{"id":3544,"date":"2022-08-22T15:50:42","date_gmt":"2022-08-22T12:50:42","guid":{"rendered":"https:\/\/datakapital.com\/blog\/?p=3544"},"modified":"2025-08-07T14:14:16","modified_gmt":"2025-08-07T11:14:16","slug":"dijital-is-istihbaratinda-semantigin-onemi","status":"publish","type":"post","link":"https:\/\/datakapital.com\/blog\/dijital-is-istihbaratinda-semantigin-onemi\/","title":{"rendered":"Dijital \u0130\u015f \u0130stihbarat\u0131nda Semanti\u011fin \u00d6nemi"},"content":{"rendered":"\r\n<p>Anlama ili\u015fkin sorunlar dilbilimi oldu\u011fu gibi felsefe, mant\u0131k, ruhbilim, toplumbilim, vb. dallar\u0131 da \u00e7ok yak\u0131ndan ilgilendirir. Dijital d\u00fcnyada interdisipliner bir alan olarak \u00e7al\u0131\u015fan <strong>dijital <\/strong><strong>i\u015f istihbarat\u0131<\/strong> (<a href=\"https:\/\/datakapital.com\/blog\/is-istihbarati-nedir\/\">business intelligence<\/a>) i\u00e7in de durum b\u00f6yledir.<\/p>\r\n\r\n\r\n\r\n<p><strong>Anlambilim, anlam bilimi<\/strong> ya da <strong>semantik<\/strong>; dilde anlamlar\u0131 inceleyen bilim dal\u0131d\u0131r. Anlam bilimi felsef\u00ee \/ mant\u0131ksal ve dilbilimsel olmak \u00fczere iki farkl\u0131 a\u00e7\u0131dan ele al\u0131n\u0131r.<\/p>\r\n\r\n\r\n\r\n<p><strong>Felsef\u00ee<\/strong> ya da <strong>mant\u0131ksal<\/strong> <strong>yakla\u015f\u0131m<\/strong>; g\u00f6stergeler (Bir \u015feyi belirtmeye yarayan \u015fey, belirti, i\u015faret) ya da kelimeler ile bunlar\u0131n g\u00f6ndergeleri (Bir g\u00f6stergenin belirtti\u011fi varl\u0131k ya da nesne) aras\u0131ndaki ba\u011flant\u0131ya a\u011f\u0131rl\u0131k verir ve adland\u0131rma, d\u00fcz anlam, yan anlam, do\u011fruluk gibi \u00f6zellikleri inceler.<\/p>\r\n\r\n\r\n\r\n<p><strong>Dilbilimsel yakla\u015f\u0131m<\/strong> zaman i\u00e7inde anlam de\u011fi\u015fiklikleri ile dilin yap\u0131s\u0131, d\u00fc\u015f\u00fcnce ve anlam aras\u0131ndaki kar\u015f\u0131l\u0131kl\u0131 ba\u011flant\u0131 gibi konular \u00fcst\u00fcnde durur.<\/p>\r\n\r\n\r\n\r\n<p>Bir ba\u015fka deyi\u015fle g\u00f6stergelerin anlamlar\u0131n\u0131n ili\u015fkin oldu\u011fu bilim veya teoriye anlam bilimi veya semantik denir.<\/p>\r\n\r\n\r\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\r\n\r\n<div class=\"wp-block-image\">\r\n<figure class=\"aligncenter size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"550\" height=\"366\" class=\"wp-image-3545\" src=\"https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2022\/08\/dijital-is-istihbarati-semantik.jpg\" alt=\"anlambilim, dijital i\u015f istihbarat\u0131\" title=\"\" srcset=\"https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2022\/08\/dijital-is-istihbarati-semantik.jpg 550w, https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2022\/08\/dijital-is-istihbarati-semantik-300x200.jpg 300w, https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2022\/08\/dijital-is-istihbarati-semantik-150x100.jpg 150w, https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2022\/08\/dijital-is-istihbarati-semantik-450x299.jpg 450w\" sizes=\"(max-width: 550px) 100vw, 550px\" \/><\/figure>\r\n<\/div>\r\n\r\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\r\n\r\n\r\n<p><strong>Anlambilim<\/strong>, g\u00f6sterge biliminin bir alt dal\u0131d\u0131r. Bu bilime ait baz\u0131 kavramlar konunun anla\u015f\u0131lmas\u0131 bak\u0131m\u0131ndan \u00f6nem arz etmektedir:<\/p>\r\n\r\n\r\n\r\n<p><strong>G\u00f6sterge<\/strong>; kendisinden ba\u015fka bir \u015feye i\u015faret eden, ba\u015fka bir \u015feyin temsili olan ve yorumlanabilen her t\u00fcrl\u00fc cisim, durum veya olayd\u0131r.<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><strong>Boyutlar\u0131<\/strong><\/h2>\r\n\r\n\r\n\r\n<ol class=\"wp-block-list\" type=\"1\">\r\n<li><strong>G\u00f6r\u00fcng\u00fc<\/strong><\/li>\r\n<\/ol>\r\n\r\n\r\n\r\n<p>G\u00f6r\u00fcng\u00fc, g\u00f6stergenin i\u015faret etti\u011fi olgudur. Dilsel olarak b\u00fct\u00fcn kelimeler birer g\u00f6r\u00fcng\u00fcd\u00fcr ve ileti\u015fimde bir imgeyi aktarmak i\u00e7in kullan\u0131lan g\u00f6r\u00fcng\u00fc, i\u00e7eri\u011fi (anlam\u0131) ta\u015f\u0131yan unsurdur.<\/p>\r\n\r\n\r\n\r\n<p>Birbirinden farkl\u0131 g\u00f6r\u00fcng\u00fcler e\u015f anlaml\u0131 kelimelerin olmad\u0131\u011f\u0131 durumda da ayn\u0131 i\u00e7eri\u011fi ta\u015f\u0131yabilirler. \u00d6rne\u011fin ifade olarak &#8220;\u0130stanbul&#8221; ile &#8220;T\u00fcrkiye&#8217;nin kalbi&#8221; g\u00f6r\u00fcng\u00fcleri, ayn\u0131 i\u00e7eri\u011fe sahip olsalar da vurgular\u0131 farkl\u0131d\u0131r.<\/p>\r\n\r\n\r\n\r\n<ul class=\"wp-block-list\">\r\n<li><strong>\u0130mge<\/strong><\/li>\r\n<\/ul>\r\n\r\n\r\n\r\n<p>\u0130mge; g\u00f6stergeye ait olan anlamd\u0131r yani g\u00f6sterilendir. G\u00f6stergenin i\u00e7eri\u011fi ve de\u011feri de bu boyuttad\u0131r. G\u00f6r\u00fcng\u00fclerde oldu\u011fu gibi, birden fazla imge tek bir g\u00f6r\u00fcng\u00fcye ait olabilir. Bu durumda g\u00f6r\u00fcng\u00fc \u00e7okanlaml\u0131d\u0131r.<\/p>\r\n\r\n\r\n\r\n<p>K\u0131saca harfler (okunan, yaz\u0131lan) ve sesler (duyulan, s\u00f6ylenen) g\u00f6r\u00fcng\u00fc boyutuyken; ima edilen ve zihinde canlanan ise imge boyutudur.<\/p>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><strong>Semanti\u011fin Kapsam\u0131<\/strong><\/h3>\r\n\r\n\r\n\r\n<p>Dil biliminin alt alan\u0131 olan semantik, dilsel g\u00f6stergelerin anlam\u0131n\u0131 ara\u015ft\u0131r\u0131r.<\/p>\r\n\r\n\r\n\r\n<p>Dilsel g\u00f6stergeler s\u00f6zl\u00fc ve yaz\u0131l\u0131 bi\u00e7imlerle ilgili olan b\u00fct\u00fcn ifadelerdir. Bu ba\u011flamda morfemler (bi\u00e7im birimi) en k\u00fc\u00e7\u00fck g\u00f6stergelerdir. Daha b\u00fcy\u00fck g\u00f6stergeler kelimelerdir, bunu ise c\u00fcmleler, c\u00fcmleler ve metinler takip eder. B\u00fct\u00fcn bu birimler \u201cg\u00f6sterge\u201d g\u00f6revini yerine getirir. Asl\u0131nda dilbilimsel semanti\u011fin ara\u015ft\u0131rma nesnesi morfem ve kelimelerdir.<\/p>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><strong>Semanti\u011fin T\u00fcrleri<\/strong><\/h3>\r\n\r\n\r\n\r\n<p>Yeterlili\u011fe dair herhangi bir iddiaya sahip olmak i\u00e7in semantik teori en az \u00fc\u00e7 ko\u015fulu yerine getirmelidir: 1- Herhangi bir dil i\u00e7in kelime anlam\u0131n\u0131n ve c\u00fcmle anlam\u0131n\u0131n do\u011fas\u0131 bilinmeli ve bunlar aras\u0131ndaki ili\u015fkinin do\u011fas\u0131 a\u00e7\u0131klanmal\u0131d\u0131r. 2- Kelime veya c\u00fcmle olarak dilin farkl\u0131 formlar\u0131ndaki belirsizlik (m\u00fcphemiyet) \u00f6ng\u00f6r\u00fclebilir olmal\u0131d\u0131r. 3- Bir dilin kelimeleri ve c\u00fcmleleri aras\u0131ndaki sistematik ili\u015fki karakterize edilmeli ve a\u00e7\u0131klanabilmelidir. Bir ba\u015fka deyi\u015fle z\u0131tl\u0131klar\u0131n, gerektirimlerin, mant\u0131ksal i\u00e7eriklerin, e\u015f anlaml\u0131l\u0131\u011f\u0131n vb. ba\u011f\u0131n\u0131n sarih bir tarifi verilmelidir.<a id=\"_ftnref1\" href=\"#_ftn1\">[1]<\/a><\/p>\r\n\r\n\r\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\r\n\r\n<div class=\"wp-block-image\">\r\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" width=\"550\" height=\"366\" class=\"wp-image-3546\" src=\"https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2022\/08\/dijital-is-istihbarati-semantik-2.jpg\" alt=\"anlambilim, dijital i\u015f istihbarat\u0131\" title=\"\" srcset=\"https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2022\/08\/dijital-is-istihbarati-semantik-2.jpg 550w, https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2022\/08\/dijital-is-istihbarati-semantik-2-300x200.jpg 300w, https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2022\/08\/dijital-is-istihbarati-semantik-2-150x100.jpg 150w, https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2022\/08\/dijital-is-istihbarati-semantik-2-450x299.jpg 450w\" sizes=\"(max-width: 550px) 100vw, 550px\" \/><\/figure>\r\n<\/div>\r\n\r\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><strong>Bili\u015fim bilimi i\u00e7erisinde semantik<\/strong><\/h3>\r\n\r\n\r\n\r\n<p>Bili\u015fim bilimi i\u00e7erisinde semantik, mant\u0131ksal semanti\u011fin uygulamas\u0131d\u0131r. Burada bi\u00e7imsel programlama dilleri i\u00e7in s\u00f6z diziminin yan\u0131 s\u0131ra bi\u00e7imsel bir semantik tan\u0131mlanmaktad\u0131r. Bu semantik \u00f6ng\u00f6r\u00fclebilirlik (hesaplanabilirlik) kuram\u0131, hesap karma\u015f\u0131kl\u0131\u011f\u0131 kuram\u0131 ve \u00f6zellikle de bilgisayar programlar\u0131n\u0131n do\u011frulanmas\u0131 (kusursuzluk) alanlar\u0131ndaki kullan\u0131mlarda bulunmaktad\u0131r.<\/p>\r\n\r\n\r\n\r\n<h2 class=\"wp-block-heading\"><strong>Dijital \u0130\u015f \u0130stihbarat\u0131nda Semantik<\/strong><\/h2>\r\n\r\n\r\n\r\n<p>Veri i\u015fleme yoluyla bilgi ortaya \u00e7\u0131karan i\u015f istihbarat\u0131 ara\u00e7lar\u0131; yaz\u0131l\u0131, g\u00f6rsel, i\u015fitsel ara\u00e7lardan bir\u00e7ok \u015fekilde yararlan\u0131r.<\/p>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><strong>Duygu Analizinde (Sentiment Analysis) Semantik<\/strong><\/h3>\r\n\r\n\r\n\r\n<p><a href=\"https:\/\/datakapital.com\/kesfedin\/sentiment-analiz\">Duygu analizi,<\/a> birtak\u0131m yollarla hedef ki\u015finin veya kitlenin duygu durumunun ortaya \u00e7\u0131kar\u0131lmas\u0131d\u0131r. Bu analiz metodunda do\u011fal dil i\u015fleme (NLP: Natural Language Processing) \u00f6nemli bir yere sahiptir. Yaz\u0131l\u0131 veya yaz\u0131ya d\u00f6k\u00fclen materyallerde anlamlar\u0131n nereye gitti\u011fi belli kriterlere g\u00f6re de\u011ferlendirilir.<\/p>\r\n\r\n\r\n\r\n<p>T\u00fcrk\u00e7e duygu analizlerinde en \u00e7ok kar\u015f\u0131la\u015f\u0131lan sorunlar\u0131n ba\u015f\u0131nda ironiler gelmektedir. Dildeki mecazlar\u0131n fazlal\u0131\u011f\u0131, analiz yapan makinelerin bir\u00e7ok kez yan\u0131lmas\u0131na sebep olur. \u00d6rne\u011fin \u201cEkonomi bu yat\u0131r\u0131mlardan sonra patlayacak.\u201d c\u00fcmlesinde tek ba\u015f\u0131na \u201cpatlamak\u201d fiili anlamsal a\u00e7\u0131dan olumsuz \u00e7a\u011fr\u0131\u015f\u0131m yapsa c\u00fcmle i\u00e7indeki kullan\u0131m\u0131 ekonominin y\u00fckseli\u015fe ge\u00e7ece\u011fini g\u00f6sterir ki bu da olumlu anlama sahiptir.<\/p>\r\n\r\n\r\n\r\n<h3 class=\"wp-block-heading\"><strong>Sosyal Medya Analizlerinde Semantik<\/strong><\/h3>\r\n\r\n\r\n\r\n<p>Sosyal a\u011flarda \u00fcretilen i\u00e7erikler insan baz\u0131nda oldu\u011fu gibi yer, zaman bak\u0131m\u0131ndan da yap\u0131lan analizlerin konusudur. \u0130\u00e7eriklerin duygu durumu, kullan\u0131lan ifadelere g\u00f6re yorumlan\u0131r ve kapsaml\u0131 bir analiz meydana gelir.<\/p>\r\n<p data-start=\"172\" data-end=\"705\">Bu ba\u011flamda dijital \u00e7a\u011f\u0131n getirdi\u011fi bir di\u011fer kritik kavram <strong data-start=\"232\" data-end=\"250\">anlamsal a\u011flar<\/strong> (semantic networks) ve <strong data-start=\"274\" data-end=\"292\">ontolojilerdir<\/strong>. Semantik teknolojiler, bilgiye eri\u015fim y\u00f6ntemlerinin geli\u015fmesini ve makinelerin anlam\u0131 daha derinlikli i\u015flemesini sa\u011flar. \u00d6rne\u011fin, bir m\u00fc\u015fteri geri bildirim sistemi; &#8220;\u00fcr\u00fcn iade ettim ama param yatmad\u0131&#8221; ve &#8220;kargom gelmedi, iade ettim&#8221; gibi ifadeleri sadece kelimeler d\u00fczeyinde de\u011fil, niyet ve ba\u011flam d\u00fczeyinde de ayr\u0131\u015ft\u0131rabilmelidir. Bu t\u00fcr i\u015flemler, semantik analiz tekniklerinin geli\u015fmi\u015f kullan\u0131m\u0131n\u0131 gerektirir.<\/p>\r\n<p data-start=\"707\" data-end=\"1071\"><strong data-start=\"707\" data-end=\"722\">Ontolojiler<\/strong>, bir konu alan\u0131ndaki kavramlar\u0131n ve bunlar\u0131n birbirleriyle olan ili\u015fkilerinin bi\u00e7imsel tan\u0131m\u0131d\u0131r. Bilgi sistemlerinde, \u00f6zellikle kurumsal d\u00fczeyde bilgi y\u00f6netiminde anlaml\u0131 veri k\u00fcmeleri olu\u015fturmak i\u00e7in ontolojik modeller kullan\u0131l\u0131r. Bu modeller sayesinde farkl\u0131 kaynaklardan gelen veriler ortak bir kavramsal yap\u0131 alt\u0131nda yorumlanabilir hale gelir.<\/p>\r\n<p data-start=\"1073\" data-end=\"1463\">\u0130\u015f istihbarat\u0131 alan\u0131nda <strong data-start=\"1097\" data-end=\"1124\">semantik zenginle\u015ftirme<\/strong> (<a href=\"https:\/\/www.sciencedirect.com\/science\/article\/abs\/pii\/S1474034623000897\" target=\"_blank\" rel=\"noopener\">semantic enrichment<\/a>), ham verinin yaln\u0131zca gramatik de\u011fil ba\u011flamsal olarak da anlamland\u0131r\u0131lmas\u0131n\u0131 hedefler. Bu sayede veriden bilgiye, bilgiden stratejik karara ge\u00e7i\u015f daha sa\u011flam temellerle kurulur. \u00d6zellikle b\u00fcy\u00fck veri analiti\u011finde, veri k\u00fcmeleri aras\u0131nda kavramsal e\u015fle\u015ftirme yap\u0131lmas\u0131 bu t\u00fcr semantik sistemlerin etkinli\u011fine ba\u011fl\u0131d\u0131r.<\/p>\r\n<p data-start=\"1465\" data-end=\"1928\"><strong data-start=\"1465\" data-end=\"1484\">Makine \u00f6\u011frenimi<\/strong> modelleriyle b\u00fct\u00fcnle\u015fik \u00e7al\u0131\u015fan semantik analiz sistemleri, metin madencili\u011fi, otomatik etiketleme ve i\u00e7erik \u00f6nerme gibi alanlarda da kritik rol oynar. \u00d6rne\u011fin, bir haber ajans\u0131; binlerce haber aras\u0131ndan kullan\u0131c\u0131ya ilgisine g\u00f6re i\u00e7erik sunarken yaln\u0131zca anahtar kelime de\u011fil, anlam ba\u011flant\u0131lar\u0131na da bakar. Bu ba\u011flamda, semantik analiz kullan\u0131c\u0131 deneyimini zenginle\u015ftirirken kurumsal s\u00fcre\u00e7lerde karar destek sistemlerinin do\u011frulu\u011funu art\u0131r\u0131r.<\/p>\r\n<p data-start=\"1930\" data-end=\"2361\" data-is-last-node=\"\" data-is-only-node=\"\">Gelecekte semantik sistemlerin daha fazla ba\u011flam fark\u0131ndal\u0131\u011f\u0131na sahip olmas\u0131 beklenmektedir. Bu da <strong data-start=\"2029\" data-end=\"2048\">duygu tonlamas\u0131<\/strong>, <strong data-start=\"2050\" data-end=\"2067\">ironi tespiti<\/strong>, <strong data-start=\"2069\" data-end=\"2098\">k\u00fclt\u00fcrel referans analizi<\/strong> gibi ince ayr\u0131mlar\u0131 i\u00e7eren geli\u015fmi\u015f modellerin daha yayg\u0131n kullan\u0131m\u0131 anlam\u0131na gelir. Sonu\u00e7ta, semantik analiz; dilin yaln\u0131zca ta\u015f\u0131y\u0131c\u0131s\u0131 oldu\u011fu anlam\u0131 de\u011fil, bu anlam\u0131n ba\u011flamsal, k\u00fclt\u00fcrel ve stratejik katmanlar\u0131n\u0131 da a\u00e7\u0131\u011fa \u00e7\u0131karmaya \u00e7al\u0131\u015fan dinamik bir aland\u0131r.<\/p>\r\n\r\n\r\n\r\n<h2>Referanslar<\/h2>\r\n\r\n\r\n\r\n<p><a id=\"_ftn1\" href=\"#_ftnref1\">[1]<\/a> Ruth M. Kempson, Semantic Theory, Cambridge University Press, New York, 1992, s. 4.<\/p>\r\n\r\n\r\n\r\n<p>&nbsp;<\/p>\r\n","protected":false},"excerpt":{"rendered":"<p>Anlama ili\u015fkin sorunlar dilbilimi oldu\u011fu gibi felsefe, mant\u0131k, ruhbilim, toplumbilim, vb. dallar\u0131 da \u00e7ok yak\u0131ndan ilgilendirir. Dijital d\u00fcnyada interdisipliner bir alan olarak \u00e7al\u0131\u015fan dijital i\u015f istihbarat\u0131 (business intelligence) i\u00e7in de durum b\u00f6yledir. Anlambilim, anlam bilimi ya da semantik; dilde anlamlar\u0131 inceleyen bilim dal\u0131d\u0131r. Anlam bilimi felsef\u00ee \/ mant\u0131ksal ve dilbilimsel olmak \u00fczere iki farkl\u0131 a\u00e7\u0131dan<\/p>\n","protected":false},"author":3,"featured_media":3546,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[39,45,50,41],"tags":[81,80,538,69],"class_list":{"0":"post-3544","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-analiz-teknikleri","8":"category-senaryo-ve-oruntu-testleri","9":"category-veri-destekli-okumalar","10":"category-veri-turleri-ve-kavramlar","11":"tag-anlambilim","12":"tag-dijital-is-istihbarati","13":"tag-is-istihbarati","14":"tag-sentiment-analiz"},"better_featured_image":{"id":3546,"alt_text":"anlambilim, dijital i\u015f istihbarat\u0131","caption":"","description":"","media_type":"image","media_details":{"width":550,"height":366,"file":"2022\/08\/dijital-is-istihbarati-semantik-2.jpg","filesize":82642,"sizes":{"medium":{"file":"dijital-is-istihbarati-semantik-2-300x200.jpg","width":300,"height":200,"mime-type":"image\/jpeg","filesize":15801,"source_url":"https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2022\/08\/dijital-is-istihbarati-semantik-2-300x200.jpg"},"thumbnail":{"file":"dijital-is-istihbarati-semantik-2-150x150.jpg","width":150,"height":150,"mime-type":"image\/jpeg","filesize":8036,"source_url":"https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2022\/08\/dijital-is-istihbarati-semantik-2-150x150.jpg"},"bunyad-small":{"file":"dijital-is-istihbarati-semantik-2-150x100.jpg","width":150,"height":100,"mime-type":"image\/jpeg","filesize":5309,"source_url":"https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2022\/08\/dijital-is-istihbarati-semantik-2-150x100.jpg"},"bunyad-medium":{"file":"dijital-is-istihbarati-semantik-2-450x299.jpg","width":450,"height":299,"mime-type":"image\/jpeg","filesize":31143,"source_url":"https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2022\/08\/dijital-is-istihbarati-semantik-2-450x299.jpg"}},"image_meta":{"aperture":"0","credit":"","camera":"","caption":"","created_timestamp":"0","copyright":"","focal_length":"0","iso":"0","shutter_speed":"0","title":"","orientation":"1","keywords":[]}},"post":3544,"source_url":"https:\/\/datakapital.com\/blog\/wp-content\/uploads\/2022\/08\/dijital-is-istihbarati-semantik-2.jpg"},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/datakapital.com\/blog\/wp-json\/wp\/v2\/posts\/3544","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\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/datakapital.com\/blog\/wp-json\/wp\/v2\/comments?post=3544"}],"version-history":[{"count":6,"href":"https:\/\/datakapital.com\/blog\/wp-json\/wp\/v2\/posts\/3544\/revisions"}],"predecessor-version":[{"id":5493,"href":"https:\/\/datakapital.com\/blog\/wp-json\/wp\/v2\/posts\/3544\/revisions\/5493"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/datakapital.com\/blog\/wp-json\/wp\/v2\/media\/3546"}],"wp:attachment":[{"href":"https:\/\/datakapital.com\/blog\/wp-json\/wp\/v2\/media?parent=3544"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/datakapital.com\/blog\/wp-json\/wp\/v2\/categories?post=3544"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/datakapital.com\/blog\/wp-json\/wp\/v2\/tags?post=3544"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}