The graph represents a network of 1,870 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 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 00:18 UTC.
The tweets in the network were tweeted over the 1858-day, 3-hour, 12-minute period from Thursday, 08 February 2018 at 20:06 UTC to Sunday, 12 March 2023 at 23:18 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 : 1870
Unique Edges : 1763
Edges With Duplicates : 5772
Total Edges : 7535
Number of Edge Types : 8
Tweet : 2854
Mentions : 2179
Retweet : 717
MentionsInRetweet : 1265
Replies to : 126
MentionsInReplyTo : 294
Quote : 37
MentionsInQuote : 63
Self-Loops : 3143
Reciprocated Vertex Pair Ratio : 0.0686653771760155
Reciprocated Edge Ratio : 0.128506787330317
Connected Components : 651
Single-Vertex Connected Components : 581
Maximum Vertices in a Connected Component : 1097
Maximum Edges in a Connected Component : 5843
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.421756
Graph Density : 0.000632326475023104
Modularity : 0.273292
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 1,870 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 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 00:18 UTC.
The tweets in the network were tweeted over the 1858-day, 3-hour, 12-minute period from Thursday, 08 February 2018 at 20:06 UTC to Sunday, 12 March 2023 at 23:18 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:
[621] customer,experience [193] #analytics,#googleads [192] #googleads,#facebookads [142] need,know [135] continue,reading [127] generative,ai [110] #cx,#custserv [94] #data,#analytics [93] #ar,#vr [91] #xr,#ar Top Word Pairs in Tweet in G1:
[136] customer,experience [83] need,know [66] brands,need [65] facebook,marketing [65] #facebook,#marketing [65] marketing,#facebook [65] know,facebook [33] artificial,intelligence [33] generative,ai [32] bad,review Top Word Pairs in Tweet in G2:
[65] customer,experience [32] article,cmswire [20] 2023,cmswire [18] generative,ai [18] #marketing,#digitalmarketing [15] cmswire,#cx [15] loftis,shares [15] more,robust [15] lisa,loftis [13] thanks,cmswire Top Word Pairs in Tweet in G3:
[133] continue,reading [123] customer,experience [63] cmswire,#marketing [40] generative,ai [22] customer,data [19] reading,#customerexperience [17] customer,journey [16] ai,powered [16] need,know [14] cmswire,contributor Top Word Pairs in Tweet in G4:
[44] customer,experience [22] bimedotcom,evasmartai [20] outcomes,test [20] humans,put [19] debuts,generative [19] level,#ai [19] generative,#ai [19] contact,centers [19] #ai,debuts [18] #tech,contact Top Word Pairs in Tweet in G5:
[8] show,#data [6] industrialize,#customerdata [6] time,#cmos [6] #cx,industrialize [6] differ,top [6] fix,#cx [6] #cmos,show [6] cios,differ [6] #data,chops [6] #recessions,time Top Word Pairs in Tweet in G6:
[12] cmswire,jenn__torres [11] activist,investor [10] whirlwind,change [10] stake,cmswire [10] another,activist [10] major,stake [10] salesforce's,whirlwind [10] buys,major [10] change,another [10] investor,buys Top Word Pairs in Tweet in G7:
[110] #cx,#custserv [91] #xr,#ar [91] #ar,#vr [88] #hx,#xr [82] #defi,#daos [81] customer,experience [68] #custserv,#ex [64] #virtualworld,#gamefi [51] #gamefi,#3d [44] #daos,#nfts Top Word Pairs in Tweet in G8:
[5] more,news [4] recommendations,overcoming [4] digital,experiences [4] origins,growth [4] #rpa,#automation [4] process,automation [4] rethinking,#retail [4] robotic,process [4] experiences,2023 [4] composable,digital Top Word Pairs in Tweet in G9:
[24] world,article [24] physical,world [24] kantrowitz,draws [24] llms,very [24] very,superficial [24] draws,session [24] article,kantrowitz [24] understanding,physical [24] superficial,understanding [23] ylecun,llms Top Word Pairs in Tweet in G10:
[192] #analytics,#googleads [191] #googleads,#facebookads [96] customer,experience [85] #data,#analytics [65] customer,engagement [64] help,#marketing [64] #cx,practices [64] engagement,#cx [64] #analytics,help [64] #marketing,escape 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 G7:
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: