The graph represents a network of 1,829 Twitter users whose recent tweets contained "toastmasters", 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 Thursday, 10 January 2019 at 23:52 UTC.
The tweets in the network were tweeted over the 10-day, 2-hour, 48-minute period from Monday, 31 December 2018 at 20:39 UTC to Thursday, 10 January 2019 at 23:27 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 : 1829
Unique Edges : 1909
Edges With Duplicates : 1689
Total Edges : 3598
Self-Loops : 1232
Reciprocated Vertex Pair Ratio : 0.0576208178438662
Reciprocated Edge Ratio : 0.10896309314587
Connected Components : 686
Single-Vertex Connected Components : 470
Maximum Vertices in a Connected Component : 537
Maximum Edges in a Connected Component : 1193
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.734785
Graph Density : 0.000510556282025667
Modularity : 0.502454
NodeXL Version : 1.0.1.407
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[217] toastmasters,club [198] public,speaking [166] new,year [105] check,out [93] leadership,skills [88] toastmasters,international [85] speaking,leadership [84] publicspeaking,toastmasters [78] toastmasters,meeting [65] 1,2 Top Word Pairs in Tweet in G1:
[93] new,year [77] toastmasters,club [50] public,speaking [46] toastmasters,meeting [31] toastmasters,international [25] year,new [24] year,resolutions [23] happy,new [21] accomplish,new [21] newyear,resolutions Top Word Pairs in Tweet in G2:
[30] toastmasters,club [26] new,year [21] public,speaking [21] toastmasters,international [17] new,accredited [17] accredited,speakers [16] hear,six [16] six,new [16] speakers,earned [16] earned,prestigious Top Word Pairs in Tweet in G3:
[23] toastmasters,quote [23] toastmasters,speechprompt [16] leadership,toastmasters [16] publicspeaking,toastmasters [13] toastmasters,speakingtip [9] lives,begin [9] begin,end [9] end,day [9] day,become [9] become,silent Top Word Pairs in Tweet in G4:
[63] taranim1,area77tm [63] area77tm,division_c_ksa [61] rathy2000,fallajharbi [61] ziz4939,taranim1 [59] fallajharbi,ziz4939 [58] division_c_ksa,maroomh1992 [58] maroomh1992,turki29a [41] turki29a,al7hayat [36] al7hayat,toastmasters_rs [32] essam_alfarraj,rathy2000 Top Word Pairs in Tweet in G5:
[20] toastmasters,toastmastersinternational [17] toastmastersinternational,leader [16] whereleadersaremade,publicspeaker [14] leader,whereleadersaremade [13] publicspeaker,speak [12] infosys,infosysbangalore [11] speak,bangalore [11] bangalore,dontgiveup [10] toastmasters,meeting [10] leadership,skills Top Word Pairs in Tweet in G6:
[7] eastafricatoastmasters,whereleadersaremade [6] happy,new [6] new,year [4] miss,exciting [4] exciting,annual [4] annual,toastmasters [4] toastmasters,conference [4] conference,lined [4] lined,up [4] up,between Top Word Pairs in Tweet in G7:
[26] publicspeaking,toastmasters [15] toastmasters,presentation [15] speaker,guild [15] guild,usa [15] usa,speaker [15] speaker,day [15] professionalspeaker,toastmasters [14] toastmasters,callforspeakers [8] presentation,presentations [5] toastmasters,presentations Top Word Pairs in Tweet in G8:
[7] join,first [7] first,arabic [7] arabic,contest [7] contest,friday [7] friday,11th [7] 11th,january [7] january,2019 [7] 2019,toastmasters [6] arees_club,join [2] قانون,الملاحة Top Word Pairs in Tweet in G9:
[67] public,speaking [63] watch,1 [63] 1,2 [63] 2,minute [63] minute,toastmaster [63] toastmaster,speech [63] speech,toastmaster [63] toastmaster,teaches [63] teaches,public [63] speaking,leadership Top Word Pairs in Tweet in G10:
[6] yr,old [4] 23,yr [3] toastmasters,juniorleaguesf [2] juniorleaguesf,aicpa [2] aicpa,ipos [2] ipos,20 [2] 20,rev [2] rev,increase [2] increase,yr [2] yr,over 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 G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G8:
Top Replied-To in G10:
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: