The graph represents a network of 1,143 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 1/9/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 10 January 2023 at 14:34 UTC.
The tweets in the network were tweeted over the 2995-day, 7-hour, 53-minute period from Tuesday, 28 October 2014 at 13:31 UTC to Monday, 09 January 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 : 1143
Unique Edges : 915
Edges With Duplicates : 6792
Total Edges : 7707
Number of Edge Types : 8
Retweet : 919
MentionsInRetweet : 1264
Tweet : 3044
Mentions : 2052
Quote : 271
MentionsInQuote : 42
Replies to : 22
MentionsInReplyTo : 93
Self-Loops : 3238
Reciprocated Vertex Pair Ratio : 0.0294328786791098
Reciprocated Edge Ratio : 0.0571827057182706
Connected Components : 39
Single-Vertex Connected Components : 22
Maximum Vertices in a Connected Component : 964
Maximum Edges in a Connected Component : 7037
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 2.989388
Graph Density : 0.00109859297360159
Modularity : 0.171916
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,143 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 1/9/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 10 January 2023 at 14:34 UTC.
The tweets in the network were tweeted over the 2995-day, 7-hour, 53-minute period from Tuesday, 28 October 2014 at 13:31 UTC to Monday, 09 January 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:
[666] hyounpark's,#socbiz [666] latest,hyounpark's [666] #socbiz,review [635] review,thanks [499] #socbiz,#inboundmarketing [416] social,media [394] #socbiz,#socialmedia [387] #socialmedia,#ai [291] #socbiz,#biztalk [280] #socbiz,#roi Top Word Pairs in Tweet in G1:
[664] #socbiz,review [664] latest,hyounpark's [664] hyounpark's,#socbiz [633] review,thanks [386] #socialmedia,#ai [127] #socialmedia,#bigdata [111] thanks,coit_dawn [103] coit_dawn,#socialmedia [87] #ai,#socialmedia [27] thanks,hudson_chatbots Top Word Pairs in Tweet in G2:
[291] #socbiz,#biztalk [247] #arteyart,#cultura [143] #supportthearts,#sharethearts [123] #indiedev,#artbot [113] #biztalk,#techtalk [111] #checkout,#artshare [93] #techtalk,#devboost [92] #sharethearts,#boostthearts [87] #artists,#aroundtheworld [86] 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:
[499] #socbiz,#inboundmarketing [407] social,media [388] #socbiz,#socialmedia [279] #socbiz,#roi [223] gt,#socbiz [223] gt,gt [222] operational,efficiency [220] pipelinercrm,gt [220] 10,don [220] #socialmedia,pipelinercrm 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:
[8] runelinding,bolderesident [8] carstensenpol,runelinding [8] richardjparfitt,dgurdasani1 [8] dgurdasani1,cici18480257 [8] cici18480257,carstensenpol [8] keith_jebb,dbetteracademia [8] dbetteracademia,richardjparfitt [7] bolderesident,michel [7] braincures,keith_jebb Top Word Pairs in Tweet in G7:
[9] #socbiz,#socialbiz [8] #socialbiz,#socialbusiness [6] #smallbiz,#smallbusiness [6] #smallbusiness,#retail [4] #marketing,#mktg [4] #retail,#business [3] #mktg,#networking [3] #smallbusinesssaturday,#smallbizsat [3] #entrepreneurs,#socbiz [2] hazards,know 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] economy,germany [3] network,voice [3] youth,social [3] 40,youth [3] rotaryvijanapoa,empowering [3] yunusenvhub,joining [3] more,40 Top Word Pairs in Tweet in G10:
[5] #socbiz,#employeeadvocacy [5] better,next [5] talking,#socbiz [5] anitaveszeli,talking [5] keeps,getting [5] agenda,keeps [5] getting,better [5] next,anitaveszeli [4] #employeeadvocacy,#socbizexc [4] #employeeadvocacy,#socbiz Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
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Top Replied-To in G6:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G7:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
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Top Tweeters in G4:
Top Tweeters in G5:
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Top Tweeters in G9:
Top Tweeters in G10: