The graph represents a network of 1,617 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, 14 December 2022 at 19:39 UTC.
The requested start date was Wednesday, 14 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 103-day, 12-hour, 23-minute period from Thursday, 01 September 2022 at 00:04 UTC to Tuesday, 13 December 2022 at 12:28 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 : 1617
Unique Edges : 3129
Edges With Duplicates : 10396
Total Edges : 13525
Number of Edge Types : 5
MentionsInRetweet : 4663
Retweet : 2660
Mentions : 3782
Tweet : 1610
Replies to : 810
Self-Loops : 1631
Reciprocated Vertex Pair Ratio : 0.122702009405729
Reciprocated Edge Ratio : 0.218583396801219
Connected Components : 267
Single-Vertex Connected Components : 242
Maximum Vertices in a Connected Component : 1294
Maximum Edges in a Connected Component : 12989
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.027229
Graph Density : 0.00200989486703772
Modularity : 0.213248
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,617 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, 14 December 2022 at 19:39 UTC.
The requested start date was Wednesday, 14 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 103-day, 12-hour, 23-minute period from Thursday, 01 September 2022 at 00:04 UTC to Tuesday, 13 December 2022 at 12:28 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:
[605] content,marketing [201] marketing,world [191] #cmworld,2022 [179] cmicontent,#cmworld [149] #cmworld,community [146] content,marketers [110] ask,#cmworld [102] b2b,content [97] 25,b2b [97] top,25 Top Word Pairs in Tweet in G1:
[186] content,marketing [56] cspenn,#cmworld [53] marketing,world [47] content,marketers [41] #cmworld,week [36] drewdavishere,#cmworld [33] annhandley,#cmworld [31] #cmworld,session [30] good,content [29] robert_rose,#cmworld Top Word Pairs in Tweet in G2:
[156] content,marketing [81] cmicontent,#cmworld [47] marketing,world [38] #cmworld,community [37] content,marketers [32] prisus,cmicontent [25] social,media [24] ask,#cmworld [23] week's,free [23] visual,storytelling Top Word Pairs in Tweet in G3:
[109] #cmworld,2022 [91] content,marketing [41] top,25 [41] follow,#cmworld [41] 25,b2b [41] influencers,experts [41] marketing,influencers [41] experts,follow [41] b2b,content [40] #cmworld,community Top Word Pairs in Tweet in G4:
[44] content,marketing [36] #socialmediamarketing,experts [36] experts,wendycovey [36] everyone,knows [36] participate,#socialmediamarketing [36] knows,participate [34] best,ways [34] ways,use [32] anngynn,#cmworld [29] #schooloflately,#katelysrules Top Word Pairs in Tweet in G5:
[76] content,marketing [40] marketing,world [36] cmicontent,#cmworld [27] 25,b2b [27] top,25 [25] b2b,content [21] marketing,influencers [20] #cmworld,2022 [19] experts,follow [19] influencers,experts Top Word Pairs in Tweet in G6:
[11] isocialfanz,#cmworld [10] content,marketing [8] #cmworld,predict [8] standing,room [8] year,session [8] isocialfanz,sharing [8] knowledge,#cmworld [8] #nft,knowledge [8] predict,next [8] sharing,#nft Top Word Pairs in Tweet in G7:
[33] #mscnoticias,#cmworld [28] #news,#mscnoticias [21] #breakingnews,#news [17] mscnoticias,#ultimahora [12] #breakingnews,#mscnoticias [10] #news,#cmworld [10] #mscnoticias,#news [9] #ultimahora,#06sept [9] #06sept,ðÿœ [7] ðÿœ,ª Top Word Pairs in Tweet in G8:
[7] marketing,world [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 [5] world,2022の様子を動画や写真 [5] 中の人が参加中のcontent,marketing [4] good,content [4] _jade_kk,中の人が参加中のcontent [3] friends,#cmworld [3] hundreds,closest [3] closest,friends Top Word Pairs in Tweet in G9:
[11] semantic,search [9] mariahwrites,llhand [6] great,time [6] llhand,sherrybonelli [5] content,marketing [5] marketing,world [4] talking,streamly_video [4] team,during [4] pamdidner,pleasure [4] speakers,great Top Word Pairs in Tweet in G10:
[4] ladies,attending [4] attending,#cmworld [4] happy,hour [3] simple,impactful [3] #cmworld,simple [3] tov,tone [3] loving,talk [3] talk,annhandley [3] cmicontent,#cmworld [3] sydnicraighart,cmicontent Top Replied-To in Entire Graph:
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Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: