The graph represents a network of 5,572 Twitter users whose tweets in the requested range contained "marketing research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 24 December 2021 at 10:52 UTC.
The requested start date was Friday, 24 December 2021 at 01:01 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 11-day, 7-hour, 46-minute period from Sunday, 12 December 2021 at 11:00 UTC to Thursday, 23 December 2021 at 18:47 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 : 5572
Unique Edges : 4056
Edges With Duplicates : 8772
Total Edges : 12828
Number of Edge Types : 5
Mentions : 1409
Tweet : 3486
Replies to : 749
Retweet : 3001
MentionsInRetweet : 4183
Self-Loops : 3688
Reciprocated Vertex Pair Ratio : 0.0155576382380506
Reciprocated Edge Ratio : 0.0306386120339609
Connected Components : 1931
Single-Vertex Connected Components : 1136
Maximum Vertices in a Connected Component : 940
Maximum Edges in a Connected Component : 3959
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.753073
Graph Density : 0.000174539904693094
Modularity : 0.462937
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,572 Twitter users whose tweets in the requested range contained "marketing research", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 24 December 2021 at 10:52 UTC.
The requested start date was Friday, 24 December 2021 at 01:01 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 11-day, 7-hour, 46-minute period from Sunday, 12 December 2021 at 11:00 UTC to Thursday, 23 December 2021 at 18:47 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 research
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:
[680] research,paper [403] #calculus,#statistics [399] #essay,due [393] #algebra,#calculus [381] kindly,dm [364] essay,due [363] #business,law [329] dm,help [325] marketing,research [323] congratulations,partnership Top Word Pairs in Tweet in G1:
[404] research,paper [236] essay,due [184] online,class [171] marketing,research [163] nursing,essay [157] algebra,calculus [157] due,assignment [156] research,papers [153] assignment,online [150] marketing,thesis Top Word Pairs in Tweet in G2:
[396] #calculus,#statistics [386] #algebra,#calculus [382] #essay,due [360] #business,law [338] kindly,dm [320] law,#math [314] #math,#algebra [297] #nursing,#essay [290] #biology,#nursing [275] #research,paper Top Word Pairs in Tweet in G3:
[323] congratulations,partnership [225] partnership,between [176] venture,capital [176] capital,firm [175] between,metaracersbsc [175] metaracersbsc,infinityvc_ [175] infinityvc_,infinity [175] infinity,venture [175] venture,venture [174] willzitj,congratulations Top Word Pairs in Tweet in G4:
[207] gm,perfect [207] perfect,time [207] time,pixel [207] pixel,dolphin [207] dolphin,before [207] before,late [207] late,27 [207] 27,100 [206] 100,sold [204] sold,10 Top Word Pairs in Tweet in G5:
[29] #digitalmarketing,#marketing [24] digiday,research [22] #digitalmarketing,#marketingdigital [21] #marketing,#seo [21] #marketingdigital,#entrepreneur [21] #entrepreneur,#marketing [21] #marketing,#businesstips [21] #businesstips,#marketingtips [20] digiday,#digitalmarketing [20] #marketingtips,#marketingstrategy Top Word Pairs in Tweet in G6:
[12] #datadriven,advertising [12] advertising,marketing [10] increase,spending [10] spending,#contextual [10] #contextual,approaches [10] approaches,over [9] learn,future [8] over,next [8] next,24 [8] 24,months Top Word Pairs in Tweet in G7:
[34] mong,grown [34] grown,organically [34] organically,far [34] far,marketing [34] marketing,spend [34] spend,wonder [34] wonder,youtubers [34] youtubers,think [33] share,strategies [33] strategies,help Top Word Pairs in Tweet in G8:
[61] #mononokeinu,#mononoke_inu [61] #mononoke_inu,#monoke [61] #monoke,#nokenation [61] #nokenation,latest [61] latest,video [61] video,guys [61] guys,research [61] research,report [61] report,analysis [60] shanepcmoffatt,#mononokeinu Top Word Pairs in Tweet in G9:
[61] ready,future [61] future,marketing [61] marketing,10 [61] 10,best [61] best,reads [61] reads,2021 [61] 2021,covering [61] covering,#digitalmarketing [61] #digitalmarketing,trends [60] thinkgoogleapac,ready Top Word Pairs in Tweet in G10:
[49] recently,hearing [49] hearing,term [49] term,web [49] web,thrown [49] thrown,around [49] around,being [49] being,deemed [49] deemed,marketing [49] marketing,strategy [49] strategy,scam Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G8:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
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Top Mentioned in G5:
Top Mentioned in G6:
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Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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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: