nl\u00fc rastgele etkiler veya iki y\u00f6nl\u00fc kar\u0131\u015f\u0131k etkiler<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>\u0130li\u015fki t\u00fcr\u00fc:<\/strong> tutarl\u0131l\u0131k veya mutlak anla\u015fma<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>Birim:<\/strong> tek de\u011ferlendirici veya de\u011ferlendiricilerin ortalamas\u0131<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Bu varsay\u0131mlar\u0131n ayr\u0131nt\u0131l\u0131 bir a\u00e7\u0131klamas\u0131 i\u00e7in l\u00fctfen <a href=\"https:\/\/statorials.org\/tr\/sinif-ici-korelasyon-katsayisi\/\" target=\"_blank\" rel=\"noopener\">bu makaleye<\/a> bak\u0131n.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u00d6\u011felerin veya konular\u0131n farkl\u0131 de\u011ferlendiriciler taraf\u0131ndan g\u00fcvenilir bir \u015fekilde derecelendirilip derecelendirilemeyece\u011fini belirlemek i\u00e7in s\u0131n\u0131f i\u00e7i korelasyon katsay\u0131s\u0131 (ICC) kullan\u0131l\u0131r. Bir ICC&#8217;nin de\u011feri 0&#8217;dan 1&#8217;e kadar de\u011fi\u015febilir; 0, de\u011ferlendiriciler aras\u0131nda hi\u00e7bir g\u00fcvenilirli\u011fin olmad\u0131\u011f\u0131n\u0131, 1 ise m\u00fckemmel g\u00fcvenilirli\u011fi g\u00f6sterir. Python&#8217;da ICC&#8217;yi hesaplaman\u0131n en kolay yolu penguin istatistik paketindeki penguin.intraclass_corr() i\u015flevini kullanmakt\u0131r ve bu i\u015flev a\u015fa\u011f\u0131daki s\u00f6zdizimini kullan\u0131r: [&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-1539","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 S\u0131n\u0131f \u0130\u00e7i Korelasyon Katsay\u0131s\u0131 Nas\u0131l Hesaplan\u0131r?<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitimde Python&#039;da s\u0131n\u0131f i\u00e7i korelasyon katsay\u0131s\u0131n\u0131n nas\u0131l hesaplanaca\u011f\u0131 ad\u0131m ad\u0131m bir \u00f6rnekle 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