The graph represents a network of 1,156 Twitter users whose recent tweets contained "#SocBiz", 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 3/13/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 14 March 2023 at 13:33 UTC.
The tweets in the network were tweeted over the 3058-day, 7-hour, 53-minute period from Tuesday, 28 October 2014 at 13:31 UTC to Monday, 13 March 2023 at 21:25 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 : 1156
Unique Edges : 894
Edges With Duplicates : 6694
Total Edges : 7588
Number of Edge Types : 8
Retweet : 847
MentionsInRetweet : 1133
Mentions : 2169
Tweet : 3107
Quote : 185
MentionsInQuote : 34
Replies to : 21
MentionsInReplyTo : 92
Self-Loops : 3290
Reciprocated Vertex Pair Ratio : 0.0293470286133529
Reciprocated Edge Ratio : 0.0570206699928724
Connected Components : 39
Single-Vertex Connected Components : 22
Maximum Vertices in a Connected Component : 977
Maximum Edges in a Connected Component : 6943
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 2.86172
Graph Density : 0.00105079464941057
Modularity : 0.170162
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,156 Twitter users whose recent tweets contained "#SocBiz", 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 3/13/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 14 March 2023 at 13:33 UTC.
The tweets in the network were tweeted over the 3058-day, 7-hour, 53-minute period from Tuesday, 28 October 2014 at 13:31 UTC to Monday, 13 March 2023 at 21:25 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 : #SocBiz
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:
[707] hyounpark's,#socbiz [707] latest,hyounpark's [707] #socbiz,review [680] review,thanks [523] #socbiz,#inboundmarketing [412] social,media [411] #socbiz,#socialmedia [387] #socialmedia,#ai [293] #socbiz,#roi [233] operational,efficiency Top Word Pairs in Tweet in G1:
[705] latest,hyounpark's [705] hyounpark's,#socbiz [705] #socbiz,review [678] review,thanks [386] #socialmedia,#ai [146] #ai,#socialmedia [127] #socialmedia,#bigdata [127] thanks,coit_dawn [103] coit_dawn,#socialmedia [31] coit_dawn,#ai Top Word Pairs in Tweet in G2:
[10] #socbiz,#futureofwork [10] platform,makes [10] take,minute [10] conference,salesforce [10] wow,take [10] yell,wow [10] salesforce,platform [10] makes,people [10] people,yell [9] alanlepo,conference Top Word Pairs in Tweet in G3:
[209] #socbiz,#biztalk [184] #arteyart,#cultura [118] #supportthearts,#sharethearts [106] #indiedev,#artbot [90] #biztalk,#techtalk [84] #checkout,#artshare [74] #techtalk,#devboost [73] #sharethearts,#boostthearts [70] #artists,#aroundtheworld [66] need,#supportthearts Top Word Pairs in Tweet in G4:
[523] #socbiz,#inboundmarketing [406] #socbiz,#socialmedia [402] social,media [293] #socbiz,#roi [233] operational,efficiency [224] measure,#roi [210] gt,#socbiz [210] gt,gt [208] 10,don [208] don,ts Top Word Pairs in Tweet in G5:
[192] #socbiz,#socialbiz [192] #restaurant,#socbiz [192] #startups,#innovation [192] #leadership,#restaurant [192] #innovation,#leadership [191] #socialbiz,#socialbusiness [191] #collaboration,#ecommerce [191] #socialbusiness,#collaboration [182] rajeevg45843409,#startups [182] #ecommerce,#m Top Word Pairs in Tweet in G6:
[4] runelinding,bolderesident [4] carstensenpol,runelinding [4] richardjparfitt,dgurdasani1 [4] dgurdasani1,cici18480257 [4] cici18480257,carstensenpol [4] keith_jebb,dbetteracademia [4] dbetteracademia,richardjparfitt [3] bolderesident,michel [3] braincures,keith_jebb Top Word Pairs in Tweet in G7:
[13] #socbiz,#socialbiz [11] #socialbiz,#socialbusiness [7] #smallbiz,#smallbusiness [7] #smallbusiness,#retail [5] #retail,#business [4] #marketing,#mktg [4] #smallbusinesssaturday,#smallbizsat [3] #jobs,#smallbiz [3] #mktg,#networking [3] #tech,#it Top Word Pairs in Tweet in G8:
[44] #socialimpact,#business [31] #business,ground [31] tips,building [31] ground,humanitix_tweet [31] building,#socialimpact [31] humanitix_tweet,grameenaust [13] #socialenterprise,#tech [13] #business,#tips [13] #socent,#socentau [13] kat_dunn_01,googleorg Top Word Pairs in Tweet in G9:
[6] #socialbusiness,#socbiz [5] #socbiz,#3zeros [5] social,business [3] yunusenvhub,joining [3] announce,joined [3] joining,forces [3] sealed,deal [3] economy,germany [3] bnw_ev,network [3] sustainable,economy 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 G6:
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: