The graph represents a network of 2,425 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 2/9/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 10 February 2023 at 20:17 UTC.
The tweets in the network were tweeted over the 3850-day, 10-hour, 23-minute period from Thursday, 26 July 2012 at 14:34 UTC to Friday, 10 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 : 2425
Unique Edges : 1563
Edges With Duplicates : 7095
Total Edges : 8658
Number of Edge Types : 9
Tweet : 3206
Mentions : 1120
Retweet : 1285
MentionsInRetweet : 1982
MentionsInReplyTo : 510
Replies to : 153
Quote : 45
MentionsInQuote : 261
MentionsInQuoteReply : 96
Self-Loops : 3881
Reciprocated Vertex Pair Ratio : 0.0271920088790233
Reciprocated Edge Ratio : 0.0529443544030254
Connected Components : 1006
Single-Vertex Connected Components : 865
Maximum Vertices in a Connected Component : 878
Maximum Edges in a Connected Component : 5261
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.10964
Graph Density : 0.000314892313973665
Modularity : 0.260865
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,425 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 2/9/2023 5:00:35 PM. The network was obtained from Twitter on Friday, 10 February 2023 at 20:17 UTC.
The tweets in the network were tweeted over the 3850-day, 10-hour, 23-minute period from Thursday, 26 July 2012 at 14:34 UTC to Friday, 10 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:
[1186] social,media [586] media,marketing [345] free,social [343] #crypto,promotion [327] #amf,#amftoken [326] digital,marketing [324] #seo,#smm [322] #socialmedia,#smm [255] #socialmediamarketing,#smm [253] earn,money Top Word Pairs in Tweet in G1:
[576] social,media [364] media,marketing [290] free,social [289] #amf,#amftoken [289] #crypto,promotion [221] joining,#smm [221] #smm,#amf [221] over,11 [221] #amftoken,amf [221] years,earn Top Word Pairs in Tweet in G2:
[37] #socialmedia,#smm [32] #healthtech,#smartcity [31] #datascientist,#csuite [31] #csuite,#digitalhealth [28] #twitter,#smm [28] #ehealth,#finserv [28] #web3,#cx [28] #digitalhealth,#web3 [28] #cx,#ehealth [25] #smm,#socialmedia Top Word Pairs in Tweet in G3:
[210] #bigdata,#blog [210] #mohammadkhan,#bigdata [210] #blog,#emailmarketing [208] #smm,#sme [208] #inboundmarketing,#smm [208] #emailmarketing,#inboundmarketing [207] #analytics,#seo [207] #sme,#analytics [204] #seo,#entrepreneur [202] #entrepreneur,#startup Top Word Pairs in Tweet in G4:
[39] social,media [36] #socialmedia,#socialmediamarketing [35] #socialmediamarketing,#digitalmarketing [30] #marketing,#influencermarketing [30] #digitalmarketing,#contentmarketing [30] #ecommerce,#marketing [30] #smm,#ecommerce [30] #seo,#smm [28] #contentmarketing,#seo [28] #webmarketing,#usatopreview Top Word Pairs in Tweet in G5:
[27] social,media [11] media,marketing [8] #socialmedia,#smm [8] #smm,#marketing [8] #smm,#socialmediamarketing [7] take,look [7] look,blog [7] guidance,#smm [7] requires,strategic [7] strategic,approach Top Word Pairs in Tweet in G6:
[3] williamjimenezg,freddysuperlano [3] alexisalopezr,tamara_suju [3] juanpguanipa,joseluispirelar [3] joseluispirelar,onechot [3] faby_colmenarez,mt_romero [3] mt_romero,efigueredop [3] freddyguevarac,gilbercaro [3] robertoenriq,idaniachirinos [3] pedropaulb,faby_colmenarez [3] tamara_suju,delsasolorzano Top Word Pairs in Tweet in G7:
[115] #marketing,#smm [88] gt,gt [79] #socialmedia,#smm [76] #socialmediamarketing,#smm [62] #socialmedia,#digitalmarketing [61] #business,#entrepreneur [61] #entrepreneur,#marketing [59] #smm,#startup [53] #digitalmarketing,#socialmedianews [52] social,media Top Word Pairs in Tweet in G8:
[60] social,media [60] media,marketing [51] created,#addmefast [51] issue,#crypto [51] #crypto,projects [51] major,issue [51] marketing,promotion [51] promotion,major [51] #addmefast,social [51] projects,created Top Word Pairs in Tweet in G9:
[65] social,media [16] #smm,#socialmedia [15] #digitalmarketing,#smm [12] media,marketing [12] #smm,#socialmediamarketing [9] today's,digital [9] #smm,news [9] #socialmedia,#smm [9] media,strategy [9] #facebook,#smm Top Word Pairs in Tweet in G10:
[4] #influencerpromotion,#topcasestudy [3] #womenintech,#technology [3] #yourmustread,#influencerpromotion [3] #promoedutech,#yourmustread [3] grazytgrazynatt,influencerprom1 [3] #custserv,#ai [3] #brest,#paris [2] peterleah18,heroldbarton [2] serve,humanity [2] #technology,#authors 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 G5:
Top Replied-To in G6:
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: