The graph represents a network of 1,427 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 12/29/2022 5:00:32 PM. The network was obtained from Twitter on Friday, 30 December 2022 at 20:15 UTC.
The tweets in the network were tweeted over the 4483-day, 3-hour, 27-minute period from Monday, 20 September 2010 at 21:32 UTC to Friday, 30 December 2022 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 : 1427
Unique Edges : 744
Edges With Duplicates : 10412
Total Edges : 11156
Number of Edge Types : 8
Retweet : 2199
MentionsInRetweet : 2596
Mentions : 4440
Tweet : 1325
Quote : 25
Replies to : 129
MentionsInQuote : 197
MentionsInReplyTo : 245
Self-Loops : 5168
Reciprocated Vertex Pair Ratio : 0.0148601398601399
Reciprocated Edge Ratio : 0.0292850990525409
Connected Components : 472
Single-Vertex Connected Components : 368
Maximum Vertices in a Connected Component : 609
Maximum Edges in a Connected Component : 9143
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.158739
Graph Density : 0.000570543446318299
Modularity : 0.119874
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,427 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 12/29/2022 5:00:32 PM. The network was obtained from Twitter on Friday, 30 December 2022 at 20:15 UTC.
The tweets in the network were tweeted over the 4483-day, 3-hour, 27-minute period from Monday, 20 September 2010 at 21:32 UTC to Friday, 30 December 2022 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:
[2515] #healthtech,#smartcity [2514] #csuite,#digitalhealth [2513] #smartcity,#datascientist [2513] #datascientist,#csuite [2510] #web3,#cx [2509] #cx,#ehealth [2509] #digitalhealth,#web3 [2508] #ehealth,#finserv [1513] chidambara09,#healthtech [1255] #finserv,#clou Top Word Pairs in Tweet in G1:
[181] social,media [97] media,marketing [91] digital,marketing [73] #amf,#amftoken [73] #crypto,promotion [73] free,social [69] #seo,#smm [68] joining,#smm [68] #smm,#amf [68] over,11 Top Word Pairs in Tweet in G2:
[28] #ff,#twitter [28] #socialmedia,#smm [22] #twitter,#smm [17] #healthtech,#smartcity [17] #csuite,#digitalhealth [17] #datascientist,#csuite [17] #smartcity,#datascientist [16] #smm,#socialmedia [15] #marketing,#digitalmarketing [14] #digitalhealth,#web3 Top Word Pairs in Tweet in G3:
[2491] #healthtech,#smartcity [2490] #csuite,#digitalhealth [2489] #datascientist,#csuite [2489] #web3,#cx [2489] #smartcity,#datascientist [2488] #digitalhealth,#web3 [2488] #cx,#ehealth [2487] #ehealth,#finserv [1491] chidambara09,#healthtech [1237] #finserv,#clou Top Word Pairs in Tweet in G4:
[57] apa,big [57] ale,#smm [57] 10,ans [57] #smm,sot [57] gen,plis [57] poutan,preske [57] zorey,mwen [57] sot,clean [57] mizik,nan [57] preske,70 Top Word Pairs in Tweet in G5:
[75] social,jukebox [57] social,media [38] #socialmedia,#smm [21] automate,today [21] jukebox,automate [21] today,check [17] automate,social [16] today,#socialmedia [15] #smo,#smm [15] #optimisation,#webanalytics Top Word Pairs in Tweet in G6:
[61] #bigdata,#blog [61] #mohammadkhan,#bigdata [61] #blog,#emailmarketing [60] #sme,#analytics [60] #smm,#sme [60] #inboundmarketing,#smm [60] #emailmarketing,#inboundmarketing [59] #analytics,#seo [58] #seo,#entrepreneur [56] #entrepreneur,#startup Top Word Pairs in Tweet in G7:
[40] link,300k [40] shopify,store [40] store,amazon [40] amazon,link [40] products,shopify [40] 300k,monthly [40] program,products [40] promote,affiliate [40] affiliate,program [39] atoyebikayode,promote Top Word Pairs in Tweet in G8:
[8] social,media [5] best,tools [5] #marketing,#smm [5] #googleads,#ads [4] professional,digital [4] digital,marketer [4] #seo,#onlinemarketing [4] #advertising,#googleads [4] #business,#advertising [4] #ads,#contentmarketing Top Word Pairs in Tweet in G9:
[2] peterleah18,heroldbarton [2] pestochampion,srinualme [2] srinualme,_____yo_____yo [2] ai_miami,peterleah18 [2] heroldbarton,vipeurope5 [2] vipeurope5,pestochampion [2] influencerprom1,ai_miami Top Word Pairs in Tweet in G10:
[22] best,#seo [22] #seoexpert,#digitalmarketingexpert [22] digital,marketing [22] servics,offer [22] offer,best [22] #digitalmarketingservices,#digitalmarketingagency [22] hmubs0y8cj,#digitalmarketingservices [22] #seo,#smm [22] #sem,#smo [22] 8801717091776,web 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 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: