The graph represents a network of 1,630 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, 21 December 2022 at 19:38 UTC.
The requested start date was Wednesday, 21 December 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 110-day, 19-hour, 49-minute period from Thursday, 01 September 2022 at 00:04 UTC to Tuesday, 20 December 2022 at 19:53 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 : 1630
Unique Edges : 3146
Edges With Duplicates : 10450
Total Edges : 13596
Number of Edge Types : 5
Mentions : 3813
Replies to : 810
Retweet : 2672
MentionsInRetweet : 4683
Tweet : 1618
Self-Loops : 1639
Reciprocated Vertex Pair Ratio : 0.122475015947268
Reciprocated Edge Ratio : 0.218223148323546
Connected Components : 269
Single-Vertex Connected Components : 244
Maximum Vertices in a Connected Component : 1305
Maximum Edges in a Connected Component : 13058
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.029374
Graph Density : 0.00198812173526609
Modularity : 0.212935
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,630 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, 21 December 2022 at 19:38 UTC.
The requested start date was Wednesday, 21 December 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 110-day, 19-hour, 49-minute period from Thursday, 01 September 2022 at 00:04 UTC to Tuesday, 20 December 2022 at 19:53 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:
[606] content,marketing [201] marketing,world [191] #cmworld,2022 [180] cmicontent,#cmworld [150] #cmworld,community [147] content,marketers [111] ask,#cmworld [102] b2b,content [97] 25,b2b [97] top,25 Top Word Pairs in Tweet in G1:
[172] content,marketing [58] cspenn,#cmworld [48] content,marketers [45] marketing,world [38] #cmworld,week [36] drewdavishere,#cmworld [33] annhandley,#cmworld [31] robert_rose,#cmworld [30] good,content [28] cmicontent,#cmworld Top Word Pairs in Tweet in G2:
[156] content,marketing [53] cmicontent,#cmworld [51] marketing,world [39] #cmworld,community [37] content,marketers [34] prisus,cmicontent [25] social,media [23] ask,#cmworld [22] week's,free [19] still,time Top Word Pairs in Tweet in G3:
[92] content,marketing [52] marketing,world [36] participate,#socialmediamarketing [36] #socialmediamarketing,experts [36] experts,wendycovey [36] knows,participate [36] everyone,knows [34] cmicontent,#cmworld [34] best,ways [34] ways,use Top Word Pairs in Tweet in G4:
[109] #cmworld,2022 [91] content,marketing [41] #cmworld,community [41] experts,follow [41] influencers,experts [41] 25,b2b [41] marketing,influencers [41] b2b,content [41] follow,#cmworld [41] top,25 Top Word Pairs in Tweet in G5:
[38] content,marketing [37] cmicontent,#cmworld [29] #cmworld,2022 [27] top,25 [27] 25,b2b [26] b2b,content [25] #cmworld,community [24] ask,#cmworld [22] thought,leadership [21] marketing,influencers Top Word Pairs in Tweet in G6:
[11] isocialfanz,#cmworld [10] content,marketing [8] knowledge,#cmworld [8] predict,next [8] #cmworld,predict [8] next,year [8] year,session [8] sharing,#nft [8] session,standing [8] isocialfanz,sharing Top Word Pairs in Tweet in G7:
[13] cmicontent,#cmworld [5] contentcouncil,member [5] member,manifest_agency [4] excited,attend [4] push,ups [4] happy,hour [4] ladies,attending [4] manifest_agency,cmicontent [4] attend,creative [4] creative,push Top Word Pairs in Tweet in G8:
[33] #mscnoticias,#cmworld [28] #news,#mscnoticias [21] #breakingnews,#news [17] mscnoticias,#ultimahora [12] #breakingnews,#mscnoticias [10] #mscnoticias,#news [10] #news,#cmworld [9] #06sept,ðÿœ [9] #ultimahora,#06sept [7] #venezuela,#breakingnews Top Word Pairs in Tweet in G9:
[11] semantic,search [9] mariahwrites,llhand [6] great,time [6] content,marketing [6] cmicontent,#cmworld [6] llhand,sherrybonelli [5] marketing,world [4] llhand,speakers [4] creating,helpful [4] challenger,garage Top Word Pairs in Tweet in G10:
[16] content,marketing [15] open,positions [15] health,re [15] marketing,writers [15] pbm,content [15] experienced,pbm [15] positions,experienced [15] team,cvs [15] re,looking [15] writers,team Top Replied-To in Entire Graph:
Top Replied-To in G1:
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 G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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Top Mentioned in G5:
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Top Mentioned in G9:
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 G9:
Top Tweeters in G10: