The graph represents a network of 2,002 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 2/12/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 14 February 2023 at 00:19 UTC.
The tweets in the network were tweeted over the 1626-day, 4-hour, 47-minute period from Friday, 31 August 2018 at 19:53 UTC to Monday, 13 February 2023 at 00:40 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 : 2002
Unique Edges : 1863
Edges With Duplicates : 5591
Total Edges : 7454
Number of Edge Types : 9
Tweet : 2983
Mentions : 2206
Retweet : 639
MentionsInRetweet : 1078
MentionsInReplyTo : 307
Replies to : 121
MentionsInQuoteReply : 14
Quote : 34
MentionsInQuote : 72
Self-Loops : 3210
Reciprocated Vertex Pair Ratio : 0.061244019138756
Reciprocated Edge Ratio : 0.115419296663661
Connected Components : 728
Single-Vertex Connected Components : 664
Maximum Vertices in a Connected Component : 1166
Maximum Edges in a Connected Component : 5675
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.462669
Graph Density : 0.000553669219336386
Modularity : 0.284521
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,002 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 2/12/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 14 February 2023 at 00:19 UTC.
The tweets in the network were tweeted over the 1626-day, 4-hour, 47-minute period from Friday, 31 August 2018 at 19:53 UTC to Monday, 13 February 2023 at 00:40 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:
[688] customer,experience [231] need,know [167] #analytics,#googleads [165] #googleads,#facebookads [131] continue,reading [123] digital,customer [118] brands,need [114] #facebook,#marketing [114] facebook,marketing [114] know,facebook Top Word Pairs in Tweet in G1:
[194] customer,experience [134] need,know [112] brands,need [110] facebook,marketing [110] #facebook,#marketing [110] marketing,#facebook [110] know,facebook [42] cmswire's,top [39] bad,review [39] company,immune Top Word Pairs in Tweet in G2:
[61] customer,experience [37] article,cmswire [24] 2023,cmswire [22] 2022,cmswire [19] trends,2023 [19] cmswire,#cx [19] thanks,cmswire [17] articles,2022 [16] #marketing,#digitalmarketing [15] more,cmswire Top Word Pairs in Tweet in G3:
[142] customer,experience [131] continue,reading [58] cmswire,#marketing [30] digital,customer [26] need,know [25] cmswire,contributors [25] call,center [24] cmswire's,top [23] reading,#customerexperience [23] 2022,cmswire Top Word Pairs in Tweet in G4:
[21] priorities,2023 [21] cios,differ [21] differ,top [21] top,priorities [15] extremely,approachable [15] reichental,tackles [15] approachable,manner [14] jonathan,reichental [14] tough,topic [14] book,extremely Top Word Pairs in Tweet in G5:
[49] customer,experience [22] #workplace,labster [22] labster,ceo [22] #metaverse,transform [22] #digital,#workplace [22] transform,#education [22] ceo,bodekaer [22] #education,#digital [21] eli_krumova,#metaverse [21] need,know Top Word Pairs in Tweet in G6:
[9] #marketingstrategy,#marketing [9] #customers,#marketers [9] goal,behavioral [9] behavioral,marketing [9] #goal,#customers [9] #marketers,#promotion [9] marketing,#goal [9] #promotion,#marketingstrategy [8] venkatakeerthi8,goal [8] #marketing,#techn Top Word Pairs in Tweet in G7:
[18] customer,experience [15] #artificialintelligence,#customerexperience [14] cmswire,openmarketingtv [14] digital,experience [13] #ai,key [13] cmswire,#artificialintelligence [13] key,#cx [13] #cx,success [13] explainable,#ai [13] success,cmswire Top Word Pairs in Tweet in G8:
[73] customer,experience [67] #ar,#vr [66] #hx,#xr [66] #defi,#daos [66] #cx,#custserv [65] #xr,#ar [56] #virtualworld,#gamefi [44] #gamefi,#3d [43] #custserv,#ex [39] #daos,#nfts Top Word Pairs in Tweet in G9:
[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 G10:
[166] #analytics,#googleads [164] #googleads,#facebookads [67] help,#marketing [67] #marketing,#advertising [67] #analytics,help [67] talk,heard [67] evolves,thoughts [67] #marketing,escape [67] #metaverse,evolves [67] impact,#metaverse Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
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: