{"id":910,"date":"2023-07-28T08:34:13","date_gmt":"2023-07-28T08:34:13","guid":{"rendered":"https:\/\/statorials.org\/tr\/piton-hata-cubuklari\/"},"modified":"2023-07-28T08:34:13","modified_gmt":"2023-07-28T08:34:13","slug":"piton-hata-cubuklari","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/piton-hata-cubuklari\/","title":{"rendered":"Python&#39;da grafiklere hata \u00e7ubuklar\u0131 nas\u0131l eklenir?"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u00c7o\u011fu zaman, \u00f6l\u00e7\u00fcmler veya hesaplanan de\u011ferler etraf\u0131ndaki belirsizli\u011fi yakalamak i\u00e7in Python&#8217;daki grafiklere <strong>hata \u00e7ubuklar\u0131<\/strong> eklemek isteyebilirsiniz. Neyse ki matplotlib k\u00fct\u00fcphanesini kullanarak bunu yapmak kolayd\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu e\u011fitimde Python&#8217;da \u00e7ubuk grafiklere ve \u00e7izgi grafiklere hata \u00e7ubuklar\u0131n\u0131n nas\u0131l eklenece\u011fi a\u00e7\u0131klanmaktad\u0131r.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u00c7ubuk grafiklerdeki hata \u00e7ubuklar\u0131<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Python&#8217;da a\u015fa\u011f\u0131daki 10 de\u011ferden olu\u015fan veri setine sahip oldu\u011fumuzu varsayal\u0131m:<\/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> matplotlib.pyplot <span style=\"color: #107d3f;\">as<\/span> plt\n\n<span style=\"color: #008080;\">#define dataset<\/span>\ndata = [4, 6, 6, 8, 9, 14, 16, 16, 17, 20]<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Bu veri seti i\u00e7in hata \u00e7ubuklar\u0131 i\u00e7eren bir \u00e7ubuk grafik olu\u015fturmak amac\u0131yla, hata \u00e7ubuklar\u0131n\u0131n geni\u015fli\u011fini <strong>standart hata<\/strong> olarak ayarlayabiliriz; bu, \u015fu \u015fekilde hesaplan\u0131r:<\/span><strong><br \/><\/strong><\/p>\n<p> <span style=\"color: #000000;\"><strong>Standart hata = s \/ \u221an<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Alt\u0131n:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>s:<\/strong> numune standart sapmas\u0131<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>n:<\/strong> \u00f6rneklem b\u00fcy\u00fckl\u00fc\u011f\u00fc<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki kod, bu \u00f6rnek i\u00e7in standart hatan\u0131n nas\u0131l hesaplanaca\u011f\u0131n\u0131 g\u00f6sterir:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate standard error<\/span>\nstd_error = np.std(data, ddof=1) \/ np.sqrt(len(data))\n\n<span style=\"color: #008080;\">#view standard error<\/span>\nstd_error\n\n1.78\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Son olarak standart hataya e\u015fit geni\u015fli\u011fe sahip hata \u00e7ubuklar\u0131n\u0131 kullanarak \u00e7ubuk grafi\u011fi olu\u015fturabiliriz:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define chart<\/span> \nfig, ax = plt.subplots()\n\n<span style=\"color: #008080;\">#create chart<\/span>\nax.bar(x=np.arange(len(data)), <span style=\"color: #008080;\">#x-coordinates of bars<\/span>\n       height=data, <span style=\"color: #008080;\">#height of bars<\/span>\n       yerr=std_error, <span style=\"color: #008080;\">#error bar width<\/span>\n       capsize=4) <span style=\"color: #008080;\">#length of error bar caps<\/span><\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9718 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/erreur_bar_python1.png\" alt=\"Python'da hata \u00e7ubuklar\u0131 i\u00e7eren \u00e7ubuk grafik\" width=\"438\" height=\"297\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Standart hatan\u0131n <strong>1,78<\/strong> oldu\u011fu ortaya \u00e7\u0131kt\u0131. Bu, grafikteki nokta tahminlerinden her iki y\u00f6nde uzanan hata \u00e7ubu\u011funun geni\u015fli\u011fidir. \u00d6rne\u011fin, grafikteki ilk \u00e7ubu\u011fun de\u011feri 4&#8217;t\u00fcr, dolay\u0131s\u0131yla a\u015fa\u011f\u0131dakilere kadar uzanan bir hata \u00e7ubu\u011funa sahiptir:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Alt u\u00e7: 4 \u2013 178 = <strong>2,22<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">\u00dcst u\u00e7: 4 + 1,78 = <strong>5,78<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Grafikteki her hata \u00e7ubu\u011fu ayn\u0131 geni\u015fliktedir.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u00c7izgi grafiklerdeki hata \u00e7ubuklar\u0131<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki kod, ayn\u0131 veri k\u00fcmesi i\u00e7in hata \u00e7ubuklar\u0131 i\u00e7eren bir \u00e7izgi 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: #107d3f;\">import<\/span> numpy <span style=\"color: #107d3f;\">as<\/span> np\n<span style=\"color: #107d3f;\">import<\/span> matplotlib.pyplot <span style=\"color: #107d3f;\">as<\/span> plt\n\n<span style=\"color: #008080;\">#define data<\/span>\ndata = [4, 6, 6, 8, 9, 14, 16, 16, 17, 20]\n\n<span style=\"color: #008080;\">#define x and y coordinates\n<\/span>x = np.arange(len(data))\ny = data\n\n<span style=\"color: #008080;\">#create line chart with error bars\n<\/span>fig, ax = plt.subplots()\n\nax.errorbar(x, y,\n            yerr=std_error,\n            capsize=4)<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9720 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/erreur_bar_python2.png\" alt=\"Python'da Hata \u00c7ubuklu \u00c7izgi Grafi\u011fi\" width=\"397\" height=\"266\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\"><strong>Yerr<\/strong> arg\u00fcman\u0131n\u0131n Python&#8217;a dikey hata \u00e7ubuklar\u0131 olu\u015fturmas\u0131n\u0131 s\u00f6yledi\u011fini unutmay\u0131n. Bunun yerine <strong>xerr<\/strong> arg\u00fcman\u0131n\u0131 kullanarak yatay dikey \u00e7ubuklar kullanabiliriz:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create line chart with horizontal error bars\n<\/span>fig, ax = plt.subplots()\n\nax.errorbar(x, y,\n            <span style=\"color: #3366ff;\">xerr<\/span> =std_error,\n            capsize=4)<\/strong> <\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9721 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/erreur_bar_python3.png\" alt=\"Python grafi\u011findeki hata \u00e7ubuklar\u0131\" width=\"418\" height=\"289\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\"><em>Daha fazla Python e\u011fitimini burada bulabilirsiniz.<\/em><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u00c7o\u011fu zaman, \u00f6l\u00e7\u00fcmler veya hesaplanan de\u011ferler etraf\u0131ndaki belirsizli\u011fi yakalamak i\u00e7in Python&#8217;daki grafiklere hata \u00e7ubuklar\u0131 eklemek isteyebilirsiniz. Neyse ki matplotlib k\u00fct\u00fcphanesini kullanarak bunu yapmak kolayd\u0131r. Bu e\u011fitimde Python&#8217;da \u00e7ubuk grafiklere ve \u00e7izgi grafiklere hata \u00e7ubuklar\u0131n\u0131n nas\u0131l eklenece\u011fi a\u00e7\u0131klanmaktad\u0131r. \u00c7ubuk grafiklerdeki hata \u00e7ubuklar\u0131 Python&#8217;da a\u015fa\u011f\u0131daki 10 de\u011ferden olu\u015fan veri setine sahip oldu\u011fumuzu varsayal\u0131m: import numpy as np [&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-910","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 Grafiklere Hata \u00c7ubuklar\u0131 Nas\u0131l Eklenir - Statorials<\/title>\n<meta name=\"description\" content=\"Python&#039;da grafiklere hata \u00e7ubuklar\u0131n\u0131n nas\u0131l eklenece\u011fine 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\/piton-hata-cubuklari\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python&#039;da Grafiklere Hata \u00c7ubuklar\u0131 Nas\u0131l Eklenir - 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