The graph represents a network of 4,400 Twitter users whose recent tweets contained "#SocialMedia", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 March 2023 at 15:05 UTC.
The tweets in the network were tweeted over the 2185-day, 11-hour, 28-minute period from Friday, 24 March 2017 at 12:32 UTC to Sunday, 19 March 2023 at 00:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
The graph is directed.
The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Author Description

Vertices : 4400
Unique Edges : 3542
Edges With Duplicates : 8150
Total Edges : 11692
Number of Edge Types : 9
Retweet : 2904
MentionsInRetweet : 5447
Tweet : 1931
Mentions : 833
Replies to : 148
MentionsInReplyTo : 324
MentionsInQuote : 60
Quote : 44
MentionsInQuoteReply : 1
Self-Loops : 2243
Reciprocated Vertex Pair Ratio : 0.00918890263297402
Reciprocated Edge Ratio : 0.018210471020837
Connected Components : 965
Single-Vertex Connected Components : 610
Maximum Vertices in a Connected Component : 2018
Maximum Edges in a Connected Component : 6071
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 3.153213
Graph Density : 0.000295056727768708
Modularity : 0.45664
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,400 Twitter users whose recent tweets contained "#SocialMedia", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 March 2023 at 15:05 UTC.
The tweets in the network were tweeted over the 2185-day, 11-hour, 28-minute period from Friday, 24 March 2017 at 12:32 UTC to Sunday, 19 March 2023 at 00:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : #SocialMedia
Groups : The graph's vertices were grouped by cluster using the Clauset-Newman-Moore cluster algorithm.
Edge Color : Edge Weight
Edge Width : Edge Weight
Edge Alpha : Edge Weight
Vertex Radius : Betweenness Centrality
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[1442] platform,#socialmedia [1440] #blockchain,platform [1440] #ai,powered [1440] powered,#blockchain [1359] #socialmedia,#seeding [1331] 60,revenues [1331] funded,60 [1331] subautoai,#ai [1331] crowd,funded [1331] revenues,go Top Word Pairs in Tweet in G1:
[1439] #ai,powered [1439] powered,#blockchain [1439] #blockchain,platform [1439] platform,#socialmedia [1359] #socialmedia,#seeding [1330] 60,revenues [1330] funded,60 [1330] revenues,go [1330] 100,crowd [1330] crowd,funded Top Word Pairs in Tweet in G2:
[192] social,media [95] #socialmedia,#seo [89] #contentmarketing,#socialmedia [86] #visualcontenting,#contentmarketing [41] #socialmedia,#marketing [37] #socialmedia,#socialmediamarketing [36] #socialmedia,#srudukfollow [30] #socialmediamarketing,#socialmedia [25] #socialmedia,#reddit [25] #facebook,#socialmedia Top Word Pairs in Tweet in G3:
[275] स,व [275] follow,inhnewsindia [274] न,व [274] ishehnaaz_gill,saraalikhan [274] ज,ग [274] स,र [274] अल,ख [274] व,द [274] स,#watch [274] ल,इन Top Word Pairs in Tweet in G4:
[63] #digitalhealth,#socialmedia [38] #socialmedia,#digitalmarketing [10] #digitalmarketing,#industry40 [9] #socialmedia,#digital [9] favorisant,#socialcommerce [9] #mhealth,#industry40 [9] entreprises,favorisant [9] 82,entreprises [8] b2b,b2c [8] friends,mark Top Word Pairs in Tweet in G5:
[141] کل,#socialmedia [141] آج,کل [140] atiqueur_rehman,آج Top Word Pairs in Tweet in G6:
[100] #socialmedia,#news [96] #news,#breakingnews [56] social,media [9] russellrope,#socialmedia [9] #socialmedia,#revolution [9] connect,russellrope [9] #revolution,weedconnection [9] #jfb,#socialmedia [8] #socialmedia,media [8] media,marketing Top Word Pairs in Tweet in G7:
[3] friendly,free [3] speech,social [3] #video,#patriot [3] media,video [3] patriot,friendly [3] #freespeech,#socialmedia [3] #patriot,#bigtechxit [3] #bigtechxit,trump [3] americadefiant,#trump [3] video,sites Top Word Pairs in Tweet in G8:
[32] world,crucial [32] connected,world [32] today's,digitally [32] relationship,community [32] community,both [32] maintain,positive [32] positive,relationship [32] crucial,maintain [32] digitally,connected [32] both,locally Top Word Pairs in Tweet in G9:
[30] پاکستان,مرکزی [30] کی,ذمہ [30] مسعود,سندھو [30] صدر,پاکستان [30] مسلم,لیگ [30] کہ,معاشرے [30] ذمہ,داری [30] اجاگر,کیا [30] میڈیا,کی [30] مرکزی,مسلم Top Word Pairs in Tweet in G10:
[4] #mondaynightfootball,#wweclashatthecastle [4] #myspace,#snapchat [4] #tiktok,#pinterest [4] #sundaynightfootball,#thursdaynightfootball [4] #socialmedia,#myspace [4] #nxtworldscollide,#worldscollide [4] #worldscollide,#twitter [4] #wweclash,#aewallout [4] #facebook,#tiktok [4] #thursdaynightfootball,#mondaynightfootball Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G4:
Top Replied-To in G6:
Top Replied-To in G7:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: