The graph represents a network of 5,407 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, 11 April 2021 at 13:29 UTC.
The requested start date was Sunday, 11 April 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 9-day, 2-hour, 15-minute period from Thursday, 01 April 2021 at 18:50 UTC to Saturday, 10 April 2021 at 21:05 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 : 5407
Unique Edges : 4182
Edges With Duplicates : 9109
Total Edges : 13291
Number of Edge Types : 5
Retweet : 2960
MentionsInRetweet : 3757
Tweet : 4361
Mentions : 2090
Replies to : 123
Self-Loops : 4588
Reciprocated Vertex Pair Ratio : 0.0283182014699524
Reciprocated Edge Ratio : 0.0550767290309018
Connected Components : 2174
Single-Vertex Connected Components : 1531
Maximum Vertices in a Connected Component : 1932
Maximum Edges in a Connected Component : 8013
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.159948
Graph Density : 0.000162742409043346
Modularity : 0.40626
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 5,407 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, 11 April 2021 at 13:29 UTC.
The requested start date was Sunday, 11 April 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 9-day, 2-hour, 15-minute period from Thursday, 01 April 2021 at 18:50 UTC to Saturday, 10 April 2021 at 21:05 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:
[298] #digitalmarketing,#marketing [248] social,media [217] #essay,due [217] #marketing,#digitalmarketing [169] #calculus,#statistics [167] #marketing,#seo [166] #algebra,#calculus [161] #business,#marketing [150] #marketing,#socialmediamarketing [142] #marketing,#physics Top Word Pairs in Tweet in G1:
[103] #digitalmarketing,#marketing [97] #essay,due [88] #online,class [82] #marketing,#socialmediamarketing [80] #entrepreneur,#business [77] #marketing,#physics [77] #socialmedia,#onlinemarketing [76] #onlinemarketing,#contentmarketing [76] #contentmarketing,#seo [73] social,media Top Word Pairs in Tweet in G2:
[66] wef,enricomolinari [58] enricomolinari,#renewables [39] #insurtech,#proptech [33] mashable,enricomolinari [33] #ai,#iot [31] #renewables,#fintech [30] #iiot,#bigdata [29] #proptech,#regtech [28] #ai,#marketing [28] #iot,#iiot Top Word Pairs in Tweet in G3:
[131] #marketing,#digitalmarketing [97] #digitalmarketing,#marketing [82] commerce,#marketing [80] #zirigozagroup,#e [80] #e,commerce [80] #marketing,#enkil [80] #enkil,#8020 [76] lt,co [75] co,msyibbytd5 [75] msyibbytd5,gt Top Word Pairs in Tweet in G4:
[106] domain,sale [91] #essay,due [89] domainfq,domain [75] #calculus,#statistics [68] #algebra,#calculus [68] #visualcontenting,#contentmarketing [68] #contentmarketing,#socialmedia [68] #socialmedia,#seo [63] #paper,pay [55] due,#paper Top Word Pairs in Tweet in G5:
[32] #digitalmarketing,#marketing [19] #marketing,#seo [16] 15,16 [16] 16,abril [15] tienes,asistir [14] #marketing,contenidos [14] convoca,cmmeeting [13] enfocado,100 [12] asistir,siguiente [11] #marketing,#socialmedia Top Word Pairs in Tweet in G6:
[36] #digitalmarketing,#bigdata [27] template,#digitalmarketing [23] presentation,template [21] powerpoint,presentation [20] #bigdata,#startups [17] #startups,#startup [16] #marketing,#seo [16] #datascience,#ai [16] #smallbiz,#marketing [14] #business,#entrepreneur Top Word Pairs in Tweet in G7:
[39] #workmanagement,#wfh [39] #wfh,#slack [38] #remotework,#marketing [38] #marketing,#workmanagement [38] #slack,#leadership [35] #leadership,#producthunt [15] make,decisions [12] social,media [11] approveit_,app [11] approve,deny Top Word Pairs in Tweet in G8:
[12] today,use [9] keep,sharing [9] sharing,#inspirational [9] #inspirational,#tweets [9] #tweets,today [9] use,#thinkbigsundaywithmarsha [9] #thinkbigsundaywithmarsha,gain [9] gain,#marketing [9] #marketing,#exposure [9] #exposure,500k Top Word Pairs in Tweet in G9:
[33] agents,#investors [32] #business,#marketing [32] #realestate,agents [27] dm,whatsapp [25] #marketing,#physics [24] #math,#algebra [24] #algebra,#calculus [24] #calculus,#statistics [24] #statistics,#biology [24] #biology,#nursing Top Word Pairs in Tweet in G10:
[33] #entrepreneur,#smallbiz [32] #businessgrowth,#marketing [31] #growthhacking,#marketing [29] #marketing,#startup [25] #smallbiz,#growthhacking [24] #marketing,#smallbusiness [21] #startup,#smallbusiness [20] #growthhacking,#businessgrowth [19] #smallbusiness,#growthhacking [19] #smallbusiness,#marketing Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G10: