The graph represents a network of 4,986 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, 08 August 2021 at 13:24 UTC.
The requested start date was Sunday, 08 August 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 5-day, 3-hour, 29-minute period from Saturday, 31 July 2021 at 16:17 UTC to Thursday, 05 August 2021 at 19:46 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 : 4986
Unique Edges : 3387
Edges With Duplicates : 8967
Total Edges : 12354
Number of Edge Types : 5
Tweet : 4462
Retweet : 3038
MentionsInRetweet : 3291
Mentions : 1483
Replies to : 80
Self-Loops : 4756
Reciprocated Vertex Pair Ratio : 0.0250817884405671
Reciprocated Edge Ratio : 0.048936170212766
Connected Components : 2135
Single-Vertex Connected Components : 1521
Maximum Vertices in a Connected Component : 1694
Maximum Edges in a Connected Component : 7476
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.689848
Graph Density : 0.000151276130839369
Modularity : 0.36728
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 4,986 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, 08 August 2021 at 13:24 UTC.
The requested start date was Sunday, 08 August 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 5-day, 3-hour, 29-minute period from Saturday, 31 July 2021 at 16:17 UTC to Thursday, 05 August 2021 at 19:46 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:
[366] social,media [261] #marketing,#digitalmarketing [206] domainfq,domain [191] #digitalmarketing,#marketing [175] #devops,#100daysofcode [170] #socialmedia,#marketing [169] #business,#marketing [166] #100daysofcode,#javascript [165] domain,sale [158] #hclswlobp,#nocode Top Word Pairs in Tweet in G1:
[101] social,media [70] #business,#marketing [59] #socialmedia,#marketing [57] #marketing,#business [56] #digitalmarketing,#marketing [55] digital,marketing [49] #marketing,#digitalmarketing [48] #marketing,#branding [42] #marketing,#seo [40] #branding,#marketing Top Word Pairs in Tweet in G2:
[201] domainfq,domain [169] #devops,#100daysofcode [165] domain,sale [161] #100daysofcode,#javascript [154] #hclswlobp,#nocode [154] #nocode,#lowcode [154] #lowcode,#javascript [154] #javascript,#github [154] #github,#nodejs [154] #nodejs,#cybersecurity Top Word Pairs in Tweet in G3:
[92] #zirigozagroup,#e [92] #e,commerce [92] commerce,#marketing [92] #marketing,#enkil [91] #enkil,#8020 [84] #digitalmarketing,#marketing [81] #marketing,#digitalmarketing [71] #marketing,#seo [48] #seo,#digitalmarketing [45] facebook,promotion Top Word Pairs in Tweet in G4:
[62] link,bio [53] click,link [27] bio,apply [21] #marketing,job [19] social,media [17] thermo,fisher [17] fisher,scientific [14] apply,job [13] senior,manager [12] #marketing,#digitalmarketing Top Word Pairs in Tweet in G5:
[39] social,media [28] visit,website [19] #trump,#biden [18] lt,lt [17] #domainname,sale [14] #marketing,video [14] #biden,#brexit [14] #propagandista,#marketing [14] #marketing,#hcp [14] #hcp,#kol Top Word Pairs in Tweet in G6:
[33] #marketing,#digitalmarketing [21] #affiliatemarketing,check [21] #marketing,#contentmarketing [19] #contentmarketing,#inboundmarketing [19] #leadership,#startup [18] #affiliate,#referral [18] #referral,#cashback [18] #cashback,#crypto [18] #crypto,#shopping [18] #shopping,#travel Top Word Pairs in Tweet in G7:
[26] #marketing,news [21] #advertising,newswire [16] #socialmedia,#advertising [16] #marketing,#socialmedia [16] #business,#startup [16] #startup,#tech [15] marshawright,#marketing [14] #tech,#marketing [11] #advertising,#influencermarketing [11] marshawright,#advertising Top Word Pairs in Tweet in G8:
[136] #artificialintelligence,#marketing [126] #onpassive,#ofounders [123] #ai,#artificialintelligence [122] #gofounders,#business [122] #business,#inittowinit [122] #innovation,#ai [114] #inittowinit,#ashmufareh [114] #ashmufareh,#innovation [106] #onpassiveproductlaunch,#gofounders [98] #ofounders,#earn Top Word Pairs in Tweet in G9:
[3] #marketing,#content [3] cmicontent,#marketing [2] without,content [2] content,seo [2] seo,without [2] without,seo [2] seo,content [2] content,opportunity [2] opportunity,shine [2] ragancomms,video Top Word Pairs in Tweet in G10:
[5] power,#marketing [4] deeplearn007,understanding [4] understanding,contextual [4] contextual,#ai [4] #ai,modern [4] modern,world [4] world,spirosmargaris [4] spirosmargaris,xbond49 [4] xbond49,sallyeaves [4] sallyeaves,pierrepi Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
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Top Replied-To in G4:
Top Replied-To in G5:
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 G10: