The graph represents a network of 2,374 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 3/9/2023 5:00:36 PM. The network was obtained from Twitter on Friday, 10 March 2023 at 20:17 UTC.
The tweets in the network were tweeted over the 3279-day, 20-hour, 14-minute period from Monday, 17 March 2014 at 04:45 UTC to Friday, 10 March 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 : 2374
Unique Edges : 1789
Edges With Duplicates : 8569
Total Edges : 10358
Number of Edge Types : 9
Tweet : 2957
Mentions : 1461
Retweet : 1528
MentionsInRetweet : 2512
Replies to : 207
Quote : 128
MentionsInReplyTo : 1227
MentionsInQuote : 282
MentionsInQuoteReply : 56
Self-Loops : 3561
Reciprocated Vertex Pair Ratio : 0.0303786933000416
Reciprocated Edge Ratio : 0.0589660743134087
Connected Components : 822
Single-Vertex Connected Components : 671
Maximum Vertices in a Connected Component : 869
Maximum Edges in a Connected Component : 6042
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.485625
Graph Density : 0.000439513467821614
Modularity : 0.261273
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,374 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 3/9/2023 5:00:36 PM. The network was obtained from Twitter on Friday, 10 March 2023 at 20:17 UTC.
The tweets in the network were tweeted over the 3279-day, 20-hour, 14-minute period from Monday, 17 March 2014 at 04:45 UTC to Friday, 10 March 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:
[1008] social,media [570] digital,marketing [438] media,marketing [340] #socialmedia,#smm [332] #seo,#sem [310] #smm,#socialmedia [308] #socialmediamarketing,#smm [298] coincracklive,coincrack [262] #marketing,#smm [243] #sem,#smm Top Word Pairs in Tweet in G1:
[460] digital,marketing [427] social,media [277] media,marketing [213] #amf,#amftoken [212] #crypto,promotion [212] free,social [206] #seo,#sem [205] #sem,#smm [194] marketing,services [191] marketing,agency Top Word Pairs in Tweet in G2:
[46] #socialmedia,#smm [38] #innovation,#brand [37] #healthtech,#fashiontech [37] #digitalhealth,#tech4good [37] #marketing,#smm [36] #medtech,#healthtech [36] #chatgpt,#digitalhealth [35] #fashiontech,#chatgpt [35] #tech4good,#mhealth [34] #brand,#marketing Top Word Pairs in Tweet in G3:
[298] coincracklive,coincrack [221] review,trustpilot [221] trustpilot,stars [221] coincrack,review [123] youtube,views [97] social,media [81] boosting,services [81] panel,crypto [81] #smm,panel [81] coincrack,buy Top Word Pairs in Tweet in G4:
[81] #marketing,#optimisation [80] #optimisation,#webanalytics [80] #webanalytics,#seo [79] #seo,#sem [79] #smo,#smm [79] #sem,#smo [45] half,life [45] social,media [42] #socialmedia,#marketing [38] #smm,#socialmediamarketing Top Word Pairs in Tweet in G5:
[11] grazytgrazynatt,influencerprom1 [10] #influencerpromotion,#topcasestudy [9] ai_miami,peterleah18 [9] vipeurope5,pestochampion [9] influencerprom1,ai_miami [9] pestochampion,srinualme [8] #yourmustread,#influencerpromotion [7] kiyotaka_1991,glaveanton [6] #custserv,#frenchtech [6] #100daysofcode,#fintech Top Word Pairs in Tweet in G6:
[164] social,jukebox [141] social,media [87] #socialmedia,#smm [62] digital,marketing [49] #saas,#crm [49] #software,#saas [49] #digitalmarketing,#software [46] #crm,#cms [46] automate,social [45] marketing,tools Top Word Pairs in Tweet in G7:
[129] #socialmediamarketing,#smm [129] #contentmarketing,#smm [120] #seoexpert,#linkbuilding [120] #seoagency,#seoexpert [119] #linkbuilding,#seoservice [116] #seoservice,#backlink [116] #backlink,#backlinks [115] #backlinks,#seomarketing [115] #seomarketing,#seotools [115] #seotools,#contentmarketing Top Word Pairs in Tweet in G8:
[30] #socialmedia,#smm [15] social,media [14] #smm,#marketing [12] #smm,#socialmedia [7] #smm,#pcconsultingasia [7] sproutsocial,#smm [6] talk,show [6] #socialmediamarketing,#smm [6] #digitalmarketing,#smm [6] #socialmedia,marketing Top Word Pairs in Tweet in G9:
[12] social,media [9] media,marketing [8] blog,guidance [8] strategic,approach [8] guidance,#smm [8] marketing,requires [8] #smm,#marketing [8] requires,strategic [8] approach,take [8] take,look Top Word Pairs in Tweet in G10:
[51] social,media [51] media,marketing [50] promotion,major [50] projects,created [50] #addmefast,social [50] major,issue [50] #crypto,projects [50] issue,#crypto [50] created,#addmefast [50] marketing,promotion Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G5:
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: