The graph represents a network of 5,749 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, 23 December 2022 at 11:03 UTC.
The requested start date was Friday, 23 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 12-day, 3-hour, 57-minute period from Saturday, 10 December 2022 at 14:48 UTC to Thursday, 22 December 2022 at 18:45 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 : 5749
Unique Edges : 3466
Edges With Duplicates : 7164
Total Edges : 10630
Number of Edge Types : 5
Tweet : 4579
Retweet : 2050
MentionsInRetweet : 2155
Mentions : 1271
Replies to : 575
Self-Loops : 4792
Reciprocated Vertex Pair Ratio : 0.0189362294625453
Reciprocated Edge Ratio : 0.0371686253074611
Connected Components : 2514
Single-Vertex Connected Components : 1631
Maximum Vertices in a Connected Component : 357
Maximum Edges in a Connected Component : 636
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 6.243663
Graph Density : 0.000110726951030665
Modularity : 0.427703
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,749 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, 23 December 2022 at 11:03 UTC.
The requested start date was Friday, 23 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 12-day, 3-hour, 57-minute period from Saturday, 10 December 2022 at 14:48 UTC to Thursday, 22 December 2022 at 18:45 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:
[1076] essay,due [951] online,class [903] algebra,calculus [893] due,assignment [849] score,grade [832] assignment,online [829] math,algebra [648] research,paper [624] business,law [551] marketing,research Top Word Pairs in Tweet in G1:
[851] essay,due [755] online,class [713] due,assignment [704] algebra,calculus [684] assignment,online [675] score,grade [637] math,algebra [528] business,law [481] research,paper [458] biology,nursing Top Word Pairs in Tweet in G2:
[143] somewhere,write [143] research,try [143] try,published [143] published,somewhere [143] willing,research [143] anyone,willing [143] write,numbers [142] coeurdinosaur,anyone Top Word Pairs in Tweet in G3:
[73] one,seo [73] tool,convertkit [73] seo,tool [73] tools,2022 [73] email,marketing [73] convertkit,email [73] surfer,seo [73] top,seo [73] marketing,surfer [73] 2022,ahrefs Top Word Pairs in Tweet in G4:
[73] angle,strive [73] audience,marketing [73] marketing,angle [73] understand,audience [73] takes,time [73] research,understand [73] time,research [73] strive,best [73] marketing,takes [72] eddchalk,marketing Top Word Pairs in Tweet in G5:
[7] #stateofmarketing,report [6] use,time [6] digiday,research [5] campaign,alzheimer [5] performing,marketers [5] congrats,companies [5] initiative,visualizes [5] visualizes,pieces [5] research,initiative [5] companies,listed Top Word Pairs in Tweet in G6:
[22] marketing,research [11] research,process [8] research,plan [8] defining,problem [6] before,pandemic [6] consumers,leave [6] leisure,activities [6] today,consumers [6] home,leisure [6] activities,before Top Word Pairs in Tweet in G7:
[59] big,pharma [59] doctors,big [59] defined,situation [59] gravy,train [59] make,lots [59] situation,someone [59] someone,make [59] pharma,gravy [59] train,defined [59] wondered,doctors Top Word Pairs in Tweet in G8:
[2] radiocolor,swedishchf [2] barryjohnreid21,shocktraumarn [2] angryfleas,nockit1 [2] kevinault,angryfleas [2] sasquatch4eva,rickeyh64219156 [2] nockit1,consequentialbr [2] shocktraumarn,kevinault Top Word Pairs in Tweet in G9:
[19] key,concepts [19] concepts,#socialmediamarketing [19] #marketingresearch,key [19] reading,#marketingresearch [19] #socialmediamarketing,#frizemedia [14] charlesfrize,reading [14] #frizemedia,charle [9] #marketing,implications [9] #metaverse,change [8] practice,pre Top Word Pairs in Tweet in G10:
[48] graphic,design [29] psychology,10x [29] defi,portfolio [29] powerful,defi [29] build,powerful [29] marketing,psychology [29] writing,marketing [29] 10x,research [29] skills,writing [29] research,graphic 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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