{"id":6120,"date":"2023-02-06T10:20:05","date_gmt":"2023-02-06T10:20:05","guid":{"rendered":"https:\/\/bentego.com\/python-ile-veri-setine-ilk-bakis\/"},"modified":"2025-10-20T16:09:23","modified_gmt":"2025-10-20T16:09:23","slug":"python-ile-veri-setine-ilk-bakis","status":"publish","type":"post","link":"https:\/\/bentego.com\/tr\/python-ile-veri-setine-ilk-bakis\/","title":{"rendered":"Python ile Veri Setine \u0130lk Bak\u0131\u015f"},"content":{"rendered":"<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<h4 style=\"text-align: left;\"><img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-4995 size-full\" src=\"https:\/\/bentego.com\/wp-content\/uploads\/2023\/02\/images.png\" alt=\"\" width=\"381\" height=\"132\" \/><\/h4>\n<h4 id=\"Python-ile-Veri-Setine-%C4%B0lk-Bak%C4%B1%C5%9F\" style=\"text-align: left;\">Python ile Veri Setine \u0130lk Bak\u0131\u015f<\/h4>\n<p>Python g\u00fcn\u00fcm\u00fczde kullan\u0131m\u0131 son derecede y\u00fcksek olan dillerden biridir. Yapay zekan\u0131n y\u00fckseli\u015fi ile birlikte python da paralel \u015fekilde y\u00fckseli\u015fe ge\u00e7mi\u015ftir. \u00d6zellikle veri analizi, veri bilimi ve makine \u00f6\u011frenmesi vb. gibi yapay zeka alanlar\u0131nda s\u0131k\u00e7a ad\u0131 ge\u00e7mektedir. Bu yaz\u0131mda da sizlere python ile veri setine ilk bak\u0131\u015f nas\u0131l yap\u0131l\u0131r ve nas\u0131l analiz edilir sorular\u0131n\u0131n cevaplar\u0131n\u0131 giri\u015f seviyesinde a\u00e7\u0131klamaya \u00e7al\u0131\u015faca\u011f\u0131m.<\/p>\n<p>Bu yaz\u0131da 4 ana madde yer alacakt\u0131r. Bunlar:<\/p>\n<ol>\n<li>Genel Resim<\/li>\n<li>Kategorik De\u011fi\u015fken Analizi (Analysis of Categorical Variables)<\/li>\n<li>Say\u0131sal De\u011fi\u015fken Analizi (Analysis of Numerical Variables)<\/li>\n<li>Hedef De\u011fi\u015fken Analizi (Analysis of Target Variable)<\/li>\n<\/ol>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-Collapser jp-InputCollapser jp-Cell-inputCollapser\"><\/div>\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-InputPrompt jp-InputArea-prompt\"><\/div>\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<p><strong>Not:<\/strong>\u00a0Yukar\u0131daki y\u00f6ntemlerin hepsinde titanic veri seti kullan\u0131lm\u0131\u015ft\u0131r.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>[\/fusion_content_box][fusion_content_box title=&#8221;&#8221; backgroundcolor=&#8221;&#8221; icon=&#8221;&#8221; iconflip=&#8221;&#8221; iconrotate=&#8221;&#8221; iconspin=&#8221;&#8221; iconcolor=&#8221;&#8221; circlecolor=&#8221;&#8221; circlebordersize=&#8221;&#8221; circlebordercolor=&#8221;&#8221; outercirclebordersize=&#8221;&#8221; outercirclebordercolor=&#8221;&#8221; image=&#8221;&#8221; image_id=&#8221;&#8221; image_max_width=&#8221;&#8221; link=&#8221;&#8221; linktext=&#8221;&#8221; link_target=&#8221;&#8221; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_speed=&#8221;0.3&#8243; animation_offset=&#8221;&#8221;]<\/p>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<h2 id=\"1.Genel-Resim\">1.Genel Resim<\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<p>Genel resim dedi\u011fimiz \u015fey asl\u0131nda veri setimizin nas\u0131l veriler i\u00e7erdi\u011fi, matris yap\u0131s\u0131n\u0131n nas\u0131l oldu\u011fu, i\u00e7erisinde null de\u011fer olup olmad\u0131\u011f\u0131n\u0131 anlamak \u00fczere pandas k\u00fct\u00fcphanesinde bulunan built-in fonksiyonlar\u0131n kullan\u0131ld\u0131\u011f\u0131 bir y\u00f6ntemdir.<\/p>\n<p>K\u00fct\u00fcphanelerimizi import etmekle i\u015fe ba\u015flayal\u0131m:<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>[\/fusion_content_box][fusion_syntax_highlighter theme=&#8221;&#8221; language=&#8221;json&#8221; line_numbers=&#8221;yes&#8221; line_wrapping=&#8221;&#8221; copy_to_clipboard=&#8221;&#8221; copy_to_clipboard_text=&#8221;&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; class=&#8221;&#8221; id=&#8221;&#8221; font_size=&#8221;&#8221; border_size=&#8221;&#8221; border_color=&#8221;&#8221; border_style=&#8221;&#8221; background_color=&#8221;&#8221; line_number_background_color=&#8221;&#8221; line_number_text_color=&#8221;&#8221; margin_top=&#8221;&#8221; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221;]aW1wb3J0IHBhbmRhcyBhcyBwZAppbXBvcnQgc2VhYm9ybiBhcyBzbnMKCiNzZWFib3JuIGvDvHTDvHBoYW5lc2luaSBrdWxsYW5hcmFrIHRpdGFuaWMgdmVyaSBzZXRpbmluIHnDvGtsZW5tZXNpCmRmID0gc25zLmxvYWRfZGF0YXNldCgidGl0YW5pYyIp[\/fusion_syntax_highlighter][fusion_content_box title=&#8221;&#8221; backgroundcolor=&#8221;&#8221; icon=&#8221;&#8221; iconflip=&#8221;&#8221; iconrotate=&#8221;&#8221; iconspin=&#8221;&#8221; iconcolor=&#8221;&#8221; circlecolor=&#8221;&#8221; circlebordersize=&#8221;&#8221; circlebordercolor=&#8221;&#8221; outercirclebordersize=&#8221;&#8221; outercirclebordercolor=&#8221;&#8221; image=&#8221;&#8221; image_id=&#8221;&#8221; image_max_width=&#8221;&#8221; link=&#8221;&#8221; linktext=&#8221;Read More&#8221; link_target=&#8221;&#8221; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_speed=&#8221;0.3&#8243; animation_offset=&#8221;&#8221;]<\/p>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<h3 id=\"Kullan%C4%B1labilecek-fonksyionlar-:\">Kullan\u0131labilecek fonksyionlar :<\/h3>\n<ul>\n<li><strong>df.head():<\/strong>\u00a0ilk indexten itibaren i\u00e7ine yaz\u0131lan n de\u011feri kadar sat\u0131r d\u00f6ner. deafult de\u011feri n=5&#8217;tir.<\/li>\n<li><strong>df.tail():<\/strong>\u00a0head() fonksiyonunun kuyruk taraf\u0131nda \u00e7al\u0131\u015fan hali.<\/li>\n<li><strong>df.shape:<\/strong>\u00a0ka\u00e7a ka\u00e7l\u0131k matris oldu\u011funu d\u00f6ner<\/li>\n<li><strong>df.info():<\/strong>\u00a0s\u00fctunlar\u0131n hangi veri tipinden oldu\u011funu s\u00f6yler<\/li>\n<li><strong>df.columns:<\/strong>\u00a0s\u00fctun isimlerini liste halinde d\u00f6ner<\/li>\n<li><strong>df.index:<\/strong>\u00a0ba\u015flang\u0131\u00e7 &#8211; biti\u015f index de\u011ferini ve ne kadar atlayarak gitti\u011fini d\u00f6ner<\/li>\n<li><strong>df.isnull().values.any():<\/strong>\u00a0Herhangi bir null de\u011ferin olup olmad\u0131\u011f\u0131n\u0131n kontrol\u00fc i\u00e7in<\/li>\n<li><strong>df.isnull().sum():<\/strong>\u00a0null de\u011ferlerin toplam\u0131<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<p>\u0130\u015fleri otomatize etmek i\u00e7in \u00f6rnek bir fonksiyon kullan\u0131m\u0131 :<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>[\/fusion_content_box][fusion_syntax_highlighter theme=&#8221;&#8221; language=&#8221;json&#8221; line_numbers=&#8221;yes&#8221; line_wrapping=&#8221;&#8221; copy_to_clipboard=&#8221;&#8221; copy_to_clipboard_text=&#8221;&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; class=&#8221;&#8221; id=&#8221;&#8221; font_size=&#8221;&#8221; border_size=&#8221;&#8221; border_color=&#8221;&#8221; border_style=&#8221;&#8221; background_color=&#8221;&#8221; line_number_background_color=&#8221;&#8221; line_number_text_color=&#8221;&#8221; margin_top=&#8221;0&#8243; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221;]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[\/fusion_syntax_highlighter][fusion_syntax_highlighter theme=&#8221;&#8221; language=&#8221;txt&#8221; line_numbers=&#8221;no&#8221; line_wrapping=&#8221;&#8221; copy_to_clipboard=&#8221;&#8221; copy_to_clipboard_text=&#8221;&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; class=&#8221;&#8221; id=&#8221;&#8221; font_size=&#8221;12&#8243; border_size=&#8221;&#8221; border_color=&#8221;&#8221; border_style=&#8221;dashed&#8221; background_color=&#8221;&#8221; line_number_background_color=&#8221;&#8221; line_number_text_color=&#8221;&#8221; margin_top=&#8221;0&#8243; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221;]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[\/fusion_syntax_highlighter][fusion_content_box title=&#8221;&#8221; backgroundcolor=&#8221;&#8221; icon=&#8221;&#8221; iconflip=&#8221;&#8221; iconrotate=&#8221;&#8221; iconspin=&#8221;&#8221; iconcolor=&#8221;&#8221; circlecolor=&#8221;&#8221; circlebordersize=&#8221;&#8221; circlebordercolor=&#8221;&#8221; outercirclebordersize=&#8221;&#8221; outercirclebordercolor=&#8221;&#8221; image=&#8221;&#8221; image_id=&#8221;&#8221; image_max_width=&#8221;&#8221; link=&#8221;&#8221; linktext=&#8221;Read More&#8221; link_target=&#8221;&#8221; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_speed=&#8221;0.3&#8243; animation_offset=&#8221;&#8221;]<\/p>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<p>\u00c7\u0131kt\u0131m\u0131z\u0131 s\u0131ras\u0131yla inceleyecek olursak:<\/p>\n<ol>\n<li><span style=\"color: #000000;\"><strong><code>shape<\/code>\u00a0<\/strong><\/span>\u00e7\u0131kt\u0131s\u0131 (891, 15) gelmi\u015f. Bu da 891 adet kay\u0131t\u0131n ve 15 farkl\u0131 verinin oldu\u011funu g\u00f6sterir. Bu veri setinde 15 farkl\u0131 de\u011fi\u015fkenin sadece 1&#8217;i hedef de\u011fi\u015fkendir.<\/li>\n<li><span style=\"color: #000000;\"><strong><code>dtype<\/code>\u00a0<\/strong><\/span>\u00e7\u0131kt\u0131s\u0131 ile ilk maddede bahsedilen 15 farkl\u0131 verinin tiplerini g\u00f6rm\u00fc\u015f olduk. Verimizi detayl\u0131 olarak analiz etmek istersek bu de\u011ferlere \u00e7ok dikkat etmemiz gerekiz. Baz\u0131 de\u011fi\u015fkenler her ne kadar numerik g\u00f6z\u00fckse bile bunlar kategorik, her ne kadar kategorik g\u00f6z\u00fckse bile numerik olabilir. Dolay\u0131s\u0131yla bunlar\u0131 g\u00f6z \u00f6n\u00fcnde bulundurmal\u0131y\u0131z.<\/li>\n<li><span style=\"color: #000000;\"><strong><code>head()\/tail()<\/code><\/strong><\/span> sayesinde veri setimizin nas\u0131l dolduruldu\u011funu g\u00f6rm\u00fc\u015f oluyoruz. \u00d6rne\u011fimizde kulland\u0131\u011f\u0131m\u0131z titanic veri setinin hepsini bast\u0131rmak kolay ve zahmetsiz g\u00f6z\u00fckebilir. Ancak b\u00fcy\u00fck \u00e7apl\u0131 projelerde milyonlarca hatta milyarlarca sat\u0131r oldu\u011funu d\u00fc\u015f\u00fcn\u00fcrsek veri setinin tamam\u0131n\u0131 bast\u0131rman\u0131n maaliyeti bir hayli y\u00fcksek olacakt\u0131r.<\/li>\n<li><span style=\"color: #000000;\"><code><strong>isnull().sum()<\/strong><\/code><\/span>\u00a0null de\u011ferleri g\u00f6rmemizi sa\u011flad\u0131. \u0130leride yapaca\u011f\u0131m\u0131z herhangi bir istatistik i\u015fleminde ya da model e\u011fitiminin \u00f6ncesinde null de\u011ferleri manipule etmek \u00f6nemli.<\/li>\n<\/ol>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>[\/fusion_content_box][fusion_content_box title=&#8221;&#8221; backgroundcolor=&#8221;&#8221; icon=&#8221;&#8221; iconflip=&#8221;&#8221; iconrotate=&#8221;&#8221; iconspin=&#8221;&#8221; iconcolor=&#8221;&#8221; circlecolor=&#8221;&#8221; circlebordersize=&#8221;&#8221; circlebordercolor=&#8221;&#8221; outercirclebordersize=&#8221;&#8221; outercirclebordercolor=&#8221;&#8221; image=&#8221;&#8221; image_id=&#8221;&#8221; image_max_width=&#8221;&#8221; link=&#8221;&#8221; linktext=&#8221;Read More&#8221; link_target=&#8221;&#8221; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_speed=&#8221;0.3&#8243; animation_offset=&#8221;&#8221;]<\/p>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<h2 id=\"2.Kategorik-De%C4%9Fi%C5%9Fken-Analizi-(Analysis-of-Categorical-Variables)\">2.Kategorik De\u011fi\u015fken Analizi (Analysis of Categorical Variables)<\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<p>Kategorik verilerin analizi i\u00e7in kullan\u0131lan en basit y\u00f6ntemlerden biri da\u011f\u0131l\u0131m\u0131n oran\u0131n\u0131 bulmak. Bu sayede de\u011fi\u015fkenlerin target(hedef) de\u011ferini ne kadar etkileyip etkilemeyece\u011fini tahmin edebiliriz. Ancak direkt hedef de\u011fi\u015fkene g\u00f6re analiz yap\u0131lmak istenirse yaz\u0131n\u0131n 4. B\u00f6l\u00fcm\u00fcne g\u00f6z at\u0131lmas\u0131 gerekir.<\/p>\n<p>Bunun i\u00e7in ufak bir fonksiyon yazabiliriz. Bu fonksiyon bir dataframe olu\u015ftursun. \u0130\u00e7inde 2 column olsun ; kategorik de\u011fi\u015fkenin ismi ve oran(ratio). Ne kadar veri oldu\u011funu bulmak i\u00e7in\u00a0<code>dataframe[col_name].value_counts()<\/code>\u00a0kodunu kullanabiliriz. Oran\u0131 hesaplamak i\u00e7in ise basit bir matematik formul\u00fc kullanaca\u011f\u0131z. \ud83d\udd8a 100<em>istenilen_de\u011fer \/ toplam_de\u011fer yani `100\u00a0<\/em>dataframe[col_name].value_counts() \/ len(dataframe)`<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>[\/fusion_content_box][fusion_syntax_highlighter theme=&#8221;&#8221; language=&#8221;json&#8221; line_numbers=&#8221;yes&#8221; line_wrapping=&#8221;&#8221; copy_to_clipboard=&#8221;&#8221; copy_to_clipboard_text=&#8221;&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; class=&#8221;&#8221; id=&#8221;&#8221; font_size=&#8221;&#8221; border_size=&#8221;&#8221; border_color=&#8221;&#8221; border_style=&#8221;&#8221; background_color=&#8221;&#8221; line_number_background_color=&#8221;&#8221; line_number_text_color=&#8221;&#8221; margin_top=&#8221;0&#8243; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221;]ZGVmIGNhdGVnb3JpY2FsX3N1bW1hcnkoZGF0YWZyYW1lLCBjb2x1bW5fbmFtZSk6CiAgICBwcmludChwZC5EYXRhRnJhbWUoe2NvbHVtbl9uYW1lOiBkYXRhZnJhbWVbY29sdW1uX25hbWVdLnZhbHVlX2NvdW50cygpLAogICAgICAgICAgICAgICAgICAgICAgICAiUmF0aW8iOiAxMDAgKiBkYXRhZnJhbWVbY29sdW1uX25hbWVdLnZhbHVlX2NvdW50cygpIC8gbGVuKGRhdGFmcmFtZSl9KSkKICAgIHByaW50KCIjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMiKQoKY2F0ZWdvcmljYWxfc3VtbWFyeShkZiwgImVtYmFya190b3duIik=[\/fusion_syntax_highlighter][fusion_syntax_highlighter theme=&#8221;&#8221; language=&#8221;txt&#8221; line_numbers=&#8221;no&#8221; line_wrapping=&#8221;&#8221; copy_to_clipboard=&#8221;&#8221; copy_to_clipboard_text=&#8221;&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; class=&#8221;&#8221; id=&#8221;&#8221; font_size=&#8221;12&#8243; border_size=&#8221;&#8221; border_color=&#8221;&#8221; border_style=&#8221;dashed&#8221; background_color=&#8221;&#8221; line_number_background_color=&#8221;&#8221; line_number_text_color=&#8221;&#8221; margin_top=&#8221;0&#8243; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221;]T3V0W106CiAgICAgICAgICAgICBlbWJhcmtfdG93biAgICAgIFJhdGlvClNvdXRoYW1wdG9uICAgICAgICAgIDY0NCAgNzIuMjc4MzM5CkNoZXJib3VyZyAgICAgICAgICAgIDE2OCAgMTguODU1MjE5ClF1ZWVuc3Rvd24gICAgICAgICAgICA3NyAgIDguNjQxOTc1CiMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIyMjIw==[\/fusion_syntax_highlighter][fusion_content_box title=&#8221;&#8221; backgroundcolor=&#8221;&#8221; icon=&#8221;&#8221; iconflip=&#8221;&#8221; iconrotate=&#8221;&#8221; iconspin=&#8221;&#8221; iconcolor=&#8221;&#8221; circlecolor=&#8221;&#8221; circlebordersize=&#8221;&#8221; circlebordercolor=&#8221;&#8221; outercirclebordersize=&#8221;&#8221; outercirclebordercolor=&#8221;&#8221; image=&#8221;&#8221; image_id=&#8221;&#8221; image_max_width=&#8221;&#8221; link=&#8221;&#8221; linktext=&#8221;Read More&#8221; link_target=&#8221;&#8221; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_speed=&#8221;0.3&#8243; animation_offset=&#8221;&#8221;]<\/p>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<h2 id=\"3.-Say%C4%B1sal-De%C4%9Fi%C5%9Fken-Analizi-(Analysis-of-Numerical-Variables)\">3. Say\u0131sal De\u011fi\u015fken Analizi (Analysis of Numerical Variables)<\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<p>Say\u0131sal de\u011fi\u015fkenleri analiz etmek i\u00e7in olmazsa olmaz fonksiyonumuz\u00a0<code>df.describe()<\/code>. \u00c7\u0131kt\u0131n\u0131n transpozunu al\u0131p almamak tamamiyle size kalm\u0131\u015f. Ben g\u00f6r\u00fcn\u00fc\u015f ve okunabilirlik a\u00e7\u0131s\u0131ndan tranpozunu almay\u0131 tercih ediyorum.<\/p>\n<p><strong>df.describe().T:<\/strong> S\u00fctunlar\u0131n istatistiksel \u00f6zetini g\u00f6sterir. Bu \u00f6zete NaN de\u011ferler dahil edilmez.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-CodeCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-CodeMirrorEditor jp-Editor jp-InputArea-editor\" data-type=\"inline\"><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>[\/fusion_content_box][fusion_syntax_highlighter theme=&#8221;&#8221; language=&#8221;json&#8221; line_numbers=&#8221;yes&#8221; line_wrapping=&#8221;&#8221; copy_to_clipboard=&#8221;&#8221; copy_to_clipboard_text=&#8221;&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; class=&#8221;&#8221; id=&#8221;&#8221; font_size=&#8221;&#8221; border_size=&#8221;&#8221; border_color=&#8221;&#8221; border_style=&#8221;&#8221; background_color=&#8221;&#8221; line_number_background_color=&#8221;&#8221; line_number_text_color=&#8221;&#8221; margin_top=&#8221;0&#8243; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221;]ZGVmIG51bWVyaWNhbF9zdW1tYXJ5KGRhdGFmcmFtZSwgbnVtZXJpY2FsX2NvbHVtbiwgcGxvdD1GYWxzZSk6CiAgICBwZXJjZW50aWxlcyA9IFswLjA1LCAwLjEwLCAwLjIwLCAwLjMwLCAwLjQwLCAwLjUwLCAwLjYwLCAwLjcwLCAwLjgwLCAwLjkwLCAwLjk1LCAwLjk5XSAjZGVmYXVsdCBvbGFyYWsgWy4yNSwgLjUsIC43NV0uCiAgICBwcmludChkYXRhZnJhbWVbbnVtZXJpY2FsX2NvbHVtbl0uZGVzY3JpYmUocGVyY2VudGlsZXMpLlQpCm51bWVyaWNhbF9zdW1tYXJ5KGRmLCAiYWdlIiwgcGxvdD1UcnVlKQ==[\/fusion_syntax_highlighter][fusion_syntax_highlighter theme=&#8221;&#8221; language=&#8221;txt&#8221; line_numbers=&#8221;no&#8221; line_wrapping=&#8221;&#8221; copy_to_clipboard=&#8221;&#8221; copy_to_clipboard_text=&#8221;&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; class=&#8221;&#8221; id=&#8221;&#8221; font_size=&#8221;12&#8243; border_size=&#8221;&#8221; border_color=&#8221;&#8221; border_style=&#8221;dashed&#8221; background_color=&#8221;&#8221; line_number_background_color=&#8221;&#8221; line_number_text_color=&#8221;&#8221; margin_top=&#8221;0&#8243; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221;]T3V0W106CmNvdW50ICAgIDcxNC4wMDAwMDAKbWVhbiAgICAgIDI5LjY5OTExOApzdGQgICAgICAgMTQuNTI2NDk3Cm1pbiAgICAgICAgMC40MjAwMDAKNSUgICAgICAgICA0LjAwMDAwMAoxMCUgICAgICAgMTQuMDAwMDAwCjIwJSAgICAgICAxOS4wMDAwMDAKMzAlICAgICAgIDIyLjAwMDAwMAo0MCUgICAgICAgMjUuMDAwMDAwCjUwJSAgICAgICAyOC4wMDAwMDAKNjAlICAgICAgIDMxLjgwMDAwMAo3MCUgICAgICAgMzYuMDAwMDAwCjgwJSAgICAgICA0MS4wMDAwMDAKOTAlICAgICAgIDUwLjAwMDAwMAo5NSUgICAgICAgNTYuMDAwMDAwCjk5JSAgICAgICA2NS44NzAwMDAKbWF4ICAgICAgIDgwLjAwMDAwMApOYW1lOiBhZ2UsIGR0eXBlOiBmbG9hdDY0[\/fusion_syntax_highlighter][fusion_content_box title=&#8221;&#8221; backgroundcolor=&#8221;&#8221; icon=&#8221;&#8221; iconflip=&#8221;&#8221; iconrotate=&#8221;&#8221; iconspin=&#8221;&#8221; iconcolor=&#8221;&#8221; circlecolor=&#8221;&#8221; circlebordersize=&#8221;&#8221; circlebordercolor=&#8221;&#8221; outercirclebordersize=&#8221;&#8221; outercirclebordercolor=&#8221;&#8221; image=&#8221;&#8221; image_id=&#8221;&#8221; image_max_width=&#8221;&#8221; link=&#8221;&#8221; linktext=&#8221;Read More&#8221; link_target=&#8221;&#8221; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_speed=&#8221;0.3&#8243; animation_offset=&#8221;&#8221;]<\/p>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<h2 id=\"4.Hedef-De%C4%9Fi%C5%9Fken-Analizi-(Analysis-of-Target-Variable)\">4.Hedef De\u011fi\u015fken Analizi (Analysis of Target Variable)<\/h2>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<p>Hedef de\u011fi\u015fken analizini 2 ana ba\u015fl\u0131k alt\u0131nda inceleyece\u011fiz:<\/p>\n<ol>\n<li>Hedef De\u011fi\u015fkenin Kategorik De\u011fi\u015fkenler ile Analizi<\/li>\n<li>Hedef De\u011fi\u015fkenin Say\u0131sal De\u011fi\u015fkenler ile Analizi<\/li>\n<\/ol>\n<p>Bu b\u00f6l\u00fcmde\u00a0<code>dataframe.groupby()<\/code> fonksiyonunun \u00f6nemi bir hayli fazla. Bu fonksiyonun k\u0131saca i\u015flemi, birbirinden ayr\u0131 s\u00fctunlar\u0131 birle\u015ftirip bir tak\u0131m i\u015flemler yapmam\u0131za olanak sa\u011flar. SQL&#8217;deki groupby ile ayn\u0131 i\u015flevdedir.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<h3 id=\"4.1---Hedef-De%C4%9Fi%C5%9Fkenin-Kategorik-De%C4%9Fi%C5%9Fkenler-ile-Analizi\">4.1 Hedef De\u011fi\u015fkenin Kategorik De\u011fi\u015fkenler ile Analizi<\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<p>Kategorik de\u011fi\u015fkenleri hedef de\u011fi\u015fkenlerle analiz edebilmek i\u00e7in kegorik de\u011fere g\u00f6re gruplamam\u0131z gerekir. \u00c7\u00fcnk\u00fc bir kategoriye ne kadar hedef de\u011fi\u015fkenin d\u00fc\u015ft\u00fc\u011f\u00fcn\u00fc \u00f6\u011frenmek istiyoruz.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>[\/fusion_content_box][fusion_syntax_highlighter theme=&#8221;&#8221; language=&#8221;json&#8221; line_numbers=&#8221;yes&#8221; line_wrapping=&#8221;&#8221; copy_to_clipboard=&#8221;&#8221; copy_to_clipboard_text=&#8221;&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; class=&#8221;&#8221; id=&#8221;&#8221; font_size=&#8221;&#8221; border_size=&#8221;&#8221; border_color=&#8221;&#8221; border_style=&#8221;&#8221; background_color=&#8221;&#8221; line_number_background_color=&#8221;&#8221; line_number_text_color=&#8221;&#8221; margin_top=&#8221;0&#8243; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221;]ZGVmIHRhcmdldF9zdW1tYXJ5X3dpdGhfY2F0KGRhdGFmcmFtZSwgdGFyZ2V0LCBjYXRlZ29yaWNhbF9jb2wpOgogICAgcHJpbnQocGQuRGF0YUZyYW1lKHsiVEFSR0VUX01FQU4iOiBkYXRhZnJhbWUuZ3JvdXBieShjYXRlZ29yaWNhbF9jb2wpW3RhcmdldF0ubWVhbigpfSkpCgp0YXJnZXRfc3VtbWFyeV93aXRoX2NhdChkZiwgInN1cnZpdmVkIiwgInNleCIp[\/fusion_syntax_highlighter][fusion_syntax_highlighter theme=&#8221;&#8221; language=&#8221;txt&#8221; line_numbers=&#8221;no&#8221; 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outercirclebordercolor=&#8221;&#8221; image=&#8221;&#8221; image_id=&#8221;&#8221; image_max_width=&#8221;&#8221; link=&#8221;&#8221; linktext=&#8221;Read More&#8221; link_target=&#8221;&#8221; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_speed=&#8221;0.3&#8243; animation_offset=&#8221;&#8221;]<\/p>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<h3 id=\"4.2---Hedef-De%C4%9Fi%C5%9Fkenin-Say%C4%B1sal-De%C4%9Fi%C5%9Fkenler-ile-Analizi\">4.2 Hedef De\u011fi\u015fkenin Say\u0131sal De\u011fi\u015fkenler ile Analizi<\/h3>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<p>Say\u0131sal de\u011fi\u015fkenlerde ise durum biraz farkl\u0131. Say\u0131sal de\u011fi\u015fkenler herhangi bir \u015fekilde kategori i\u00e7ermedi\u011finden ve s\u00fcrekli(continuous) olduklar\u0131ndan bunlar\u0131 gruplamam\u0131z mant\u0131ks\u0131zd\u0131r. Dolay\u0131s\u0131yla burada hedef de\u011fi\u015fkene g\u00f6re gruplar\u0131z ve b\u00f6ylece hedef de\u011fi\u015fkene say\u0131sal s\u00fctundaki de\u011ferlerin etkisini g\u00f6zlemleyebiliriz.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>[\/fusion_content_box][fusion_syntax_highlighter theme=&#8221;&#8221; language=&#8221;json&#8221; line_numbers=&#8221;yes&#8221; line_wrapping=&#8221;&#8221; copy_to_clipboard=&#8221;&#8221; copy_to_clipboard_text=&#8221;&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; class=&#8221;&#8221; id=&#8221;&#8221; font_size=&#8221;&#8221; border_size=&#8221;&#8221; border_color=&#8221;&#8221; border_style=&#8221;&#8221; background_color=&#8221;&#8221; line_number_background_color=&#8221;&#8221; line_number_text_color=&#8221;&#8221; margin_top=&#8221;0&#8243; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221;]ZGVmIHRhcmdldF9zdW1tYXJ5X3dpdGhfbnVtKGRhdGFmcmFtZSwgdGFyZ2V0LCBudW1lcmljYWxfY29sKToKICAgIHByaW50KGRhdGFmcmFtZS5ncm91cGJ5KHRhcmdldCkuYWdnKHtudW1lcmljYWxfY29sOiAibWVhbiJ9KSkKCnRhcmdldF9zdW1tYXJ5X3dpdGhfbnVtKGRmLCAic3Vydml2ZWQiLCJhZ2UiKQogICAgIA==[\/fusion_syntax_highlighter][fusion_syntax_highlighter theme=&#8221;&#8221; language=&#8221;txt&#8221; line_numbers=&#8221;no&#8221; line_wrapping=&#8221;&#8221; copy_to_clipboard=&#8221;&#8221; copy_to_clipboard_text=&#8221;&#8221; hide_on_mobile=&#8221;small-visibility,medium-visibility,large-visibility&#8221; class=&#8221;&#8221; id=&#8221;&#8221; font_size=&#8221;12&#8243; border_size=&#8221;&#8221; border_color=&#8221;&#8221; border_style=&#8221;dashed&#8221; background_color=&#8221;&#8221; line_number_background_color=&#8221;&#8221; line_number_text_color=&#8221;&#8221; margin_top=&#8221;0&#8243; margin_right=&#8221;&#8221; margin_bottom=&#8221;&#8221; margin_left=&#8221;&#8221;]T3V0W106CiAgICAgICAgICAgICAgICBhZ2UKc3Vydml2ZWQgICAgICAgICAgIAowICAgICAgICAgMzAuNjI2MTc5CjEgICAgICAgICAyOC4zNDM2OTA=[\/fusion_syntax_highlighter][fusion_content_box title=&#8221;&#8221; backgroundcolor=&#8221;&#8221; icon=&#8221;&#8221; iconflip=&#8221;&#8221; iconrotate=&#8221;&#8221; iconspin=&#8221;&#8221; iconcolor=&#8221;&#8221; circlecolor=&#8221;&#8221; circlebordersize=&#8221;&#8221; circlebordercolor=&#8221;&#8221; outercirclebordersize=&#8221;&#8221; outercirclebordercolor=&#8221;&#8221; image=&#8221;&#8221; image_id=&#8221;&#8221; image_max_width=&#8221;&#8221; link=&#8221;&#8221; linktext=&#8221;Read More&#8221; link_target=&#8221;&#8221; animation_type=&#8221;&#8221; animation_direction=&#8221;left&#8221; animation_speed=&#8221;0.3&#8243; animation_offset=&#8221;&#8221;]<\/p>\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<div class=\"jp-Cell jp-MarkdownCell jp-Notebook-cell\">\n<div class=\"jp-Cell-inputWrapper\">\n<div class=\"jp-InputArea jp-Cell-inputArea\">\n<div class=\"jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput\" data-mime-type=\"text\/markdown\">\n<h3 id=\"Referanslar\">Referanslar<\/h3>\n<p><a href=\"https:\/\/pandas.pydata.org\/docs\/reference\/frame.html\">https:\/\/pandas.pydata.org\/docs\/reference\/frame.html<\/a><\/p>\n<p><a href=\"https:\/\/seaborn.pydata.org\/\">https:\/\/seaborn.pydata.org\/<\/a><\/p>\n<p><a href=\"https:\/\/towardsdatascience.com\/exploratory-data-analysis-in-python-a-step-by-step-process-d0dfa6bf94ee\">https:\/\/towardsdatascience.com\/exploratory-data-analysis-in-python-a-step-by-step-process-d0dfa6bf94ee<\/a><\/p>\n<p><a href=\"http:\/\/www.sefidian.com\/2021\/07\/02\/measure-the-correlation-between-numerical-and-categorical-variables-and-the-correlation-between-two-categorical-variables-in-python-chi-square-and-anova\/\">http:\/\/www.sefidian.com\/2021\/07\/02\/measure-the-correlation-between-numerical-and-categorical-variables-and-the-correlation-between-two-categorical-variables-in-python-chi-square-and-anova\/<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<p>[\/fusion_content_box][\/fusion_builder_column][\/fusion_builder_row][\/fusion_builder_container]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Python ile Veri Setine \u0130lk Bak\u0131\u015f Python g\u00fcn\u00fcm\u00fczde kullan\u0131m\u0131 son derecede y\u00fcksek olan dillerden biridir. Yapay zekan\u0131n y\u00fckseli\u015fi ile birlikte python da [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":5922,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[87],"tags":[],"class_list":["post-6120","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Python ile Veri Setine \u0130lk Bak\u0131\u015f - Bentego<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/bentego.com\/tr\/python-ile-veri-setine-ilk-bakis\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Python ile Veri Setine \u0130lk Bak\u0131\u015f - Bentego\" \/>\n<meta property=\"og:description\" content=\"Python ile Veri Setine \u0130lk Bak\u0131\u015f Python g\u00fcn\u00fcm\u00fczde kullan\u0131m\u0131 son derecede y\u00fcksek olan dillerden biridir. 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