The graph represents a network of 3,506 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 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 16:06 UTC.
The tweets in the network were tweeted over the 2613-day, 17-hour, 50-minute period from Thursday, 19 November 2015 at 07:09 UTC to Sunday, 15 January 2023 at 01:00 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 : 3506
Unique Edges : 2549
Edges With Duplicates : 7498
Total Edges : 10047
Number of Edge Types : 8
Mentions : 1125
Retweet : 1716
MentionsInRetweet : 2344
Tweet : 3089
Replies to : 281
MentionsInReplyTo : 1280
MentionsInQuote : 154
Quote : 58
Self-Loops : 3660
Reciprocated Vertex Pair Ratio : 0.0212957408518296
Reciprocated Edge Ratio : 0.0417033773861968
Connected Components : 1115
Single-Vertex Connected Components : 725
Maximum Vertices in a Connected Component : 1057
Maximum Edges in a Connected Component : 5258
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.968136
Graph Density : 0.000277087658165786
Modularity : 0.380275
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,506 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 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 16:06 UTC.
The tweets in the network were tweeted over the 2613-day, 17-hour, 50-minute period from Thursday, 19 November 2015 at 07:09 UTC to Sunday, 15 January 2023 at 01:00 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:
[830] #twitter,#socialmedia [693] social,media [590] #breakingnews,#breaking [587] #breaking,#newsupdate [583] #newsupdate,#news [554] #socialmedia,#bmprt [509] #app,#socialmedia [481] #socialmedia,#indianapp [469] #indianapp,#startup [453] #bmprt,#breakingnews Top Word Pairs in Tweet in G1:
[217] social,media [192] #socialmedia,#indianapp [192] #indianapp,#startup [191] #app,#socialmedia [190] #startup,#trendingnews [188] #trendingnews,#onlineshopping [183] #onlineshopping,#makeinindia [177] #makeinindia,#entrepreneur [172] #entrepreneur,#india [171] #social,#media Top Word Pairs in Tweet in G2:
[45] #datascientist,#csuite [45] #healthtech,#smartcity [45] #csuite,#digitalhealth [44] #web3,#cx [44] #digitalhealth,#web3 [44] #cx,#ehealth [43] #ehealth,#finserv [26] #smartcity,#datascientist [26] chidambara09,#healthtech [18] #selfdrivingcars,#socialmedia Top Word Pairs in Tweet in G3:
[14] trump,patriot [14] friendly,free [14] #video,#patriot [14] jess_sosnoski,xephula [14] xephula,finaltelegraph [14] #trump,#freespeech [14] #socialmedia,#video [14] #freespeech,#socialmedia [14] #patriot,trump [14] patriot,friendly Top Word Pairs in Tweet in G4:
[161] email,web [161] twitter,facebook [161] citizen,mobile [161] media,twitter [161] app,help [161] social,media [161] portal,citizen [161] mobile,app [161] integration,social [161] web,portal Top Word Pairs in Tweet in G5:
[104] #indianapp,#startup [104] #app,#socialmedia [104] #socialmedia,#indianapp [103] #startup,#trendingnews [103] #trendingnews,#onlineshopping [102] #onlineshopping,#makeinindia [97] #entrepreneur,#india [97] #makeinindia,#entrepreneur [96] #india,#social [95] #social,#media Top Word Pairs in Tweet in G6:
[98] global,#search [98] #socialmedia,little [98] comment,#warriornun [98] little,promotion [98] #search,volume [98] #warriornun,#data [98] #data,look [98] side,comment [98] promotion,warrior [98] warrior,nun's Top Word Pairs in Tweet in G7:
[15] franckconfino,#twitter [13] récap,non [13] 2022,agorapulsefr [13] exhaustif,nouvelles [13] fonctionnalités,#linkedin [13] #linkedin,2022 [13] nouvelles,fonctionnalités [13] non,exhaustif [12] 2023,fil [12] année,2023 Top Word Pairs in Tweet in G8:
[2] mrsedithrigby,ddr333 [2] desktop,browsers [2] flora34921110,ukparliament [2] pankhurstcentre,adacollege [2] lovescanada8,blocksbetty [2] blocksbetty,fishermamelvin [2] housingfirstire,googleexpertuk [2] adatheshow,mrsedithrigby [2] ddr333,pankhurstcentre [2] housingfirstuk,googleexpertuk Top Word Pairs in Tweet in G9:
[125] #app,#socialmedia [97] #socialmedia,#indianapp [91] ल,ए [90] #indianapp,#startup [85] #startup,#trendingnews [84] #trendingnews,#onlineshopping [83] #onlineshopping,#makeinindia [82] क,ल [74] #makeinindia,#entrepreneur [72] #entrepreneur,#india Top Word Pairs in Tweet in G10:
[66] #socialmedia,#vtubermodel [66] #vtuberen,#marketing [66] #photoshop,#design [66] #graphicdesign,#art [66] #vtubers,#illustrator [66] #drawing,#envtuber [66] #design,#graphicdesign [66] #art,#socialmedia [66] #facerig,#live2d [66] #illustrator,#designer Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G10:
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: