The graph represents a network of 7,395 Twitter users whose recent tweets contained "Digital Marketing", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 9/28/2023 12:00:00 AM and 10/5/2023 8:11:34 PM. The network was obtained from Twitter on Friday, 06 October 2023 at 05:59 UTC.
The tweets in the network were tweeted over the 2327-day, 20-hour, 7-minute period from Monday, 22 May 2017 at 07:01 UTC to Friday, 06 October 2023 at 03:08 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 : 7395
Unique Edges : 6893
Edges With Duplicates : 4381
Total Edges : 11274
Number of Edge Types : 9
Tweet : 5253
Mentions : 866
Retweet : 3068
Quote : 182
MentionsInRetweet : 554
Replies to : 922
MentionsInReplyTo : 366
MentionsInQuote : 59
MentionsInQuoteReply : 4
Self-Loops : 5961
Reciprocated Vertex Pair Ratio : 0.0299216338161957
Reciprocated Edge Ratio : 0.0581046806548305
Connected Components : 3762
Single-Vertex Connected Components : 3026
Maximum Vertices in a Connected Component : 687
Maximum Edges in a Connected Component : 1533
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.927954
Graph Density : 7.93180077847598E-05
Modularity : 0.524657
NodeXL Version : 1.0.1.523
Graph Gallery URL : https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=292690
Data Import : The graph represents a network of 7,395 Twitter users whose recent tweets contained "Digital Marketing", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 20,000 tweets, tweeted between 9/28/2023 12:00:00 AM and 10/5/2023 8:11:34 PM. The network was obtained from Twitter on Friday, 06 October 2023 at 05:59 UTC.
The tweets in the network were tweeted over the 2327-day, 20-hour, 7-minute period from Monday, 22 May 2017 at 07:01 UTC to Friday, 06 October 2023 at 03:08 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 : TwitterSearch3
Graph Term : Digital Marketing
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 : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[3752] digital,marketing [521] social,media [503] marketing,agency [268] london,digital [266] put,words [266] james,ceo [266] ceo,london [266] agency,go [266] pr,expert [266] go,brilliantly Top Word Pairs in Tweet in G1:
[1760] digital,marketing [333] social,media [172] online,presence [132] marketing,agency [105] learn,more [104] #seo,#digitalmarketing [104] #socialmediamarketing,#digitalmarketing [102] marketing,strategy [97] #marketing,#digitalmarketing [83] #digitalmarketing,#marketing Top Word Pairs in Tweet in G2:
[266] agency,go [266] london,digital [266] expert,edward [266] coram,james [266] digital,marketing [266] pr,expert [266] edward,coram [266] brilliantly,put [266] put,words [266] go,brilliantly Top Word Pairs in Tweet in G3:
[171] content,writing [168] skills,content [168] writing,data [160] analysis,digital [160] data,analysis [159] week,virtual [159] free,week [159] camp,learn [159] interested,free [159] re,interested Top Word Pairs in Tweet in G4:
[6] don,know [6] good,morning [5] #cryptocurency,#crypto [5] #nftcollection,#nftcommmunity [5] joe,biden [5] #nftcommmunity,#nftdrop [5] #digitalbaseweb,#cryptocurency [5] #digitalart,#digitalmarketing [5] #nftdrop,#digitalart [5] #digitalmarketing,#digitalbaseweb Top Word Pairs in Tweet in G5:
[150] company,alert [150] team,writers [150] written,300 [150] worked,melorra_com [150] marketing,team [150] digital,marketing [150] writers,written [150] melorra_com,digital [150] alert,worked [150] unethical,company Top Word Pairs in Tweet in G6:
[33] chicago,state [31] state,university [14] bola,tinubu [13] disqualify,tinubu [12] david,hundeyin [11] tinubu,disqualify [10] forged,certificate [8] press,conference [8] caleb,westberg [8] certificate,forgery Top Word Pairs in Tweet in G7:
[26] world,larger [26] phone,screen [26] screen,#digitalmarketing [26] larger,life [26] life,phone [26] object,enters [26] #digitalmarketing,#advertising [26] enters,world [26] #advertising,#innovation [26] sleek,#3d Top Word Pairs in Tweet in G8:
[86] digital,marketing [84] marketing,copywriting [84] made,redundant [84] being,made [84] content,creation [84] years,experience [84] copywriting,content [84] unfortunately,being [84] redundant,years [84] experience,digital Top Word Pairs in Tweet in G9:
[5] lulu_cowboys,chaunda_l [5] johnlovesgrunge,lulu_cowboys [5] cvowelsauthor,joemungel1977 [5] chairshotsports,cvowelsauthor [5] ctothelos77,johnlovesgrunge [5] nba_lakeshow_25,ctothelos77 [5] chaunda_l,chairshotsports [4] tejasmishra1997,nba_lakeshow_25 Top Word Pairs in Tweet in G10:
[76] digital,marketing [73] free,courses [73] courses,certification [72] certification,ll [72] spending,online [72] teach,better [72] learned,digital [72] ll,teach [72] marketing,spending [72] online,re Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: