The graph represents a network of 4,857 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, 21 February 2020 at 12:07 UTC.
The requested start date was Friday, 21 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, 19-hour, 0-minute period from Thursday, 13 February 2020 at 05:50 UTC to Friday, 21 February 2020 at 00:51 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 : 4857
Unique Edges : 4996
Edges With Duplicates : 1672
Total Edges : 6668
Number of Edge Types : 4
Tweet : 2576
MentionsInRetweet : 2473
Replies to : 401
Mentions : 1218
Self-Loops : 2576
Reciprocated Vertex Pair Ratio : 0.0256547300908605
Reciprocated Edge Ratio : 0.0500260552371027
Connected Components : 1971
Single-Vertex Connected Components : 1176
Maximum Vertices in a Connected Component : 507
Maximum Edges in a Connected Component : 1123
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.467455
Graph Density : 0.000162726464529701
Modularity : 0.663652
NodeXL Version : 1.0.1.423
Data Import : The graph represents a network of 4,857 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, 21 February 2020 at 12:07 UTC.
The requested start date was Friday, 21 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, 19-hour, 0-minute period from Thursday, 13 February 2020 at 05:50 UTC to Friday, 21 February 2020 at 00:51 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:
[361] marketing,research [309] keyword,research [280] #calculus,#statistics [277] #algebra,#calculus [258] #essay,due [244] #statistics,#accounting [232] #business,law [223] #accounting,#nursing [222] #math,#algebra [210] market,research Top Word Pairs in Tweet in G1:
[160] marketing,research [132] #essay,due [125] #algebra,#calculus [125] #calculus,#statistics [109] keyword,research [107] #statistics,#accounting [104] #business,law [99] #accounting,#nursing [99] #nursing,#essay [96] market,research Top Word Pairs in Tweet in G2:
[46] top,#content [46] #content,marketing [46] marketing,influencers [46] influencers,twitter [46] twitter,mikeschiemer [46] mikeschiemer,evankirstel [46] evankirstel,jeffbullas [46] jeffbullas,larrykim [46] larrykim,benkamaudigital [43] semrush,top Top Word Pairs in Tweet in G3:
[71] undertaking,exhaustive [71] exhaustive,research [71] research,discovered [71] discovered,definitive [71] definitive,facts [71] facts,modern [71] modern,marketing [70] dr_draper,undertaking [10] twitter,fantastic [10] fantastic,micro Top Word Pairs in Tweet in G4:
[10] keyword,research [9] 10,best [9] best,keyword [9] research,tools [9] tools,find [9] find,right [9] right,keywords [9] keywords,seo [9] #business,law [9] #algebra,#calculus Top Word Pairs in Tweet in G5:
[66] #algebra,#calculus [66] #calculus,#statistics [63] #business,law [63] #math,#algebra [62] #statistics,#accounting [61] kindly,hmu [60] hmu,#business [60] law,#math [53] hello,kindly [53] #accounting,#nursing Top Word Pairs in Tweet in G6:
[42] keyword,research [18] instances,people [18] people,create [18] create,content [18] content,without [18] without,doing [18] doing,research [18] research,keywords [18] keywords,creating [18] creating,proper Top Word Pairs in Tweet in G7:
[15] development,workshop [10] jofmarketing,ama_marketing [8] ama_marketing,#research [8] #research,development [8] #amawinter,thanks [7] marketing,research [7] san,diego [7] research,development [7] workshop,san [6] marketing,division Top Word Pairs in Tweet in G8:
[17] keyword,research [15] content,marketing [7] dial,target [7] target,audience [7] audience,#contentmarketing [7] #contentmarketing,keyword [7] research,hack [7] hack,using [7] using,answer [7] answer,public Top Word Pairs in Tweet in G10:
[7] investorjohnuk,bigbigdave_ [7] bigbigdave_,sunsuneti1 [7] sunsuneti1,andrea334506911 [7] andrea334506911,jakethepeg1971 [7] jakethepeg1971,kevinmichaluk [7] kevinmichaluk,naan_deal [7] naan_deal,futureplc [5] conkers3,investorjohnuk [5] futureplc,dianaepatters [3] geraldine,henderson Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G9:
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: