The graph represents a network of 891 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 12/28/2022 7:49:47 AM. The network was obtained from Twitter on Wednesday, 28 December 2022 at 19:04 UTC.
The tweets in the network were tweeted over the 5012-day, 23-hour, 41-minute period from Wednesday, 25 March 2009 at 19:53 UTC to Thursday, 15 December 2022 at 19:35 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 : 891
Unique Edges : 963
Edges With Duplicates : 10681
Total Edges : 11644
Number of Edge Types : 9
Retweet : 2852
MentionsInRetweet : 4276
Tweet : 952
MentionsInReplyTo : 1769
Replies to : 786
Quote : 167
Mentions : 787
MentionsInQuote : 53
MentionsInQuoteReply : 2
Self-Loops : 1659
Reciprocated Vertex Pair Ratio : 0.123814835471277
Reciprocated Edge Ratio : 0.220347394540943
Connected Components : 141
Single-Vertex Connected Components : 78
Maximum Vertices in a Connected Component : 628
Maximum Edges in a Connected Component : 11168
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.400165
Graph Density : 0.00254101564962988
Modularity : 0.141883
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 891 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 12/28/2022 7:49:47 AM. The network was obtained from Twitter on Wednesday, 28 December 2022 at 19:04 UTC.
The tweets in the network were tweeted over the 5012-day, 23-hour, 41-minute period from Wednesday, 25 March 2009 at 19:53 UTC to Thursday, 15 December 2022 at 19:35 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:
[509] #lovetwitter,#lovebtweeps [386] social,media [295] #lovebtweeps,#socialmedia [252] #socialroi,chat [199] twitter,audience [186] safest,twitter [175] managesocial,janetmachuka_ [172] twitter,automation [163] digital,media [147] automation,solution Top Word Pairs in Tweet in G1:
[509] #lovetwitter,#lovebtweeps [295] #lovebtweeps,#socialmedia [199] twitter,audience [186] safest,twitter [171] twitter,automation [162] digital,media [147] automation,solution [147] social,media [145] #socialmedia,#twittertools [143] #twitterchat,#socialroi Top Word Pairs in Tweet in G2:
[246] #socialroi,chat [175] managesocial,janetmachuka_ [128] social,media [79] managesocial,spiderworking [77] brand,identity [59] 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 [5] twitter,chats [4] awarioapp,check [3] socialmedia2day,vrajshahspeaks [3] nodexl,socialmedia2day [3] chats,awarioapp [3] check,#socialroi [3] franconegot,madalynsklar [3] tues,5pm [3] madalynsklar,awarioapp 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 Word Pairs in Tweet in G10:
[3] 12,pm [2] chats,tuesday [2] twitter,chats Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G9:
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: