The graph represents a network of 1,693 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 1/12/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 13 January 2023 at 20:16 UTC.
The tweets in the network were tweeted over the 1743-day, 12-hour, 56-minute period from Thursday, 05 April 2018 at 12:04 UTC to Friday, 13 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 : 1693
Unique Edges : 1307
Edges With Duplicates : 9465
Total Edges : 10772
Number of Edge Types : 8
Retweet : 2096
MentionsInRetweet : 2802
Tweet : 1850
Mentions : 3286
Replies to : 98
MentionsInReplyTo : 360
MentionsInQuote : 236
Quote : 44
Self-Loops : 4677
Reciprocated Vertex Pair Ratio : 0.0416929879974732
Reciprocated Edge Ratio : 0.0800485142510612
Connected Components : 611
Single-Vertex Connected Components : 498
Maximum Vertices in a Connected Component : 733
Maximum Edges in a Connected Component : 8427
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.182259
Graph Density : 0.000575656401899631
Modularity : 0.167634
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,693 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 1/12/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 13 January 2023 at 20:16 UTC.
The tweets in the network were tweeted over the 1743-day, 12-hour, 56-minute period from Thursday, 05 April 2018 at 12:04 UTC to Friday, 13 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 : #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:
[2057] #healthtech,#smartcity [2056] #datascientist,#csuite [2054] #csuite,#digitalhealth [2053] #digitalhealth,#web3 [2051] #web3,#cx [2051] #cx,#ehealth [2045] #ehealth,#finserv [1180] chidambara09,#healthtech [1173] #smartcity,#datascientist [884] #smartcity,#5g Top Word Pairs in Tweet in G1:
[262] social,media [146] media,marketing [108] free,social [105] #amf,#amftoken [105] #crypto,promotion [100] #seo,#smm [95] #smm,#sem [87] joining,#smm [87] #smm,#amf [87] over,11 Top Word Pairs in Tweet in G2:
[31] #socialmedia,#smm [22] #twitter,#smm [22] #smm,#socialmedia [18] #marketing,#digitalmarketing [14] #influencerpromotion,#topcasestudy [13] #socialmedia,#marketing [12] #ff,#twitter [11] #smm,#marketing [10] #promoedutech,#influencerpromotion [10] #topcasestudy,#yourmustread Top Word Pairs in Tweet in G3:
[2037] #healthtech,#smartcity [2036] #datascientist,#csuite [2034] #digitalhealth,#web3 [2034] #csuite,#digitalhealth [2032] #cx,#ehealth [2032] #web3,#cx [2027] #ehealth,#finserv [1165] #smartcity,#datascientist [1162] chidambara09,#healthtech [872] #smartcity,#5g Top Word Pairs in Tweet in G4:
[56] 23,influencers [56] influencers,follow [54] top,23 [50] jimharris,top [34] follow,#ces2023 [22] jimharris,curieuxexplorer [22] curieuxexplorer,mvollmer1 [22] tansuyegen,ces [22] jblefevre60,jimharris [22] #ces2023,tansuyegen Top Word Pairs in Tweet in G5:
[10] #socialmedia,#smm [7] brand,#socialmedia [7] social,media [7] #socialmedia,presence [6] elevate,brand [6] blowing,budget [6] social,#customerservice [6] budget,offer [6] without,blowing [6] #customerservice,smart Top Word Pairs in Tweet in G6:
[129] #inboundmarketing,#smm [129] #bigdata,#blog [129] #blog,#emailmarketing [129] #emailmarketing,#inboundmarketing [129] #mohammadkhan,#bigdata [128] #smm,#sme [119] #sme,#analytics [118] #analytics,#seo [116] #seo,#entrepreneur [115] #entrepreneur,#startup Top Word Pairs in Tweet in G7:
[21] social,media [6] digital,marketing [6] #digitalmarketing,#smm [6] #business,#collaboration [6] #smm,#socialmedia [5] today's,digital [5] #smm,news [5] #twitter,#smm [5] digital,rush [5] rush,#digitalmarketing Top Word Pairs in Tweet in G8:
[60] #marketing,#optimisation [60] #sem,#smo [60] #optimisation,#webanalytics [60] #seo,#sem [60] #smo,#smm [60] #webanalytics,#seo [13] social,media [12] youtube,partner [12] partner,program [9] #optimisable,google Top Word Pairs in Tweet in G9:
[94] gt,gt [88] social,jukebox [64] social,media [52] #socialmedia,#smm [50] #socialmediamarketing,#smm [31] #earnmoneyonline,#seo [31] #bloggingtips,#earnmoneyonline [31] #blogging,#bloggingtips [29] #seo,#seotips [28] #smm,#digitalmarketing Top Word Pairs in Tweet in G10:
[12] digital,marketing [11] day,full [11] well,wishing [11] full,health [11] lovely,people [11] people,welcome [11] tuesday,hope [11] wishing,day [11] #internetmarketing,#seo [11] good,morning Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
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: