The graph represents a network of 4,886 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, 14 August 2022 at 13:19 UTC.
The requested start date was Sunday, 14 August 2022 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, 33-minute period from Thursday, 11 August 2022 at 17:12 UTC to Saturday, 13 August 2022 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 : 4886
Unique Edges : 3500
Edges With Duplicates : 9922
Total Edges : 13422
Number of Edge Types : 5
Retweet : 3540
MentionsInRetweet : 4245
Tweet : 3991
Mentions : 1568
Replies to : 78
Self-Loops : 4296
Reciprocated Vertex Pair Ratio : 0.0233590282644242
Reciprocated Edge Ratio : 0.0456516776991554
Connected Components : 1970
Single-Vertex Connected Components : 1377
Maximum Vertices in a Connected Component : 1628
Maximum Edges in a Connected Component : 8312
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.886077
Graph Density : 0.000183550352332045
Modularity : 0.380706
NodeXL Version : 1.0.1.502
Data Import : The graph represents a network of 4,886 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, 14 August 2022 at 13:19 UTC.
The requested start date was Sunday, 14 August 2022 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, 33-minute period from Thursday, 11 August 2022 at 17:12 UTC to Saturday, 13 August 2022 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:
[224] social,media [210] #digitalmarketing,#marketing [200] learn,more [183] digital,marketing [179] #socialmedia,#marketing [159] #marketing,#digitalmarketing [146] fighters_team6,#fighters [135] #marketing,#seo [132] marketing,services [130] domainfq,domain Top Word Pairs in Tweet in G1:
[78] social,media [54] #marketing,#digitalmarketing [53] #digitalmarketing,#marketing [53] #socialmedia,#marketing [52] #marketing,#business [43] #sales,#marketing [42] digital,marketing [38] learn,more [38] #marketing,#marketingdigital [34] #business,#marketing Top Word Pairs in Tweet in G2:
[127] domainfq,domain [104] domain,sale [103] #digitalmarketing,#bigdata [99] #bigdata,#startups [88] #media,#news [87] #marketing,#media [84] #startups,#startup [83] #tech,#technology [82] app,link [72] #datascience,#bigdata Top Word Pairs in Tweet in G3:
[101] #gifts,#giftideas [99] #business,#crypto [98] #gift,#gifts [97] #twitter,#business [92] #affiliate,#twitter [92] #giftideas,#shop [91] #contentmarketing,#socialmedia [90] #visualcontenting,#contentmarketing [90] #socialmedia,#seo [88] #blogger,#gift Top Word Pairs in Tweet in G4:
[146] fighters_team6,#fighters [117] #fightersteam,made [117] made,partnership [117] partnership,famous [117] famous,kiba [117] kiba,token [117] token,great [117] great,celebration [117] celebration,come [117] come,soon Top Word Pairs in Tweet in G5:
[45] #strategy,#competitiveintelligence [41] #competitiveintelligence,#marketing [17] #marketing,#markets [17] #markets,#creatives [16] #business,#marketing [13] online,marketing [13] #pharma,#pharmaceutical [12] #creatives,#attomsnft [12] #pharmaceutical,#healthcare [10] #marketing,#digitalmarketing Top Word Pairs in Tweet in G6:
[48] #digitalmarketing,#marketing [40] #marketing,#digitalmarketing [36] #marketing,#inspiration [33] passle,timothy_hughes [33] #socialselling,#digitalselling [31] #marketing,#socialmediamarketing [31] #inspiration,#instagram [31] #instagram,#socialmedia [31] #socialmedia,#socialmediamarketing [31] #socialmediamarketing,#contentmarketing Top Word Pairs in Tweet in G7:
[31] #digitalmarketing,#marketing [21] #marketing,#digitalmarketing [16] #webdesign,#website [14] #seo,#marketing [12] gave,kred [12] kred,#influence [12] #webdeveloper,#webdevelopment [12] #webdevelopment,#web [12] #web,#creative [12] #creative,#css Top Word Pairs in Tweet in G8:
[134] learn,more [115] #rbxs,#rbxsamurai [69] digital,marketing [65] strategy,works [56] marketing,strategy [53] #rbxsamurai,#rbxs [53] discover,marketing [47] #rbxs,learn [46] #rbxs,#rbx [45] #rbxsamurai,#crypto Top Word Pairs in Tweet in G9:
[83] #fifasport,ready [83] ready,next [83] next,innovative [83] innovative,#defi [83] #defi,earning [83] earning,systems [83] systems,#autostaking [83] #autostaking,#dao [83] #dao,program [81] fifasportbsc,#fifasport Top Word Pairs in Tweet in G10:
[28] #domainsforsale,#domainname [28] #domainname,#domainnames [27] #startup,#startups [25] #brands,#marketing [25] #marketing,#tech [19] #marketing,#smallbusiness [19] #domainforsale,#brand [19] #brand,#startup [16] #domainnames,#domain [16] #domain,#domainforsale Top Replied-To in Entire Graph:
Top Replied-To in G2:
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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 G10: