The graph represents a network of 1,145 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 2/6/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 07 February 2023 at 14:33 UTC.
The tweets in the network were tweeted over the 3023-day, 7-hour, 53-minute period from Tuesday, 28 October 2014 at 13:31 UTC to Monday, 06 February 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 : 1145
Unique Edges : 882
Edges With Duplicates : 6721
Total Edges : 7603
Number of Edge Types : 8
Retweet : 889
MentionsInRetweet : 1188
Mentions : 2093
MentionsInReplyTo : 90
Replies to : 19
Tweet : 3067
Quote : 222
MentionsInQuote : 35
Self-Loops : 3254
Reciprocated Vertex Pair Ratio : 0.0279411764705882
Reciprocated Edge Ratio : 0.0543633762517883
Connected Components : 38
Single-Vertex Connected Components : 21
Maximum Vertices in a Connected Component : 967
Maximum Edges in a Connected Component : 6949
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 2.911289
Graph Density : 0.0010672733380157
Modularity : 0.170223
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,145 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 2/6/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 07 February 2023 at 14:33 UTC.
The tweets in the network were tweeted over the 3023-day, 7-hour, 53-minute period from Tuesday, 28 October 2014 at 13:31 UTC to Monday, 06 February 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:
[686] hyounpark's,#socbiz [686] latest,hyounpark's [686] #socbiz,review [657] review,thanks [508] #socbiz,#inboundmarketing [417] social,media [402] #socbiz,#socialmedia [387] #socialmedia,#ai [284] #socbiz,#roi [251] #socbiz,#biztalk Top Word Pairs in Tweet in G1:
[684] latest,hyounpark's [684] hyounpark's,#socbiz [684] #socbiz,review [655] review,thanks [386] #socialmedia,#ai [127] #socialmedia,#bigdata [119] thanks,coit_dawn [113] #ai,#socialmedia [103] coit_dawn,#socialmedia [27] thanks,hudson_chatbots Top Word Pairs in Tweet in G2:
[251] #socbiz,#biztalk [218] #arteyart,#cultura [134] #supportthearts,#sharethearts [117] #indiedev,#artbot [108] #biztalk,#techtalk [95] #checkout,#artshare [89] #techtalk,#devboost [84] #artists,#aroundtheworld [82] #sharethearts,#boostthearts [78] need,#supportthearts Top Word Pairs in Tweet in G3:
[11] #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 G4:
[508] #socbiz,#inboundmarketing [407] social,media [396] #socbiz,#socialmedia [284] #socbiz,#roi [226] operational,efficiency [218] measure,#roi [215] gt,#socbiz [215] gt,gt [211] 10,don [211] don,ts Top Word Pairs in Tweet in G5:
[192] #startups,#innovation [192] #leadership,#restaurant [192] #innovation,#leadership [192] #socbiz,#socialbiz [192] #restaurant,#socbiz [191] #collaboration,#ecommerce [191] #socialbusiness,#collaboration [191] #socialbiz,#socialbusiness [182] #ecommerce,#m [182] rajeevg45843409,#startups Top Word Pairs in Tweet in G6:
[5] runelinding,bolderesident [5] carstensenpol,runelinding [5] richardjparfitt,dgurdasani1 [5] dgurdasani1,cici18480257 [5] cici18480257,carstensenpol [5] keith_jebb,dbetteracademia [5] dbetteracademia,richardjparfitt [4] bolderesident,michel [4] braincures,keith_jebb Top Word Pairs in Tweet in G7:
[10] #socbiz,#socialbiz [8] #socialbiz,#socialbusiness [6] #smallbusiness,#retail [6] #smallbiz,#smallbusiness [4] #retail,#business [4] #marketing,#mktg [3] #mktg,#networking [3] #smallbusinesssaturday,#smallbizsat [3] #entrepreneurs,#socbiz [2] know,more Top Word Pairs in Tweet in G8:
[44] #socialimpact,#business [31] humanitix_tweet,grameenaust [31] #business,ground [31] ground,humanitix_tweet [31] tips,building [31] building,#socialimpact [13] #socinn,#philanthropy [13] #socentau,#socimp [13] #tech,#startup [13] #socbiz,#socialimpact Top Word Pairs in Tweet in G9:
[6] #socialbusiness,#socbiz [5] #socbiz,#3zeros [5] social,business [3] more,40 [3] deal,yunusenvhub [3] joining,forces [3] network,voice [3] joined,bnw_ev [3] learn,more [3] happy,announce 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: