The graph represents a network of 1,781 Twitter users whose tweets in the requested range contained "#CMWorld", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 30 November 2022 at 19:38 UTC.
The requested start date was Wednesday, 30 November 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.
The tweets in the network were tweeted over the 118-day, 4-hour, 27-minute period from Wednesday, 03 August 2022 at 16:28 UTC to Tuesday, 29 November 2022 at 20:55 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
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 : 1781
Unique Edges : 3358
Edges With Duplicates : 11798
Total Edges : 15156
Number of Edge Types : 5
Mentions : 4266
MentionsInRetweet : 5170
Retweet : 2968
Tweet : 1918
Replies to : 834
Self-Loops : 1944
Reciprocated Vertex Pair Ratio : 0.122589531680441
Reciprocated Edge Ratio : 0.21840490797546
Connected Components : 317
Single-Vertex Connected Components : 287
Maximum Vertices in a Connected Component : 1389
Maximum Edges in a Connected Component : 14415
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.016199
Graph Density : 0.00179958235809954
Modularity : 0.210799
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,781 Twitter users whose tweets in the requested range contained "#CMWorld", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 30 November 2022 at 19:38 UTC.
The requested start date was Wednesday, 30 November 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.
The tweets in the network were tweeted over the 118-day, 4-hour, 27-minute period from Wednesday, 03 August 2022 at 16:28 UTC to Tuesday, 29 November 2022 at 20:55 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
Graph Term : #CMWorld
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:
[746] content,marketing [257] marketing,world [255] cmicontent,#cmworld [213] #cmworld,2022 [211] #cmworld,community [172] ask,#cmworld [163] content,marketers [104] b2b,content [97] 25,b2b [97] top,25 Top Word Pairs in Tweet in G1:
[223] content,marketing [69] marketing,world [55] cspenn,#cmworld [54] cmicontent,#cmworld [53] content,marketers [43] #cmworld,week [40] b2b,content [39] 25,b2b [39] top,25 [37] looking,forward Top Word Pairs in Tweet in G2:
[142] content,marketing [124] cmicontent,#cmworld [46] marketing,world [45] anngynn,cmicontent [43] #cmworld,community [42] content,marketers [26] ask,#cmworld [25] #cmworld,speakers [21] successful,collaboration [21] visual,storytelling Top Word Pairs in Tweet in G3:
[131] content,marketing [113] #cmworld,2022 [69] #cmworld,community [68] ask,#cmworld [41] top,25 [41] follow,#cmworld [41] 25,b2b [41] influencers,experts [41] marketing,influencers [41] experts,follow Top Word Pairs in Tweet in G4:
[62] content,marketing [58] #chataboutbrand,#cmworld [52] #vcbuzz,#ppcchat [45] #cmworld,#vcbuzz [44] cmicontent,#cmworld [42] 12,pm [41] marketing,world [35] #ppcchat,#usabizparty [31] #usabizparty,10 [28] pm,#custserv Top Word Pairs in Tweet in G5:
[41] content,marketing [36] code,chernis100 [33] anngynn,#cmworld [29] #cmworld,2022 [29] #socialmediamarketing,experts [29] participate,#socialmediamarketing [29] knows,participate [29] experts,wendycovey [29] everyone,knows [27] #schooloflately,#katelysrules Top Word Pairs in Tweet in G6:
[33] ask,#cmworld [33] #cmworld,community [25] community,#contentmarketing [18] #marketingtips,video [17] #contentmarketing,#marketingtips [17] #cmworld,2022 [16] content,marketing [11] content,marketers [10] b2b,content [9] marketing,influencers Top Word Pairs in Tweet in G7:
[43] #mscnoticias,#cmworld [37] #news,#mscnoticias [35] #breakingnews,#news [31] mscnoticias,#ultimahora [27] #news,#cmworld [18] #breakingnews,#mscnoticias [17] #mscnoticias,#news [17] #venezuela,#breakingnews [10] #breakingnews,#venezuela [9] #ultimahora,#06sept Top Word Pairs in Tweet in G8:
[13] futurist,mindset [13] social,media [13] transformation,futurist [13] mindset,ragancomms [13] keynotes,web [13] digital,transformation [13] exciting,keynotes [13] web,web [13] web,digital [13] booking,exciting Top Word Pairs in Tweet in G9:
[10] content,marketing [6] #cmworld,#contentmarketing [6] competitive,advantage [5] comes,first [5] read,blog [5] buyers,read [5] epic,content [5] purchasing,decision [5] decision,#cmworld [5] advantage,many Top Word Pairs in Tweet in G10:
[9] oriented,content [9] specifically,business [9] today,specifically [9] business,oriented [9] joepulizzi,report [9] report,today [9] content,creators [8] good,one [8] thetiltnews,hubsp [8] one,thetiltnews Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
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Top Replied-To in G8:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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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:
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Top Tweeters in G5:
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Top Tweeters in G10: