{"id":871,"date":"2023-07-28T11:48:31","date_gmt":"2023-07-28T11:48:31","guid":{"rendered":"https:\/\/statorials.org\/tr\/python-artik-grafigi\/"},"modified":"2023-07-28T11:48:31","modified_gmt":"2023-07-28T11:48:31","slug":"python-artik-grafigi","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/python-artik-grafigi\/","title":{"rendered":"Python&#39;da art\u0131k arsa nas\u0131l olu\u015fturulur"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>Art\u0131k grafi\u011fi,<\/strong> bir <a href=\"https:\/\/statorials.org\/tr\/dogrusal-regresyon-pitonu\/\" target=\"_blank\" rel=\"noopener\">regresyon modelinin<\/a> art\u0131klar\u0131na kar\u015f\u0131 uygun de\u011ferleri g\u00f6r\u00fcnt\u00fcleyen bir grafik t\u00fcr\u00fcd\u00fcr.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu t\u00fcr \u00e7izim genellikle do\u011frusal bir regresyon modelinin belirli bir veri seti i\u00e7in uygun olup olmad\u0131\u011f\u0131n\u0131 de\u011ferlendirmek ve <a href=\"https:\/\/statorials.org\/tr\/degisen-varyans-regresyonu\/\" target=\"_blank\" rel=\"noopener\">heteroskedastisite<\/a> i\u00e7in art\u0131klar\u0131 kontrol etmek i\u00e7in kullan\u0131l\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu e\u011fitimde Python&#8217;da do\u011frusal bir regresyon modeli i\u00e7in art\u0131k grafi\u011fin nas\u0131l olu\u015fturulaca\u011f\u0131 a\u00e7\u0131klanmaktad\u0131r.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u00d6rnek: Python&#8217;da art\u0131k grafi\u011fi<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Bu \u00f6rnek i\u00e7in 10 basketbolcunun \u00f6zelliklerini a\u00e7\u0131klayan bir veri seti kullanaca\u011f\u0131z:<\/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> pandas <span style=\"color: #107d3f;\">as<\/span> pd\n\n<span style=\"color: #008080;\">#create dataset<\/span>\ndf = pd.DataFrame({'rating': [90, 85, 82, 88, 94, 90, 76, 75, 87, 86],\n                   'points': [25, 20, 14, 16, 27, 20, 12, 15, 14, 19],\n                   'assists': [5, 7, 7, 8, 5, 7, 6, 9, 9, 5],\n                   'rebounds': [11, 8, 10, 6, 6, 9, 6, 10, 10, 7]})\n\n<span style=\"color: #008080;\">#view dataset\n<\/span>df\n\n\trating points assists rebounds\n0 90 25 5 11\n1 85 20 7 8\n2 82 14 7 10\n3 88 16 8 6\n4 94 27 5 6\n5 90 20 7 9\n6 76 12 6 6\n7 75 15 9 10\n8 87 14 9 10\n9 86 19 5 7<\/strong><\/pre>\n<h3> <strong><span style=\"color: #000000;\">Basit do\u011frusal regresyon i\u00e7in art\u0131k grafi\u011fi<\/span><\/strong><\/h3>\n<p> <span style=\"color: #000000;\">Tahmin edici de\u011fi\u015fken olarak <em>noktalar\u0131<\/em> ve yan\u0131t de\u011fi\u015fkeni olarak <em>notu<\/em> kullanan basit bir do\u011frusal regresyon modeline uydu\u011fumuzu varsayal\u0131m:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#import necessary libraries<\/span>\n<span style=\"color: #107d3f;\">import<\/span> matplotlib.pyplot <span style=\"color: #107d3f;\">as<\/span> plt\n<span style=\"color: #107d3f;\">import<\/span> statsmodels.api <span style=\"color: #107d3f;\">as<\/span> sm\n<span style=\"color: #107d3f;\">from<\/span> statsmodels.formula.api <span style=\"color: #107d3f;\">import<\/span> ols\n\n<span style=\"color: #008080;\">#fit simple linear regression model\n<\/span>model = ols('rating ~ points', data=df). <span style=\"color: #3366ff;\">fit<\/span> ()\n\n<span style=\"color: #008080;\">#view model summary\n<\/span>print(model.summary())\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">statsmodels k\u00fct\u00fcphanesindekiplot_regress_exog <a href=\"https:\/\/www.statsmodels.org\/stable\/generated\/statsmodels.graphics.regressionplots.plot_regress_exog.html\" target=\"_blank\" rel=\"noopener\">() fonksiyonunu<\/a> kullanarak art\u0131k veya yerle\u015ftirilmi\u015f bir grafik olu\u015fturabiliriz:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define figure size\n<\/span>fig = plt.figure(figsize=(12,8))\n\n<span style=\"color: #008080;\">#produce regression plots<\/span>\nfig = sm.graphics.plot_regress_exog(model, ' <span style=\"color: #008000;\">points<\/span> ', fig=fig)\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9430 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/residplotpython1.png\" alt=\"Python'da kalan arsa\" width=\"624\" height=\"415\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">D\u00f6rt parsel \u00fcretilir. Sa\u011f \u00fcst k\u00f6\u015fedeki, d\u00fczeltilmi\u015f arsaya kar\u015f\u0131 kalan arsad\u0131r. Bu grafikteki x ekseni, tahmin de\u011fi\u015fkeni <em>noktalar\u0131n\u0131n<\/em> ger\u00e7ek de\u011ferlerini, y ekseni ise bu de\u011fere ili\u015fkin art\u0131k de\u011feri g\u00f6sterir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Art\u0131klar\u0131n s\u0131f\u0131r etraf\u0131nda rastgele da\u011f\u0131lm\u0131\u015f gibi g\u00f6r\u00fcnmesi, de\u011fi\u015fen varyans\u0131n yorday\u0131c\u0131 de\u011fi\u015fkenle ilgili bir sorun olmad\u0131\u011f\u0131n\u0131 g\u00f6sterir.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u00c7oklu do\u011frusal regresyon i\u00e7in art\u0131k grafikler<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Bunun yerine, tahmin de\u011fi\u015fkeni olarak <em>asist<\/em> ve <em>ribaundlar\u0131<\/em> , tepki de\u011fi\u015fkeni olarak da <em>reytingi<\/em> kullanan \u00e7oklu do\u011frusal regresyon modelini uygulad\u0131\u011f\u0131m\u0131z\u0131 varsayal\u0131m:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#fit multiple linear regression model\n<\/span>model = ols('rating ~ assists + rebounds', data=df). <span style=\"color: #3366ff;\">fit<\/span> ()\n\n<span style=\"color: #008080;\">#view model summary\n<\/span>print(model.summary())\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Bir kez daha, statsmodels k\u00fct\u00fcphanesindekiplot_regress_exog <a href=\"https:\/\/www.statsmodels.org\/stable\/generated\/statsmodels.graphics.regressionplots.plot_regress_exog.html\" target=\"_blank\" rel=\"noopener\">() fonksiyonunu<\/a> kullanarak her bir tahminci i\u00e7in art\u0131k ve tahmin grafi\u011fi olu\u015fturabiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin, tahmin de\u011fi\u015fkeni <em>asistleri<\/em> i\u00e7in art\u0131k\/tahmin grafi\u011fi \u015fu \u015fekilde g\u00f6r\u00fcn\u00fcr:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create residual vs. predictor plot for 'assists'\n<\/span>fig = plt.figure(figsize=(12,8))\nfig = sm.graphics.plot_regress_exog(model, ' <span style=\"color: #008000;\">assists<\/span> ', fig=fig)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9431 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/residplotpython2.png\" alt=\"Art\u0131k veya d\u00fczeltilmi\u015f arazi\" width=\"625\" height=\"409\" srcset=\"\" sizes=\"auto, \"><\/span><\/p>\n<p> <span style=\"color: #000000;\">Tahmin edici de\u011fi\u015fken <em>s\u0131\u00e7ramalar\u0131<\/em> i\u00e7in art\u0131k\/tahmin grafi\u011fi \u015fu \u015fekilde g\u00f6r\u00fcn\u00fcr:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create residual vs. predictor plot for 'assists'\n<\/span>fig = plt.figure(figsize=(12,8))\nfig = sm.graphics.plot_regress_exog(model, ' <span style=\"color: #008000;\">rebounds<\/span> ', fig=fig)\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-9432 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/residplotpython3.png\" alt=\"Python'da kalan veya d\u00fczeltilmi\u015f \u00e7izim\" width=\"624\" height=\"408\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Her iki grafikte de art\u0131klar s\u0131f\u0131r etraf\u0131nda rastgele da\u011f\u0131lm\u0131\u015f gibi g\u00f6r\u00fcn\u00fcyor, bu da heteroskedastisitenin modeldeki yorday\u0131c\u0131 de\u011fi\u015fkenlerin hi\u00e7birinde bir sorun olmad\u0131\u011f\u0131n\u0131 g\u00f6steriyor.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Art\u0131k grafi\u011fi, bir regresyon modelinin art\u0131klar\u0131na kar\u015f\u0131 uygun de\u011ferleri g\u00f6r\u00fcnt\u00fcleyen bir grafik t\u00fcr\u00fcd\u00fcr. Bu t\u00fcr \u00e7izim genellikle do\u011frusal bir regresyon modelinin belirli bir veri seti i\u00e7in uygun olup olmad\u0131\u011f\u0131n\u0131 de\u011ferlendirmek ve heteroskedastisite i\u00e7in art\u0131klar\u0131 kontrol etmek i\u00e7in kullan\u0131l\u0131r. Bu e\u011fitimde Python&#8217;da do\u011frusal bir regresyon modeli i\u00e7in art\u0131k grafi\u011fin nas\u0131l olu\u015fturulaca\u011f\u0131 a\u00e7\u0131klanmaktad\u0131r. \u00d6rnek: Python&#8217;da art\u0131k grafi\u011fi [&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-871","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 Art\u0131k Arsa Nas\u0131l Olu\u015fturulur - Statorials<\/title>\n<meta name=\"description\" content=\"Python&#039;da art\u0131k grafi\u011fin nas\u0131l olu\u015fturulaca\u011f\u0131na 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\/python-artik-grafigi\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python&#039;da Art\u0131k Arsa Nas\u0131l Olu\u015fturulur - Statorials\" \/>\n<meta property=\"og:description\" content=\"Python&#039;da art\u0131k grafi\u011fin nas\u0131l olu\u015fturulaca\u011f\u0131na dair basit bir a\u00e7\u0131klama.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/tr\/python-artik-grafigi\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-28T11:48:31+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/residplotpython1.png\" \/>\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\/python-artik-grafigi\/\",\"url\":\"https:\/\/statorials.org\/tr\/python-artik-grafigi\/\",\"name\":\"Python&#39;da Art\u0131k Arsa Nas\u0131l Olu\u015fturulur - Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/tr\/#website\"},\"datePublished\":\"2023-07-28T11:48:31+00:00\",\"dateModified\":\"2023-07-28T11:48:31+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48\"},\"description\":\"Python&#39;da art\u0131k grafi\u011fin nas\u0131l olu\u015fturulaca\u011f\u0131na dair basit bir a\u00e7\u0131klama.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/tr\/python-artik-grafigi\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/tr\/python-artik-grafigi\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/tr\/python-artik-grafigi\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Ev\",\"item\":\"https:\/\/statorials.org\/tr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Python&#39;da art\u0131k arsa nas\u0131l olu\u015fturulur\"}]},{\"@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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