{"id":553206,"date":"2021-10-18T12:54:03","date_gmt":"2021-10-18T16:54:03","guid":{"rendered":"https:\/\/gijn.org\/?p=553206"},"modified":"2023-06-25T07:31:49","modified_gmt":"2023-06-25T11:31:49","slug":"sosyal-medya-veri-madenciligi-icin-ipuclari","status":"publish","type":"post","link":"https:\/\/gijn.org\/tr\/hikayeler\/sosyal-medya-veri-madenciligi-icin-ipuclari\/","title":{"rendered":"Sosyal Medya Veri Madencili\u011fi \u0130\u00e7in \u0130pu\u00e7lar\u0131!"},"content":{"rendered":"<p><a href=\"https:\/\/gijn.org\/wp-content\/uploads\/2021\/01\/Hank-Social-Media-Story.png\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-303255\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2021\/01\/Hank-Social-Media-Story-1170x658.png\" alt=\"\" width=\"771\" height=\"434\" srcset=\"https:\/\/gijn.org\/wp-content\/uploads\/2021\/01\/Hank-Social-Media-Story-1170x658.png 1170w, https:\/\/gijn.org\/wp-content\/uploads\/2021\/01\/Hank-Social-Media-Story-336x189.png 336w, https:\/\/gijn.org\/wp-content\/uploads\/2021\/01\/Hank-Social-Media-Story-771x434.png 771w, https:\/\/gijn.org\/wp-content\/uploads\/2021\/01\/Hank-Social-Media-Story-768x432.png 768w, https:\/\/gijn.org\/wp-content\/uploads\/2021\/01\/Hank-Social-Media-Story-1536x864.png 1536w, https:\/\/gijn.org\/wp-content\/uploads\/2021\/01\/Hank-Social-Media-Story.png 1600w\" sizes=\"auto, (max-width: 771px) 100vw, 771px\" \/><\/a><br \/>\nSosyal medya platformlar\u0131 sonsuz bir veri hazinesi gibi hatta bazen \u015firketlerin kendisi bu hazinenin bir par\u00e7as\u0131 olabiliyor. Peki bu \u2018gizli\u2019 hazineyi nas\u0131l bulabiliriz?<\/p>\n<p><a href=\"https:\/\/www.linkedin.com\/in\/searchbistro\/\" target=\"_blank\" rel=\"noreferrer noopener\">Henk van Ess<\/a>\u00a0olu\u015fturdu\u011fu arama uygulamalar\u0131n\u0131n yan\u0131 s\u0131ra dolayl\u0131 yollarla anla\u015f\u0131lmas\u0131 zor olabilecek sosyal medya bilgilerini bulman\u0131n d\u00fczinelerce y\u00f6ntemini geli\u015ftirdi.<\/p>\n<p>\u201c\u00a0<a href=\"https:\/\/www.youtube.com\/watch?v=6VTrNx5BOpA\" target=\"_blank\" rel=\"noreferrer noopener\">Sosyal Medyay\u0131 Ara\u015ft\u0131rmak<\/a>\u00a0\u201d konulu GIJN web seminerinde Van Ess, bu ipu\u00e7lardan birka\u00e7\u0131n\u0131 88 \u00fclkeden 483 gazeteciden olu\u015fan bir izleyici kitlesiyle payla\u015ft\u0131.\u00a0Etkinlik\u00a0Aral\u0131k ay\u0131nda g\u00f6rsel d\u00fc\u015f\u00fcnmenin \u00e7evrim i\u00e7i aramalar\u0131 nas\u0131l iyile\u015ftirebilece\u011fini ve aramalar\u0131n\u0131za odaklanmaya y\u00f6nelik ipu\u00e7lar\u0131n\u0131 a\u00e7\u0131klad\u0131\u011f\u0131\u00a0<a href=\"https:\/\/www.youtube.com\/watch?v=k_LPGC0atJo\" target=\"_blank\" rel=\"noreferrer noopener\">daha \u00f6nceki bir web seminerinin<\/a>\u00a0ard\u0131ndan geldi\u00a0.<\/p>\n<p>\u0130\u015fte Henk van Ess\u2019in sosyal medya veri madencili\u011fi konusundaki ipu\u00e7lar\u0131:<\/p>\n<ul>\n<li><strong>Facebook\u2019ta \u201ckim\u201di ve \u201cnerede\u201dyi bulmak.\u00a0<\/strong>Yeni Facebook aray\u00fcz\u00fcne bir yer ad\u0131 girmeyi deneyin, arama kutusunun alt\u0131ndaki se\u00e7eneklerden biri olarak g\u00f6r\u00fcnen \u201cki\u015filer\u201de t\u0131klay\u0131n ve ard\u0131ndan Facebook\u2019un \u201c\u015fehir\u201d alt\u0131ndaki \u00f6nceden bi\u00e7imlendirilmi\u015f veritaban\u0131 giri\u015fine t\u0131klayarak do\u011fru yere sahip olup olmad\u0131\u011f\u0131n\u0131z\u0131 kontrol edin. \u201d\u00a0Bu listeyi anahtar kelimelerle daralt\u0131n.<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/gijn.org\/wp-content\/uploads\/2021\/01\/HenkVideoFacebookLink-771x303.png\" alt=\"\" width=\"771\" height=\"303\" \/><\/p>\n<p>Yukar\u0131daki resmin sa\u011f alt k\u00f6\u015fesindeki ba\u011flant\u0131da sar\u0131 renkle vurgulanan \u201cvideolar\u201d kelimesi, muhabirlerin arad\u0131klar\u0131 materyalin t\u00fcr\u00fcn\u00fc, \u00f6rne\u011fin \u201cg\u00f6nderiler\u201d veya \u201cfoto\u011fraflar\u201d gibi Facebook\u2019un bulmas\u0131n\u0131 isteyen yerleri belirtebileceklerini g\u00f6sterir. \u0130htiya\u00e7 duyduklar\u0131 bilgi t\u00fcr\u00fc.<\/p>\n<ul>\n<li><strong>Facebook\u2019ta \u201cne\u201dyi ve \u201cne zaman\u201d\u0131 bulma:\u00a0<\/strong>Facebook, kullan\u0131c\u0131lar\u0131n belirli tarihler i\u00e7in arama yapmas\u0131na izin vermezken,\u00a0<a href=\"https:\/\/whopostedwhat.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Kim Ne G\u00f6nderdi?\u00a0<\/a>\u00a0\u2013 Van Ess taraf\u0131ndan geli\u015ftirilen \u00fccretsiz bir ara\u00e7, muhabirlerin belirli tarih ve konular\u0131 arayarak g\u00f6nderileri ve videolar\u0131 bulmas\u0131n\u0131 sa\u011fl\u0131yor.\u00a0Site belirli bir tarih, ay veya y\u0131lda sitede \u00f6ne \u00e7\u0131kan bir anahtar kelimeyi araman\u0131za izin verir.\u00a0Van Ess, muhabirlerin Kim Ne G\u00f6nderdi?\u00a0uygun ortamdaki ba\u011flant\u0131lar\u0131 bulmak i\u00e7in \u201cvideolar\u201d veya belki \u201cg\u00f6r\u00fcnt\u00fcler\u201d kelimesiyle arama yapabilirsiniz.<\/li>\n<li><strong>Son teslim tarihinde h\u0131zl\u0131 arama nas\u0131l yap\u0131l\u0131r.\u00a0<\/strong>Bir vaka \u00e7al\u0131\u015fmas\u0131 olarak Van Ess, 2020\u2019de bir son dakika haberine verdi\u011fi arama yan\u0131t\u0131 \u00f6rne\u011fini payla\u015ft\u0131. \u0130svi\u00e7re\u2019nin Vaud kantonundaki k\u00fc\u00e7\u00fck Apples k\u00f6y\u00fcnde Bel\u00e7ikal\u0131 bir aile \u00f6l\u00fc bulundu. Ne olmu\u015ftu ve i\u015fin i\u00e7inde kim vard\u0131? Van Ess, ara\u015ft\u0131rmas\u0131n\u0131n ilk saniyelerinde \u00fc\u00e7 kelimelik basit bir kombinasyonla ba\u015flad\u0131: Elmalar, Vaud ve mort (Frans\u0131zca \u201c\u00f6l\u00fc\u201d kelimesi muhtemelen \u0130svi\u00e7re\u2019nin o b\u00f6lgesinde kullan\u0131l\u0131yordu). Ancak, Google\u2019\u0131n algoritmas\u0131 \u201cElmalar\u201d kelimesini sildi ve arama ba\u015far\u0131s\u0131z oldu. B\u00f6ylece Van Ess, Google\u2019\u0131 t\u00fcm bu terimleri ayn\u0131 sayfada bulmaya zorlamak i\u00e7in bu \u00fc\u00e7 kelimenin her birini t\u0131rnak i\u00e7inde d\u00fczeltti ve aile hakk\u0131nda birka\u00e7 k\u00fc\u00e7\u00fck ipucu sunan trajedi hakk\u0131nda k\u0131sa bir hikaye buldu.<\/li>\n<li><strong>Facebook ad aramalar\u0131n\u0131 nas\u0131l daraltabilece\u011finizi d\u00fc\u015f\u00fcn\u00fcn.\u00a0<\/strong>Van Ess, Bel\u00e7ikal\u0131 aileyi k\u00f6ydeki \u0130svi\u00e7reli ailelerden ay\u0131rmaya \u00e7al\u0131\u015fmak i\u00e7in Facebook\u2019ta ortak bir Bel\u00e7ika \u00f6nek soyad\u0131 olan \u201cvan\u201d ile denedi.\u00a0Web seminerinde, belirli b\u00f6lgelerdeki belirli ad kal\u0131plar\u0131na a\u015fina olmayan muhabirlerin, \u201cBel\u00e7ikal\u0131 soyadlar\u0131\u201d gibi basit Google aramalar\u0131yla bunlar\u0131 bulabileceklerini s\u00f6yledi.<\/li>\n<li><strong>URL kodu g\u00f6z\u00fcn\u00fcz\u00fc korkutmas\u0131n.\u00a0<\/strong>Facebook\u2019u, araman\u0131z\u0131n yaln\u0131zca tam adlar\u0131nda belirli bir kelimeye sahip bir kasabadan insanlar\u0131 g\u00f6sterecek \u015fekilde de\u011fi\u015ftirebilirsiniz. Bu durumda, \u201cq=\u201d i\u015flevinden sonra \u201celma\u201d kelimesini, uzun URL dizesindeki \u201cvan\u201d kelimesiyle de\u011fi\u015ftirin. Bu, Van Ess\u2019i iki ger\u00e7e\u011fi daha iyi bilen bir Bel\u00e7ikal\u0131 k\u00f6yl\u00fcye g\u00f6t\u00fcrd\u00fc: \u00f6l\u00fc adam\u0131n ilk ad\u0131na ve \u201cbasketbolu sevdi\u011fi\u201d ger\u00e7e\u011fine.<\/li>\n<\/ul>\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\">\n<div class=\"wp-block-embed__wrapper\"><\/div>\n<\/figure>\n<ul>\n<li><strong>Van Ess,<\/strong>\u00a0Microsoft\u2019un platformu sat\u0131n almas\u0131ndan bu yana\u00a0<strong>LinkedIn\u2019in art\u0131k daha fazla veri arama f\u0131rsat\u0131 sundu\u011funu<\/strong>\u00a0, bu nedenle sadece \u201cbasketbol\u201d ve \u201celma, vaud\u201d ad\u0131n\u0131 yazman\u0131z \u00f6l\u00fc adam\u0131n profilini, mesle\u011fini ve tam ad\u0131n\u0131 bulmak i\u00e7in yeterli oldu\u011funu s\u00f6yl\u00fcyor.\u00a0Bu basit ad\u0131mlar\u0131n trajedideki t\u00fcm bu yeni detaylar\u0131 sadece 15 dakikada bulmas\u0131n\u0131 sa\u011flad\u0131\u011f\u0131n\u0131 payla\u015f\u0131yor.<\/li>\n<li><strong>LinkedIn\u2019de k\u00fc\u00e7\u00fck yerler bulma.\u00a0<\/strong>Yeri, ard\u0131ndan bir bo\u015fluk ve alan\u0131 t\u0131rnak i\u015faretleri i\u00e7inde ve LinkedIn arama dizenizin sonuna yazd\u0131\u011f\u0131n\u0131zdan emin olun.\u00a0(\u00d6rne\u011fin: Jane Smith \u201cParadise, California.\u201d) Van Ess, LinkedIn\u2019deki resmi \u201c\u015fehir\u201d arama \u00f6zelli\u011finin yak\u0131nda kullan\u0131lamayaca\u011f\u0131 konusunda uyar\u0131yor.<\/li>\n<li><strong>Tam adlar\u0131 bulmak i\u00e7in LinkedIn\u2019den \u00e7\u0131kmak ve sonra tekrar girmek\u00a0<\/strong>.\u00a0\u00d6rne\u011fin, bir hesap ba\u015fl\u0131\u011f\u0131 olarak bir ad yerine \u201cLinkedIn \u00dcyesi\u201d kullan\u0131yorsa, ad\u0131 \u015firket bilgilerini t\u0131rnak i\u00e7ine alarak ve \u015fehri yazarak bulabilir ve \u00fclke LinkedIn adresini ekleyebilirsiniz. \u00d6rne\u011fin site:in.linkedin.com, Hindistan\u2019daki site i\u00e7in.<\/li>\n<li><strong>Gizemli bir e-posta adresinden bir LinkedIn hesab\u0131 nas\u0131l bulunur?\u00a0<\/strong>Bir Outlook e-posta hesab\u0131 kullanarak sahip oldu\u011funuz e-posta adresini \u201cYeni Ki\u015filer\u201d alt\u0131na ekleyin ve Outlook sayfas\u0131ndaki LinkedIn simgesine t\u0131klaman\u0131z yeterlidir.\u00a0Bu, belirli LinkedIn eri\u015fim engellerini atlayabilir.<\/li>\n<li><strong>Instagram\u2019da h\u0131zl\u0131 arama.\u00a0<\/strong>Bir haber etkinli\u011finden sosyal medya g\u00f6r\u00fcnt\u00fcleri bulman\u0131z gerekiyorsa, adresi Google\u2019da bulun, bu adresi Instagram\u2019da co\u011frafi etiketleri bulmak i\u00e7in kullan\u0131n ve ard\u0131ndan bu ba\u011flant\u0131y\u0131\u00a0<a href=\"https:\/\/whopostedwhat.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">Kim Ne G\u00f6nderdi?\u00a0<\/a>\u00a0haber olay\u0131n\u0131n tarihi ile birlikte aray\u0131n.<\/li>\n<li><strong>Silinen tweetler nas\u0131l bulunur?\u00a0<\/strong>\u00a0<a href=\"https:\/\/archive.org\/\" target=\"_blank\" rel=\"noreferrer noopener\">Archive.org\u00a0<\/a>ve Google \u00f6nbelle\u011fi faydal\u0131 olabilirken, tan\u0131nm\u0131\u015f ki\u015filer taraf\u0131ndan silinen tweet\u2019ler, art\u0131k politikac\u0131lar taraf\u0131ndan silinen g\u00f6nderilerin d\u00fcnya \u00e7ap\u0131nda bir veritaban\u0131na sahip olan\u00a0<a href=\"https:\/\/www.politwoops.com\/countries\" target=\"_blank\" rel=\"noreferrer noopener\">Politwoops.com<\/a>\u2018da bulunabilir.<\/li>\n<\/ul>\n<h5><strong>Ek Okuma<\/strong><\/h5>\n<p><a href=\"https:\/\/gijn.org\/2021\/01\/26\/henk-van-ess-on-visual-thinking-for-online-investigations\/\" target=\"_blank\" rel=\"noreferrer noopener\"><em>Henk van Ess \u00c7evrimi\u00e7i Ara\u015ft\u0131rmalar i\u00e7in G\u00f6rsel D\u00fc\u015f\u00fcnme \u00dczerine<\/em><\/a><\/p>\n<p><a href=\"https:\/\/gijn.org\/2020\/06\/03\/gijn-masterclass-with-paul-myers-online-research-tips-for-digging-into-the-pandemic-and-beyond\/\" target=\"_blank\" rel=\"noreferrer noopener\"><em>Paul Myers ile GIJN Masterclass: Pandemi ve \u00d6tesini Ke\u015ffetmek i\u00e7in \u00c7evrimi\u00e7i Ara\u015ft\u0131rma \u0130pu\u00e7lar\u0131<\/em><\/a><\/p>\n<p><a href=\"https:\/\/gijn.org\/2020\/07\/15\/my-favorite-tools-with-buzzfeeds-craig-silverman\/\" target=\"_blank\" rel=\"noreferrer noopener\"><em>BuzzFeed\u2019den Craig Silverman ile Favori Ara\u00e7lar\u0131m<\/em><\/a><\/p>\n<div class=\"wp-block-image\">\n<figure class=\"alignleft\"><img decoding=\"async\" src=\"https:\/\/lh4.googleusercontent.com\/lwBBI6CSEcdyJ_5b3hbVMLkJXkIPfF0lNHtlqCg7yS1aHr_1scj7hQopd_r__87PputS4JY8vf7PY0_B-PEz7r_EofPg8THb3wBEkmWFL7_ZN09nbosDeP33Ck96Qawje1Z65khZ=s1600\" alt=\"\" \/><\/figure>\n<\/div>\n<p><strong>Yazar Hakk\u0131nda<\/strong><\/p>\n<p><a href=\"https:\/\/twitter.com\/RowanPhilp\" target=\"_blank\" rel=\"noreferrer noopener\">Rowan Philp<\/a>, GIJN i\u00e7in \u00e7al\u0131\u015fan bir muhabirdir. Eskiden G\u00fcney Afrika\u2019n\u0131n\u00a0<a href=\"https:\/\/www.timeslive.co.za\/sunday-times\/\" target=\"_blank\" rel=\"noreferrer noopener\">Sunday Times<\/a>\u00a0gazetesinin ba\u015f muhabiriydi. Bir d\u0131\u015f muhabir olarak, d\u00fcnya \u00e7ap\u0131nda iki d\u00fczineden fazla \u00fclkeden haberler, siyaset, yolsuzluk ve \u00e7at\u0131\u015fmalar hakk\u0131nda haberler yapt\u0131.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A\u00e7\u0131k kaynak habercilik uzman\u0131 Henk van Ess, dolayl\u0131 yollarla anla\u015f\u0131lmas\u0131 zor sosyal medya bilgilerini bulmak i\u00e7in d\u00fczinelerce y\u00f6ntem ve kendi olu\u015fturdu\u011fu bir arama uygulamas\u0131na yer veriyor. &#8220;Sosyal Medyay\u0131 Ara\u015ft\u0131rmak&#8221; konulu yak\u0131n tarihli bir GIJN web seminerinde Van Ess bu ipu\u00e7lar\u0131ndan birka\u00e7\u0131n\u0131 payla\u015ft\u0131.<\/p>\n","protected":false},"author":3031167,"featured_media":303255,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"republication-tracker-tool-hide-widget":false,"footnotes":"","_tec_slr_enabled":"","_tec_slr_layout":""},"categories":[23206],"tags":[14457,1098,22451,2355,1099,22452,14456,594,14455],"gijn_topic":[18933],"series":[],"gijn_language":[17789],"gijn_region":[],"class_list":["post-553206","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-hikayeler","tag-arac-ve-teknik","tag-facebook","tag-henk-van-ess-tr","tag-henk-van-ess","tag-linkedin","tag-linkedin-tr","tag-sosyal-medya-arastirmasi","tag-twitter-2","tag-veri-madenciligi","gijn_topic-arastirma-ipuclari-ve-araclar","gijn_language-tr-tr"],"acf":[],"ticketed":false,"_links":{"self":[{"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/posts\/553206","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/users\/3031167"}],"replies":[{"embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/comments?post=553206"}],"version-history":[{"count":0,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/posts\/553206\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/media\/303255"}],"wp:attachment":[{"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/media?parent=553206"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/categories?post=553206"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/tags?post=553206"},{"taxonomy":"gijn_topic","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/gijn_topic?post=553206"},{"taxonomy":"series","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/series?post=553206"},{"taxonomy":"gijn_language","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/gijn_language?post=553206"},{"taxonomy":"gijn_region","embeddable":true,"href":"https:\/\/gijn.org\/tr\/wp-json\/wp\/v2\/gijn_region?post=553206"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}