The graph represents a network of 5,734 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, 31 December 2021 at 10:52 UTC.
The requested start date was Friday, 31 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 13-day, 17-hour, 37-minute period from Friday, 17 December 2021 at 01:05 UTC to Thursday, 30 December 2021 at 18:42 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 : 5734
Unique Edges : 4661
Edges With Duplicates : 8517
Total Edges : 13178
Number of Edge Types : 5
Replies to : 799
MentionsInRetweet : 3611
Mentions : 2946
Retweet : 2855
Tweet : 2967
Self-Loops : 3141
Reciprocated Vertex Pair Ratio : 0.0377196004133655
Reciprocated Edge Ratio : 0.0726970954356846
Connected Components : 1860
Single-Vertex Connected Components : 1031
Maximum Vertices in a Connected Component : 1062
Maximum Edges in a Connected Component : 4124
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.325182
Graph Density : 0.000183280989499536
Modularity : 0.483874
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 5,734 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, 31 December 2021 at 10:52 UTC.
The requested start date was Friday, 31 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 13-day, 17-hour, 37-minute period from Friday, 17 December 2021 at 01:05 UTC to Thursday, 30 December 2021 at 18:42 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:
[427] market,research [372] #algebra,#calculus [366] #calculus,#statistics [352] research,paper [343] #essay,due [329] #math,#algebra [326] #business,law [302] marketing,research [301] law,#math [288] #statistics,#biology Top Word Pairs in Tweet in G1:
[146] research,paper [138] marketing,research [91] research,papers [89] trigonometry,thesis [88] marketing,trigonometry [86] market,research [82] nursing,marketing [80] keyword,research [80] social,media [77] thesis,theology Top Word Pairs in Tweet in G2:
[365] #algebra,#calculus [359] #calculus,#statistics [332] #essay,due [325] #math,#algebra [323] #business,law [299] law,#math [286] #biology,#nursing [285] #statistics,#biology [275] #nursing,#essay [242] due,#assignment Top Word Pairs in Tweet in G3:
[151] look,partners [151] partners,tankwarszone [151] tankwarszone,quite [151] quite,large [151] large,capitals [151] capitals,coinlab_offi [151] coinlab_offi,biggest [151] biggest,guy [151] guy,fantastic [150] dewis05,look Top Word Pairs in Tweet in G4:
[262] problem,market [132] market,research [131] marketing,101 [131] 101,find [131] find,people [131] people,problem [131] market,understand [131] understand,problem [131] research,find [131] find,create Top Word Pairs in Tweet in G5:
[9] state,art [9] art,approaches [9] approaches,attribution [9] attribution,#marketing [9] #marketing,thinkmariya [9] thinkmariya,topbots [9] topbots,#ai [7] ipfconline1,state [7] #ai,#deeple [6] artificial,intelligence Top Word Pairs in Tweet in G6:
[98] marketing,understand [84] better,marketing [84] understand,storytelling [84] storytelling,psychology [84] psychology,persuasion [84] persuasion,positioning [83] jakevictor_,better [83] positioning,copywr [18] market,research [14] successful,direct Top Word Pairs in Tweet in G7:
[23] marketing,wallet [20] chiba,inu [20] inu,launched [19] launched,marketing [19] wallet,big [19] big,dev [18] dev,doxxed [17] doxxed,lp [12] lp,locked [5] altcryptogems,enof Top Word Pairs in Tweet in G8:
[80] good,day [80] day,ate [80] ate,anne [80] anne,trustworthy [80] trustworthy,commissioner [80] commissioner,ace [80] ace,subjects [80] subjects,submit [79] submit,exceptional [79] exceptional,outputs Top Word Pairs in Tweet in G9:
[34] share,strategies [34] strategies,help [34] help,followers [34] followers,tweet [34] tweet,projects [34] projects,please [34] mong,grown [34] grown,organically [34] organically,far [34] far,marketing Top Word Pairs in Tweet in G10:
[63] ready,future [63] future,marketing [63] marketing,10 [63] 10,best [63] best,reads [63] reads,2021 [63] 2021,covering [63] covering,#digitalmarketing [63] #digitalmarketing,trends [62] thinkgoogleapac,ready Top Replied-To in Entire Graph:
Top Replied-To in G1:
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 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:
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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: