{"id":3577,"date":"2023-07-16T18:00:58","date_gmt":"2023-07-16T18:00:58","guid":{"rendered":"https:\/\/statorials.org\/tr\/pandalar-3d-veri-cercevesi\/"},"modified":"2023-07-16T18:00:58","modified_gmt":"2023-07-16T18:00:58","slug":"pandalar-3d-veri-cercevesi","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/pandalar-3d-veri-cercevesi\/","title":{"rendered":"Pandas 3d dataframe nas\u0131l olu\u015fturulur (\u00f6rnekle)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">H\u0131zl\u0131 bir \u015fekilde 3D pandalar DataFrame olu\u015fturmak i\u00e7in <a href=\"https:\/\/docs.xarray.dev\/en\/stable\/user-guide\/pandas.html\" target=\"_blank\" rel=\"noopener\">xarray<\/a> mod\u00fcl\u00fcn\u00fc kullanabilirsiniz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu e\u011fitimde, xarray mod\u00fcl i\u015flevlerini kullanarak a\u015fa\u011f\u0131daki pandalar 3D DataFrame&#8217;in nas\u0131l olu\u015fturulaca\u011f\u0131 a\u00e7\u0131klanmaktad\u0131r:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong>product_A product_B product_C\nyear quarter                                 \n2021 Q1 1.624345 0.319039 50\n     Q2 -0.611756 0.319039 50\n     Q3 -0.528172 0.319039 50\n     Q4 -1.072969 0.319039 50\n2022 Q1 0.865408 -0.249370 50\n     Q2 -2.301539 -0.249370 50\n     Q3 1.744812 -0.249370 50\n     Q4 -0.761207 -0.249370 50\n<\/strong><\/span><\/pre>\n<h2> <span style=\"color: #000000;\"><strong>\u00d6rnek: Pandas 3D DataFrame olu\u015fturma<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki kod, <strong>xarray<\/strong> ve <strong>NumPy<\/strong> i\u015flevlerini kullanarak 3B veri k\u00fcmesinin nas\u0131l olu\u015fturulaca\u011f\u0131n\u0131 g\u00f6sterir:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n<span style=\"color: #008000;\">import<\/span> xarray <span style=\"color: #008000;\">as<\/span> xr\n\n<span style=\"color: #008080;\">#make this example reproducible\n<\/span>n.p. <span style=\"color: #3366ff;\">random<\/span> . <span style=\"color: #3366ff;\">seeds<\/span> (1)\n\n<span style=\"color: #008080;\">#create 3D dataset\n<\/span>xarray_3d = xr. <span style=\"color: #3366ff;\">Dataset<\/span> (\n    <span style=\"color: #3366ff;\">{<\/span> \" <span style=\"color: #ff0000;\">product_A<\/span> \": ((\"year\", \"quarter\"), <span style=\"color: #3366ff;\">np.random.randn<\/span> (2,4))},\n    coordinates={\n        \" <span style=\"color: #ff0000;\">year<\/span> \": [2021, 2022],\n        \" <span style=\"color: #ff0000;\">quarter<\/span> \": [\"Q1\", \"Q2\", \"Q3\", \"Q4\"],\n        \" <span style=\"color: #ff0000;\">product_B<\/span> \": (\"year\", np. <span style=\"color: #3366ff;\">random<\/span> . <span style=\"color: #3366ff;\">randn<\/span> (2)),\n        \" <span style=\"color: #ff0000;\">product_C<\/span> \": 50,\n    },\n)\n\n<span style=\"color: #008080;\">#view 3D dataset\n<\/span><span style=\"color: #008000;\">print<\/span> (xarray_3d)\n\nDimensions: (year: 2, quarter: 4)\nCoordinates:\n  * year (year) int32 2021 2022\n  * quarter (quarter) &lt;U2 'Q1' 'Q2' 'Q3' 'Q4'\n    product_B (year) float64 0.319 -0.2494\n    product_C int32 50\nData variables:\n    product_A (year, quarter) float64 1.624 -0.6118 -0.5282 ... 1.745 -0.7612<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\"><strong>Not<\/strong> : NumPy <a href=\"https:\/\/numpy.org\/doc\/stable\/reference\/random\/generated\/numpy.random.randn.html\" target=\"_blank\" rel=\"noopener\">randn()<\/a> i\u015flevi <a href=\"https:\/\/statorials.org\/tr\/normal-dagilim-ve-standart-normal-dagilim\/\" target=\"_blank\" rel=\"noopener\">standart normal da\u011f\u0131l\u0131mdan<\/a> \u00f6rnek de\u011ferler d\u00f6nd\u00fcr\u00fcr.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Daha sonra bu veri k\u00fcmesini pandan\u0131n DataFrame&#8217;ine d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in <strong>to_dataframe()<\/strong> i\u015flevini kullanabiliriz:<\/span><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#convert xarray to DataFrame\n<\/span>df_3d = xarray_3d. <span style=\"color: #3366ff;\">to_dataframe<\/span> ()\n\n<span style=\"color: #008080;\">#view 3D DataFrame\n<\/span><span style=\"color: #008000;\">print<\/span> (df_3d)\n\n              product_A product_B product_C\nyear quarter                                 \n2021 Q1 1.624345 0.319039 50\n     Q2 -0.611756 0.319039 50\n     Q3 -0.528172 0.319039 50\n     Q4 -1.072969 0.319039 50\n2022 Q1 0.865408 -0.249370 50\n     Q2 -2.301539 -0.249370 50\n     Q3 1.744812 -0.249370 50\n     Q4 -0.761207 -0.249370 50<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">Sonu\u00e7, \u00fc\u00e7 farkl\u0131 \u00fcr\u00fcn\u00fcn iki farkl\u0131 y\u0131lda ve d\u00f6rt farkl\u0131 \u00e7eyrekte yap\u0131lan sat\u0131\u015f say\u0131s\u0131na ili\u015fkin bilgileri i\u00e7eren bir 3D pandas DataFrame&#8217;dir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu nesnenin ger\u00e7ekten bir panda DataFrame oldu\u011funu do\u011frulamak i\u00e7in <strong>type()<\/strong> i\u015flevini kullanabiliriz:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <span style=\"color: #000000;\"><strong><span style=\"color: #008080;\">#display type of df_3d\n<\/span><span style=\"color: #008000;\">type<\/span> (df_3d)\n\npandas.core.frame.DataFrame\n<\/strong><\/span><\/pre>\n<p> <span style=\"color: #000000;\">Nesne asl\u0131nda bir pandan\u0131n DataFrame&#8217;idir.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Ek kaynaklar<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki e\u011fitimlerde pandalarda di\u011fer ortak i\u015flevlerin nas\u0131l ger\u00e7ekle\u015ftirilece\u011fi a\u00e7\u0131klanmaktad\u0131r:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/tr\/sutundaki-pandalarin-benzersiz-degerleri\/\" target=\"_blank\" rel=\"noopener\">Pandalar: Bir s\u00fctunda benzersiz de\u011ferler nas\u0131l bulunur?<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/pandalar-satirlar-arasindaki-fark\/\" target=\"_blank\" rel=\"noopener\">Pandalar: \u0130ki \u00e7izgi aras\u0131ndaki fark nas\u0131l bulunur?<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/pandalar-eksik-degerleri-sayar\/\" target=\"_blank\" rel=\"noopener\">Pandalar: DataFrame&#8217;de eksik de\u011ferler nas\u0131l say\u0131l\u0131r?<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>H\u0131zl\u0131 bir \u015fekilde 3D pandalar DataFrame olu\u015fturmak i\u00e7in xarray mod\u00fcl\u00fcn\u00fc kullanabilirsiniz. Bu e\u011fitimde, xarray mod\u00fcl i\u015flevlerini kullanarak a\u015fa\u011f\u0131daki pandalar 3D DataFrame&#8217;in nas\u0131l olu\u015fturulaca\u011f\u0131 a\u00e7\u0131klanmaktad\u0131r: product_A product_B product_C year quarter 2021 Q1 1.624345 0.319039 50 Q2 -0.611756 0.319039 50 Q3 -0.528172 0.319039 50 Q4 -1.072969 0.319039 50 2022 Q1 0.865408 -0.249370 50 Q2 -2.301539 -0.249370 50 [&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-3577","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>Pandas 3D DataFrame nas\u0131l olu\u015fturulur (\u00f6rnekle) - Statorials<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitimde bir pandan\u0131n 3D DataFrame&#039;inin nas\u0131l olu\u015fturulaca\u011f\u0131 bir \u00f6rnekle a\u00e7\u0131klanmaktad\u0131r.\" \/>\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\/pandalar-3d-veri-cercevesi\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pandas 3D DataFrame nas\u0131l olu\u015fturulur (\u00f6rnekle) - Statorials\" \/>\n<meta property=\"og:description\" content=\"Bu e\u011fitimde bir pandan\u0131n 3D DataFrame&#039;inin nas\u0131l olu\u015fturulaca\u011f\u0131 bir \u00f6rnekle a\u00e7\u0131klanmaktad\u0131r.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/tr\/pandalar-3d-veri-cercevesi\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-16T18:00:58+00:00\" \/>\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=\"2 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/tr\/pandalar-3d-veri-cercevesi\/\",\"url\":\"https:\/\/statorials.org\/tr\/pandalar-3d-veri-cercevesi\/\",\"name\":\"Pandas 3D DataFrame nas\u0131l olu\u015fturulur (\u00f6rnekle) - Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/tr\/#website\"},\"datePublished\":\"2023-07-16T18:00:58+00:00\",\"dateModified\":\"2023-07-16T18:00:58+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48\"},\"description\":\"Bu e\u011fitimde bir pandan\u0131n 3D DataFrame&#39;inin nas\u0131l olu\u015fturulaca\u011f\u0131 bir \u00f6rnekle a\u00e7\u0131klanmaktad\u0131r.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/tr\/pandalar-3d-veri-cercevesi\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/tr\/pandalar-3d-veri-cercevesi\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/tr\/pandalar-3d-veri-cercevesi\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Ev\",\"item\":\"https:\/\/statorials.org\/tr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Pandas 3d dataframe nas\u0131l olu\u015fturulur (\u00f6rnekle)\"}]},{\"@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. Daha fazlas\u0131n\u0131 bil\",\"sameAs\":[\"https:\/\/statorials.org\/tr\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Pandas 3D DataFrame nas\u0131l olu\u015fturulur (\u00f6rnekle) - Statorials","description":"Bu e\u011fitimde bir pandan\u0131n 3D DataFrame&#39;inin nas\u0131l olu\u015fturulaca\u011f\u0131 bir \u00f6rnekle a\u00e7\u0131klanmaktad\u0131r.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/tr\/pandalar-3d-veri-cercevesi\/","og_locale":"tr_TR","og_type":"article","og_title":"Pandas 3D DataFrame nas\u0131l olu\u015fturulur (\u00f6rnekle) - Statorials","og_description":"Bu e\u011fitimde bir pandan\u0131n 3D DataFrame&#39;inin nas\u0131l olu\u015fturulaca\u011f\u0131 bir \u00f6rnekle a\u00e7\u0131klanmaktad\u0131r.","og_url":"https:\/\/statorials.org\/tr\/pandalar-3d-veri-cercevesi\/","og_site_name":"Statorials","article_published_time":"2023-07-16T18:00:58+00:00","author":"Dr.benjamin anderson","twitter_card":"summary_large_image","twitter_misc":{"Yazan:":"Dr.benjamin anderson","Tahmini okuma s\u00fcresi":"2 dakika"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/tr\/pandalar-3d-veri-cercevesi\/","url":"https:\/\/statorials.org\/tr\/pandalar-3d-veri-cercevesi\/","name":"Pandas 3D DataFrame nas\u0131l olu\u015fturulur (\u00f6rnekle) - Statorials","isPartOf":{"@id":"https:\/\/statorials.org\/tr\/#website"},"datePublished":"2023-07-16T18:00:58+00:00","dateModified":"2023-07-16T18:00:58+00:00","author":{"@id":"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48"},"description":"Bu e\u011fitimde bir pandan\u0131n 3D DataFrame&#39;inin nas\u0131l olu\u015fturulaca\u011f\u0131 bir \u00f6rnekle a\u00e7\u0131klanmaktad\u0131r.","breadcrumb":{"@id":"https:\/\/statorials.org\/tr\/pandalar-3d-veri-cercevesi\/#breadcrumb"},"inLanguage":"tr","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/tr\/pandalar-3d-veri-cercevesi\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/tr\/pandalar-3d-veri-cercevesi\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Ev","item":"https:\/\/statorials.org\/tr\/"},{"@type":"ListItem","position":2,"name":"Pandas 3d dataframe nas\u0131l olu\u015fturulur (\u00f6rnekle)"}]},{"@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. Daha fazlas\u0131n\u0131 bil","sameAs":["https:\/\/statorials.org\/tr"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/posts\/3577","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/comments?post=3577"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/posts\/3577\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/media?parent=3577"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/categories?post=3577"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/tr\/wp-json\/wp\/v2\/tags?post=3577"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}