The graph represents a network of 1,095 Twitter users whose recent tweets contained "#CMWorld", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 28 August 2019 at 16:18 UTC.
The tweets in the network were tweeted over the 9-day, 12-hour, 24-minute period from Monday, 19 August 2019 at 03:47 UTC to Wednesday, 28 August 2019 at 16:12 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 : 1095
Unique Edges : 2692
Edges With Duplicates : 3739
Total Edges : 6431
Self-Loops : 665
Reciprocated Vertex Pair Ratio : 0.114904793171372
Reciprocated Edge Ratio : 0.206124852767962
Connected Components : 121
Single-Vertex Connected Components : 99
Maximum Vertices in a Connected Component : 891
Maximum Edges in a Connected Component : 5970
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.070839
Graph Density : 0.00283489018557011
Modularity : 0.339285
NodeXL Version : 1.0.1.419
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[340] content,marketing [149] marketing,interview [108] don,t [100] check,out [97] next,week [96] content,strategy [95] marketing,world [87] journalistic,integrity [87] integrity,content [86] margaret,magnarelli Top Word Pairs in Tweet in G1:
[32] content,marketing [25] next,week [25] cmicontent,#cmworld [23] #cmworld,cmicontent [22] marketing,world [21] top,10 [21] 10,best [21] best,marketing [21] marketing,conferences [21] conferences,fall Top Word Pairs in Tweet in G2:
[45] content,marketing [44] brand,trust [42] cmicontent,a3 [40] cmicontent,a5 [37] cmicontent,a4 [36] cmicontent,a1 [34] next,week [30] cmicontent,a2 [30] cmicontent,a6 [27] sferika,dshiao Top Word Pairs in Tweet in G3:
[75] content,marketing [62] don,t [42] influencer,marketing [41] check,out [29] more,talk [29] talk,marketers [29] marketers,more [29] more,realize [29] realize,#contentmarketing [29] #contentmarketing,projects Top Word Pairs in Tweet in G4:
[126] content,marketing [113] marketing,interview [61] margaret,magnarelli [59] content,strategy [59] annie,granatstein [58] interview,margaret [58] magnarelli,applying [58] applying,journalistic [58] journalistic,integrity [58] integrity,content Top Word Pairs in Tweet in G5:
[16] #contentmarketing,#cmworld [11] #cmworld,#contentchat [9] check,out [7] content,marketing [6] social,media [5] #cmworld,#digitalmarketing [5] #digitalmarketing,cc [5] sustainable,content [5] hat,tip [4] look,forward Top Word Pairs in Tweet in G6:
[43] #cmworld,2019 [23] click,here [22] speaking,#cmworld [22] content,marketing [22] learn,more [21] hope,see [20] save,date [20] date,linkedinexpert [20] linkedinexpert,govengreso [20] govengreso,speaking Top Word Pairs in Tweet in G7:
[63] सतल,क [52] ज,लर [52] ख,न [47] य,क [47] स,थ [47] ह,zeenews [42] क,म [42] क,प [42] प,स [42] न,ह Top Word Pairs in Tweet in G8:
[36] list,active [36] active,#twitterchats [36] #twitterchats,marketers [36] marketers,1 [36] 1,#adweekchat [36] #adweekchat,2 [36] 2,#brandchat [36] #brandchat,3 [36] 3,#seotalk [36] #seotalk,4 Top Word Pairs in Tweet in G9:
[11] cmicontent,#contentmarketing [11] #contentmarketing,#cmworld [8] using,#instagram [8] #instagram,business [8] ep,expert [8] expert,jenns_trends [8] jenns_trends,shares [8] shares,excellent [8] excellent,takeout [8] takeout,advice Top Word Pairs in Tweet in G10:
[6] here's,quick [6] quick,look [6] look,#cmworld [6] #cmworld,sessions [6] sessions,workshops [6] workshops,focus [6] focus,artificial [6] artificial,intelligence [6] intelligence,machine [6] machine,learning 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 G9:
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: