The graph represents a network of 5,892 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, 16 December 2022 at 11:02 UTC.
The requested start date was Friday, 16 December 2022 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, 23-hour, 8-minute period from Sunday, 04 December 2022 at 01:49 UTC to Friday, 16 December 2022 at 00:57 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 : 5892
Unique Edges : 3714
Edges With Duplicates : 7134
Total Edges : 10848
Number of Edge Types : 5
Tweet : 4469
Replies to : 558
Mentions : 1295
Retweet : 2153
MentionsInRetweet : 2373
Self-Loops : 4704
Reciprocated Vertex Pair Ratio : 0.0256004222750066
Reciprocated Edge Ratio : 0.0499227997941328
Connected Components : 2607
Single-Vertex Connected Components : 1679
Maximum Vertices in a Connected Component : 205
Maximum Edges in a Connected Component : 806
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.126752
Graph Density : 0.000111956943998365
Modularity : 0.439973
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,892 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, 16 December 2022 at 11:02 UTC.
The requested start date was Friday, 16 December 2022 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, 23-hour, 8-minute period from Sunday, 04 December 2022 at 01:49 UTC to Friday, 16 December 2022 at 00:57 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:
[889] essay,due [887] online,class [696] marketing,strategy [608] marketing,research [548] market,research [504] research,paper [449] due,assignment [425] algebra,calculus [424] business,law [421] score,grade Top Word Pairs in Tweet in G1:
[765] essay,due [664] online,class [637] marketing,strategy [447] research,paper [421] market,research [399] due,assignment [374] algebra,calculus [373] score,grade [370] assignment,online [367] business,law Top Word Pairs in Tweet in G2:
[121] telegram,stickers [120] users,during [120] advertise,telegram [120] 000,users [120] during,day [120] marketing,tips [120] campaign,advertise [120] tips,engage [120] 10,000 [120] 000,000 Top Word Pairs in Tweet in G3:
[114] somewhere,write [114] research,try [114] try,published [114] published,somewhere [114] willing,research [114] anyone,willing [114] write,numbers [113] coeurdinosaur,anyone Top Word Pairs in Tweet in G4:
[69] tools,2022 [69] surfer,seo [69] top,seo [69] tool,convertkit [69] one,seo [69] email,marketing [69] ahrefs,one [69] convertkit,email [69] 2022,ahrefs [69] seo,tool Top Word Pairs in Tweet in G5:
[200] online,class [176] class,homework [156] #algebra,#calculus [155] #calculus,#statistics [129] homework,assignment [129] assignment,exam [127] expert,help [125] exam,expert [117] #math,#algebra [94] #statistics,#biology Top Word Pairs in Tweet in G6:
[54] 100,000 [54] mo,using [54] 20hrs,mo [54] make,100 [54] 000,20hrs [53] notionpunk,make [29] selling,convertkitâ [29] newsletter,ubersuggestsâ [29] ubersuggestsâ,seo [29] leads,beehiivâ Top Word Pairs in Tweet in G7:
[19] marketing,research [15] family,caregivers [11] underserved,market [11] results,study [11] majority,provide [11] insight,underserved [11] study,age [11] market,family [11] age,majority [11] provide,insight Top Word Pairs in Tweet in G8:
[20] #martech,#marketing [19] #marketing,#technology [8] impact,coming [8] #marketing,trends [8] coming,year [8] featuring,insights [8] insights,#marketing [8] survey,featuring [8] released,end [8] end,year Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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