{"id":5107,"date":"2024-01-09T16:06:37","date_gmt":"2024-01-09T13:06:37","guid":{"rendered":"https:\/\/datakapital.com\/blog\/?p=5107"},"modified":"2025-08-14T18:01:18","modified_gmt":"2025-08-14T15:01:18","slug":"datakapital-influencer-listeleri-surum-guncellemesi-1-1","status":"publish","type":"post","link":"https:\/\/datakapital.com\/blog\/datakapital-influencer-listeleri-surum-guncellemesi-1-1\/","title":{"rendered":"Datakapital Influencer Listeleri S\u00fcr\u00fcm G\u00fcncellemesi 1.1"},"content":{"rendered":"<p>Datakapital Influencer Listelerinin yeni s\u00fcr\u00fcm\u00fcnde baz\u0131 de\u011fi\u015fiklikler yapt\u0131k. G\u00fcncelleme notlar\u0131 \u015fu \u015fekildedir.<\/p>\n<ul>\n<li>Daha \u00f6nce etki skoruna haftal\u0131k olarak etki eden ve i\u00e7eri\u011fin spam niteli\u011fini ya da m\u00fckerrer say\u0131m\u0131n\u0131 \u00f6l\u00e7en bir filtre kullan\u0131yorduk. Bu filtreye g\u00f6re i\u00e7eri\u011fe bir spam skor atan\u0131yor ve bu haftal\u0131k olarak g\u00fcncelleniyordu ve spam skoru toplam etki skoruna negatif y\u00f6nl\u00fc olarak etki ediyordu. Spam skor k\u0131smen i\u00e7erik kalitesine ili\u015fkin bir referans ta\u015f\u0131d\u0131\u011f\u0131 i\u00e7in bu de\u011ferlendirme kald\u0131r\u0131ld\u0131.<\/li>\n<li>Bunun yerine spam niteli\u011fi bulunan i\u00e7erikleri t\u00fcm\u00fcyle ve 1\/0 binary olarak eleyen bir filtre devreye ald\u0131k. Bu filtre Bist&#8217;le ilgili gibi g\u00f6r\u00fcnen ama semantik a\u00e7\u0131dan daha farkl\u0131 bir anlam \u00e7at\u0131s\u0131na, daha fazla hizmet eden i\u00e7erikleri art\u0131k elemektedir. Daha \u00f6nce bu i\u00e7erikler spam skoru y\u00fckseltse de de\u011ferlendirmeye al\u0131n\u0131yordu art\u0131k t\u00fcm\u00fcyle eleniyor ve de\u011ferlendirmeye al\u0131nm\u0131yor. \u00d6rne\u011fin hisse senetleri hakk\u0131nda vaatler hisse senetleri ile ilgili gibi g\u00f6r\u00fcnse de asl\u0131nda en geni\u015f anlam\u0131 Bist&#8217;le ilgili bir yarg\u0131dan ziyade ki\u015fisel reklam ya da gelecekteki bir payla\u015f\u0131ma referans ve y\u00f6nlendirmedir. Bu ve bunun gibi spam niteli\u011fi olan i\u00e7erikler art\u0131k t\u00fcm\u00fcyle elenecektir.<a href=\"https:\/\/datakapital.com\/blog\/twitter-influencer-modulleri\/\"> (Hangi i\u00e7eriklerin spam niteli\u011fi oldu\u011funu merak ediyorsan\u0131z l\u00fctfen t\u0131klay\u0131n)<\/a><\/li>\n<li><a href=\"https:\/\/datakapital.com\/bist\/twitter\">Listemize spam skor yerine<\/a> , etki skorunun nominal olarak de\u011fi\u015fimini g\u00f6steren bir s\u00fctun eklenmi\u015ftir. Bu de\u011fi\u015fim, ge\u00e7ti\u011fimiz haftayla bu hafta aras\u0131ndaki etki skoru fark\u0131n\u0131 vermektedir. Bu de\u011ferde azalma g\u00f6r\u00fcyorsan\u0131z muhtemelen ilgili haftada Bist ile ilgili att\u0131\u011f\u0131n\u0131z tweetler belli bir like, retweet ve g\u00f6r\u00fcnt\u00fclenme say\u0131s\u0131n\u0131n alt\u0131nda kalm\u0131\u015ft\u0131r.<\/li>\n<li>Taraman\u0131n kapsam\u0131 geni\u015fletilmi\u015ftir daha \u00f6nce sadece se\u00e7ici keywordler \u00fczerinden genel tarama yap\u0131larak etki skorlar\u0131 g\u00fcncelleniyor olmas\u0131na ra\u011fmen art\u0131k tarama iki a\u015famal\u0131d\u0131r. \u00d6ncelikle ilgili konuda payla\u015f\u0131m yapan hesaplar\u0131n payla\u015f\u0131m\u0131 tespit edilir, ard\u0131ndan her hesap tek tek taranarak iligili konuda belli bir g\u00f6r\u00fcnt\u00fcleme \u00fczeri alm\u0131\u015f olan t\u00fcm i\u00e7erikler hesaplamaya al\u0131nmaktad\u0131r. Bu y\u00f6ntemle influencerlar\u0131n mukayeseli \u00f6l\u00e7\u00fcm\u00fc daha isabetli hale gelmi\u015ftir.<\/li>\n<li>Tarama kapsam\u0131 geni\u015fletilmi\u015f ve \u00f6l\u00e7\u00fcme al\u0131nan i\u00e7eriklerin like, retweet ve g\u00f6r\u00fcnt\u00fcleme alt s\u0131n\u0131rlar\u0131 d\u00fc\u015f\u00fcr\u00fclm\u00fc\u015ft\u00fcr.<\/li>\n<\/ul>\n<p data-start=\"2456\" data-end=\"3230\">Yeni s\u00fcr\u00fcmde yap\u0131lan bu de\u011fi\u015fikliklerin arkas\u0131nda, yaln\u0131zca teknik bir g\u00fcncelleme de\u011fil, ayn\u0131 zamanda metodolojik bir d\u00f6n\u00fc\u015f\u00fcm bulunmaktad\u0131r. Daha \u00f6nce kullan\u0131lan spam skoru yakla\u015f\u0131m\u0131, i\u00e7erikleri tamamen d\u0131\u015flamadan, onlara negatif a\u011f\u0131rl\u0131k vererek sistemde tutmay\u0131 tercih ediyordu. Bunun bir avantaj\u0131, geni\u015f veri taban\u0131 olu\u015fturulabilmesiydi; ancak dezavantaj\u0131 ise spam veya y\u00f6nlendirme ama\u00e7l\u0131 i\u00e7eriklerin h\u00e2l\u00e2 listelere dahil edilmesi ve genel etki \u00f6l\u00e7\u00fcmlerini bozmas\u0131yd\u0131. Yeni sistemde, ikili (binary) filtreye ge\u00e7ilmesiyle birlikte bu sorun k\u00f6kl\u00fc bi\u00e7imde \u00e7\u00f6z\u00fclm\u00fc\u015f oldu. Art\u0131k bir i\u00e7erik spam kategorisine giriyorsa tamamen d\u0131\u015flan\u0131yor ve veri setinde s\u0131f\u0131r etkili kabul ediliyor. Bu yakla\u015f\u0131m, \u00f6l\u00e7\u00fcmlerin g\u00fcvenilirli\u011fini art\u0131r\u0131rken kullan\u0131c\u0131ya daha berrak bir tablo sunuyor.<\/p>\n<h4 data-start=\"3232\" data-end=\"3257\">Spam \u0130\u00e7eri\u011fin Tan\u0131m\u0131<\/h4>\n<p data-start=\"3258\" data-end=\"3315\">Spam i\u00e7eri\u011fin tan\u0131m\u0131 da bu g\u00fcncellemeyle netle\u015ftirildi.<\/p>\n<ul data-start=\"3316\" data-end=\"3711\">\n<li data-start=\"3316\" data-end=\"3407\">\n<p data-start=\"3318\" data-end=\"3407\"><strong data-start=\"3318\" data-end=\"3377\">Kendi reklam\u0131n\u0131 yapmak i\u00e7in hisse etiketleyen i\u00e7erikler<\/strong> spam olarak kabul ediliyor.<\/p>\n<\/li>\n<li data-start=\"3408\" data-end=\"3510\">\n<p data-start=\"3410\" data-end=\"3510\"><strong data-start=\"3410\" data-end=\"3490\">Hisse ile ilgili gibi g\u00f6r\u00fcnen ancak esasen ki\u015fisel tan\u0131t\u0131m yapan payla\u015f\u0131mlar<\/strong> da filtreleniyor.<\/p>\n<\/li>\n<li data-start=\"3511\" data-end=\"3599\">\n<p data-start=\"3513\" data-end=\"3599\"><strong data-start=\"3513\" data-end=\"3575\">Tekrarlanan ve neredeyse ayn\u0131 metni i\u00e7eren zincir tweetler<\/strong> sistemden d\u0131\u015flan\u0131yor.<\/p>\n<\/li>\n<li data-start=\"3600\" data-end=\"3711\">\n<p data-start=\"3602\" data-end=\"3711\"><strong data-start=\"3602\" data-end=\"3648\">Yanl\u0131\u015f y\u00f6nlendirme veya spek\u00fclatif vaatler<\/strong> i\u00e7eren metinler, semantik tarama algoritmas\u0131yla ay\u0131klan\u0131yor.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"3713\" data-end=\"3921\">Bu tan\u0131m sayesinde, Bist\u2019e ili\u015fkin ger\u00e7ek anlamda katk\u0131 sa\u011flayan tart\u0131\u015fmalar, analizler, veri payla\u015f\u0131mlar\u0131 ve yorumlar \u00f6n plana \u00e7\u0131kar\u0131l\u0131yor. Kullan\u0131c\u0131lar b\u00f6ylece daha nitelikli bir etki s\u0131ralamas\u0131na eri\u015fiyor.<\/p>\n<h4 data-start=\"3923\" data-end=\"3961\">Etki Skoru Nominal De\u011fi\u015fim S\u00fctunu<\/h4>\n<p data-start=\"3962\" data-end=\"4353\">Etki skoruna eklenen \u201cnominal de\u011fi\u015fim\u201d s\u00fctunu, kullan\u0131c\u0131lar\u0131n kendi performanslar\u0131n\u0131 zamansal olarak izlemeleri a\u00e7\u0131s\u0131ndan kritik bir yenilik. \u00d6nceki sistemde kullan\u0131c\u0131 sadece toplam etki skorunu g\u00f6rebiliyor, fakat bu skorun bir \u00f6nceki haftaya g\u00f6re ne \u00f6l\u00e7\u00fcde de\u011fi\u015fti\u011fini ay\u0131rt etmekte zorlan\u0131yordu. Art\u0131k kullan\u0131c\u0131, kendi i\u00e7eriklerinin haftal\u0131k etkile\u015fim dinamiklerini \u00f6l\u00e7ebilecek. \u00d6rne\u011fin:<\/p>\n<ul data-start=\"4354\" data-end=\"4538\">\n<li data-start=\"4354\" data-end=\"4434\">\n<p data-start=\"4356\" data-end=\"4434\">Ge\u00e7en hafta 150 puan, bu hafta 200 puan ald\u0131ysa +50 nominal de\u011fi\u015fim g\u00f6r\u00fcyor.<\/p>\n<\/li>\n<li data-start=\"4435\" data-end=\"4538\">\n<p data-start=\"4437\" data-end=\"4538\">Tersine, \u00f6nceki haftaya g\u00f6re 30 puan d\u00fc\u015f\u00fc\u015f ya\u015fad\u0131ysa, bunun sebebini i\u00e7erik analizinde g\u00f6rebiliyor.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"4540\" data-end=\"4744\">Bu sayede, influencerlar kendi i\u00e7erik stratejilerini optimize edebilir. Yaln\u0131zca y\u00fcksek toplam etki skoruna sahip olmak de\u011fil, ayn\u0131 zamanda haftal\u0131k ivmeyi yakalamak da \u00f6nemli bir kriter haline geliyor.<\/p>\n<h4 data-start=\"4746\" data-end=\"4786\">Tarama S\u00fcrecinde \u0130ki A\u015famal\u0131 Y\u00f6ntem<\/h4>\n<p data-start=\"4787\" data-end=\"4867\">Yeni tarama y\u00f6nteminin iki a\u015famal\u0131 olmas\u0131, \u00f6l\u00e7\u00fcmlerin hassasiyetini art\u0131r\u0131yor:<\/p>\n<ol data-start=\"4868\" data-end=\"5473\">\n<li data-start=\"4868\" data-end=\"5160\">\n<p data-start=\"4871\" data-end=\"5160\"><strong data-start=\"4871\" data-end=\"4896\">\u0130lgili hesap tespiti:<\/strong> \u00d6ncelikle Bist veya belirlenen temalar hakk\u0131nda payla\u015f\u0131m yapan hesaplar belirleniyor. Bu a\u015famada, yaln\u0131zca anahtar kelimelere de\u011fil, semantik ba\u011flama da bak\u0131l\u0131yor. B\u00f6ylece, \u00f6rne\u011fin \u201cborsa\u201d kelimesi ge\u00e7mese bile hisse analizi yapan i\u00e7erikler tespit edilebiliyor.<\/p>\n<\/li>\n<li data-start=\"5161\" data-end=\"5473\">\n<p data-start=\"5164\" data-end=\"5473\"><strong data-start=\"5164\" data-end=\"5190\">\u0130\u00e7erik derin taramas\u0131:<\/strong> Belirlenen hesaplar\u0131n t\u00fcm i\u00e7erikleri taran\u0131yor ve yaln\u0131zca belirli bir g\u00f6r\u00fcnt\u00fclenme e\u015fi\u011fini a\u015fanlar puanlamaya al\u0131n\u0131yor. Bu y\u00f6ntem, hem b\u00fcy\u00fck hesaplar\u0131n d\u00fc\u015f\u00fck etkile\u015fimli i\u00e7eriklerle listeyi doldurmas\u0131n\u0131 engelliyor hem de k\u00fc\u00e7\u00fck hesaplar\u0131n viral olmu\u015f i\u00e7eriklerini g\u00f6r\u00fcn\u00fcr k\u0131l\u0131yor.<\/p>\n<\/li>\n<\/ol>\n<h4 data-start=\"5475\" data-end=\"5506\">Alt Limitlerin D\u00fc\u015f\u00fcr\u00fclmesi<\/h4>\n<p data-start=\"5507\" data-end=\"5885\">Like, retweet ve g\u00f6r\u00fcnt\u00fcleme alt s\u0131n\u0131rlar\u0131n\u0131n d\u00fc\u015f\u00fcr\u00fclmesi, \u00f6zellikle orta \u00f6l\u00e7ekli influencerlar\u0131n sistemde daha iyi temsil edilmesini sa\u011fl\u0131yor. \u00d6nceki s\u00fcr\u00fcmde \u00e7ok y\u00fcksek e\u015fikler nedeniyle baz\u0131 hesaplar\u0131n anlaml\u0131 i\u00e7erikleri istatistiksel olarak d\u0131\u015far\u0131da kalabiliyordu. Art\u0131k daha kapsay\u0131c\u0131 bir veri taban\u0131 ile, farkl\u0131 \u00f6l\u00e7eklerdeki influencerlar\u0131n etkisi adil bi\u00e7imde \u00f6l\u00e7\u00fcl\u00fcyor.<\/p>\n<h4 data-start=\"5887\" data-end=\"5919\">Kullan\u0131c\u0131ya Pratik Etkileri<\/h4>\n<ul data-start=\"5920\" data-end=\"6295\">\n<li data-start=\"5920\" data-end=\"6030\">\n<p data-start=\"5922\" data-end=\"6030\"><strong data-start=\"5922\" data-end=\"5945\">Daha adil s\u0131ralama:<\/strong> Spam i\u00e7erikler tamamen d\u0131\u015fland\u0131\u011f\u0131 i\u00e7in listeler art\u0131k daha az manip\u00fcle edilebilir.<\/p>\n<\/li>\n<li data-start=\"6031\" data-end=\"6168\">\n<p data-start=\"6033\" data-end=\"6168\"><strong data-start=\"6033\" data-end=\"6064\">Kendi performans\u0131n\u0131 izleme:<\/strong> Nominal de\u011fi\u015fim s\u00fctunu sayesinde kullan\u0131c\u0131, hangi haftalarda y\u00fckseli\u015f trendinde oldu\u011funu g\u00f6rebilecek.<\/p>\n<\/li>\n<li data-start=\"6169\" data-end=\"6295\">\n<p data-start=\"6171\" data-end=\"6295\"><strong data-start=\"6171\" data-end=\"6197\">Daha fazla g\u00f6r\u00fcn\u00fcrl\u00fck:<\/strong> Alt s\u0131n\u0131rlar\u0131n d\u00fc\u015fmesiyle birlikte k\u00fc\u00e7\u00fck ama kaliteli hesaplar\u0131n g\u00f6r\u00fcn\u00fcr olma ihtimali artacak.<\/p>\n<\/li>\n<\/ul>\n<h4 data-start=\"6297\" data-end=\"6338\">Y\u00f6ntemin \u0130leriye Y\u00f6nelik Potansiyeli<\/h4>\n<p data-start=\"6339\" data-end=\"6764\">Bu g\u00fcncelleme sadece bug\u00fcn\u00fcn ihtiyac\u0131na de\u011fil, gelecekte yap\u0131lacak geli\u015fmelere de temel olu\u015fturuyor. \u00d6rne\u011fin, ilerleyen d\u00f6nemde etki skorlar\u0131na \u201ckonu bazl\u0131 a\u011f\u0131rl\u0131kland\u0131rma\u201d getirilebilir. Yani yaln\u0131zca toplam etki de\u011fil, belirli temalar (bankac\u0131l\u0131k, sanayi, teknoloji hisseleri vb.) i\u00e7in ayr\u0131 ayr\u0131 etki skoru hesaplanabilir. B\u00f6ylece kullan\u0131c\u0131lar hem genel etki listelerini hem de sekt\u00f6r bazl\u0131 etki s\u0131ralamalar\u0131n\u0131 g\u00f6rebilir.<\/p>\n<p data-start=\"6766\" data-end=\"7158\">Bir di\u011fer potansiyel geli\u015ftirme, \u201cetkile\u015fim kalitesi\u201d metri\u011finin eklenmesidir. \u015eu an sistem, like ve retweet say\u0131lar\u0131n\u0131 \u00f6l\u00e7\u00fcyor; ancak bunlar\u0131n kimlerden geldi\u011fi de \u00f6nemlidir. \u00d6rne\u011fin, alan\u0131nda uzman veya y\u00fcksek itibara sahip ki\u015filerden gelen etkile\u015fimler daha y\u00fcksek puanla de\u011ferlendirilebilir. Bu y\u00f6nde yap\u0131lacak bir geli\u015ftirme, influencer analizlerini daha da sofistike hale getirebilir.<\/p>\n<h4 data-start=\"7160\" data-end=\"7183\">Stratejik Sonu\u00e7lar<\/h4>\n<p data-start=\"7184\" data-end=\"7293\">Bu de\u011fi\u015fiklikler yaln\u0131zca teknik bir g\u00fcncelleme de\u011fil, ayn\u0131 zamanda stratejik bir yeniden konumland\u0131rmad\u0131r.<\/p>\n<ul data-start=\"7294\" data-end=\"7724\">\n<li data-start=\"7294\" data-end=\"7458\">\n<p data-start=\"7296\" data-end=\"7458\"><strong data-start=\"7296\" data-end=\"7320\">G\u00fcvenilirlik art\u0131\u015f\u0131:<\/strong> Listelerin g\u00fcvenilirli\u011fi y\u00fckseldik\u00e7e, Datakapital influencer \u00f6l\u00e7\u00fcmleri piyasa profesyonelleri taraf\u0131ndan daha \u00e7ok referans al\u0131nacakt\u0131r.<\/p>\n<\/li>\n<li data-start=\"7459\" data-end=\"7572\">\n<p data-start=\"7461\" data-end=\"7572\"><strong data-start=\"7461\" data-end=\"7475\">\u015eeffafl\u0131k:<\/strong> Kullan\u0131c\u0131lar hangi i\u00e7eriklerin neden elendi\u011fini g\u00f6rebilecekleri i\u00e7in s\u00fcre\u00e7 daha \u015feffaf olacak.<\/p>\n<\/li>\n<li data-start=\"7573\" data-end=\"7724\">\n<p data-start=\"7575\" data-end=\"7724\"><strong data-start=\"7575\" data-end=\"7587\">Rekabet:<\/strong> Influencerlar aras\u0131ndaki rekabet daha sa\u011fl\u0131kl\u0131 bir zemine ta\u015f\u0131nacak; spam veya manip\u00fclasyonla de\u011fil, nitelikli i\u00e7erikle \u00f6ne \u00e7\u0131k\u0131lacak.<\/p>\n<\/li>\n<\/ul>\n<h4 data-start=\"7726\" data-end=\"7744\">\u00d6rnek Senaryo<\/h4>\n<p data-start=\"7745\" data-end=\"8141\">Diyelim ki bir kullan\u0131c\u0131, her hafta d\u00fczenli analiz payla\u015f\u0131yor ancak ge\u00e7en hafta nominal de\u011fi\u015fimi -20 \u00e7\u0131kt\u0131. Bunun nedeni, o hafta i\u00e7eriklerinin daha az payla\u015f\u0131lmas\u0131 olabilir. Kullan\u0131c\u0131 bu bilgiyi g\u00f6rerek i\u00e7erik format\u0131n\u0131, payla\u015f\u0131m saatini veya kulland\u0131\u011f\u0131 g\u00f6rselleri de\u011fi\u015ftirebilir. B\u00f6ylece, sistem yaln\u0131zca \u00f6l\u00e7\u00fcm de\u011fil, ayn\u0131 zamanda i\u00e7erik stratejisine dair dolayl\u0131 bir geri bildirim de sa\u011flar.<\/p>\n<h4 data-start=\"8143\" data-end=\"8153\">Sonu\u00e7<\/h4>\n<p data-start=\"8154\" data-end=\"8703\">\u00d6zetle, Datakapital Influencer Listeleri\u2019nin yeni s\u00fcr\u00fcm\u00fc, spam skorundan binary filtreye ge\u00e7i\u015fi, nominal de\u011fi\u015fim s\u00fctununun eklenmesi, tarama kapsam\u0131n\u0131n geni\u015fletilmesi ve alt s\u0131n\u0131rlar\u0131n d\u00fc\u015f\u00fcr\u00fclmesiyle birlikte hem kullan\u0131c\u0131 deneyimini hem de analitik do\u011frulu\u011fu ciddi bi\u00e7imde art\u0131rmaktad\u0131r. Bu g\u00fcncellemelerle birlikte, influencer ekosisteminde daha sa\u011fl\u0131kl\u0131, adil ve \u015feffaf bir \u00f6l\u00e7\u00fcm altyap\u0131s\u0131 olu\u015fmaktad\u0131r. \u00d6n\u00fcm\u00fczdeki d\u00f6nemde bu sistem \u00fczerine yeni katmanlar eklenerek, piyasan\u0131n en g\u00fcvenilir influencer analiz arac\u0131n\u0131n temeli g\u00fc\u00e7lenmi\u015f olacakt\u0131r.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Datakapital Influencer Listelerinin yeni s\u00fcr\u00fcm\u00fcnde baz\u0131 de\u011fi\u015fiklikler yapt\u0131k. G\u00fcncelleme notlar\u0131 \u015fu \u015fekildedir. Daha \u00f6nce etki skoruna haftal\u0131k olarak etki eden ve i\u00e7eri\u011fin spam niteli\u011fini ya da m\u00fckerrer say\u0131m\u0131n\u0131 \u00f6l\u00e7en bir filtre kullan\u0131yorduk. Bu filtreye g\u00f6re i\u00e7eri\u011fe bir spam skor atan\u0131yor ve bu haftal\u0131k olarak g\u00fcncelleniyordu ve spam skoru toplam etki skoruna negatif y\u00f6nl\u00fc olarak etki<\/p>\n","protected":false},"author":14,"featured_media":5089,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7,89,15],"tags":[480,162],"class_list":{"0":"post-5107","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-alternatif-veri-ve-hisse-analizi","8":"category-duyurular","9":"category-sentiment-analizi","10":"tag-bist","11":"tag-datakapital"},"better_featured_image":{"id":5089,"alt_text":"Datakapital Twitter Mod\u00fcl\u00fc","caption":"","description":"","media_type":"image","media_details":{"width":1335,"height":698,"file":"2023\/12\/Datakapital-Twitter-Modulu-Teknoloji.jpg","filesize":233236,"sizes":{"medium":{"file":"Datakapital-Twitter-Modulu-Teknoloji-300x157.jpg","width":300,"height":157,"mime-type":"image\/jpeg","filesize":8896,"source_url":"https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2023\/12\/Datakapital-Twitter-Modulu-Teknoloji-300x157.jpg"},"large":{"file":"Datakapital-Twitter-Modulu-Teknoloji-1024x535.jpg","width":1024,"height":535,"mime-type":"image\/jpeg","filesize":77843,"source_url":"https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2023\/12\/Datakapital-Twitter-Modulu-Teknoloji-1024x535.jpg"},"thumbnail":{"file":"Datakapital-Twitter-Modulu-Teknoloji-150x150.jpg","width":150,"height":150,"mime-type":"image\/jpeg","filesize":3711,"source_url":"https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2023\/12\/Datakapital-Twitter-Modulu-Teknoloji-150x150.jpg"},"medium_large":{"file":"Datakapital-Twitter-Modulu-Teknoloji-768x402.jpg","width":768,"height":402,"mime-type":"image\/jpeg","filesize":46741,"source_url":"https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2023\/12\/Datakapital-Twitter-Modulu-Teknoloji-768x402.jpg"},"bunyad-small":{"file":"Datakapital-Twitter-Modulu-Teknoloji-150x78.jpg","width":150,"height":78,"mime-type":"image\/jpeg","filesize":2673,"source_url":"https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2023\/12\/Datakapital-Twitter-Modulu-Teknoloji-150x78.jpg"},"bunyad-medium":{"file":"Datakapital-Twitter-Modulu-Teknoloji-450x235.jpg","width":450,"height":235,"mime-type":"image\/jpeg","filesize":18497,"source_url":"https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2023\/12\/Datakapital-Twitter-Modulu-Teknoloji-450x235.jpg"},"bunyad-full":{"file":"Datakapital-Twitter-Modulu-Teknoloji-1200x627.jpg","width":1200,"height":627,"mime-type":"image\/jpeg","filesize":101085,"source_url":"https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2023\/12\/Datakapital-Twitter-Modulu-Teknoloji-1200x627.jpg"},"bunyad-768":{"file":"Datakapital-Twitter-Modulu-Teknoloji-768x402.jpg","width":768,"height":402,"mime-type":"image\/jpeg","filesize":46741,"source_url":"https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2023\/12\/Datakapital-Twitter-Modulu-Teknoloji-768x402.jpg"}},"image_meta":{"aperture":"0","credit":"","camera":"","caption":"","created_timestamp":"0","copyright":"","focal_length":"0","iso":"0","shutter_speed":"0","title":"","orientation":"0","keywords":[]}},"post":5082,"source_url":"https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2023\/12\/Datakapital-Twitter-Modulu-Teknoloji.jpg"},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/datakapital.com\/blog\/wp-json\/wp\/v2\/posts\/5107","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/datakapital.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/datakapital.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/datakapital.com\/blog\/wp-json\/wp\/v2\/users\/14"}],"replies":[{"embeddable":true,"href":"https:\/\/datakapital.com\/blog\/wp-json\/wp\/v2\/comments?post=5107"}],"version-history":[{"count":3,"href":"https:\/\/datakapital.com\/blog\/wp-json\/wp\/v2\/posts\/5107\/revisions"}],"predecessor-version":[{"id":5541,"href":"https:\/\/datakapital.com\/blog\/wp-json\/wp\/v2\/posts\/5107\/revisions\/5541"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/datakapital.com\/blog\/wp-json\/wp\/v2\/media\/5089"}],"wp:attachment":[{"href":"https:\/\/datakapital.com\/blog\/wp-json\/wp\/v2\/media?parent=5107"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/datakapital.com\/blog\/wp-json\/wp\/v2\/categories?post=5107"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/datakapital.com\/blog\/wp-json\/wp\/v2\/tags?post=5107"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}