{"id":14705,"date":"2025-03-09T21:45:12","date_gmt":"2025-03-09T18:45:12","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/pandasin-yerini-degistiren-oyun-degistirici-polars\/"},"modified":"2025-03-09T21:45:12","modified_gmt":"2025-03-09T18:45:12","slug":"pandasin-yerini-degistiren-oyun-degistirici-polars","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/pandasin-yerini-degistiren-oyun-degistirici-polars\/","title":{"rendered":"Pandas&#8217;\u0131n Yerini De\u011fi\u015ftiren Oyun De\u011fi\u015ftirici: Polars"},"content":{"rendered":"<p>Pandas&#8217;\u0131n Yerini De\u011fi\u015ftiren Oyun De\u011fi\u015ftirici: Polars<\/p>\n<p>Merhaba, ben Fatih Soysal. Veri bilimiyle u\u011fra\u015fanlar i\u00e7in Pandas, uzun y\u0131llar boyunca vazge\u00e7ilmez bir k\u00fct\u00fcphane oldu. Ancak, \u00f6zellikle b\u00fcy\u00fck veri setleriyle \u00e7al\u0131\u015f\u0131rken performans s\u0131k\u0131nt\u0131lar\u0131 ya\u015famayan\u0131n\u0131z yoktur.  Bu yaz\u0131da, Pandas&#8217;\u0131n yerini alabilecek ve performans konusunda \u00e7\u0131\u011f\u0131r a\u00e7an bir alternatif olan Polars&#8217;\u0131 detayl\u0131 olarak inceleyece\u011fiz.  Bu yaz\u0131da, Pandas&#8217;tan Polars&#8217;a ge\u00e7i\u015f s\u00fcrecinde kar\u015f\u0131la\u015fabilece\u011finiz zorluklar\u0131 ve \u00e7\u00f6z\u00fcm yollar\u0131n\u0131 ele alaca\u011f\u0131z.  Ayr\u0131ca, Polars&#8217;\u0131n avantajlar\u0131n\u0131 ve dezavantajlar\u0131n\u0131 da de\u011ferlendirece\u011fiz.<\/p>\n<h2>Pandas&#8217;\u0131n S\u0131n\u0131rlar\u0131 ve Polars&#8217;\u0131n Do\u011fu\u015fu<\/h2>\n<p>Pandas, bir\u00e7ok veri bilimcisinin severek kulland\u0131\u011f\u0131 kullan\u0131\u015fl\u0131 bir ara\u00e7t\u0131r.  Ancak, veri setinin boyutu b\u00fcy\u00fcd\u00fck\u00e7e Pandas&#8217;\u0131n performans\u0131 d\u00fc\u015fmeye ba\u015flar.  Bu durum, \u00f6zellikle bellekteki k\u0131s\u0131tlamalar nedeniyle b\u00fcy\u00fck veri analizi yaparken ciddi sorunlar yaratabilir. \u0130\u015fte tam bu noktada Polars devreye giriyor.  Polars, Rust programlama diliyle yaz\u0131lm\u0131\u015f olup, Pandas&#8217;a g\u00f6re \u00e7ok daha y\u00fcksek performans sunuyor.  Bu performans art\u0131\u015f\u0131, \u00f6zellikle b\u00fcy\u00fck veri setlerinde i\u015flem s\u00fcrelerini \u00f6nemli \u00f6l\u00e7\u00fcde azalt\u0131yor.  \u00d6rne\u011fin, b\u00fcy\u00fck bir CSV dosyas\u0131n\u0131 Pandas ile okumak saatler s\u00fcrebilirken, Polars ile bu i\u015flem birka\u00e7 dakika i\u00e7inde tamamlanabilir.  Bu da zamandan tasarruf sa\u011flar ve b\u00fcy\u00fck projelerde \u00f6nemli bir avantaj sa\u011flar.<\/p>\n<h2>Polars&#8217;\u0131n Ba\u015fl\u0131ca \u00d6zellikleri ve Avantajlar\u0131<\/h2>\n<p>Polars&#8217;\u0131n en \u00f6nemli avantajlar\u0131ndan biri, y\u00fcksek performans\u0131d\u0131r.  Rust programlama dilinin performans avantajlar\u0131ndan yararlanan Polars, Pandas&#8217;tan \u00e7ok daha h\u0131zl\u0131 \u00e7al\u0131\u015f\u0131r.  Ayr\u0131ca, Polars, paralel i\u015flemeyi destekler, bu da b\u00fcy\u00fck veri setlerinde i\u015flem s\u00fcrelerini daha da k\u0131salt\u0131r.  Pandas&#8217;\u0131n aksine Polars, veriyi bellekte daha verimli bir \u015fekilde y\u00f6netir.  Bu sayede, b\u00fcy\u00fck veri setlerini i\u015flerken bellek t\u00fcketimi daha az olur.  Polars ayn\u0131 zamanda, farkl\u0131 veri kaynaklar\u0131n\u0131 okuyabilir ve birle\u015ftirmek i\u00e7in kullan\u0131\u015fl\u0131 fonksiyonlar sunar. \u00d6rne\u011fin, Parquet, CSV ve Avro formatlar\u0131nda verileri sorunsuz bir \u015fekilde okuyabilirsiniz.  Bunlara ek olarak, Polars&#8217;\u0131n  API&#8217;s\u0131 da Pandas&#8217;a benzer bir \u015fekilde tasarlanm\u0131\u015ft\u0131r.  Bu nedenle, Pandas kullananlar i\u00e7in ge\u00e7i\u015f s\u00fcreci olduk\u00e7a kolayd\u0131r.  Sonu\u00e7 olarak, Polars hem performans hem de kolay kullan\u0131m a\u00e7\u0131s\u0131ndan Pandas&#8217;a \u00fcst\u00fcnl\u00fck sa\u011flamaktad\u0131r.<\/p>\n<h2>Polars ile Kod \u00d6rnekleri<\/h2>\n<p>Polars&#8217;\u0131n kullan\u0131m\u0131n\u0131 g\u00f6steren birka\u00e7 \u00f6rnek a\u015fa\u011f\u0131dad\u0131r.  \u00d6rneklerde, Pandas&#8217;taki i\u015flemlerin Polars&#8217;taki kar\u015f\u0131l\u0131klar\u0131n\u0131 g\u00f6rebilirsiniz.  Bu sayede, Pandas&#8217;tan Polars&#8217;a ge\u00e7i\u015f yaparken kar\u015f\u0131la\u015fabilece\u011finiz olas\u0131 zorluklar\u0131 daha iyi anlayabilirsiniz.<\/p>\n<pre><code class=\"language-python\">\n# Pandas ile CSV okuma\nimport pandas as pd\ndf_pandas = pd.read_csv(\"data.csv\")\n\n# Polars ile CSV okuma\nimport polars as pl\ndf_polars = pl.read_csv(\"data.csv\")\n\n# Pandas ile s\u0131ralama\ndf_pandas_sorted = df_pandas.sort_values(\"column_name\")\n\n# Polars ile s\u0131ralama\ndf_polars_sorted = df_polars.sort([\"column_name\"])\n<\/code><\/pre>\n<h2>Pandas&#8217;tan Polars&#8217;a Ge\u00e7i\u015f<\/h2>\n<p>Pandas&#8217;tan Polars&#8217;a ge\u00e7i\u015f s\u00fcrecinde, baz\u0131 farkl\u0131l\u0131klarla kar\u015f\u0131la\u015fabilirsiniz.  Ancak, Polars&#8217;\u0131n Pandas&#8217;a benzer bir API&#8217;s\u0131 olmas\u0131, bu ge\u00e7i\u015fi kolayla\u015ft\u0131r\u0131r.  Polars&#8217;\u0131n dok\u00fcmantasyonu da olduk\u00e7a kapsaml\u0131d\u0131r ve ihtiyac\u0131n\u0131z olan bilgileri kolayca bulabilirsiniz.  Ayr\u0131ca, online topluluklarda destek bulabilir ve di\u011fer kullan\u0131c\u0131larla deneyimlerinizi payla\u015fabilirsiniz.  K\u0131sacas\u0131, ge\u00e7i\u015f s\u00fcreci zaman alabilir ancak sonucunda y\u00fcksek performans ve verimlilik elde edersiniz.<\/p>\n<h2>Sonu\u00e7<\/h2>\n<p>Polars, b\u00fcy\u00fck veri setleriyle \u00e7al\u0131\u015f\u0131rken Pandas&#8217;a g\u00f6re \u00e7ok daha y\u00fcksek performans sunan g\u00fc\u00e7l\u00fc bir alternatiftir.  Y\u00fcksek performans\u0131, kolay kullan\u0131m\u0131 ve geni\u015f i\u015flevselli\u011fi ile Polars, veri bilimi projelerinizde \u00f6nemli bir avantaj sa\u011flayabilir.  E\u011fer b\u00fcy\u00fck veri setleriyle \u00e7al\u0131\u015f\u0131yorsan\u0131z ve performans\u0131 art\u0131rmak istiyorsan\u0131z, Polars&#8217;\u0131 denemelisiniz.  Daha fazla bilgi i\u00e7in  <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> adresini ziyaret edebilirsiniz.  Ayr\u0131ca, Polars dok\u00fcmantasyonuna  <a href=\"https:\/\/pola-rs.github.io\/polars\/py-polars\/index.html\">buradan<\/a> ula\u015fabilirsiniz.<\/p>\n<p>#Etiketler: Pandas, Polars, Veri Bilimi, B\u00fcy\u00fck Veri, Performans, Python, Rust, Veri Analizi,  Veri \u0130\u015fleme, Oyun De\u011fi\u015ftirici<\/p>\n","protected":false},"excerpt":{"rendered":"Pandas&#8217;\u0131n Yerini De\u011fi\u015ftiren Oyun De\u011fi\u015ftirici: Polars Merhaba, ben Fatih Soysal. Veri bilimiyle u\u011fra\u015fanlar i\u00e7in Pandas, uzun y\u0131llar boyunca&hellip;","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-14705","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Pandas&#039;\u0131n Yerini De\u011fi\u015ftiren Oyun De\u011fi\u015ftirici: Polars<\/title>\n<meta name=\"description\" content=\"Merhaba, ben Fatih Soysal. Veri bilimiyle u\u011fra\u015fanlar i\u00e7in Pandas, uzun y\u0131llar boyunca vazge\u00e7ilmez bir k\u00fct\u00fcphane oldu. Ancak, \u00f6zellikle b\u00fcy\u00fck veri setleriyle \u00e7al\u0131\u015f\u0131rken performans s\u0131k\u0131nt\u0131lar\u0131 ya\u015famayan\u0131n\u0131z yoktur. Bu yaz\u0131da, Pandas&#039;\u0131n yerini alabilecek ve performans konusunda \u00e7\u0131\u011f\u0131r a\u00e7an bir alternatif olan Polars&#039;\u0131 detayl\u0131 olarak inceleyece\u011fiz. Bu yaz\u0131da, Pandas&#039;tan Polars&#039;a ge\u00e7i\u015f s\u00fcrecinde kar\u015f\u0131la\u015fabilece\u011finiz zorluklar\u0131 ve \u00e7\u00f6z\u00fcm yollar\u0131n\u0131 ele alaca\u011f\u0131z. Ayr\u0131ca, Polars&#039;\u0131n avantajlar\u0131n\u0131 ve dezavantajlar\u0131n\u0131 da de\u011ferlendirece\u011fiz.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/pandasin-yerini-degistiren-oyun-degistirici-polars\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Pandas&#039;\u0131n Yerini De\u011fi\u015ftiren Oyun De\u011fi\u015ftirici: Polars\" \/>\n<meta property=\"og:description\" content=\"Merhaba, ben Fatih Soysal. Veri bilimiyle u\u011fra\u015fanlar i\u00e7in Pandas, uzun y\u0131llar boyunca vazge\u00e7ilmez bir k\u00fct\u00fcphane oldu. Ancak, \u00f6zellikle b\u00fcy\u00fck veri setleriyle \u00e7al\u0131\u015f\u0131rken performans s\u0131k\u0131nt\u0131lar\u0131 ya\u015famayan\u0131n\u0131z yoktur. Bu yaz\u0131da, Pandas&#039;\u0131n yerini alabilecek ve performans konusunda \u00e7\u0131\u011f\u0131r a\u00e7an bir alternatif olan Polars&#039;\u0131 detayl\u0131 olarak inceleyece\u011fiz. Bu yaz\u0131da, Pandas&#039;tan Polars&#039;a ge\u00e7i\u015f s\u00fcrecinde kar\u015f\u0131la\u015fabilece\u011finiz zorluklar\u0131 ve \u00e7\u00f6z\u00fcm yollar\u0131n\u0131 ele alaca\u011f\u0131z. Ayr\u0131ca, Polars&#039;\u0131n avantajlar\u0131n\u0131 ve dezavantajlar\u0131n\u0131 da de\u011ferlendirece\u011fiz.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/pandasin-yerini-degistiren-oyun-degistirici-polars\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-03-09T18:45:12+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\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\":\"Article\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/pandasin-yerini-degistiren-oyun-degistirici-polars\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/pandasin-yerini-degistiren-oyun-degistirici-polars\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Pandas&#8217;\u0131n Yerini De\u011fi\u015ftiren Oyun De\u011fi\u015ftirici: Polars\",\"datePublished\":\"2025-03-09T18:45:12+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/pandasin-yerini-degistiren-oyun-degistirici-polars\/\"},\"wordCount\":648,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/pandasin-yerini-degistiren-oyun-degistirici-polars\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/pandasin-yerini-degistiren-oyun-degistirici-polars\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/pandasin-yerini-degistiren-oyun-degistirici-polars\/\",\"name\":\"Pandas'\u0131n Yerini De\u011fi\u015ftiren Oyun De\u011fi\u015ftirici: Polars\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-03-09T18:45:12+00:00\",\"description\":\"Merhaba, ben Fatih Soysal. Veri bilimiyle u\u011fra\u015fanlar i\u00e7in Pandas, uzun y\u0131llar boyunca vazge\u00e7ilmez bir k\u00fct\u00fcphane oldu. Ancak, \u00f6zellikle b\u00fcy\u00fck veri setleriyle \u00e7al\u0131\u015f\u0131rken performans s\u0131k\u0131nt\u0131lar\u0131 ya\u015famayan\u0131n\u0131z yoktur. Bu yaz\u0131da, Pandas'\u0131n yerini alabilecek ve performans konusunda \u00e7\u0131\u011f\u0131r a\u00e7an bir alternatif olan Polars'\u0131 detayl\u0131 olarak inceleyece\u011fiz. Bu yaz\u0131da, Pandas'tan Polars'a ge\u00e7i\u015f s\u00fcrecinde kar\u015f\u0131la\u015fabilece\u011finiz zorluklar\u0131 ve \u00e7\u00f6z\u00fcm yollar\u0131n\u0131 ele alaca\u011f\u0131z. 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Veri bilimiyle u\u011fra\u015fanlar i\u00e7in Pandas, uzun y\u0131llar boyunca vazge\u00e7ilmez bir k\u00fct\u00fcphane oldu. Ancak, \u00f6zellikle b\u00fcy\u00fck veri setleriyle \u00e7al\u0131\u015f\u0131rken performans s\u0131k\u0131nt\u0131lar\u0131 ya\u015famayan\u0131n\u0131z yoktur. Bu yaz\u0131da, Pandas'\u0131n yerini alabilecek ve performans konusunda \u00e7\u0131\u011f\u0131r a\u00e7an bir alternatif olan Polars'\u0131 detayl\u0131 olarak inceleyece\u011fiz. Bu yaz\u0131da, Pandas'tan Polars'a ge\u00e7i\u015f s\u00fcrecinde kar\u015f\u0131la\u015fabilece\u011finiz zorluklar\u0131 ve \u00e7\u00f6z\u00fcm yollar\u0131n\u0131 ele alaca\u011f\u0131z. 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