The graph represents a network of 2,154 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 3/2/2023 5:00:36 PM. The network was obtained from Twitter on Friday, 03 March 2023 at 20:17 UTC.
The tweets in the network were tweeted over the 1781-day, 8-hour, 11-minute period from Monday, 16 April 2018 at 16:45 UTC to Friday, 03 March 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 : 2154
Unique Edges : 1486
Edges With Duplicates : 7055
Total Edges : 8541
Number of Edge Types : 9
Retweet : 1266
MentionsInRetweet : 1988
Tweet : 3256
Mentions : 1085
MentionsInQuote : 295
Replies to : 136
Quote : 37
MentionsInReplyTo : 475
MentionsInQuoteReply : 3
Self-Loops : 3928
Reciprocated Vertex Pair Ratio : 0.0381282495667244
Reciprocated Edge Ratio : 0.0734557595993322
Connected Components : 893
Single-Vertex Connected Components : 754
Maximum Vertices in a Connected Component : 881
Maximum Edges in a Connected Component : 5395
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.023375
Graph Density : 0.000387488081021882
Modularity : 0.249219
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,154 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 3/2/2023 5:00:36 PM. The network was obtained from Twitter on Friday, 03 March 2023 at 20:17 UTC.
The tweets in the network were tweeted over the 1781-day, 8-hour, 11-minute period from Monday, 16 April 2018 at 16:45 UTC to Friday, 03 March 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:
[917] social,media [775] digital,marketing [471] #seo,#sem [429] media,marketing [358] #sem,#smm [358] #socialmediamarketing,#smm [315] #socialmedia,#smm [303] marketing,services [283] marketing,agency [268] #agency,#seo Top Word Pairs in Tweet in G1:
[437] social,media [271] media,marketing [213] #amf,#amftoken [213] #crypto,promotion [213] free,social [174] #smm,#amf [174] over,11 [174] #amftoken,amf [174] years,earn [174] earn,money Top Word Pairs in Tweet in G2:
[37] #twitter,#smm [35] #socialmedia,#smm [33] #smm,#socialmedia [25] thank,sharing [19] nodexl,this0499154500 [19] this0499154500,chidambara09 [19] chidambara09,hegilr [18] eli_krumova,thank [17] gm,keithgrossman [16] #marketing,#digitalmarketing Top Word Pairs in Tweet in G3:
[140] #socialmediamarketing,#smm [106] social,media [103] gt,gt [74] #marketing,#smm [60] #socialmedia,#smm [59] #smm,#digitalmarketing [52] #socialmedia,#digitalmarketing [49] #socialmedianews,#socialmediaupdates [49] #socialmediaupdates,#smm [49] #smm,#smo Top Word Pairs in Tweet in G4:
[75] sociaux,2023 [75] taux,d'engagement [75] moyens,par [75] d'engagement,moyens [75] #twitter,05 [75] par,ordre [75] croissant,#twitter [75] par,réseaux [75] ordre,croissant [75] 05,#facebook Top Word Pairs in Tweet in G5:
[75] social,media [58] digital,marketing [57] today,#digitalmarketing [57] #software,#saas [57] try,today [57] #crm,#cms [57] #saas,#crm [57] #digitalmarketing,#software [55] tools,try [51] marketing,tools Top Word Pairs in Tweet in G6:
[69] social,media [69] media,marketing [59] promotion,major [59] projects,created [59] #addmefast,social [59] major,issue [59] #crypto,projects [59] issue,#crypto [59] created,#addmefast [59] marketing,promotion Top Word Pairs in Tweet in G7:
[137] #seoagency,#seoexpert [136] #seoexpert,#linkbuilding [133] #linkbuilding,#seoservice [130] #contentmarketing,#smm [128] #seoservice,#backlink [124] #backlink,#backlinks [123] #backlinks,#seomarketing [123] #smm,#sem [122] #seomarketing,#seotools [122] #seotools,#contentmarketing Top Word Pairs in Tweet in G8:
[543] digital,marketing [268] #digitalmarketing,#agency [268] #agency,#seo [268] #seo,#sem [268] #sem,#smm [268] #smm,#india [265] marketing,agency [264] knowledge,shared [264] shared,digital [264] expert,knowledge Top Word Pairs in Tweet in G9:
[18] social,media [7] media,#marketing [6] media,marketing [6] #marketing,#smm [5] 10,consumer [5] #marketing,#socialmedia [5] loyalists,personalize [5] latest,#social [5] internet,#growthhacks [5] daily,thanks Top Word Pairs in Tweet in G10:
[98] #smo,#smm [98] #optimisation,#webanalytics [98] #marketing,#optimisation [98] #sem,#smo [98] #webanalytics,#seo [98] #seo,#sem [18] #optimisable,google [16] #smm,#socialmediamarketing [14] sejournal,mattgsouthern [14] #contentmarketing,#onlinemarketing Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G6:
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: