The graph represents a network of 8,976 Twitter users whose recent tweets contained "#marketing", 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 Sunday, 29 March 2020 at 10:05 UTC.
The tweets in the network were tweeted over the 1-day, 15-hour, 30-minute period from Friday, 27 March 2020 at 17:12 UTC to Sunday, 29 March 2020 at 08:43 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 : 8976
Unique Edges : 12655
Edges With Duplicates : 13154
Total Edges : 25809
Number of Edge Types : 5
Mentions : 3745
Tweet : 9864
MentionsInRetweet : 7289
Retweet : 4736
Replies to : 175
Self-Loops : 10192
Reciprocated Vertex Pair Ratio : 0.0118918918918919
Reciprocated Edge Ratio : 0.0235042735042735
Connected Components : 3361
Single-Vertex Connected Components : 2393
Maximum Vertices in a Connected Component : 3518
Maximum Edges in a Connected Component : 17500
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.824483
Graph Density : 0.000139424724055234
Modularity : 0.448661
NodeXL Version : 1.0.1.428
Data Import : The graph represents a network of 8,976 Twitter users whose recent tweets contained "#marketing", 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 Sunday, 29 March 2020 at 10:05 UTC.
The tweets in the network were tweeted over the 1-day, 15-hour, 30-minute period from Friday, 27 March 2020 at 17:12 UTC to Sunday, 29 March 2020 at 08:43 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 : TwitterSearch
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:
[1387] #frizemedia,charlesfrize [1227] #onlineadvertising,#seo [1227] #seo,#onlinemarketingtopeurope [953] #socialmediamarketing,#onlineadvertising [951] charlesfrize,#ghana [951] #ghana,#socialmediamarketing [948] #marketing,#onlineadvertisingghana [926] #marketing,#sales [706] #mpgvip,#defstar5 [689] #business,#digitalmarketing Top Word Pairs in Tweet in G1:
[166] #marketing,#sales [141] social,media [138] #business,#marketing [132] #sales,#marketing [99] #marketing,#business [97] #marketing,#socialmedia [94] #socialmedia,#marketing [75] #digitalmarketing,#marketing [69] #marketing,#digitalmarketing [68] covid,19 Top Word Pairs in Tweet in G2:
[1385] #frizemedia,charlesfrize [1227] #onlineadvertising,#seo [1227] #seo,#onlinemarketingtopeurope [953] #socialmediamarketing,#onlineadvertising [951] charlesfrize,#ghana [951] #ghana,#socialmediamarketing [948] #marketing,#onlineadvertisingghana [686] #onlinemarketingtopeurope,#digitalmarketingservices [686] #digitalmarketingservices,#marketing [484] #digitalmarketing,#marketing Top Word Pairs in Tweet in G3:
[102] #ai,#iot [87] #iot,#marketing [71] #fintech,#marketing [67] #marketing,#fintech [65] window,blinds [65] blinds,generate [65] generate,clean [65] clean,power [65] power,keeping [65] keeping,apartment Top Word Pairs in Tweet in G4:
[31] wearearticulate,#marketing [16] social,media [15] #marketing,#business [14] content,marketing [13] #marketing,#copywriting [12] need,know [12] #socialmedia,#marketing [11] #digitalmarketing,#marketing [11] email,marketing [10] #copywriting,#marketing Top Word Pairs in Tweet in G5:
[57] dlaignite,#socialselling [54] #socialselling,#digitalselling [44] #marketing,#digitalmarketing [34] #covid19,#covid_19 [29] #digitalselling,#marketing [28] covid,19 [25] #covid_19,#coronavirus [25] timothy_hughes,dlaignite [21] #sales,#marketing [20] #digitalmarketing,#conferencecancelled Top Word Pairs in Tweet in G6:
[621] #mpgvip,#defstar5 [557] #marketing,#sales [556] #marketingstrategy,#mpgvip [556] #defstar5,#makeyourownlane [556] #makeyourownlane,#marketer [556] #marketer,#marketing [542] #sales,#analytics [526] #business,#digitalmarketing [524] #startup,#growthhacking [524] #growthhacking,#business Top Word Pairs in Tweet in G7:
[66] #marketing,#realestate [64] #sales,#marketing [59] #business,owners [53] #socialmedia,#advertising [43] #realestate,#entrepreneur [34] #marketing,#business [29] #marketing,#socialmedia [28] #business,#socialmedia [27] #marketing,news [27] #advertising,#influencermarketing Top Word Pairs in Tweet in G8:
[16] #martech,#tech [16] #tech,#technology [16] #technology,#marketing [16] #marketing,#b2b [15] #sales,#marketing [14] #marketing,#sales [14] #marketing,#leadership [14] gt,#marketing [14] #marketing,#optimisation [14] #optimisation,#analysis Top Word Pairs in Tweet in G9:
[18] #speaking,#speakermarketing [18] #speakermarketing,#marketing [18] #marketing,#entrepreneur [18] #entrepreneur,#money [18] #money,#fees [18] #fees,#business [18] #business,#onlinebusiness [18] #onlinebusiness,#publicspeaking [18] #publicspeaking,#smallbusiness [18] #smallbusiness,#value Top Word Pairs in Tweet in G10:
[89] #datascience,#bigdata [77] #machinelearning,#deeplearning [73] #deeplearning,#datascience [72] #marketing,#business [61] #artificialintelligence,#machinelearning [54] #bigdata,#analytics [50] #industry40,#artificialintelligence [41] gone,virtual [41] virtual,sign [41] sign,hear Top Replied-To in Entire Graph:
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Top Replied-To in G8:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
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Top Tweeters in G10: