The graph represents a network of 6,481 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, 09 December 2022 at 11:01 UTC.
The requested start date was Friday, 09 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 10-day, 16-hour, 12-minute period from Monday, 28 November 2022 at 02:34 UTC to Thursday, 08 December 2022 at 18:47 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 : 6481
Unique Edges : 4280
Edges With Duplicates : 8059
Total Edges : 12339
Number of Edge Types : 5
Tweet : 3773
Retweet : 2904
MentionsInRetweet : 3725
Mentions : 1362
Replies to : 575
Self-Loops : 3953
Reciprocated Vertex Pair Ratio : 0.0169300225733634
Reciprocated Edge Ratio : 0.0332963374028857
Connected Components : 2502
Single-Vertex Connected Components : 1564
Maximum Vertices in a Connected Component : 829
Maximum Edges in a Connected Component : 3229
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.931504
Graph Density : 0.000128723848057284
Modularity : 0.497421
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,481 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, 09 December 2022 at 11:01 UTC.
The requested start date was Friday, 09 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 10-day, 16-hour, 12-minute period from Monday, 28 November 2022 at 02:34 UTC to Thursday, 08 December 2022 at 18:47 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:
[1109] marketing,research [580] essay,due [565] online,class [399] based,marketing [389] peta,starmagic [389] watch,peta [389] music,ears [389] ears,based [389] starmagic,collab [389] happened,music Top Word Pairs in Tweet in G1:
[396] essay,due [349] marketing,research [339] online,class [270] research,paper [242] professionals,help [239] test,help [238] pay,professionals [235] paper,math [235] pay,paper [217] help,stats Top Word Pairs in Tweet in G2:
[389] collab,happened [389] starmagic,collab [389] ears,based [389] peta,starmagic [389] marketing,research [389] based,marketing [389] music,ears [389] happened,music [389] watch,peta [373] ng,starmagic Top Word Pairs in Tweet in G3:
[209] online,class [176] essay,due [135] #calculus,#statistics [124] calculus,statistics [122] class,homework [119] need,help [119] assignments,dm [119] math,calculus [118] help,assignments [110] #algebra,#calculus Top Word Pairs in Tweet in G4:
[118] wrong,suggest [118] face,difficulties [118] suggest,research [118] difficulties,convincing [118] more,cautiously [118] research,more [118] cautiously,face [118] actually,wrong [117] convincing,supporte [117] baroness_nichol,actually Top Word Pairs in Tweet in G5:
[115] telegram,stickers [114] users,during [114] advertise,telegram [114] 000,users [114] #uptrξnd,marketing [114] during,day [114] marketing,tips [114] campaign,advertise [114] tips,engage [114] 10,000 Top Word Pairs in Tweet in G6:
[85] really,product [85] expectations,therefore [85] spin,really [85] community,strategies [85] product,marketing [85] marketing,community [85] exceed,expectations [85] strategies,meet [85] meet,exceed [84] spin_fi,spin Top Word Pairs in Tweet in G7:
[68] special,thanks [68] showcasing,#hedera [68] driving,decentralized [68] cointelegraph,showcasing [68] one,leading [68] decentralized,revolution [68] #hedera,one [68] projects,driving [68] leading,projects [68] thanks,cointelegraph Top Word Pairs in Tweet in G8:
[66] journalism,87 [66] sociology,72 [66] liberal,arts [66] regretted,graduation [66] 72,liberal [66] 87,sociology [66] general,studies [66] globally,journalism [66] studies,72 [66] courses,globally Top Word Pairs in Tweet in G9:
[11] helps,professionals [11] trustradius,customer [11] ceo,trustradius [11] research,#b2b [11] vinaybhagat,founder [11] platform,helps [11] customer,voice [11] founder,ceo [11] professionals,research [11] #b2b,#technology Top Word Pairs in Tweet in G10:
[61] know,more [61] marketing,drugs [61] research,dev [61] dev,fact [61] spent,research [61] drugs,spent [61] spent,marketing [61] more,spent [60] collinof1,know [60] fact,matter 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 G9:
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: