The graph represents a network of 4,301 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 1/12/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 13 January 2023 at 10:56 UTC.
The tweets in the network were tweeted over the 1907-day, 14-hour, 59-minute period from Monday, 23 October 2017 at 10:00 UTC to Friday, 13 January 2023 at 00:59 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 : 4301
Unique Edges : 3330
Edges With Duplicates : 7181
Total Edges : 10511
Number of Edge Types : 9
Retweet : 1922
MentionsInRetweet : 3320
Replies to : 1090
Tweet : 2374
MentionsInReplyTo : 997
Quote : 139
Mentions : 596
MentionsInQuote : 31
MentionsInQuoteReply : 42
Self-Loops : 3724
Reciprocated Vertex Pair Ratio : 0.0272492365515621
Reciprocated Edge Ratio : 0.053052824148182
Connected Components : 1605
Single-Vertex Connected Components : 980
Maximum Vertices in a Connected Component : 739
Maximum Edges in a Connected Component : 2680
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.036225
Graph Density : 0.000236451230919797
Modularity : 0.44746
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,301 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 1/12/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 13 January 2023 at 10:56 UTC.
The tweets in the network were tweeted over the 1907-day, 14-hour, 59-minute period from Monday, 23 October 2017 at 10:00 UTC to Friday, 13 January 2023 at 00:59 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:
[814] online,class [584] fall,under [583] grant,live [583] under,themes [583] projects,fall [583] security,dapps [583] dapps,integrations [583] themes,security [583] live,questbookapp [583] integrations,marketing Top Word Pairs in Tweet in G1:
[436] online,class [333] research,paper [309] essay,due [268] case,study [247] business,plan [219] assignment,online [219] nursing,essay [217] case,digest [215] open,rush [212] business,law Top Word Pairs in Tweet in G2:
[582] fall,under [582] questbookapp,projects [582] under,themes [582] live,questbookapp [582] grant,live [582] projects,fall [582] integrations,marketing [582] security,dapps [582] bitcoincom's,grant [582] themes,security Top Word Pairs in Tweet in G3:
[288] ท,ง [144] counter,argument [144] argument,ท [144] หมด,ท [144] queerbaiting,นะ [144] argument,เก [144] ท,งเทรดแปะ [144] ง,argument [144] pr,ค [144] บประเด,น Top Word Pairs in Tweet in G4:
[30] keyword,research [12] ahrefs,keyword [12] #keywordtool,#marketing [12] service,ahrefs [12] service,link [12] #google,#keywordresearchtools [12] link,#keyword [12] #keywordresearch,#keywordtool [12] #keywordplanner,#google [12] welcome,service Top Word Pairs in Tweet in G5:
[136] problem,market [69] market,research [68] understand,problem [68] find,people [68] research,find [68] market,understand [68] find,create [68] 101,find [68] marketing,101 [68] people,problem Top Word Pairs in Tweet in G6:
[85] great,services [85] need,love [85] services,need [85] miss,great [13] bod_republic,miss [5] content,marketing [4] opinions,good [4] marketing,generic [4] few,opinions [4] doesn,challenge Top Word Pairs in Tweet in G7:
[2] tesla,vw [2] carnegiemellon,potus [2] plan,long [2] whitehouse,americanaxle [2] elonmusk,plan [2] manheimpa,toyota [2] altium,osha_dol [2] long,form [2] umengineering,uscensusbureau [2] content,feel Top Word Pairs in Tweet in G8:
[22] business,plan [22] case,study [16] lf,client [16] client,#commstwt [16] tags,lf [10] #commstwt,commsverse [10] reflection,paper [10] reaction,paper [9] science,opinions [9] digital,marketing Top Word Pairs in Tweet in G9:
[7] special,issue [6] marketing,research [6] policy,marketing [6] journal,marketing [6] examines,people [6] youtube,longer [6] sucked,youtube [6] wanted,journal [6] journal,public [6] marketing,special Top Word Pairs in Tweet in G10:
[33] research,suggests [33] see,message [33] message,seven [33] potential,customers [33] seven,times [33] marketing,research [33] take,action [33] customers,see [33] suggests,potential [33] ready,take Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
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: