The graph represents a network of 5,297 Twitter users whose tweets in the requested range contained "#marketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 20 June 2021 at 13:09 UTC.
The requested start date was Sunday, 20 June 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 2-hour, 12-minute period from Thursday, 17 June 2021 at 17:39 UTC to Saturday, 19 June 2021 at 19:51 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 : 5297
Unique Edges : 3671
Edges With Duplicates : 9373
Total Edges : 13044
Number of Edge Types : 5
Retweet : 3272
MentionsInRetweet : 3975
Tweet : 4046
Mentions : 1650
Replies to : 101
Self-Loops : 4251
Reciprocated Vertex Pair Ratio : 0.0244553134726545
Reciprocated Edge Ratio : 0.0477430555555556
Connected Components : 2059
Single-Vertex Connected Components : 1428
Maximum Vertices in a Connected Component : 1922
Maximum Edges in a Connected Component : 8110
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.391331
Graph Density : 0.000164261022171246
Modularity : 0.405058
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 5,297 Twitter users whose tweets in the requested range contained "#marketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 20 June 2021 at 13:09 UTC.
The requested start date was Sunday, 20 June 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 2-hour, 12-minute period from Thursday, 17 June 2021 at 17:39 UTC to Saturday, 19 June 2021 at 19:51 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 : #marketing
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:
[283] social,media [194] #digitalmarketing,#marketing [191] #marketing,#digitalmarketing [166] #essay,due [147] #socialmedia,#marketing [146] #online,class [145] due,#paper [143] #marketing,#business [140] #business,#marketing [140] domain,sale Top Word Pairs in Tweet in G1:
[105] social,media [57] #marketing,#digitalmarketing [53] #digitalmarketing,#marketing [52] #business,#marketing [51] #marketing,#business [50] #marketing,#socialmedia [42] #socialmedia,#marketing [41] #online,class [40] learn,more [40] digital,marketing Top Word Pairs in Tweet in G2:
[137] domain,sale [126] domainfq,domain [72] due,#paper [67] #python,#coding [66] #business,#startup [66] #essay,due [66] #cybersecurity,comptia [66] comptia,security [66] security,#programming [66] #programming,#writing Top Word Pairs in Tweet in G3:
[121] #zirigozagroup,#e [121] #e,commerce [121] commerce,#marketing [120] #marketing,#enkil [120] #enkil,#8020 [49] #marketing,#seo [44] #zirigozagroup,#marketing [29] créer,visuel [29] visuel,graphique [29] graphique,vidéo Top Word Pairs in Tweet in G4:
[73] link,bio [57] click,link [32] bio,apply [24] #marketing,job [21] marketing,manager [19] jobs,titles [19] thermo,fisher [18] fisher,scientific [15] stop,staring [15] staring,clock Top Word Pairs in Tweet in G5:
[37] #marketing,#digitalmarketing [30] #digitalmarketing,#digital [30] #digital,#marketing [24] #digitalmarketing,#marketing [21] #contentmarketing,#marketing [18] #marketing,#technews [15] #startup,#growthhacking [15] #growthhacking,#business [14] #business,#digitalmarketing [13] marketing,strategy Top Word Pairs in Tweet in G6:
[44] social,media [35] #digital,#marketing [35] #online,class [33] #essay,due [31] due,#paper [31] #someone,help [31] #do,homework [31] homework,#online [30] #paper,pay [30] pay,#someone Top Word Pairs in Tweet in G7:
[113] shay,berman [113] berman,discussed [113] discussed,starting [113] starting,growing [113] growing,digital [113] digital,agency [113] agency,#thisweekwithsabir [113] #thisweekwithsabir,100 [113] 100,000 [113] 000,expert Top Word Pairs in Tweet in G8:
[87] 11,000 [84] hey,joshua_s_belll [84] joshua_s_belll,11 [84] 000,twitter [84] twitter,followers [84] followers,first [84] first,marketing [84] marketing,test [84] test,huh [84] huh,bad Top Word Pairs in Tweet in G9:
[68] #cell_land,#marketing [56] according,#cell_land [56] #marketing,strategy [56] strategy,25 [56] 25,cells [56] cells,50x50 [56] 50x50,px [56] px,donated [56] donated,popular [56] popular,#crypto Top Word Pairs in Tweet in G10:
[26] #marketing,#business [24] #realestate,agents [24] agents,#investors [20] today,myphillymedia [20] myphillymedia,gmail [17] contact,today [15] #socialmedia,#marketing [13] business,#marketing [13] #products,#services [12] #affiliate,#referral Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G3:
Top Replied-To in G4:
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Top Replied-To in G8:
Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
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Top Tweeters in G5:
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Top Tweeters in G7:
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Top Tweeters in G9:
Top Tweeters in G10: