The graph represents a network of 3,999 Twitter users whose recent tweets contained "#marketing", 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 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 14:11 UTC.
The tweets in the network were tweeted over the 1639-day, 2-hour, 39-minute period from Friday, 20 July 2018 at 22:21 UTC to Sunday, 15 January 2023 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 : 3999
Unique Edges : 2733
Edges With Duplicates : 6561
Total Edges : 9294
Number of Edge Types : 9
Mentions : 1350
Tweet : 2846
Retweet : 1758
MentionsInRetweet : 2482
Quote : 39
Replies to : 289
MentionsInReplyTo : 437
MentionsInQuote : 91
MentionsInQuoteReply : 2
Self-Loops : 3453
Reciprocated Vertex Pair Ratio : 0.0173173803526448
Reciprocated Edge Ratio : 0.0340451872485299
Connected Components : 1581
Single-Vertex Connected Components : 1048
Maximum Vertices in a Connected Component : 415
Maximum Edges in a Connected Component : 1610
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 3.927238
Graph Density : 0.00020208904152001
Modularity : 0.414286
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,999 Twitter users whose recent tweets contained "#marketing", 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 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 14:11 UTC.
The tweets in the network were tweeted over the 1639-day, 2-hour, 39-minute period from Friday, 20 July 2018 at 22:21 UTC to Sunday, 15 January 2023 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
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:
[347] #digitalmarketing,#marketing [246] quotes,marketing [246] insightful,quotes [246] marketing,branding [242] branding,#digitalmarketing [235] #marketing,elonmusk [234] stevenjosephr,insightful [234] elonmusk,#socialmed [203] social,media [194] #marketing,#digitalmarketing Top Word Pairs in Tweet in G1:
[66] #digitalmarketing,#marketing [64] social,media [60] #marketing,#digitalmarketing [53] #marketing,#seo [48] #business,#marketing [43] #seo,#marketing [42] #marketing,#business [42] digital,marketing [41] #sales,#marketing [40] #marketing,#sales Top Word Pairs in Tweet in G2:
[35] #business,#ai [33] #healthtech,#smartcity [33] #csuite,#digitalhealth [33] #web3,#cx [33] #cx,#ehealth [33] #digitalhealth,#web3 [33] #datascientist,#csuite [31] more,#onpassive [31] read,more [31] #ehealth,#finserv Top Word Pairs in Tweet in G3:
[235] #digitalmarketing,#marketing [235] #marketing,elonmusk [235] quotes,marketing [235] insightful,quotes [235] marketing,branding [235] branding,#digitalmarketing [234] stevenjosephr,insightful [234] elonmusk,#socialmed [3] elonmusk,digital [3] agency,accelerate Top Word Pairs in Tweet in G4:
[113] #techsupport,#china [113] tim,stützle [113] #marketing,#techsupport [113] stützle,#crypto [113] #china,#advertising [113] #nhlallstarvote,tim [113] #kimkardashian,#marketing [77] #advertising,#graph [73] #crypto,#elonmusk [73] #elonmusk,#kimkardashian Top Word Pairs in Tweet in G5:
[119] #socialmedia,#business [74] #retweet,#newsupdate [74] #fundraiser,#pleasert [73] #support,#breaking [73] #rt,#retweet [73] #pleasert,#support [72] #business,#tweet [71] #tweet,#fundraiser [70] #breaking,#rt [68] #newsupdate,#twitter Top Word Pairs in Tweet in G6:
[72] #pixel,#crypto [72] configured,each [72] each,device [72] device,look [72] visit,#pixel [72] website,configured [72] look,forward [72] bpc,website [72] forward,visit [71] billionairebpc,bpc Top Word Pairs in Tweet in G7:
[25] everything,#marketing [25] #community,everything [23] seen,beat [23] feed,muster [23] beat,#ai [23] social,feed [23] #ai,controlling [23] #marketing,seen [23] muster,champions [23] controlling,social Top Word Pairs in Tweet in G8:
[44] #marketing,#liquidity [36] launched,dec [36] initial,supply [36] supply,420 [36] dec,24 [36] 24,2021 [36] 2021,initial [36] sextillion,burned [36] 420,sextillion [34] launch,50 Top Word Pairs in Tweet in G9:
[115] learn,more [42] guide,business [42] ultimate,guide [42] business,learn [34] digital,marketing [32] online,presence [31] #rbxs,learn [31] #marketing,services [28] more,#marketing [27] agency,accelerate Top Word Pairs in Tweet in G10:
[51] metalimpact_,wodoio [50] wodoio,tag [50] gift,10 [50] follow,metalimpact_ [50] tasks,follow [50] january,20 [50] 10,nanos [50] tag,friends [50] 10,tasks [50] ends,january Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
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Top Replied-To in G5:
Top Replied-To in G7:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G6:
Top Mentioned in G7:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G5:
Top Tweeters in G6:
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Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: