The graph represents a network of 6,902 Twitter users whose recent tweets contained "digitalmarketing", 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 1/31/2023 12:00:00 AM and 4/3/2023 2:16:00 PM. The network was obtained from Twitter on Monday, 03 April 2023 at 21:59 UTC.
The tweets in the network were tweeted over the 1856-day, 7-hour, 40-minute period from Sunday, 04 March 2018 at 13:35 UTC to Monday, 03 April 2023 at 21:15 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 : 6902
Unique Edges : 3976
Edges With Duplicates : 21858
Total Edges : 25834
Number of Edge Types : 9
Tweet : 15704
Mentions : 1694
Replies to : 783
MentionsInReplyTo : 486
Retweet : 3377
MentionsInRetweet : 3619
Quote : 88
MentionsInQuote : 82
MentionsInQuoteReply : 1
Self-Loops : 17642
Reciprocated Vertex Pair Ratio : 0.01914486279515
Reciprocated Edge Ratio : 0.0375704445835942
Connected Components : 4121
Single-Vertex Connected Components : 3546
Maximum Vertices in a Connected Component : 1442
Maximum Edges in a Connected Component : 11141
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.98522
Graph Density : 6.70575881917508E-05
Modularity : 0.201733
NodeXL Version : 1.0.1.510
Graph Gallery URL : https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=291857
Data Import : The graph represents a network of 6,902 Twitter users whose recent tweets contained "digitalmarketing", 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 1/31/2023 12:00:00 AM and 4/3/2023 2:16:00 PM. The network was obtained from Twitter on Monday, 03 April 2023 at 21:59 UTC.
The tweets in the network were tweeted over the 1856-day, 7-hour, 40-minute period from Sunday, 04 March 2018 at 13:35 UTC to Monday, 03 April 2023 at 21:15 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 : digitalmarketing
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:
[3397] url,co [3388] tg,co [2739] #socialmedia,#business [2522] #breakingnews,#breaking [2520] #bmprt,#deal [2474] #business,#news [2407] #deal,#breakingnews [2398] #newsupdate,#digitalmarketing [2368] #news,#newsupdate [2356] #discounts,#twitter Top Word Pairs in Tweet in G1:
[3037] url,co [3028] tg,co [1256] perbelanjaan,online [1256] pusat,perbelanjaan [1135] tempat,belanja [1071] menghasilkan,uang [828] digital,marketing [787] cara,menghasilkan [771] online,url [748] online,dengan Top Word Pairs in Tweet in G2:
[110] #trello,usar [110] proyectos,equipo [110] usar,herramienta [110] tareas,proyectos [110] completa,#trello [110] herramienta,gestión [110] gestión,tareas [110] guía,completa [73] socialmediamtk,guía [38] cinacio06,guía Top Word Pairs in Tweet in G3:
[23] tborreson11,#personalbranding [20] #digitaltransformation,#digitalmarketing [20] #digitalselling,#socialselling [20] #digitalmarketing,#digitalselling [19] #marketing,#digitalmarketing [17] #personalbranding,#networking [17] #belonging,#culture [17] #networking,#community [17] #socialselling,#belonging [17] #community,#digitaltransformation Top Word Pairs in Tweet in G4:
[69] digital,marketing [17] stories,below [16] top,digital [15] email,marketing [11] digital,marketers [10] marketing,graphics [10] driving,engagement [10] success,stories [10] designing,vital [10] improve,digital Top Word Pairs in Tweet in G5:
[92] social,media [61] latest,blog [30] #socialmedia,#digitalmarketing [26] check,latest [23] #socialmediamarketing,#socialmedia [21] #digitalmarketing,#socialmedia [20] next,level [19] digital,marketing [18] media,marketers [18] media,marketing Top Word Pairs in Tweet in G6:
[50] social,media [47] #digitalmarketing,#appstore [47] #app,#growthhacking [47] #playstore,#ios [47] #android,#app [47] #ios,#android [47] #appstore,#playstore [46] #growthhacking,#indiegame [44] #socailmedia,#gmailhack [44] #gmailhack,#gmaildown Top Word Pairs in Tweet in G7:
[48] #digitalmarketing,#socialmediamarketing [45] #digitalmarketing,#marketingtips [29] #socialmediamarketing,#marketingtips [24] #marketing,#digitalmarketing [22] social,media [19] digital,marketing [17] #digitalmarketing,#digitalmarketingsydney [16] #prstrategy,#marketingstrategy [14] #digitalmarketingmelbourne,#digitalmarketing [13] #videomarketing,#digitalmarketing Top Word Pairs in Tweet in G8:
[68] more,sales [68] boost,online [68] drive,more [68] presence,drive [68] online,presence [64] comprehensive,guide [64] read,comprehensive [64] sales,click [64] click,read [64] guide,#onpassive Top Word Pairs in Tweet in G9:
[449] dm,waconzy [447] #marketing,#marketingdigital [445] #marketingdigital,#digitalmarketing [424] #digitalmarketing,#socialmediamarketing [421] #socialmediamarketing,#marketingtips [398] #marketingtips,#marketingstrategy [387] waconzy,#marketing [381] #marketingstrategy,#networkmarketing [335] #networkmarketing,#marketingonline [216] #marketingonline,#onlinemarketing Top Word Pairs in Tweet in G10:
[67] channels,abundance [67] become,increasingly [67] rise,digital [67] digital,#marketing [67] #data,available [67] #marketing,channels [67] available,become [67] abundance,#data [66] mediascopegroup,rise [66] increasingly,importan Top Replied-To in Entire Graph:
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Top Replied-To in G5:
Top Replied-To in G7:
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Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G7:
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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:
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Top Tweeters in G10: