The graph represents a network of 2,372 Twitter users whose recent tweets contained "#smm", 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 2/16/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 17 February 2023 at 20:17 UTC.
The tweets in the network were tweeted over the 2750-day, 7-hour, 46-minute period from Friday, 07 August 2015 at 17:11 UTC to Friday, 17 February 2023 at 00:57 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 : 2372
Unique Edges : 1350
Edges With Duplicates : 7444
Total Edges : 8794
Number of Edge Types : 8
Retweet : 1464
MentionsInRetweet : 2270
Tweet : 3135
Mentions : 1079
Replies to : 102
MentionsInReplyTo : 340
MentionsInQuote : 357
Quote : 47
Self-Loops : 3860
Reciprocated Vertex Pair Ratio : 0.0230813618003462
Reciprocated Edge Ratio : 0.0451212633953751
Connected Components : 940
Single-Vertex Connected Components : 782
Maximum Vertices in a Connected Component : 821
Maximum Edges in a Connected Component : 5295
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 4.034386
Graph Density : 0.000315255372854823
Modularity : 0.243678
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,372 Twitter users whose recent tweets contained "#smm", 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 2/16/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 17 February 2023 at 20:17 UTC.
The tweets in the network were tweeted over the 2750-day, 7-hour, 46-minute period from Friday, 07 August 2015 at 17:11 UTC to Friday, 17 February 2023 at 00:57 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 : #smm
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:
[1099] social,media [517] media,marketing [499] digital,marketing [354] #socialmedia,#smm [338] #seo,#sem [333] #socialmediamarketing,#smm [262] free,social [261] #crypto,promotion [260] #amf,#amftoken [217] #smm,#socialmedia Top Word Pairs in Tweet in G1:
[475] social,media [276] media,marketing [230] free,social [229] #amf,#amftoken [229] #crypto,promotion [175] earn,money [174] marketing,#crypto [173] joining,#smm [173] #smm,#amf [173] over,11 Top Word Pairs in Tweet in G2:
[91] #socialmedia,#smm [55] #ff,#twitter [41] #smm,#socialmedia [38] social,media [25] #twitter,#smm [22] eli_krumova,#ff [20] #iotpl,#iotcl [20] #smm,#twitter [19] #iot,#iiot [18] eli_krumova,thank Top Word Pairs in Tweet in G3:
[116] tiktok,followers [116] instant,tiktok [116] link,more [116] followers,30 [116] days,guarantee [116] 10hours,check [116] check,link [116] 30,days [116] 3000,instant [116] guarantee,10hours Top Word Pairs in Tweet in G4:
[103] #smo,#smm [100] #sem,#smo [100] #seo,#sem [99] #optimisation,#webanalytics [99] #marketing,#optimisation [99] #webanalytics,#seo [28] half,life [28] lifespan,half [25] more,words [25] words,more Top Word Pairs in Tweet in G5:
[25] social,media [22] #smm,#marketing [12] media,marketing [12] #socialmedia,#smm [12] #smm,#socialmediamarketing [8] #smm,#seo [7] approach,take [7] look,blog [7] requires,strategic [7] guidance,#smm Top Word Pairs in Tweet in G6:
[61] social,media [61] media,marketing [48] promotion,major [48] projects,created [48] #addmefast,social [48] #crypto,projects [48] marketing,promotion [48] created,#addmefast [48] major,issue [48] issue,#crypto Top Word Pairs in Tweet in G7:
[125] social,media [102] gt,gt [91] #socialmediamarketing,#smm [64] #socialmedia,#digitalmarketing [57] #socialmedia,#smm [52] #smm,#digitalmarketing [51] #digitalmarketing,#socialmedianews [46] #socialmedianews,#socialmediaupdates [46] #socialmediaupdates,#smm [46] #smm,#smo Top Word Pairs in Tweet in G8:
[279] digital,marketing [216] #mohammadkhan,#bigdata [215] #bigdata,#blog [212] #blog,#emailmarketing [207] #emailmarketing,#inboundmarketing [205] #inboundmarketing,#smm [205] #smm,#sme [201] #sme,#analytics [201] #analytics,#seo [199] #seo,#entrepreneur Top Word Pairs in Tweet in G9:
[6] #influencerpromotion,#topcasestudy [4] #custserv,#ai [4] #brest,#paris [3] #topcasestudy,#yourmustread [3] #yourmustread,#cybersecurity [3] #promoedutech,#influencerpromotion [3] #cybersecurity,#megatrends [3] #womenintech,#technology [3] #promoedutech,#yourmustread [3] grazytgrazynatt,influencerprom1 Top Word Pairs in Tweet in G10:
[60] social,media [24] #smm,#socialmedia [12] #socialmedia,#smm [10] media,marketing [9] #smm,#socialmediamarketing [9] #smm,#contentmarketing [8] #instagram,#smm [7] #contentmarketing,#smm [6] facebook,keeps [6] apply,lessons 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 G9:
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: