The graph represents a network of 1,914 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 3/5/2023 5:00:36 PM. The network was obtained from Twitter on Tuesday, 07 March 2023 at 00:33 UTC.
The tweets in the network were tweeted over the 1647-day, 4-hour, 32-minute period from Friday, 31 August 2018 at 19:53 UTC to Monday, 06 March 2023 at 00:25 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 : 1914
Unique Edges : 1803
Edges With Duplicates : 5710
Total Edges : 7513
Number of Edge Types : 8
Tweet : 2885
Retweet : 697
MentionsInRetweet : 1219
Mentions : 2189
MentionsInReplyTo : 286
Replies to : 122
MentionsInQuote : 78
Quote : 37
Self-Loops : 3145
Reciprocated Vertex Pair Ratio : 0.0728764478764479
Reciprocated Edge Ratio : 0.135852451641925
Connected Components : 678
Single-Vertex Connected Components : 616
Maximum Vertices in a Connected Component : 1131
Maximum Edges in a Connected Component : 5914
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.530239
Graph Density : 0.000607131210804805
Modularity : 0.275801
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,914 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 3/5/2023 5:00:36 PM. The network was obtained from Twitter on Tuesday, 07 March 2023 at 00:33 UTC.
The tweets in the network were tweeted over the 1647-day, 4-hour, 32-minute period from Friday, 31 August 2018 at 19:53 UTC to Monday, 06 March 2023 at 00:25 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 : 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:
[654] customer,experience [185] #analytics,#googleads [183] #googleads,#facebookads [166] need,know [132] continue,reading [95] #cx,#custserv [92] brands,need [89] #ar,#vr [88] #facebook,#marketing [88] facebook,marketing Top Word Pairs in Tweet in G1:
[145] customer,experience [92] need,know [82] brands,need [80] #facebook,#marketing [80] facebook,marketing [80] know,facebook [80] marketing,#facebook [35] online,know [35] reviews,online [35] immune,bad Top Word Pairs in Tweet in G2:
[62] customer,experience [33] article,cmswire [20] 2023,cmswire [16] cmswire,#cx [16] #marketing,#digitalmarketing [15] thanks,cmswire [15] cmswire,article [14] loftis,shares [14] more,robust [14] lisa,loftis Top Word Pairs in Tweet in G3:
[163] customer,experience [130] continue,reading [65] cmswire,#marketing [27] customer,data [27] generative,ai [23] need,know [22] customer,journey [21] article,cmswire [19] experience,metrics [19] reading,#customerexperience Top Word Pairs in Tweet in G4:
[40] customer,experience [24] #workplace,labster [24] labster,ceo [24] #metaverse,transform [24] #digital,#workplace [24] transform,#education [24] ceo,bodekaer [24] #education,#digital [23] eli_krumova,#metaverse [22] bimedotcom,evasmartai Top Word Pairs in Tweet in G5:
[18] priorities,2023 [18] top,priorities [18] cios,differ [18] differ,top [9] contributions,myself [9] roundup,contributions [9] #ciochat,roundup [9] good,#ciochat [9] 2023,good [8] show,#data Top Word Pairs in Tweet in G6:
[95] #cx,#custserv [90] customer,experience [86] #xr,#ar [86] #ar,#vr [83] #hx,#xr [80] #defi,#daos [62] #virtualworld,#gamefi [57] #custserv,#ex [49] #gamefi,#3d [46] #daos,#nfts Top Word Pairs in Tweet in G7:
[24] draws,session [24] physical,world [24] superficial,understanding [24] kantrowitz,draws [24] llms,very [24] understanding,physical [24] very,superficial [24] world,article [24] article,kantrowitz [23] ylecun,llms Top Word Pairs in Tweet in G8:
[20] customer,experience [16] cmos,care [16] synthetic,data [16] care,synthetic [8] ways,chatgpt [8] digital,customer [8] chatgpt,change [8] #customerexperience,#artificialintelligence [8] change,digital [8] data,#customerexperience Top Word Pairs in Tweet in G10:
[15] best,practices [15] customer,experience [13] ahead,stay [13] experience,more [13] stay,#unifiedcxm [13] company,ahead [13] digital,customer [13] more,important [13] help,company [13] sprinklr,help 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 Replied-To in G9:
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: