The graph represents a network of 2,462 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 3/16/2023 5:00:36 PM. The network was obtained from Twitter on Friday, 17 March 2023 at 19:17 UTC.
The tweets in the network were tweeted over the 2178-day, 21-hour, 56-minute period from Wednesday, 29 March 2017 at 02:00 UTC to Thursday, 16 March 2023 at 23:57 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 : 2462
Unique Edges : 1523
Edges With Duplicates : 7888
Total Edges : 9411
Number of Edge Types : 9
Tweet : 2898
Retweet : 1675
MentionsInRetweet : 2739
Mentions : 1138
MentionsInQuote : 222
MentionsInReplyTo : 500
Replies to : 147
Quote : 39
MentionsInQuoteReply : 53
Self-Loops : 3583
Reciprocated Vertex Pair Ratio : 0.0242043926490363
Reciprocated Edge Ratio : 0.0472647702407002
Connected Components : 840
Single-Vertex Connected Components : 678
Maximum Vertices in a Connected Component : 1061
Maximum Edges in a Connected Component : 5475
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.463393
Graph Density : 0.000377126058469888
Modularity : 0.271425
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,462 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 3/16/2023 5:00:36 PM. The network was obtained from Twitter on Friday, 17 March 2023 at 19:17 UTC.
The tweets in the network were tweeted over the 2178-day, 21-hour, 56-minute period from Wednesday, 29 March 2017 at 02:00 UTC to Thursday, 16 March 2023 at 23:57 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:
[1038] social,media [520] digital,marketing [412] media,marketing [313] #seo,#sem [308] #socialmedia,#smm [301] youtube,views [259] #socialmediamarketing,#smm [228] #sem,#smm [216] #smm,#socialmedia [213] #marketing,#smm Top Word Pairs in Tweet in G1:
[423] digital,marketing [369] social,media [221] #sem,#smm [216] media,marketing [216] #seo,#sem [179] marketing,services [168] marketing,agency [161] #smm,#india [161] #agency,#seo [161] #digitalmarketing,#agency Top Word Pairs in Tweet in G2:
[132] #contentmarketing,#smm [125] #seoexpert,#linkbuilding [125] #seoagency,#seoexpert [125] #linkbuilding,#seoservice [124] #seoservice,#backlink [124] #backlink,#backlinks [123] #smm,#sem [122] #backlinks,#seomarketing [122] #seomarketing,#seotools [122] #seotools,#contentmarketing Top Word Pairs in Tweet in G3:
[182] high,quality [182] receive,500 [182] link,iomeeds [182] quality,content [182] content,rewarded [182] iomeeds,high [182] rewarded,receive [181] jaouanebrahim,link [81] social,media [81] media,marketing Top Word Pairs in Tweet in G4:
[301] youtube,views [151] buying,youtube [150] buy,youtube [150] buytubeviews,guide [150] guide,buying [150] buytubeviews,website [150] views,looking [150] looking,buy [150] views,buytubeviews [150] website,provides Top Word Pairs in Tweet in G5:
[13] #innovation,#brand [12] #sustainability,#csuite [12] #womenintech,#ai [12] #csuite,#womenintech [11] #digitalhealth,#tech4good [11] #smm,#export [10] #medtech,#healthtech [10] #brand,#marketing [10] #fashiontech,#chatgpt [10] #healthtech,#fashiontech Top Word Pairs in Tweet in G6:
[7] #influencerpromotion,#topcasestudy [7] #yourmustread,#influencerpromotion [5] influencerprom1,ai_miami [5] pestochampion,srinualme [5] queenscorpio93,carolyn660 [5] #topcasestudy,#cybersecurity [5] ai_miami,peterleah18 [5] vipeurope5,pestochampion [5] wanderingstarz1,ruby2015xo [5] this_t_is_hot,sweetsexy_39 Top Word Pairs in Tweet in G7:
[28] social,media [26] custom,made [26] price,reduction [26] twitter,custom [26] media,management [26] 30,day [26] made,package [26] reduction,social [26] package,twitter [26] temporary,price Top Word Pairs in Tweet in G8:
[91] gt,gt [77] #marketing,#smm [65] #socialmedia,#smm [63] #socialmediamarketing,#smm [59] #smm,#startup [59] #entrepreneur,#marketing [59] #business,#entrepreneur [54] #socialmedia,#digitalmarketing [49] social,media [48] #digitalmarketing,#socialmedianews Top Word Pairs in Tweet in G9:
[66] social,media [17] media,marketing [15] #smm,#socialmedia [10] #socialmedia,#smm [9] profile,seems [9] #sem,#ppc [9] know,thousands [9] followers,profile [9] #smm,#smallbiz [9] #ads,#promotion Top Word Pairs in Tweet in G10:
[76] #marketing,#optimisation [76] #sem,#smo [76] #optimisation,#webanalytics [76] #seo,#sem [76] #smo,#smm [76] #webanalytics,#seo [64] social,media [23] search,marketing [20] 2023,social [20] media,benchmarks Top Replied-To in Entire Graph:
Top Replied-To in G2:
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: