{"id":1698,"date":"2023-07-25T08:21:21","date_gmt":"2023-07-25T08:21:21","guid":{"rendered":"https:\/\/statorials.org\/tr\/pythonda-ciftlerin-izi\/"},"modified":"2023-07-25T08:21:21","modified_gmt":"2023-07-25T08:21:21","slug":"pythonda-ciftlerin-izi","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/pythonda-ciftlerin-izi\/","title":{"rendered":"Python&#39;da \u00e7iftler grafi\u011fi nas\u0131l olu\u015fturulur"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u00c7ift grafi\u011fi,<\/strong> bir veri k\u00fcmesindeki farkl\u0131 de\u011fi\u015fkenler aras\u0131ndaki ikili ili\u015fkiyi anlaman\u0131za olanak tan\u0131yan bir da\u011f\u0131l\u0131m grafi\u011fi matrisidir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Python&#8217;da \u00e7ift \u00e7izimi olu\u015fturman\u0131n en kolay yolu<a href=\"https:\/\/seaborn.pydata.org\/generated\/seaborn.pairplot.html\" target=\"_blank\" rel=\"noopener\">seaborn.pairplot(df)<\/a> i\u015flevini kullanmakt\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki \u00f6rnekler bu fonksiyonun pratikte nas\u0131l kullan\u0131laca\u011f\u0131n\u0131 g\u00f6stermektedir.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u00d6rnek 1: T\u00fcm de\u011fi\u015fkenler i\u00e7in \u00e7ift grafi\u011fi<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki kod, <strong>iris<\/strong> ad\u0131 verilen seaborn veri k\u00fcmesindeki her say\u0131sal de\u011fi\u015fken i\u00e7in ikili grafi\u011fin nas\u0131l olu\u015fturulaca\u011f\u0131n\u0131 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<span style=\"color: #008000;\">import<\/span> matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt\n<span style=\"color: #008000;\">import<\/span> seaborn <span style=\"color: #008000;\">as<\/span> sns\n\n<span style=\"color: #008080;\">#define dataset\n<\/span>iris = sns. <span style=\"color: #3366ff;\">load_dataset<\/span> (\u201c <span style=\"color: #ff0000;\">iris<\/span> \u201d)\n\n<span style=\"color: #008080;\">#create pairs plot for all numeric variables\n<\/span>sns. <span style=\"color: #3366ff;\">pairplot<\/span> (iris)\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-16739 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/pairespython1-1.png\" alt=\"Python'da \u00e7iftleri \u00e7izmek\" width=\"618\" height=\"604\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Matrisin yorumlanma \u015fekli \u015fu \u015fekildedir:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Her de\u011fi\u015fkenin da\u011f\u0131l\u0131m\u0131 \u00e7apraz kutular boyunca bir histogram olarak sunulur.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Di\u011fer t\u00fcm kutular, de\u011fi\u015fkenlerin ikili kombinasyonlar\u0131n\u0131n her biri aras\u0131ndaki ili\u015fkinin da\u011f\u0131l\u0131m grafi\u011fini g\u00f6r\u00fcnt\u00fcler. \u00d6rne\u011fin, matrisin sol alt k\u00f6\u015fesindeki kutu, <strong>petal_width<\/strong> ve <strong>sepal_length<\/strong> de\u011ferlerinin da\u011f\u0131l\u0131m grafi\u011fini g\u00f6sterir.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Bu tek grafik bize veri setimizdeki her bir de\u011fi\u015fken \u00e7ifti aras\u0131ndaki ili\u015fki hakk\u0131nda fikir verir.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u00d6rnek 2: Belirli de\u011fi\u015fkenler i\u00e7in \u00e7iftlerin grafi\u011finin \u00e7\u0131kar\u0131lmas\u0131<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Ayr\u0131ca \u00e7ift grafi\u011fine dahil edilecek yaln\u0131zca belirli de\u011fi\u015fkenleri de belirtebiliriz:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>sns. <span style=\"color: #3366ff;\">pairplot<\/span> (iris[[' <span style=\"color: #ff0000;\">sepal_length<\/span> ', ' <span style=\"color: #ff0000;\">sepal_width<\/span> ']])\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-16740 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/pairespython2.png\" alt=\"\" width=\"328\" height=\"335\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u00d6rnek 3: \u00c7iftleri kategoriye g\u00f6re renkle \u00e7izme<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\"><strong>Hue<\/strong> arg\u00fcman\u0131n\u0131 kullanarak, kategorik bir de\u011fi\u015fkene dayal\u0131 olarak her grafikteki her noktay\u0131 renklendiren bir \u00e7ift \u00e7izim de olu\u015fturabiliriz:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>sns. <span style=\"color: #3366ff;\">pairplot<\/span> (iris, hue=' <span style=\"color: #ff0000;\">species<\/span> ')<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-16741\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/pairespython3.png\" alt=\"Python'da \u00e7iftleri kategoriye g\u00f6re renklendirmeyle \u00e7izme\" width=\"655\" height=\"564\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\"><strong>Hue<\/strong> arg\u00fcman\u0131n\u0131 kullanarak verileri daha iyi anlayabiliriz.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ek kaynaklar<\/strong><\/span><\/h3>\n<p> <a href=\"https:\/\/statorials.org\/tr\/deniz-barplotu\/\" target=\"_blank\" rel=\"noopener\">Seaborn ile bar alanlar\u0131 nas\u0131l olu\u015fturulur?<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/deniz-termal-haritasi\/\" target=\"_blank\" rel=\"noopener\">Seaborn ile Is\u0131 Haritalar\u0131 Nas\u0131l Olu\u015fturulur<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/denizcilik-unvani\/\" target=\"_blank\" rel=\"noopener\">Seaborn Arsalar\u0131na Ba\u015fl\u0131k Nas\u0131l Eklenir?<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u00c7ift grafi\u011fi, bir veri k\u00fcmesindeki farkl\u0131 de\u011fi\u015fkenler aras\u0131ndaki ikili ili\u015fkiyi anlaman\u0131za olanak tan\u0131yan bir da\u011f\u0131l\u0131m grafi\u011fi matrisidir. Python&#8217;da \u00e7ift \u00e7izimi olu\u015fturman\u0131n en kolay yoluseaborn.pairplot(df) i\u015flevini kullanmakt\u0131r. A\u015fa\u011f\u0131daki \u00f6rnekler bu fonksiyonun pratikte nas\u0131l kullan\u0131laca\u011f\u0131n\u0131 g\u00f6stermektedir. \u00d6rnek 1: T\u00fcm de\u011fi\u015fkenler i\u00e7in \u00e7ift grafi\u011fi A\u015fa\u011f\u0131daki kod, iris ad\u0131 verilen seaborn veri k\u00fcmesindeki her say\u0131sal de\u011fi\u015fken i\u00e7in ikili grafi\u011fin [&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-1698","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 \u00c7iftler Grafi\u011fi Nas\u0131l Olu\u015fturulur<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitimde, ad\u0131m ad\u0131m bir \u00f6rnek de dahil olmak 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