The graph represents a network of 883 Twitter users whose recent tweets contained "#SocialROI", 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 3/14/2023 5:00:36 PM. The network was obtained from Twitter on Wednesday, 15 March 2023 at 18:04 UTC.
The tweets in the network were tweeted over the 5096-day, 1-hour, 7-minute period from Wednesday, 25 March 2009 at 19:53 UTC to Wednesday, 08 March 2023 at 21:01 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 : 883
Unique Edges : 950
Edges With Duplicates : 10698
Total Edges : 11648
Number of Edge Types : 9
Retweet : 2905
MentionsInRetweet : 4335
Tweet : 941
MentionsInReplyTo : 1724
Replies to : 772
Quote : 162
Mentions : 755
MentionsInQuote : 52
MentionsInQuoteReply : 2
Self-Loops : 1655
Reciprocated Vertex Pair Ratio : 0.125212464589235
Reciprocated Edge Ratio : 0.222557905337362
Connected Components : 141
Single-Vertex Connected Components : 77
Maximum Vertices in a Connected Component : 618
Maximum Edges in a Connected Component : 11169
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.426262
Graph Density : 0.00255005739555165
Modularity : 0.140814
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 883 Twitter users whose recent tweets contained "#SocialROI", 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 3/14/2023 5:00:36 PM. The network was obtained from Twitter on Wednesday, 15 March 2023 at 18:04 UTC.
The tweets in the network were tweeted over the 5096-day, 1-hour, 7-minute period from Wednesday, 25 March 2009 at 19:53 UTC to Wednesday, 08 March 2023 at 21:01 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 : #SocialROI
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:
[527] #lovetwitter,#lovebtweeps [383] social,media [303] #lovebtweeps,#socialmedia [220] #socialroi,chat [206] twitter,audience [195] safest,twitter [182] twitter,automation [176] managesocial,janetmachuka_ [171] digital,media [155] automation,solution Top Word Pairs in Tweet in G1:
[527] #lovetwitter,#lovebtweeps [303] #lovebtweeps,#socialmedia [206] twitter,audience [195] safest,twitter [181] twitter,automation [170] digital,media [155] automation,solution [147] social,media [147] #socialmedia,#twittertools [143] #twitterchat,#socialroi Top Word Pairs in Tweet in G2:
[215] #socialroi,chat [176] managesocial,janetmachuka_ [125] social,media [79] managesocial,spiderworking [78] brand,identity [55] managesocial,lucyrk78 [52] video,content [48] amanda,webb [46] webb,spiderworking [43] janetmachuka_,a3 Top Word Pairs in Tweet in G3:
[27] social,media [9] #socialmedia,#socialmediamarketing [8] metrics,#socialroi [8] #socialroi,#blog [8] right,tools [8] tools,metrics [7] #startup,#socialroi [7] #socialroi,longer [7] longer,mystery [7] #socialmediamarketing,#socialmarketing Top Word Pairs in Tweet in G4:
[80] #leadgeneration,#socialroi [80] #socialmediamarketing,#leadgeneration [73] #smm,#socialmediastrategy [71] #leadgen,#socialroi [70] #socialmediastrategy,#leadgen [49] ritekit,package [36] anyone,ritekit [36] doing,manda [36] package,advertise [36] manda,lee's Top Word Pairs in Tweet in G5:
[7] managesocial,spiderworking [3] socialmedia2day,vrajshahspeaks [3] nodexl,socialmedia2day [3] franconegot,madalynsklar [3] vrajshahspeaks,franconegot [3] twitter,chats [3] #smtlive,nodexl [2] chats,absolutely [2] necessary,digital [2] digital,marketer Top Word Pairs in Tweet in G6:
[5] social,media [4] corporate,leadership [4] #socialroi,chat [3] #custserv,#socialroi [2] maikosakaibiz,tweetinggoddess [2] #guests,#socialmedia [2] thatchristinag,maikosakaibiz [2] tweetinggoddess,maykingtea [2] pattyfarmer,cgritmon [2] ones,mentioned Top Word Pairs in Tweet in G7:
[7] day,verified [7] remember,twitter [7] verification,day [7] closed,verification [7] june,12 [7] janetmachuka_,remember [7] 26th,june [7] midnight,last [7] verified,26th [7] 12,midnight Top Word Pairs in Tweet in G8:
[8] create,stunning [8] #linkedin,hashtag_sme [8] media,#twitter [8] #facebook,#socialroi [8] social,media [8] videos,social [8] #twitter,#instagram [8] #socialroi,#linkedin [8] #instagram,#facebook [8] stunning,videos Top Word Pairs in Tweet in G9:
[3] danicollinsrn,ruthoshikanlu [2] need,insight [2] insight,#socialroi [2] ruthoshikanlu,#nbf [2] #socialroi,nursing [2] danieloerther,danicollinsrn [2] #nbf,remember [2] remember,need Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G5:
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Top Tweeters in G7:
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Top Tweeters in G9:
Top Tweeters in G10: