{"id":15087,"date":"2025-03-13T21:15:14","date_gmt":"2025-03-13T18:15:14","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/gercek-hayatta-python-ile-problem-cozumu-bir-ornek\/"},"modified":"2025-03-13T21:15:14","modified_gmt":"2025-03-13T18:15:14","slug":"gercek-hayatta-python-ile-problem-cozumu-bir-ornek","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/gercek-hayatta-python-ile-problem-cozumu-bir-ornek\/","title":{"rendered":"Ger\u00e7ek Hayatta Python ile Problem \u00c7\u00f6z\u00fcm\u00fc: Bir \u00d6rnek"},"content":{"rendered":"<p><body><\/p>\n<p>Ger\u00e7ek Hayatta Python ile Problem \u00c7\u00f6z\u00fcm\u00fc: Bir \u00d6rnek<\/p>\n<p>Merhaba! Ben Fatih Soysal ve bug\u00fcn sizlerle Python programlama dilini kullanarak ger\u00e7ek hayatta kar\u015f\u0131la\u015ft\u0131\u011f\u0131m bir problemi nas\u0131l \u00e7\u00f6zd\u00fc\u011f\u00fcm\u00fc payla\u015faca\u011f\u0131m.  Bu problem, asl\u0131nda bir\u00e7ok ki\u015finin kar\u015f\u0131la\u015fabilece\u011fi olduk\u00e7a yayg\u0131n bir durumdu.  \u00d6ncelikle sorunun ne oldu\u011funu a\u00e7\u0131klayarak ba\u015flayaca\u011f\u0131m. Ard\u0131ndan,  Python&#8217;\u0131n sundu\u011fu ara\u00e7lar\u0131 nas\u0131l kulland\u0131\u011f\u0131m\u0131 ve bu \u00e7\u00f6z\u00fcm\u00fcn sonu\u00e7lar\u0131n\u0131 detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131m.  Umar\u0131m bu payla\u015f\u0131m, Python&#8217;\u0131n g\u00fcc\u00fcn\u00fc ve pratik uygulamalar\u0131n\u0131 daha iyi anlaman\u0131za yard\u0131mc\u0131 olur.<\/p>\n<h2>Problem: Veri Analizi ve Otomasyon<\/h2>\n<p>\u0130\u015f hayat\u0131mda, d\u00fczenli olarak b\u00fcy\u00fck miktarda veriyle u\u011fra\u015f\u0131yorum. Bu verileri manuel olarak i\u015flemekle, olduk\u00e7a zaman kayb\u0131 ya\u015f\u0131yordum.  \u00d6rne\u011fin, her hafta y\u00fczlerce sat\u0131rdan olu\u015fan Excel dosyalar\u0131n\u0131 i\u015fleyip, raporlar olu\u015fturuyordum.  Bu i\u015flem \u00e7ok zaman al\u0131c\u0131 ve hata yapmaya m\u00fcsaitti.  Bu nedenle, daha h\u0131zl\u0131 ve hatas\u0131z bir y\u00f6ntem bulmam gerekiyordu.  \u0130\u015fte burada devreye Python girdi.<\/p>\n<h2>Python ile \u00c7\u00f6z\u00fcm: Pandas ve Otomasyon<\/h2>\n<p>Python&#8217;\u0131n g\u00fc\u00e7l\u00fc k\u00fct\u00fcphanelerinden biri olan Pandas ile bu problemi \u00e7\u00f6zmeye karar verdim. Pandas, veri manip\u00fclasyonu ve analizi i\u00e7in m\u00fckemmel bir ara\u00e7t\u0131r.  \u00d6ncelikle, verilerimi Pandas DataFrame&#8217;e aktard\u0131m.  Sonras\u0131nda,  Pandas&#8217;\u0131n g\u00fc\u00e7l\u00fc fonksiyonlar\u0131n\u0131 kullanarak verileri filtreledim, temizledim ve gerekli hesaplamalar\u0131 ger\u00e7ekle\u015ftirdim.  Bu s\u00fcre\u00e7te, Python&#8217;\u0131n d\u00f6ng\u00fcler ve ko\u015ful ifadeleri gibi kontrol yap\u0131lar\u0131 b\u00fcy\u00fck kolayl\u0131k sa\u011flad\u0131.  Ayr\u0131ca, i\u015flemleri otomatikle\u015ftirmek i\u00e7in  <code>os<\/code> ve <code>shutil<\/code> gibi k\u00fct\u00fcphaneleri de kulland\u0131m.  A\u015fa\u011f\u0131da, kulland\u0131\u011f\u0131m temel kod par\u00e7alar\u0131ndan bir \u00f6rnek bulunmaktad\u0131r:<\/p>\n<pre><code>\nimport pandas as pd\nimport os\n\n# Excel dosyas\u0131n\u0131 okuma\ndf = pd.read_excel(\"veri.xlsx\")\n\n# Veri temizleme ve filtreleme i\u015flemleri\ndf_filtered = df[(df['SutunA'] > 10) & (df['SutunB'] == 'De\u011fer')]\n\n# Hesaplamalar\ntoplam = df_filtered['SutunC'].sum()\n\n# Sonu\u00e7lar\u0131n kaydedilmesi\ndf_filtered.to_excel(\"sonuclar.xlsx\", index=False)\n\n#Dosya i\u015flemleri\nos.remove(\"veri.xlsx\") #\u00d6rnek olarak dosyay\u0131 siliyoruz. Dikkatli kullan\u0131n!\n<\/code><\/pre>\n<p>Bu kod par\u00e7as\u0131, verileri okuma, temizleme, filtreleme ve sonu\u00e7lar\u0131 kaydetme gibi i\u015flemleri otomatikle\u015ftiriyor.  Elbette, bu yaln\u0131zca temel bir \u00f6rnektir ve ger\u00e7ek hayatta daha karma\u015f\u0131k i\u015flemler gerekebilir.  Ancak, temel mant\u0131k ayn\u0131d\u0131r.<\/p>\n<h2>Sonu\u00e7lar ve Faydalar<\/h2>\n<p>Python ve Pandas&#8217;\u0131 kullanarak, veri i\u015fleme s\u00fcrecimi otomatikle\u015ftirdim.  Bu sayede, haftalarca s\u00fcrecek bir i\u015fi birka\u00e7 dakika i\u00e7inde tamamlayabiliyorum.  Zamandan tasarruf etmenin yan\u0131 s\u0131ra, insan hatas\u0131 olas\u0131l\u0131\u011f\u0131n\u0131 da \u00f6nemli \u00f6l\u00e7\u00fcde azaltt\u0131m.  Elde etti\u011fim sonu\u00e7lar daha g\u00fcvenilir ve do\u011frudur.  Ayr\u0131ca, daha karma\u015f\u0131k analizler yapmak i\u00e7in daha fazla zaman\u0131m oldu.<\/p>\n<p>Bu \u00f6rnek, Python&#8217;\u0131n ger\u00e7ek hayattaki problemlere nas\u0131l pratik \u00e7\u00f6z\u00fcmler sunabilece\u011fini g\u00f6steriyor.  Python&#8217;\u0131n \u00f6\u011frenilmesi ve kullan\u0131lmas\u0131, \u00f6zellikle veri analizi ve otomasyon alanlar\u0131nda \u00e7al\u0131\u015fanlar i\u00e7in olduk\u00e7a faydal\u0131 olacakt\u0131r.  Daha fazla bilgi ve Python ile ilgili projeler i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">fatihsoysal.com<\/a> sitesini ziyaret edebilirsiniz.<\/p>\n<p>Bu makalede bahsetti\u011fim Pandas k\u00fct\u00fcphanesi hakk\u0131nda daha detayl\u0131 bilgi i\u00e7in <a href=\"https:\/\/pandas.pydata.org\/\">Pandas resmi d\u00f6k\u00fcmanlar\u0131na<\/a> g\u00f6z atabilirsiniz.  Ayr\u0131ca,  Python&#8217;\u0131n di\u011fer k\u00fct\u00fcphaneleri hakk\u0131nda bilgi edinmek i\u00e7in <a href=\"https:\/\/docs.python.org\/3\/library\/\">Python resmi d\u00f6k\u00fcmanlar\u0131n\u0131<\/a> inceleyebilirsiniz.<\/p>\n<h2>#Etiketler<\/h2>\n<p>Python, problem \u00e7\u00f6zme, programlama, ger\u00e7ek hayat, \u00f6rnek, kodlama, yaz\u0131l\u0131m, \u00e7\u00f6z\u00fcm, uygulama, Pandas, veri analizi, otomasyon, Fatih Soysal<\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"Ger\u00e7ek Hayatta Python ile Problem \u00c7\u00f6z\u00fcm\u00fc: Bir \u00d6rnek Merhaba! Ben Fatih Soysal ve bug\u00fcn sizlerle Python programlama dilini&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-15087","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>Ger\u00e7ek Hayatta Python ile Problem \u00c7\u00f6z\u00fcm\u00fc: Bir \u00d6rnek<\/title>\n<meta name=\"description\" content=\"Merhaba! Ben Fatih Soysal ve bug\u00fcn sizlerle Python programlama dilini kullanarak ger\u00e7ek hayatta kar\u015f\u0131la\u015ft\u0131\u011f\u0131m bir problemi nas\u0131l \u00e7\u00f6zd\u00fc\u011f\u00fcm\u00fc payla\u015faca\u011f\u0131m. Bu problem, asl\u0131nda bir\u00e7ok ki\u015finin kar\u015f\u0131la\u015fabilece\u011fi olduk\u00e7a yayg\u0131n bir durumdu. \u00d6ncelikle sorunun ne oldu\u011funu a\u00e7\u0131klayarak ba\u015flayaca\u011f\u0131m. Ard\u0131ndan, Python&#039;\u0131n sundu\u011fu ara\u00e7lar\u0131 nas\u0131l kulland\u0131\u011f\u0131m\u0131 ve bu \u00e7\u00f6z\u00fcm\u00fcn sonu\u00e7lar\u0131n\u0131 detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131m. Umar\u0131m bu payla\u015f\u0131m, Python&#039;\u0131n g\u00fcc\u00fcn\u00fc ve pratik uygulamalar\u0131n\u0131 daha iyi anlaman\u0131za yard\u0131mc\u0131 olur.\" \/>\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\/gercek-hayatta-python-ile-problem-cozumu-bir-ornek\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Ger\u00e7ek Hayatta Python ile Problem \u00c7\u00f6z\u00fcm\u00fc: Bir \u00d6rnek\" \/>\n<meta property=\"og:description\" content=\"Merhaba! Ben Fatih Soysal ve bug\u00fcn sizlerle Python programlama dilini kullanarak ger\u00e7ek hayatta kar\u015f\u0131la\u015ft\u0131\u011f\u0131m bir problemi nas\u0131l \u00e7\u00f6zd\u00fc\u011f\u00fcm\u00fc payla\u015faca\u011f\u0131m. Bu problem, asl\u0131nda bir\u00e7ok ki\u015finin kar\u015f\u0131la\u015fabilece\u011fi olduk\u00e7a yayg\u0131n bir durumdu. \u00d6ncelikle sorunun ne oldu\u011funu a\u00e7\u0131klayarak ba\u015flayaca\u011f\u0131m. Ard\u0131ndan, Python&#039;\u0131n sundu\u011fu ara\u00e7lar\u0131 nas\u0131l kulland\u0131\u011f\u0131m\u0131 ve bu \u00e7\u00f6z\u00fcm\u00fcn sonu\u00e7lar\u0131n\u0131 detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131m. Umar\u0131m bu payla\u015f\u0131m, Python&#039;\u0131n g\u00fcc\u00fcn\u00fc ve pratik uygulamalar\u0131n\u0131 daha iyi anlaman\u0131za yard\u0131mc\u0131 olur.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/gercek-hayatta-python-ile-problem-cozumu-bir-ornek\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2025-03-13T18:15:14+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\/gercek-hayatta-python-ile-problem-cozumu-bir-ornek\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/gercek-hayatta-python-ile-problem-cozumu-bir-ornek\/\"},\"author\":{\"name\":\"Fatih Soysal\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"headline\":\"Ger\u00e7ek Hayatta Python ile Problem \u00c7\u00f6z\u00fcm\u00fc: Bir \u00d6rnek\",\"datePublished\":\"2025-03-13T18:15:14+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/gercek-hayatta-python-ile-problem-cozumu-bir-ornek\/\"},\"wordCount\":550,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/gercek-hayatta-python-ile-problem-cozumu-bir-ornek\/#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/gercek-hayatta-python-ile-problem-cozumu-bir-ornek\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/gercek-hayatta-python-ile-problem-cozumu-bir-ornek\/\",\"name\":\"Ger\u00e7ek Hayatta Python ile Problem \u00c7\u00f6z\u00fcm\u00fc: Bir \u00d6rnek\",\"isPartOf\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\"},\"datePublished\":\"2025-03-13T18:15:14+00:00\",\"description\":\"Merhaba! Ben Fatih Soysal ve bug\u00fcn sizlerle Python programlama dilini kullanarak ger\u00e7ek hayatta kar\u015f\u0131la\u015ft\u0131\u011f\u0131m bir problemi nas\u0131l \u00e7\u00f6zd\u00fc\u011f\u00fcm\u00fc payla\u015faca\u011f\u0131m. Bu problem, asl\u0131nda bir\u00e7ok ki\u015finin kar\u015f\u0131la\u015fabilece\u011fi olduk\u00e7a yayg\u0131n bir durumdu. \u00d6ncelikle sorunun ne oldu\u011funu a\u00e7\u0131klayarak ba\u015flayaca\u011f\u0131m. Ard\u0131ndan, Python'\u0131n sundu\u011fu ara\u00e7lar\u0131 nas\u0131l kulland\u0131\u011f\u0131m\u0131 ve bu \u00e7\u00f6z\u00fcm\u00fcn sonu\u00e7lar\u0131n\u0131 detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131m. Umar\u0131m bu payla\u015f\u0131m, Python'\u0131n g\u00fcc\u00fcn\u00fc ve pratik uygulamalar\u0131n\u0131 daha iyi anlaman\u0131za yard\u0131mc\u0131 olur.\",\"breadcrumb\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/gercek-hayatta-python-ile-problem-cozumu-bir-ornek\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/fatihsoysal.com\/blog\/gercek-hayatta-python-ile-problem-cozumu-bir-ornek\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/gercek-hayatta-python-ile-problem-cozumu-bir-ornek\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Anasayfa\",\"item\":\"https:\/\/fatihsoysal.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Ger\u00e7ek Hayatta Python ile Problem \u00c7\u00f6z\u00fcm\u00fc: Bir \u00d6rnek\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#website\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/\",\"name\":\"Fatihsoysal.com\",\"description\":\"Blog - Yaz\u0131l\u0131m D\u00fcnyas\u0131 Tecr\u00fcbelerim\",\"publisher\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/fatihsoysal.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"tr\"},{\"@type\":[\"Person\",\"Organization\"],\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/002a254750921dcfd568a99e48240dd1\",\"name\":\"Fatih Soysal\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"contentUrl\":\"https:\/\/fatihsoysal.com\/blog\/wp-content\/uploads\/2024\/04\/cropped-replicate-prediction-3kgg1hgjn5rgp0cf0p5tr0jw7w-1.png\",\"width\":512,\"height\":512,\"caption\":\"Fatih Soysal\"},\"logo\":{\"@id\":\"https:\/\/fatihsoysal.com\/blog\/#\/schema\/person\/image\/\"},\"description\":\"Kullan\u0131m ve kodlama m\u00fckemmeliyetini odak alan uygulamalar olu\u015fturma deneyimine sahip, profesyonel olarak 15+ y\u0131l \u00fczeri deneyime sahip bir yaz\u0131l\u0131m m\u00fchendisi.\",\"url\":\"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Ger\u00e7ek Hayatta Python ile Problem \u00c7\u00f6z\u00fcm\u00fc: Bir \u00d6rnek","description":"Merhaba! Ben Fatih Soysal ve bug\u00fcn sizlerle Python programlama dilini kullanarak ger\u00e7ek hayatta kar\u015f\u0131la\u015ft\u0131\u011f\u0131m bir problemi nas\u0131l \u00e7\u00f6zd\u00fc\u011f\u00fcm\u00fc payla\u015faca\u011f\u0131m. Bu problem, asl\u0131nda bir\u00e7ok ki\u015finin kar\u015f\u0131la\u015fabilece\u011fi olduk\u00e7a yayg\u0131n bir durumdu. \u00d6ncelikle sorunun ne oldu\u011funu a\u00e7\u0131klayarak ba\u015flayaca\u011f\u0131m. Ard\u0131ndan, Python'\u0131n sundu\u011fu ara\u00e7lar\u0131 nas\u0131l kulland\u0131\u011f\u0131m\u0131 ve bu \u00e7\u00f6z\u00fcm\u00fcn sonu\u00e7lar\u0131n\u0131 detayl\u0131 bir \u015fekilde ele alaca\u011f\u0131m. Umar\u0131m bu payla\u015f\u0131m, Python'\u0131n g\u00fcc\u00fcn\u00fc ve pratik uygulamalar\u0131n\u0131 daha iyi anlaman\u0131za yard\u0131mc\u0131 olur.","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:\/\/fatihsoysal.com\/blog\/gercek-hayatta-python-ile-problem-cozumu-bir-ornek\/","og_locale":"tr_TR","og_type":"article","og_title":"Ger\u00e7ek Hayatta Python ile Problem \u00c7\u00f6z\u00fcm\u00fc: Bir \u00d6rnek","og_description":"Merhaba! Ben Fatih Soysal ve bug\u00fcn sizlerle Python programlama dilini kullanarak ger\u00e7ek hayatta kar\u015f\u0131la\u015ft\u0131\u011f\u0131m bir problemi nas\u0131l \u00e7\u00f6zd\u00fc\u011f\u00fcm\u00fc payla\u015faca\u011f\u0131m. 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