The graph represents a network of 2,182 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 2/2/2023 5:00:34 PM. The network was obtained from Twitter on Friday, 03 February 2023 at 20:17 UTC.
The tweets in the network were tweeted over the 3843-day, 10-hour, 26-minute period from Thursday, 26 July 2012 at 14:34 UTC to Friday, 03 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 : 2182
Unique Edges : 1429
Edges With Duplicates : 7134
Total Edges : 8563
Number of Edge Types : 9
Retweet : 1398
MentionsInRetweet : 2059
Tweet : 3100
Mentions : 1117
Quote : 61
Replies to : 112
MentionsInQuote : 262
MentionsInReplyTo : 443
MentionsInQuoteReply : 11
Self-Loops : 3776
Reciprocated Vertex Pair Ratio : 0.0313981042654028
Reciprocated Edge Ratio : 0.0608845491097071
Connected Components : 924
Single-Vertex Connected Components : 788
Maximum Vertices in a Connected Component : 851
Maximum Edges in a Connected Component : 5610
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.057926
Graph Density : 0.000365837616848451
Modularity : 0.242573
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 2,182 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 2/2/2023 5:00:34 PM. The network was obtained from Twitter on Friday, 03 February 2023 at 20:17 UTC.
The tweets in the network were tweeted over the 3843-day, 10-hour, 26-minute period from Thursday, 26 July 2012 at 14:34 UTC to Friday, 03 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 : #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:
[1150] social,media [510] media,marketing [326] #socialmedia,#smm [280] #socialmediamarketing,#smm [273] free,social [272] #seo,#smm [269] #crypto,promotion [267] gt,gt [267] #amf,#amftoken [250] #smm,#socialmedia Top Word Pairs in Tweet in G1:
[503] social,media [305] media,marketing [238] free,social [236] #amf,#amftoken [236] #crypto,promotion [173] joining,#smm [173] #smm,#amf [173] over,11 [173] #amftoken,amf [173] years,earn Top Word Pairs in Tweet in G2:
[39] #twitter,#smm [39] #socialmedia,#smm [33] #smm,#socialmedia [21] #marketing,#digitalmarketing [18] #smm,#twitter [18] #socialmedia,#marketing [15] gm,keithgrossman [13] #happyfriday,#fridaymorning [13] 2012,#twitter [13] 2022,2012 Top Word Pairs in Tweet in G3:
[95] #socialmedia,#smm [93] #marketing,#smm [91] gt,gt [90] social,media [83] #socialmediamarketing,#smm [80] #socialmedia,#digitalmarketing [65] #datascientist,#csuite [65] #ehealth,#finserv [65] #web3,#cx [65] #healthtech,#smartcity Top Word Pairs in Tweet in G4:
[14] #influencerpromotion,#topcasestudy [10] #yourmustread,#influencerpromotion [9] grazytgrazynatt,influencerprom1 [8] #brest,#paris [8] #custserv,#ai [7] influencerprom1,ai_miami [7] #womenintech,#technology [7] pestochampion,srinualme [7] ai_miami,peterleah18 [7] srinualme,_____yo_____yo Top Word Pairs in Tweet in G5:
[106] #marketing,#optimisation [106] #seo,#sem [106] #optimisation,#webanalytics [106] #smo,#smm [106] #sem,#smo [106] #webanalytics,#seo [20] #seo,#smm [17] #optimisable,google [14] sejournal,mattgsouthern [14] twitter,rolls Top Word Pairs in Tweet in G6:
[62] social,media [62] media,marketing [50] created,#addmefast [50] issue,#crypto [50] #crypto,projects [50] major,issue [50] marketing,promotion [50] promotion,major [50] #addmefast,social [50] projects,created Top Word Pairs in Tweet in G7:
[91] gt,gt [91] gt,#seo [89] #seo,#seonews [86] #sem,#smm [83] #seonews,#searchengineoptimization [79] #searchengineoptimization,#sem [78] #smm,#divi [77] #divi,#wordpress [29] #okc,#edmond [22] #oklahoma,#company Top Word Pairs in Tweet in G8:
[41] lovely,people [33] morning,lovely [33] good,morning [29] sortedsocial,good [27] social,media [25] people,welcome [16] people,hope [10] #digitalmarketing,#smm [9] weekend,team [9] wonderful,day Top Word Pairs in Tweet in G9:
[48] #marketing,#affiliatemarketing [48] #seotips,#analytics [48] #blogcomments,#webtraffic [48] #linkbuilding,#blogcomments [48] #onlinemarketing,#seotips [48] website,rankings [48] #backlinks,#linkbuilding [48] #affiliatemarketing,#fiverr [48] #seo,#smm [48] #smm,#links Top Word Pairs in Tweet in G10:
[172] social,jukebox [123] social,media [82] #socialmedia,#smm [46] automate,today [45] today,check [44] jukebox,automate [44] using,social [38] signs,using [38] automate,social [32] today,#socialmedia Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G7:
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 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: