The graph represents a network of 1,744 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, 05 October 2022 at 18:38 UTC.
The requested start date was Wednesday, 05 October 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.
The tweets in the network were tweeted over the 77-day, 9-hour, 15-minute period from Tuesday, 19 July 2022 at 10:59 UTC to Tuesday, 04 October 2022 at 20:14 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 : 1744
Unique Edges : 3338
Edges With Duplicates : 12104
Total Edges : 15442
Number of Edge Types : 5
Mentions : 4637
Retweet : 2892
MentionsInRetweet : 5069
Replies to : 943
Tweet : 1901
Self-Loops : 1924
Reciprocated Vertex Pair Ratio : 0.126037139470565
Reciprocated Edge Ratio : 0.223859649122807
Connected Components : 317
Single-Vertex Connected Components : 286
Maximum Vertices in a Connected Component : 1337
Maximum Edges in a Connected Component : 14674
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.986342
Graph Density : 0.00187512829825199
Modularity : 0.200135
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 1,744 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, 05 October 2022 at 18:38 UTC.
The requested start date was Wednesday, 05 October 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.
The tweets in the network were tweeted over the 77-day, 9-hour, 15-minute period from Tuesday, 19 July 2022 at 10:59 UTC to Tuesday, 04 October 2022 at 20:14 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:
[761] content,marketing [278] marketing,world [251] cmicontent,#cmworld [209] #cmworld,2022 [168] #cmworld,community [136] ask,#cmworld [135] content,marketers [95] #cmworld,speakers [91] top,25 [91] 25,b2b Top Word Pairs in Tweet in G1:
[159] content,marketing [83] cmicontent,#cmworld [72] marketing,world [40] anngynn,cmicontent [28] content,marketers [26] #cmworld,community [24] #cmworld,speakers [23] join,content [19] today,#cmworld [19] learn,best Top Word Pairs in Tweet in G2:
[165] content,marketing [53] cspenn,#cmworld [45] #cmworld,week [33] cmicontent,#cmworld [31] #cmworld,speakers [31] marketing,world [30] #cmworld,session [30] drewdavishere,#cmworld [29] morning,#cmworld [29] annhandley,#cmworld Top Word Pairs in Tweet in G3:
[146] content,marketing [98] #cmworld,2022 [71] #cmworld,community [70] ask,#cmworld [59] #cmworld,2021 [45] optimize,content [45] roi,ask [37] top,25 [37] 25,b2b [37] b2b,content Top Word Pairs in Tweet in G4:
[109] content,marketing [94] cmicontent,#cmworld [58] marketing,world [46] #cmworld,2022 [42] code,chernis100 [41] content,marketers [39] anngynn,cmicontent [35] use,code [34] #cmworld,speakers [33] attending,#cmworld Top Word Pairs in Tweet in G5:
[52] content,marketing [28] marketing,world [27] cmicontent,#cmworld [23] top,25 [23] 25,b2b [21] b2b,content [19] #cmworld,2022 [16] marketing,influencers [16] influencers,experts [16] experts,follow Top Word Pairs in Tweet in G6:
[51] content,marketing [49] #chataboutbrand,#cmworld [42] #vcbuzz,#ppcchat [41] #cmworld,#vcbuzz [32] #ppcchat,#usabizparty [27] #usabizparty,10 [26] #digiblogchat,pm [26] #socialcafe,pm [26] pm,#custserv [26] #custserv,pm Top Word Pairs in Tweet in G7:
[20] content,marketing [11] isocialfanz,#cmworld [11] booking,exciting [11] exciting,keynotes [11] keynotes,web [11] web,web [11] web,digital [11] digital,transformation [11] transformation,futurist [11] futurist,mindset Top Word Pairs in Tweet in G8:
[46] #mscnoticias,#cmworld [36] #news,#mscnoticias [34] #breakingnews,#news [32] mscnoticias,#ultimahora [31] #news,#cmworld [22] #breakingnews,#mscnoticias [21] #mscnoticias,#news [19] #venezuela,#breakingnews [13] #breakingnews,#venezuela [9] #ultimahora,#06sept Top Word Pairs in Tweet in G9:
[12] content,marketing [10] marketing,world [5] good,content [5] 中の人が参加中のcontent,marketing [5] world,2022の様子を動画や写真 [5] 2022の様子を動画や写真,テキストで伝えていくよ [5] テキストで伝えていくよ,#cmworld [4] delawarenorth,attentionspan [4] _jade_kk,中の人が参加中のcontent [3] world,sept Top Word Pairs in Tweet in G10:
[11] semantic,search [9] mariahwrites,llhand [7] content,marketing [7] marketing,world [6] great,time [6] llhand,sherrybonelli [4] world,great [4] great,semantic [4] search,storytelling [4] storytelling,workshop Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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