The graph represents a network of 4,334 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 12/29/2022 5:00:32 PM. The network was obtained from Twitter on Friday, 30 December 2022 at 10:57 UTC.
The tweets in the network were tweeted over the 2846-day, 8-hour, 44-minute period from Sunday, 15 March 2015 at 16:16 UTC to Friday, 30 December 2022 at 01:00 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 : 4334
Unique Edges : 2883
Edges With Duplicates : 6447
Total Edges : 9330
Number of Edge Types : 9
Replies to : 968
MentionsInReplyTo : 1502
Tweet : 2851
Retweet : 1444
MentionsInRetweet : 1775
MentionsInQuote : 28
Mentions : 671
Quote : 85
MentionsInQuoteReply : 6
Self-Loops : 3817
Reciprocated Vertex Pair Ratio : 0.0384735689709102
Reciprocated Edge Ratio : 0.0740963855421687
Connected Components : 1873
Single-Vertex Connected Components : 1202
Maximum Vertices in a Connected Component : 327
Maximum Edges in a Connected Component : 778
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.137281
Graph Density : 0.000176791136501821
Modularity : 0.429408
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,334 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 12/29/2022 5:00:32 PM. The network was obtained from Twitter on Friday, 30 December 2022 at 10:57 UTC.
The tweets in the network were tweeted over the 2846-day, 8-hour, 44-minute period from Sunday, 15 March 2015 at 16:16 UTC to Friday, 30 December 2022 at 01:00 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:
[565] online,class [494] marketing,research [457] essay,due [419] research,paper [365] business,law [348] due,assignment [338] algebra,calculus [335] assignment,online [335] math,algebra [331] class,research Top Word Pairs in Tweet in G1:
[443] online,class [380] essay,due [335] research,paper [308] business,law [292] due,assignment [282] algebra,calculus [281] assignment,online [280] class,research [279] math,algebra [271] calculus,statistics Top Word Pairs in Tweet in G2:
[126] surfer,seo [126] tool,convertkit [126] one,seo [126] email,marketing [126] ahrefs,one [126] convertkit,email [126] seo,tool [126] marketing,surfer [126] seo,tools [124] use,2023 Top Word Pairs in Tweet in G3:
[95] marketing,research [92] effect,sizes [92] sizes,decreased [91] decreased,marketing [91] increased,effect [91] cool,paper [91] sizes,increased [91] sample,sizes [91] paper,sample [90] aaroncharlton,cool Top Word Pairs in Tweet in G4:
[91] angle,strive [91] audience,marketing [91] marketing,angle [91] understand,audience [91] takes,time [91] research,understand [91] time,research [91] strive,best [91] marketing,takes [90] eddchalk,marketing Top Word Pairs in Tweet in G5:
[2] jimeeliberty,acmeatomicace [2] ogilville1,frenchg11623069 [2] reacharoundu,wendyorent [2] iainmulady,doritmi [2] ianfmusgrave,bluelionblog [2] paramaniac9,dense_evi [2] ianb_67,tomsirolimus [2] f250roush,juanita87722370 [2] sariellaforever,paramaniac9 [2] tweetofsteiner,augusti03401363 Top Word Pairs in Tweet in G6:
[73] cointelegraph,done [73] massive,volume [73] volume,t1 [73] 103,exchanges [73] #volt,voltinuofficial [73] voltinuofficial,103 [73] done,research [73] research,#volt [73] exchanges,massive [72] mrs_h_a_d_o_w_,cointelegraph Top Word Pairs in Tweet in G7:
[18] hubspot,research [9] marketing,trends [9] data,driven [9] micro,influencers [9] influencers,hubspot [9] trends,survive [9] driven,reasons [9] reasons,work [9] survive,2023 [9] work,micro Top Word Pairs in Tweet in G8:
[10] digital,marketing [9] message,click [9] #aewdynamite,#nhk紅白 [9] #influencermarketing,#juliana [9] looking,digital [9] marketing,expert [9] #influencer,#youtubeinfluecner [9] waiting,message [9] #ukraine,#aewdynamite [9] click,link Top Word Pairs in Tweet in G9:
[19] keyword,research [16] digital,marketing [12] competitor,analysis [9] marketing,tools [9] research,competitor [6] wask,helps [6] tool,keyword [6] analysis,monitor [6] content,marketing [6] marketing,strategy Top Word Pairs in Tweet in G10:
[2] setcondiment,euoutta [2] euoutta,wokewarriorfu [2] johnrya13591294,bazcarter15 [2] cathyby,displacedyoon [2] mediaventus,chr1s_not_a_bot [2] iangianni,setcondiment [2] somechewlip,iangianni [2] thegrimbarian,hwick_chris [2] the_leaver,johnrya13591294 [2] chr1s_not_a_bot,samanthafoxy1 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 G8:
Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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Top Mentioned in G5:
Top Mentioned in G6:
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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: