The graph represents a network of 3,866 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, 19 April 2020 at 11:27 UTC.
The requested start date was Sunday, 19 April 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 1-day, 2-hour, 53-minute period from Friday, 17 April 2020 at 18:30 UTC to Saturday, 18 April 2020 at 21:24 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 : 3866
Unique Edges : 2727
Edges With Duplicates : 6191
Total Edges : 8918
Number of Edge Types : 5
Retweet : 2195
MentionsInRetweet : 2627
Tweet : 2713
Mentions : 1341
Replies to : 42
Self-Loops : 2909
Reciprocated Vertex Pair Ratio : 0.0325581395348837
Reciprocated Edge Ratio : 0.0630630630630631
Connected Components : 1545
Single-Vertex Connected Components : 1018
Maximum Vertices in a Connected Component : 1267
Maximum Edges in a Connected Component : 4907
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.32243
Graph Density : 0.000222860389677749
Modularity : 0.422095
NodeXL Version : 1.0.1.431
Data Import : The graph represents a network of 3,866 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, 19 April 2020 at 11:27 UTC.
The requested start date was Sunday, 19 April 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 1-day, 2-hour, 53-minute period from Friday, 17 April 2020 at 18:30 UTC to Saturday, 18 April 2020 at 21:24 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] #contentmarketing,#marketing [172] social,media [148] #marketing,#socialmedia [148] covid,19 [140] #digitalmarketing,#contentmarketing [120] #marketing,#business [116] high,quality [111] #socialmedia,#socialmediamarketing [111] please,contact [110] #marketing,#design Top Word Pairs in Tweet in G1:
[44] #marketing,#socialmedia [43] social,media [37] #business,#marketing [37] #marketing,#sales [32] #sales,#marketing [30] #marketing,#business [27] #digitalmarketing,#marketing [27] #socialmedia,#marketing [24] #marketing,#advertising [21] covid,19 Top Word Pairs in Tweet in G2:
[50] ty,futurism [47] #futureofretail,#augmentedreality [47] #augmentedreality,#virtualreality [47] #virtualreality,increase [47] increase,#customerexperience [47] #customerexperience,ty [47] #ar,#vr [44] enricomolinari,#futureofretail [44] enricomolinari,#ar [41] combined,#art Top Word Pairs in Tweet in G3:
[66] #zirigozagroup,#e [65] #e,commerce [65] commerce,#marketing [65] #marketing,#enkil [65] #enkil,#8020 [30] #marketing,#seo [28] #zirigozagroup,#marketing [14] #love,#marketing [12] #research,paper [11] covid,19 Top Word Pairs in Tweet in G4:
[194] #contentmarketing,#marketing [98] #digitalmarketing,#contentmarketing [82] #socialmedia,#socialmediamarketing [75] #socialmediamarketing,#digitalmarketing [68] #socialmediamarketing,#marketing [68] #marketingsolved,#digitalmarketing [67] covid,19 [59] #marketing,#socialmedia [51] #onlinemarketing,#marketingtips [48] #marketingtips,#seo Top Word Pairs in Tweet in G5:
[51] #aimhigh,#makeyourownlane [51] #makeyourownlane,#entrepreneur [51] #entrepreneur,#leadership [45] kevinsvips,make [41] hands,kates [41] kates,story [41] story,making [41] making,4000 [41] 4000,month [41] month,passive Top Word Pairs in Tweet in G6:
[18] #marketing,#business [13] #digitalmarketing,#marketing [10] gt,gt [8] 13,steps [8] steps,writing [8] writing,better [8] better,#content [8] #content,#infographic [8] #infographic,#digitalmarketing [8] #business,#contentmarketing Top Word Pairs in Tweet in G7:
[11] #advertising,newswire [8] social,media [8] #socialmedia,#marketing [7] marshawright,#advertising [6] #marketing,#advertising [6] #marketing,news [5] #socialmedia,#advertising [5] media,marketing [5] #marketing,#socialmedia [5] #advertising,#addicted2ppc Top Word Pairs in Tweet in G8:
[16] #marketing,#advertising [15] 30,days [15] rank,website [15] website,google [15] google,top [15] top,best [15] best,white [15] white,seo [14] seo,#digitalmarketingagency [11] start,30 Top Word Pairs in Tweet in G9:
[6] digital,transformation [6] transformation,organizational [6] organizational,change [4] #marketing,#cartoon [3] change,#marketing [3] #marketing,#digitaltransformation [3] #digitaltransformation,#futureofwork [3] #futureofwork,tomfishburne [3] tomfishburne,cc [3] change,cartoon Top Word Pairs in Tweet in G10:
[43] spendi,tutto [43] tutto,quello [43] quello,hai [43] hai,#pubblicità [43] #pubblicità,fatta [43] fatta,bene [43] bene,però [43] però,#pmi [43] #pmi,#lavoro [43] #lavoro,#linkedin Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
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 G6:
Top Mentioned in G7:
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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: