The graph represents a network of 4,965 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, 28 February 2020 at 12:07 UTC.
The requested start date was Friday, 28 February 2020 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 7-day, 8-hour, 40-minute period from Thursday, 20 February 2020 at 16:19 UTC to Friday, 28 February 2020 at 01:00 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 : 4965
Unique Edges : 4930
Edges With Duplicates : 1462
Total Edges : 6392
Number of Edge Types : 4
Tweet : 2521
MentionsInRetweet : 2379
Replies to : 411
Mentions : 1081
Self-Loops : 2521
Reciprocated Vertex Pair Ratio : 0.0211596592470459
Reciprocated Edge Ratio : 0.0414424111948332
Connected Components : 1971
Single-Vertex Connected Components : 1178
Maximum Vertices in a Connected Component : 389
Maximum Edges in a Connected Component : 716
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.018811
Graph Density : 0.000150773383060959
Modularity : 0.681641
NodeXL Version : 1.0.1.425
Data Import : The graph represents a network of 4,965 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, 28 February 2020 at 12:07 UTC.
The requested start date was Friday, 28 February 2020 at 01:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 7-day, 8-hour, 40-minute period from Thursday, 20 February 2020 at 16:19 UTC to Friday, 28 February 2020 at 01:00 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:
[430] marketing,research [228] keyword,research [196] market,research [189] #calculus,#statistics [188] #essay,due [185] #algebra,#calculus [174] #math,#algebra [166] #business,law [151] law,#math [145] digital,marketing Top Word Pairs in Tweet in G1:
[177] marketing,research [89] market,research [84] keyword,research [78] #pay,essay [72] #algebra,#calculus [72] #calculus,#statistics [68] #math,#algebra [68] #essay,due [68] essay,#pay [67] #pay,assignment Top Word Pairs in Tweet in G2:
[22] gt,gt [21] tools,need [20] skills,required [20] required,#contentmarketing [20] #contentmarketing,industry [20] industry,2020 [20] 2020,marketing [20] marketing,social [20] social,media [20] media,strategy Top Word Pairs in Tweet in G3:
[26] content,marketing [18] #b2c,marketers [16] latest,research [15] facebook,both [15] both,top [15] top,organic [15] organic,paid [15] paid,#socialmedia [15] #socialmedia,platform [15] platform,#b2c Top Word Pairs in Tweet in G4:
[36] keyword,research [18] research,tools [15] free,keyword [15] tools,content [15] content,marketing [14] best,free [14] marketing,#myheroacademiaheroesrising [14] #myheroacademiaheroesrising,#seo [14] research,beginner [14] beginner,guide Top Word Pairs in Tweet in G5:
[69] elsevier,temporarily [69] temporarily,removes [69] removes,smattering [69] smattering,paywalls [69] paywalls,raise [69] raise,awareness [69] awareness,particular [69] particular,cause [69] cause,disease [68] samoore_,elsevier Top Word Pairs in Tweet in G6:
[67] respect,gucci [67] gucci,coz [67] coz,marketing [67] marketing,team [67] team,kpop [67] kpop,research [67] research,well [67] well,kpop [67] kpop,iu [67] iu,rising Top Word Pairs in Tweet in G7:
[37] fast,food [37] food,advertising [37] advertising,rampant [37] rampant,incessant [37] incessant,research [37] research,shows [37] shows,leads [37] leads,kids [37] kids,wanting [37] wanting,eating Top Word Pairs in Tweet in G8:
[4] enricomolinari,#retailtech [2] vacuum,lifter [2] lifter,schmalz_group [2] schmalz_group,lets [2] lets,lift [2] lift,heavy [2] heavy,weights [2] weights,realtechmatters [2] realtechmatters,#ir4 [2] #ir4,#automation Top Word Pairs in Tweet in G9:
[41] goal,startup [41] startup,consultant [41] consultant,see [41] see,aspiring [41] aspiring,entrepreneurs [41] entrepreneurs,accomplish [41] accomplish,dreams [41] dreams,consult [40] up__lift,goal [40] consult,business Top Word Pairs in Tweet in G10:
[2] urknotthebosso1,just4thecause [2] just4thecause,j_ritt5 [2] j_ritt5,keithlaw [2] keithlaw,wangstar20161 [2] wangstar20161,wallyhussain [2] wallyhussain,leslyann37 [2] leslyann37,doritmi [2] doritmi,docalok [2] docalok,markjarthur Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
Top Replied-To in G7:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
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: