{"id":908,"date":"2024-02-29T21:21:01","date_gmt":"2024-02-29T21:21:01","guid":{"rendered":"https:\/\/serhatdiker.com\/?p=908"},"modified":"2025-05-10T10:44:34","modified_gmt":"2025-05-10T10:44:34","slug":"redditin-kalbinde-subredditler-arasi-etkilesim-ve-merkezilik-analizi","status":"publish","type":"post","link":"https:\/\/serhatdiker.com\/index.php\/2024\/02\/29\/redditin-kalbinde-subredditler-arasi-etkilesim-ve-merkezilik-analizi\/","title":{"rendered":"Reddit&#8217;in Kalbinde: Subreddit&#8217;ler Aras\u0131 Etkile\u015fim ve Merkezilik Analizi"},"content":{"rendered":"<p>Reddit Hyperlinks Veri Seti, Stanford \u00dcniversitesi taraf\u0131ndan sa\u011flanm\u0131\u015ft\u0131r ve Reddit platformunda farkl\u0131 subreddit&#8217;ler aras\u0131ndaki hiperlink ili\u015fkilerini i\u00e7erir. Amac\u0131, Reddit \u00fczerindeki topluluklar aras\u0131ndaki etkile\u015fimleri ve sosyal ba\u011flar\u0131 incelemek i\u00e7in zengin bir veri kayna\u011f\u0131 sa\u011flamakt\u0131r.<\/p>\n<p>Bu veri seti, subreddit&#8217;ler aras\u0131ndaki hiperlinklerin yan\u0131 s\u0131ra, bu linklerin pozitif veya negatif olarak etiketlenmi\u015f olup olmad\u0131\u011f\u0131n\u0131, zaman damgalar\u0131n\u0131 ve ilgili subreddit&#8217;leri i\u00e7erir. Bu, sosyal medyada topluluklar aras\u0131ndaki ili\u015fkilerin ve etkile\u015fimlerin analiz edilmesi i\u00e7in m\u00fckemmel bir kaynakt\u0131r.<\/p>\n<p>Veri seti, genellikle kenar listesi format\u0131nda d\u00fczenlenmi\u015ftir. Her kay\u0131t, bir kaynaktan bir hedefe olan ba\u011flant\u0131y\u0131, bu ba\u011flant\u0131n\u0131n t\u00fcr\u00fcn\u00fc (pozitif veya negatif) ve olu\u015fturuldu\u011fu zaman\u0131 temsil eder. Bu, a\u011f analizi i\u00e7in ideal bir yap\u0131d\u0131r.<\/p>\n<p>Veri seti, sosyal medyada bilgi yay\u0131l\u0131m\u0131, topluluk dinamikleri, etkile\u015fim kal\u0131plar\u0131 ve topluluklar aras\u0131ndaki ili\u015fkilerin do\u011fas\u0131 gibi konularda derinlemesine analizler yapmak i\u00e7in kullan\u0131labilir. Ayr\u0131ca, sosyal medya platformlar\u0131nda nas\u0131l alt-k\u00fclt\u00fcrler ve topluluklar olu\u015ftu\u011funu anlamak i\u00e7in de kullan\u0131\u015fl\u0131d\u0131r.<\/p>\n<p>Veri Seti Linki: <a href=\"https:\/\/snap.stanford.edu\/data\/soc-RedditHyperlinks.html\">https:\/\/snap.stanford.edu\/data\/soc-RedditHyperlinks.html<\/a><\/p>\n<p><strong>Veri Seti Alanlar\u0131<\/strong><\/p>\n<p>SOURCE_SUBREDDIT<br \/>TARGET_SUBREDDIT<br \/>POST_ID<br \/>TIMESTAMP<br \/>LINK_SENTIMENT<br \/>PROPERTIES<\/p>\n<p>571927 sat\u0131r veri i\u00e7ermekte<\/p>\n<style>\/*! elementor - v3.19.0 - 28-02-2024 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\n<p>\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"740\" height=\"400\" src=\"https:\/\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim1-1024x554.png\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim1.png?resize=1024%2C554&amp;ssl=1 1024w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim1.png?resize=300%2C162&amp;ssl=1 300w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim1.png?resize=768%2C415&amp;ssl=1 768w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim1.png?w=1280&amp;ssl=1 1280w\" sizes=\"auto, (max-width: 740px) 100vw, 740px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<p><strong>A\u011f Yap\u0131s\u0131n\u0131 G\u00f6rsel Olarak Olu\u015fturma<\/strong><\/p>\n<p>Veri setini Gephi\u2019ye y\u00fckledikten sonra LINK_SENTIMENT ve PROPERTIES alanlar\u0131 kald\u0131r\u0131ld\u0131. Daha sonra graph sekmesine ge\u00e7ilerek g\u00f6rsel olarak g\u00f6r\u00fcnt\u00fclenmesi sa\u011fland\u0131.<\/p>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"634\" height=\"343\" src=\"https:\/\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim2.png\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim2.png?w=634&amp;ssl=1 634w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim2.png?resize=300%2C162&amp;ssl=1 300w\" sizes=\"auto, (max-width: 634px) 100vw, 634px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<p><strong>Renklendirme<\/strong><\/p>\n<p>Gephi&#8217;de renklendirme i\u015flemi ger\u00e7ekle\u015ftirildi. Ancak veri boyutu b\u00fcy\u00fck oldu\u011fundan g\u00f6rsel olarak renkli g\u00f6rmek m\u00fcmk\u00fcn olmad\u0131 =)<\/p>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"740\" height=\"401\" src=\"https:\/\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim3.png\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim3.png?w=952&amp;ssl=1 952w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim3.png?resize=300%2C163&amp;ssl=1 300w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim3.png?resize=768%2C416&amp;ssl=1 768w\" sizes=\"auto, (max-width: 740px) 100vw, 740px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<p><strong>Her D\u00fc\u011f\u00fcm \u0130\u00e7in Merkezilik Hesaplamas\u0131<\/strong><\/p>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"740\" height=\"401\" src=\"https:\/\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim4.png\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim4.png?w=954&amp;ssl=1 954w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim4.png?resize=300%2C163&amp;ssl=1 300w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim4.png?resize=768%2C416&amp;ssl=1 768w\" sizes=\"auto, (max-width: 740px) 100vw, 740px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<p><strong>Hesaplama Sonucunun Yorumlanmas\u0131<\/strong><\/p>\n<p>D\u00fc\u011f\u00fcmlerin derecelikleri s\u0131raland\u0131\u011f\u0131nda en y\u00fcksek dereceye sahip 10 d\u00fc\u011f\u00fcm\u00fcn s\u0131ras\u0131yla;<\/p>\n<p>1.Askreddit<br \/>2.Iama<br \/>3.Bestof<br \/>4.Subredditdrama<br \/>5.Funny<br \/>6.Pics<br \/>7.Titlegore<br \/>8.Todayilearned<br \/>9.Videos<br \/>10.Gaming<\/p>\n<p>Oldu\u011fu g\u00f6r\u00fcn\u00fcyor. Y\u00fcksek derece merkezili\u011fe sahip subreddit&#8217;ler, bilgi veya i\u00e7erik yay\u0131l\u0131m\u0131nda \u00f6nemli roller oynayabilirler ve genellikle topluluk i\u00e7inde merkezi ve tan\u0131nm\u0131\u015f konumda bulunurlar.<\/p>\n<p><strong>Derece Merkezili\u011fi<\/strong><\/p>\n<p>Grafikler Gephi\u2019de a\u015fa\u011f\u0131daki gibi olu\u015ftu.<\/p>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"340\" height=\"226\" src=\"https:\/\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim6.png\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim6.png?w=340&amp;ssl=1 340w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim6.png?resize=300%2C199&amp;ssl=1 300w\" sizes=\"auto, (max-width: 340px) 100vw, 340px\" \/><br \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"340\" height=\"227\" src=\"https:\/\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim5.png\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim5.png?w=340&amp;ssl=1 340w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim5.png?resize=300%2C200&amp;ssl=1 300w\" sizes=\"auto, (max-width: 340px) 100vw, 340px\" \/><br \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"340\" height=\"227\" src=\"https:\/\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim7.png\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim7.png?w=340&amp;ssl=1 340w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim7.png?resize=300%2C200&amp;ssl=1 300w\" sizes=\"auto, (max-width: 340px) 100vw, 340px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<p>Mevcut veri seti sisteme y\u00f6ns\u00fcz olarak kaydedilip Modularity Rapor \u00e7ekilmi\u015ftir.<\/p>\n<p>Mod\u00fclerlik de\u011feri, a\u011f\u0131n ne kadar iyi topluluklara (veya mod\u00fcllere) ayr\u0131ld\u0131\u011f\u0131n\u0131 g\u00f6sterir. De\u011fer 1&#8217;e ne kadar yak\u0131nsa, o kadar iyi tan\u0131mlanm\u0131\u015f topluluklar vard\u0131r.<\/p>\n<p>Rapor, 0.476 mod\u00fclerlik de\u011feri g\u00f6stermektedir. Bu, a\u011f\u0131n belirgin topluluk yap\u0131lar\u0131na sahip oldu\u011funu g\u00f6sterir ancak bu yap\u0131lar m\u00fckemmel olarak ayr\u0131lm\u0131\u015f de\u011fildir. Yine de, bu de\u011fer a\u011f\u0131n makul derecede mod\u00fcler oldu\u011funu ve belirgin topluluklar\u0131n var oldu\u011funu g\u00f6sterir.<\/p>\n<p>Rapor, a\u011fda 826 farkl\u0131 toplulu\u011fun tespit edildi\u011fini belirtmektedir. Bu, a\u011f\u0131n \u00e7ok say\u0131da farkl\u0131 alt-grup veya toplulu\u011fa sahip oldu\u011funu g\u00f6sterir.<\/p>\n<p>Grafi\u011fe bakarak, birka\u00e7 toplulu\u011fun olduk\u00e7a b\u00fcy\u00fck oldu\u011funu (d\u00fc\u011f\u00fcm say\u0131s\u0131 a\u00e7\u0131s\u0131ndan), ancak \u00e7o\u011fu toplulu\u011fun daha k\u00fc\u00e7\u00fck oldu\u011funu s\u00f6yleyebiliriz. En b\u00fcy\u00fck topluluklar\u0131n d\u00fc\u011f\u00fcm say\u0131lar\u0131 8 ile 2 aras\u0131nda de\u011fi\u015firken, bir\u00e7ok toplulu\u011fun sadece birka\u00e7 d\u00fc\u011f\u00fcm i\u00e7erdi\u011fi g\u00f6r\u00fcl\u00fcyor.<\/p>\n<p>Topluluk boyutlar\u0131n\u0131n geni\u015f bir da\u011f\u0131l\u0131ma sahip olmas\u0131, a\u011f\u0131n karma\u015f\u0131k yap\u0131s\u0131n\u0131 ve subreddit&#8217;lerin geni\u015f bir etkile\u015fim yelpazesine sahip oldu\u011funu g\u00f6sterir.<\/p>\n<p>A\u011fdaki b\u00fcy\u00fck topluluklar, belki de ortak ilgi alanlar\u0131na veya s\u0131k etkile\u015fimlere sahip kullan\u0131c\u0131 gruplar\u0131n\u0131 temsil ederken, k\u00fc\u00e7\u00fck topluluklar daha ni\u015f veya \u00f6zelle\u015fmi\u015f gruplar\u0131 temsil edebilir.<\/p>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"543\" height=\"720\" src=\"https:\/\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim8.png\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim8.png?w=543&amp;ssl=1 543w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim8.png?resize=226%2C300&amp;ssl=1 226w\" sizes=\"auto, (max-width: 543px) 100vw, 543px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<p>Mevcut veri seti sisteme y\u00f6ns\u00fcz olarak kaydedilip Clustering Coefficent Metric Report \u00e7ekilmi\u015ftir.<\/p>\n<p>Rapor, ortalama k\u00fcmelenme katsay\u0131s\u0131n\u0131n 0.385 oldu\u011funu g\u00f6steriyor. Bu de\u011fer, d\u00fc\u011f\u00fcmlerin kom\u015fular\u0131 aras\u0131nda ne kadar \u00e7ok \u00fc\u00e7gen ili\u015fki (kapal\u0131 \u00fc\u00e7l\u00fc) oldu\u011funun bir g\u00f6stergesidir. 0 ile 1 aras\u0131nda bir de\u011fer alan k\u00fcmelenme katsay\u0131s\u0131, 0&#8217;a yakla\u015ft\u0131k\u00e7a kom\u015fu d\u00fc\u011f\u00fcmler aras\u0131nda daha az, 1&#8217;e yakla\u015ft\u0131k\u00e7a ise daha fazla kapal\u0131 \u00fc\u00e7l\u00fc oldu\u011funu g\u00f6sterir. 0.385 de\u011feri, ortalaman\u0131n \u00fczerinde bir k\u00fcmelenme seviyesine i\u015faret eder ve a\u011f\u0131n belli b\u00f6lgelerinde d\u00fc\u011f\u00fcmlerin birbirleriyle s\u0131k\u0131 bir \u015fekilde ba\u011fl\u0131 oldu\u011funu g\u00f6sterir.<\/p>\n<p>Rapor, a\u011fda 132,978 toplam \u00fc\u00e7gen bulundu\u011funu belirtiyor. Bu, a\u011f\u0131n genelinde bir\u00e7ok kapal\u0131 \u00fc\u00e7l\u00fc oldu\u011funu ve dolay\u0131s\u0131yla bir\u00e7ok d\u00fc\u011f\u00fcm\u00fcn birbirleriyle yo\u011fun bir \u015fekilde ba\u011flant\u0131l\u0131 oldu\u011funu g\u00f6sterir.<\/p>\n<p>Da\u011f\u0131l\u0131m grafi\u011fi, \u00e7o\u011fu d\u00fc\u011f\u00fcm\u00fcn d\u00fc\u015f\u00fck k\u00fcmelenme katsay\u0131s\u0131na sahip oldu\u011funu g\u00f6steriyor, ancak baz\u0131 d\u00fc\u011f\u00fcmler y\u00fcksek k\u00fcmelenme katsay\u0131s\u0131na sahiptir. Bu, a\u011f\u0131n baz\u0131 k\u0131s\u0131mlar\u0131nda d\u00fc\u011f\u00fcmlerin birbirleriyle yo\u011fun bir \u015fekilde etkile\u015fime girdi\u011fi, ancak a\u011f\u0131n \u00e7o\u011funun daha az ba\u011flant\u0131l\u0131 oldu\u011fu anlam\u0131na gelebilir.<\/p>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"572\" height=\"720\" src=\"https:\/\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim9-1.png\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim9-1.png?w=572&amp;ssl=1 572w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim9-1.png?resize=238%2C300&amp;ssl=1 238w\" sizes=\"auto, (max-width: 572px) 100vw, 572px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<p><strong>Yo\u011funluk (density)<\/strong><\/p>\n<p>Yo\u011funlu\u011fun 0 \u00e7\u0131kmas\u0131 a\u011f\u0131n \u00e7ok seyrek bir yap\u0131da oldu\u011funu g\u00f6sterebilir.<\/p>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"618\" height=\"534\" src=\"https:\/\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim10-1.png\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim10-1.png?w=618&amp;ssl=1 618w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim10-1.png?resize=300%2C259&amp;ssl=1 300w\" sizes=\"auto, (max-width: 618px) 100vw, 618px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<p><strong>Ortalama uzakl\u0131k (mean distance) &amp; En uzun mesafe (diameter)<\/strong><\/p>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"365\" height=\"362\" src=\"https:\/\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim11-1.png\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim11-1.png?w=365&amp;ssl=1 365w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim11-1.png?resize=300%2C298&amp;ssl=1 300w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim11-1.png?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim11-1.png?resize=50%2C50&amp;ssl=1 50w\" sizes=\"auto, (max-width: 365px) 100vw, 365px\" \/><br \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"529\" height=\"353\" src=\"https:\/\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim12.png\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim12.png?w=529&amp;ssl=1 529w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim12.png?resize=300%2C200&amp;ssl=1 300w\" sizes=\"auto, (max-width: 529px) 100vw, 529px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<p>Bu grafik, d\u00fc\u011f\u00fcmlerin aras\u0131ndal\u0131k merkeziliklerinin da\u011f\u0131l\u0131m\u0131n\u0131 g\u00f6sterir. De\u011ferlerin b\u00fcy\u00fck \u00e7o\u011funlu\u011fu d\u00fc\u015f\u00fck, bu da \u00e7o\u011fu d\u00fc\u011f\u00fcm\u00fcn a\u011fdaki yol \u00fczerinde kritik bir konumda olmad\u0131\u011f\u0131n\u0131 g\u00f6sterir.<\/p>\n<p>Yak\u0131nl\u0131k merkezili\u011finin da\u011f\u0131l\u0131m\u0131, \u00e7o\u011fu d\u00fc\u011f\u00fcm\u00fcn d\u00fc\u015f\u00fck yak\u0131nl\u0131k merkezili\u011fine sahip oldu\u011funu g\u00f6sterir, yani d\u00fc\u011f\u00fcmlerin a\u011f\u0131n geri kalan\u0131na ortalama olarak uzak oldu\u011funu g\u00f6sterir.<\/p>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"534\" height=\"362\" src=\"https:\/\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim13.png\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim13.png?w=534&amp;ssl=1 534w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim13.png?resize=300%2C203&amp;ssl=1 300w\" sizes=\"auto, (max-width: 534px) 100vw, 534px\" \/><br \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"545\" height=\"367\" src=\"https:\/\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim14.png\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim14.png?w=545&amp;ssl=1 545w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim14.png?resize=300%2C202&amp;ssl=1 300w\" sizes=\"auto, (max-width: 545px) 100vw, 545px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<p>Eksantriklik da\u011f\u0131l\u0131m\u0131, d\u00fc\u011f\u00fcmlerin a\u011f\u0131n en uzak noktalar\u0131na olan mesafesini g\u00f6sterir. D\u00fc\u011f\u00fcmlerin \u00e7o\u011funun d\u00fc\u015f\u00fck eksantrikli\u011fe sahip oldu\u011funu g\u00f6rebiliriz, yani \u00e7o\u011fu d\u00fc\u011f\u00fcm a\u011f\u0131n merkezine nispeten yak\u0131n. Ancak, a\u011f\u0131n \u00e7ap\u0131 26 oldu\u011fundan, baz\u0131 d\u00fc\u011f\u00fcmlerin a\u011f\u0131n u\u00e7 noktalar\u0131na olduk\u00e7a uzak oldu\u011funu da g\u00f6sterir.<\/p>\n<p>Harmonik yak\u0131nl\u0131k merkezili\u011fi, ula\u015f\u0131lamayan d\u00fc\u011f\u00fcmleri hesaba katarak yak\u0131nl\u0131k merkezili\u011fi \u00f6l\u00e7er. Bu da\u011f\u0131l\u0131m, \u00e7o\u011fu d\u00fc\u011f\u00fcm\u00fcn d\u00fc\u015f\u00fck harmonik merkezili\u011fe sahip oldu\u011funu g\u00f6sterir, bu da d\u00fc\u011f\u00fcmlerin genel olarak birbirlerine ula\u015f\u0131labilir olmad\u0131\u011f\u0131n\u0131 belirtir.<\/p>\n<p><strong>Ge\u00e7i\u015flilik (transitivity)<\/strong><\/p>\n<p>\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"464\" height=\"551\" src=\"https:\/\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim15.png\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim15.png?w=464&amp;ssl=1 464w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim15.png?resize=253%2C300&amp;ssl=1 253w\" sizes=\"auto, (max-width: 464px) 100vw, 464px\" \/><br \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"441\" height=\"554\" src=\"https:\/\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim16-1.png\" alt=\"\" srcset=\"https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim16-1.png?w=441&amp;ssl=1 441w, https:\/\/i0.wp.com\/serhatdiker.com\/wp-content\/uploads\/2024\/02\/Resim16-1.png?resize=239%2C300&amp;ssl=1 239w\" sizes=\"auto, (max-width: 441px) 100vw, 441px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/p>\n<p>G\u00f6zlemledi\u011fimiz gibi, y\u00f6ns\u00fcz a\u011f i\u00e7in k\u00fcmelenme katsay\u0131s\u0131 daha y\u00fcksektir, bu da y\u00f6nl\u00fc a\u011fa g\u00f6re d\u00fc\u011f\u00fcmlerin birbirleriyle daha yo\u011fun bir \u015fekilde etkile\u015fim i\u00e7inde oldu\u011funu ve daha s\u0131k\u0131 k\u00fcmelenmi\u015f topluluklar olu\u015fturdu\u011funu g\u00f6sterir. Bu, genellikle y\u00f6ns\u00fcz a\u011flarda d\u00fc\u011f\u00fcmler aras\u0131nda \u00e7ift y\u00f6nl\u00fc etkile\u015fimlerin daha yayg\u0131n olmas\u0131yla ili\u015fkilidir.<\/p>\n<p><strong>Sonu\u00e7lar\u0131n Yorumlanmas\u0131<\/strong><\/p>\n<p>T\u00fcm nodelar i\u00e7in bu b\u00fcy\u00fckl\u00fckteki veriyi yapamayaca\u011f\u0131mdan, en y\u00fcksek derecelere sahip 10\u2019ar veri \u00fczerinden yorumlama yapaca\u011f\u0131m.<\/p>\n<p><b>askreddit<\/b>: En y\u00fcksek &#8216;In-Degree&#8217; ve &#8216;Degree&#8217; de\u011ferlerine sahip. Bu, askreddit&#8217;in di\u011fer subredditlerden en fazla referans alan ve a\u011f\u0131n en merkezi noktalar\u0131ndan biri oldu\u011funu g\u00f6sterir. Ayr\u0131ca, &#8216;Clustering Coefficient&#8217; ve &#8216;Number of Triangles&#8217; de\u011ferleri de olduk\u00e7a y\u00fcksek, bu da kullan\u0131c\u0131lar\u0131n yo\u011fun etkile\u015fim i\u00e7inde oldu\u011fu ve s\u0131k\u0131 bir topluluk olu\u015fturdu\u011fu anlam\u0131na gelir.<\/p>\n<p><b>iama<\/b>: &#8216;In-Degree&#8217; de\u011feri y\u00fcksek fakat &#8216;Out-Degree&#8217; de\u011feri d\u00fc\u015f\u00fck. Bu, iama&#8217;n\u0131n daha \u00e7ok al\u0131c\u0131 konumunda oldu\u011fu ve di\u011fer subreddit&#8217;lere g\u00f6re daha az y\u00f6nlendirmede bulundu\u011funu g\u00f6sterir.<\/p>\n<p><b>Pics<\/b><b> ve <\/b><b>funny<\/b>: \u0130kisi de y\u00fcksek &#8216;In-Degree&#8217; ve &#8216;Out-Degree&#8217; de\u011ferlerine sahip. Bu, sadece pop\u00fcler olduklar\u0131n\u0131 de\u011fil, ayn\u0131 zamanda aktif olarak i\u00e7erik payla\u015ft\u0131klar\u0131n\u0131 ve b\u00fcy\u00fck etkile\u015fimlere sahip olduklar\u0131n\u0131 g\u00f6sterir.<\/p>\n<p><b>todayilearned<\/b><b> ve <\/b><b>videos<\/b>: \u0130ki subreddit de y\u00fcksek &#8216;In-Degree&#8217; ve &#8216;Out-Degree&#8217; de\u011ferleriyle aktif etkile\u015fim g\u00f6steriyorlar.<\/p>\n<p><b>worldnews<\/b><b> ve <\/b><b>gaming<\/b>: &#8216;Out-Degree&#8217; de\u011ferleri &#8216;In-Degree&#8217; de\u011ferlerinden daha y\u00fcksek. Bu, d\u00fcnya haberleri ve oyunlarla ilgili i\u00e7eriklerin di\u011fer subreddit&#8217;lere yo\u011fun bir \u015fekilde da\u011f\u0131t\u0131ld\u0131\u011f\u0131n\u0131 g\u00f6steriyor.<\/p>\n<p><b>gifs<\/b><b> ve news<\/b>: \u0130ki subreddit de y\u00fcksek &#8216;Clustering Coefficient&#8217; ve &#8216;Number of Triangles&#8217; de\u011ferlerine sahip, bu da her ikisinin de s\u0131k\u0131 k\u00fcmelenmi\u015f topluluklar olu\u015fturdu\u011funu g\u00f6sterir.<\/p>\n<p><strong>Kar\u015f\u0131la\u015ft\u0131rma<\/strong><\/p>\n<p><b>askreddit<\/b>, a\u011f\u0131n en etkili ve en merkezi subreddit&#8217;i olarak \u00f6ne \u00e7\u0131k\u0131yor ve b\u00fcy\u00fck olas\u0131l\u0131kla en y\u00fcksek kullan\u0131c\u0131 etkile\u015fimine sahip.<\/p>\n<p><b>iama<\/b>, \u00f6zel etkinlikler ve &#8220;soru-cevap&#8221; oturumlar\u0131 nedeniyle y\u00fcksek &#8216;In-Degree&#8217; de\u011ferine sahipken, di\u011fer i\u00e7eriklere daha az ba\u011flant\u0131 veriyor olabilir.<\/p>\n<p>E\u011flence odakl\u0131 subreddit&#8217;ler olan <b>pics<\/b><b>, <\/b><b>funny<\/b>, ve <b>gifs<\/b>, y\u00fcksek &#8216;In-Degree&#8217; ve &#8216;Out-Degree&#8217; de\u011ferleriyle kullan\u0131c\u0131lar\u0131n s\u0131k\u00e7a i\u00e7erik payla\u015ft\u0131\u011f\u0131 ve etkile\u015fimde bulundu\u011fu pop\u00fcler alanlar.<\/p>\n<p><b>todayilearned<\/b>, \u00f6\u011fretici i\u00e7eri\u011fiyle y\u00fcksek etkile\u015fim ve payla\u015f\u0131m g\u00f6steriyor.<\/p>\n<p><b>worldnews<\/b><b> ve <\/b><b>gaming<\/b>, d\u0131\u015fa d\u00f6n\u00fck etkile\u015fimleriyle dikkat \u00e7ekiyor; di\u011fer subreddit&#8217;lere yo\u011fun i\u00e7erik y\u00f6nlendiriyorlar.<\/p>\n<p><b>news<\/b>, s\u0131k\u0131 bir topluluk yap\u0131s\u0131 ve y\u00fcksek etkile\u015fim g\u00f6steren bir haber kayna\u011f\u0131 olarak kar\u015f\u0131m\u0131za \u00e7\u0131k\u0131yor.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Reddit Hyperlinks Veri Seti, Stanford \u00dcniversitesi taraf\u0131ndan sa\u011flanm\u0131\u015ft\u0131r ve Reddit platformunda farkl\u0131 subreddit&#8217;ler aras\u0131ndaki hiperlink ili\u015fkilerini i\u00e7erir. Amac\u0131, Reddit \u00fczerindeki topluluklar aras\u0131ndaki etkile\u015fimleri ve sosyal ba\u011flar\u0131&#46;&#46;&#46;<\/p>\n","protected":false},"author":1,"featured_media":980,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[26],"tags":[138,150,145,141,152,139,140,142,151,134,133,135,155,144,147,137,136,143,149,154,153,146,148,55,31],"class_list":["post-908","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-veri-bilimi","tag-ag-gorsellestirme","tag-ag-yogunlugu","tag-askreddit-agi","tag-clustering-coefficient","tag-directed-graph-analysis","tag-gephi-analizi","tag-modulerlik-raporu","tag-network-analysis","tag-network-clustering","tag-reddit-hyperlinks","tag-reddit-veri-seti","tag-snap-stanford","tag-sosyal-ag-bilimi","tag-sosyal-ag-yapisi","tag-sosyal-etkilesim-haritasi","tag-sosyal-medya-analizi","tag-subreddit-agi","tag-subreddit-baglantilari","tag-subreddit-centrality","tag-subreddit-centrality-analizi","tag-subreddit-gorsellestirme","tag-subreddit-iliskileri","tag-subreddit-modularity","tag-topluluk-analizi","tag-veri-bilimi"],"_links":{"self":[{"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/posts\/908","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/comments?post=908"}],"version-history":[{"count":4,"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/posts\/908\/revisions"}],"predecessor-version":[{"id":930,"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/posts\/908\/revisions\/930"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/media\/980"}],"wp:attachment":[{"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/media?parent=908"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/categories?post=908"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/serhatdiker.com\/index.php\/wp-json\/wp\/v2\/tags?post=908"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}