The graph represents a network of 4,440 Twitter users whose recent tweets contained "marketing research", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/16/2023 5:00:36 PM. The network was obtained from Twitter on Friday, 17 March 2023 at 09:58 UTC.
The tweets in the network were tweeted over the 1663-day, 21-hour, 6-minute period from Sunday, 26 August 2018 at 02:53 UTC to Friday, 17 March 2023 at 00:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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 : 4440
Unique Edges : 2470
Edges With Duplicates : 7305
Total Edges : 9775
Number of Edge Types : 9
Retweet : 1694
MentionsInRetweet : 1987
Tweet : 2593
Replies to : 1067
Mentions : 637
MentionsInReplyTo : 1562
Quote : 63
MentionsInQuote : 52
MentionsInQuoteReply : 120
Self-Loops : 3884
Reciprocated Vertex Pair Ratio : 0.0401644528779254
Reciprocated Edge Ratio : 0.0772271207053816
Connected Components : 1807
Single-Vertex Connected Components : 1138
Maximum Vertices in a Connected Component : 320
Maximum Edges in a Connected Component : 827
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 2.622023
Graph Density : 0.000166876721280866
Modularity : 0.405322
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,440 Twitter users whose recent tweets contained "marketing research", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 3/16/2023 5:00:36 PM. The network was obtained from Twitter on Friday, 17 March 2023 at 09:58 UTC.
The tweets in the network were tweeted over the 1663-day, 21-hour, 6-minute period from Sunday, 26 August 2018 at 02:53 UTC to Friday, 17 March 2023 at 00:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[831] online,class [808] essay,due [737] research,paper [666] algebra,calculus [645] math,algebra [624] due,assignment [601] class,research [574] biology,nursing [572] nursing,essay [569] assignment,online Top Word Pairs in Tweet in G1:
[539] online,class [537] essay,due [499] research,paper [431] class,research [420] algebra,calculus [413] due,assignment [407] math,algebra [399] assignment,online [389] project,marketing [383] dissertation,project Top Word Pairs in Tweet in G2:
[320] actually,watch [320] anime's,popularity [320] japan,actually [320] within,japan [320] outside,japan [320] slowing,many [320] people,within [320] many,people [320] signs,slowing [320] japan,shows Top Word Pairs in Tweet in G3:
[13] covesaglobal,recaroauto [13] un_rsf,covesaglobal [13] bmwmotorsport,tuvsud [13] dtm,nycedc [13] popsci,un_rsf [13] recaroauto,dtm [13] fiaformulae,popsci [13] tuvsud,fiaformulae [13] alpina_gmbh,bmwmotorsport [11] motorious_moto,alpina_gmbh Top Word Pairs in Tweet in G4:
[88] marketing,research [87] best,talking [87] research,best [87] news,universities [87] good,news [87] anti,union [87] union,marketing [87] millions,anti [87] universities,poured [87] poured,millions Top Word Pairs in Tweet in G5:
[12] research,marketing [12] advertising,one [12] greatest,ways [12] recent,research [12] store,visitors [12] potential,customer [12] marketing,advertising [12] one,greatest [12] based,recent [12] easily,convert Top Word Pairs in Tweet in G6:
[34] ve,done [31] marketing,research [25] academics,looking [25] roles,marketing [25] learn,more [25] ac,roles [25] interviews,academics [25] non,ac [25] many,informational [25] looking,learn Top Word Pairs in Tweet in G7:
[4] amitrajseth,salutetigress [4] rajtela1,ajitpj198 [4] salutetigress,arundeshpande20 [4] bharatwashi2,amitrajseth [4] anandi_sanatani,bharatwashi2 [4] ajitpj198,anandi_sanatani [3] am_dilip,rajtela1 [2] satishrathod100,am_dilip [2] sortedeagle,chander93814658 [2] amitmishra4all,neerangautam Top Word Pairs in Tweet in G8:
[96] cover,expenses [96] including,limited [96] pledge,program [96] crowdfunding,tip [96] tip,#2356 [96] expenses,including [96] program,cover [96] #2356,incentive [96] incentive,pledge [56] #startup,#startupweekend Top Word Pairs in Tweet in G9:
[31] one,winners [31] clear,order [31] microphone,end [31] order,chosen [31] chosen,one [31] participants,take [31] take,microphone [31] winners,participants [30] sabreethereum,clear [2] 6pm,utc Top Word Pairs in Tweet in G10:
[14] forbes,knowyourvalue [7] presented,forbes [7] summit,abu [7] dhabi,presented [7] #forbes3050,summit [7] abu,dhabi [3] social,media [2] o'hara,spoke [2] knowyourvalue,lynja [2] wuhan,lab Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
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: