The graph represents a network of 3,948 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 2/4/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 05 February 2023 at 14:11 UTC.
The tweets in the network were tweeted over the 1657-day, 1-hour, 35-minute period from Monday, 23 July 2018 at 23:25 UTC to Sunday, 05 February 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 : 3948
Unique Edges : 2691
Edges With Duplicates : 6063
Total Edges : 8754
Number of Edge Types : 9
Mentions : 1502
Tweet : 3216
Retweet : 1419
MentionsInRetweet : 1961
Replies to : 187
MentionsInQuote : 21
Quote : 63
MentionsInReplyTo : 312
MentionsInQuoteReply : 73
Self-Loops : 3956
Reciprocated Vertex Pair Ratio : 0.0221576462041409
Reciprocated Edge Ratio : 0.0433546552949538
Connected Components : 1729
Single-Vertex Connected Components : 1211
Maximum Vertices in a Connected Component : 908
Maximum Edges in a Connected Component : 2978
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.869188
Graph Density : 0.000180584230414697
Modularity : 0.39758
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,948 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 2/4/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 05 February 2023 at 14:11 UTC.
The tweets in the network were tweeted over the 1657-day, 1-hour, 35-minute period from Monday, 23 July 2018 at 23:25 UTC to Sunday, 05 February 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:
[217] #socialmedia,#marketing [215] social,media [144] #marketing,#digitalmarketing [135] #digitalmarketing,#marketing [135] #marketing,#socialmedia [116] #marketing,#business [107] #seo,#marketing [105] email,marketing [97] digital,marketing [97] #marketing,#bmprt Top Word Pairs in Tweet in G1:
[89] social,media [79] #digitalmarketing,#marketing [78] #marketing,#digitalmarketing [76] email,marketing [68] marketing,automation [63] #marketing,#business [61] #socialmedia,#marketing [52] #business,#marketing [51] #marketing,#seo [50] #marketing,#socialmediamarketing Top Word Pairs in Tweet in G2:
[14] #tech,#iot [14] #iot,#ai [13] #innovation,#tech [13] biometricupdate,#innovation [10] #ff,#twitter [8] facial,recognition [8] olympics,biometricupdate [8] 2024,olympics [8] recognition,2024 [7] #datascience,projects Top Word Pairs in Tweet in G3:
[60] #technology,#innovation [50] #web3,#metaverse [49] #apps,2022 [49] 2022,finshots [49] global,#apps [49] loved,global [48] #innovation,#digital [47] finshots,#technology [40] #digital,#ai [38] #ai,#web3 Top Word Pairs in Tweet in G4:
[22] learn,more [19] #digital,#marketing [19] nakago_samurai,rbxs [16] marketing,services [15] #rbxsamurai,rbxsamurai [13] marketing,strategy [13] high,impact [13] strategy,brand [13] brand,#rbxsamurai [13] impact,marketing Top Word Pairs in Tweet in G5:
[22] ai,shirts [22] ancient,egyptian [22] check,awesome [22] #market,#marketing [22] egyptian,prints [22] prints,made [22] #markets,#market [22] shirts,#money [22] awesome,ancient [22] made,ai Top Word Pairs in Tweet in G6:
[8] #marketing,#twittersmarter [6] social,media [6] #twittersmarter,featuring [6] ways,make [6] madalynsklar,tealfeed [5] marketing,strategy [5] make,sure [4] #linkedin,#marketing [4] shareable,content [4] voncken,saturday Top Word Pairs in Tweet in G7:
[6] #marketing,#technology [6] #martech,#marketing [5] ad,revenue [5] #marketing,#advertising [5] twitter,blue [4] daily,thanks [3] splitting,ad [3] begin,splitting [3] blue,#marketing [3] revenue,creators Top Word Pairs in Tweet in G8:
[3] #marketing,#internet [3] #tecnologia,#marketing [3] wwwhatsnew,#tecnologia [2] semrush,próximo [2] online,conference [2] último,tenlofacil [2] poder,ver [2] voy,poder [2] emprendedores,próximo [2] febrero,estaremos Top Word Pairs in Tweet in G9:
[51] #information,#business [51] #news,#information [46] #business,#travel [45] #travel,#food [45] #food,#sports [44] #infotech,#wfh [44] #student,#health [44] #health,#infotech [44] #wfh,#marketing [44] #cricket,#student Top Word Pairs in Tweet in G10:
[55] #collab,#manager [55] #marketing,#moderator [55] #moderator,experience [55] following,#positions [55] #open,#advisor [55] #manager,#marketing [55] #positions,#open [55] hiring,following [55] #advisor,#collab [55] experience,#ios Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
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 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: