The graph represents a network of 1,997 Twitter users whose recent tweets contained "cmswire", 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 17 January 2023 at 00:20 UTC.
The tweets in the network were tweeted over the 1860-day, 2-hour, 55-minute period from Tuesday, 12 December 2017 at 20:42 UTC to Sunday, 15 January 2023 at 23:37 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 : 1997
Unique Edges : 1843
Edges With Duplicates : 6144
Total Edges : 7987
Number of Edge Types : 9
Replies to : 152
MentionsInReplyTo : 500
Tweet : 2840
Mentions : 2137
Retweet : 771
MentionsInRetweet : 1440
MentionsInQuote : 100
MentionsInQuoteReply : 16
Quote : 31
Self-Loops : 3103
Reciprocated Vertex Pair Ratio : 0.0647135986007871
Reciprocated Edge Ratio : 0.121560574948665
Connected Components : 672
Single-Vertex Connected Components : 587
Maximum Vertices in a Connected Component : 1202
Maximum Edges in a Connected Component : 6264
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.539245
Graph Density : 0.000610886269283685
Modularity : 0.284494
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,997 Twitter users whose recent tweets contained "cmswire", 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 1/15/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 17 January 2023 at 00:20 UTC.
The tweets in the network were tweeted over the 1860-day, 2-hour, 55-minute period from Tuesday, 12 December 2017 at 20:42 UTC to Sunday, 15 January 2023 at 23:37 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 : cmswire
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:
[583] customer,experience [144] #analytics,#googleads [143] #googleads,#facebookads [142] need,know [139] continue,reading [106] 2022,cmswire [101] articles,2022 [95] digital,customer [91] cmswire's,top [88] cmswire,contributors Top Word Pairs in Tweet in G1:
[192] customer,experience [71] need,know [54] brands,need [52] #facebook,#marketing [52] facebook,marketing [52] know,facebook [52] marketing,#facebook [32] social,media [28] top,10 [27] articles,2022 Top Word Pairs in Tweet in G2:
[98] customer,experience [30] kimsayers4,cmswire [23] 2022,cmswire [22] cmswire,#cx [20] 2023,cmswire [20] article,cmswire [19] learn,more [18] cx,strategy [18] recession,proof [17] trends,watch Top Word Pairs in Tweet in G3:
[39] customer,experience [33] need,know [30] statistics,need [21] ceo,bodekaer [21] #education,#digital [21] labster,ceo [21] latest,wave [21] transform,#education [21] #workplace,labster [21] inside,latest Top Word Pairs in Tweet in G4:
[170] customer,experience [137] continue,reading [61] cmswire,#marketing [52] #ar,#vr [49] #defi,#daos [49] #xr,#ar [45] #cx,#custserv [45] #daos,#nfts [44] #hx,#xr [39] 2022,cmswire Top Word Pairs in Tweet in G5:
[23] jbrodsky,sppitt [23] jimcrussell,jbrodsky [17] thadofsphere,davidseidl [16] sppitt,mylessuer [15] differ,top [15] cios,differ [15] priorities,2023 [15] top,priorities [15] mylessuer,cmswire [14] davidseidl,anthony_mcmahon Top Word Pairs in Tweet in G6:
[38] zero,results [29] urge,colleagues [29] gerrymcgovern,worked [29] scbriand,dr [29] article,gerrymcgovern [29] dr,scbriand [29] scbriand,urge [29] colleagues,read [29] read,article [28] mdc_martinus,scbriand Top Word Pairs in Tweet in G7:
[21] metaverse,metaverse [15] #artificialintelligence,#customerexperience [14] cmswire,openmarketingtv [13] #ai,key [13] cmswire,#artificialintelligence [13] key,#cx [13] #cx,success [13] explainable,#ai [13] digital,experience [13] success,cmswire Top Word Pairs in Tweet in G8:
[2] ripple,users [2] reopen,#xrp [2] decided,reopen [2] lot,christmas [2] year,approaches [2] airdrop,xrp [2] yourself,right [2] xrp,ripple [2] #xrp,airdrop [2] announce,yourself Top Word Pairs in Tweet in G9:
[144] #analytics,#googleads [143] #googleads,#facebookads [66] customer,engagement [66] help,#marketing [66] #cx,practices [66] engagement,#cx [66] #analytics,help [66] #marketing,escape [66] poor,customer [66] escape,poor Top Replied-To in Entire Graph:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
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