The graph represents a network of 2,922 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 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/19/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 20 February 2023 at 01:23 UTC.
The tweets in the network were tweeted over the 1889-day, 7-hour, 0-minute period from Monday, 18 December 2017 at 18:00 UTC to Monday, 20 February 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 : 2922
Unique Edges : 1988
Edges With Duplicates : 5864
Total Edges : 7852
Number of Edge Types : 8
Tweet : 3604
Retweet : 1105
MentionsInRetweet : 1274
Mentions : 777
Replies to : 480
Quote : 22
MentionsInReplyTo : 553
MentionsInQuote : 37
Self-Loops : 4121
Reciprocated Vertex Pair Ratio : 0.0100688924218336
Reciprocated Edge Ratio : 0.0199370409233998
Connected Components : 1354
Single-Vertex Connected Components : 1050
Maximum Vertices in a Connected Component : 835
Maximum Edges in a Connected Component : 3128
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.643401
Graph Density : 0.000223311520039104
Modularity : 0.328192
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,922 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 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/19/2023 5:00:35 PM. The network was obtained from Twitter on Monday, 20 February 2023 at 01:23 UTC.
The tweets in the network were tweeted over the 1889-day, 7-hour, 0-minute period from Monday, 18 December 2017 at 18:00 UTC to Monday, 20 February 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 : 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:
[492] digital,marketing [321] #marketing,#digitalmarketing [300] #google,#googleadwords [298] #sem,#ppc [297] #googleads,#sem [297] #ppc,#google [295] #twitter,#socialmedia [283] social,media [270] #digitalmarketing,#business [265] #digitalmarketing,#marketing Top Word Pairs in Tweet in G1:
[354] digital,marketing [158] social,media [155] #digitalmarketing,#marketing [148] #marketing,#digitalmarketing [85] marketing,services [82] #seo,#sem [79] marketing,agency [74] #smm,#india [74] #sem,#smm [74] services,india Top Word Pairs in Tweet in G2:
[297] #ppc,#google [297] #sem,#ppc [297] #googleads,#sem [297] #google,#googleadwords [251] #digitalmarketing,#spotify [251] #adscampaign,#perez [251] #matic,#amazon [251] #illuminati,#adscampaign [251] #airdrop,#montreal [251] #amazon,#digitalmarketing Top Word Pairs in Tweet in G3:
[138] #digitalhealth,#socialmedia [53] #socialmedia,#digitalmarketing [33] #digitalmarketing,#digital [27] social,media [24] #digital,#marketing [21] _timos_,china [20] #socialmedia,#digitalmark [18] immersive,commerce [17] media,marketing [17] #digitalmarketing,#ai Top Word Pairs in Tweet in G4:
[9] #marketing,#digitalmarketing [7] #bigdata,#datascience [7] #datascience,#ai [6] algorithm,#bigdata [6] association,rule [6] rule,mining [6] mining,typical [6] #ml,algorithm [6] typical,#ml [5] #socialmediamanager,#machinelearning Top Word Pairs in Tweet in G5:
[76] gt,gt [32] #digitalmarketing,#socialmediamarketing [14] #digitalmarketing,#onlinemarketing [13] #seotips,#seo [13] #seo,#seoservices [12] #affiliate,#affiliatemarketing [12] #seoservices,#digitalmarketing [11] #onlinemarketing,thesamblogs [9] #socialmediamarketing,#digitalmarketing [9] #onlinemarketing,#contentmarketing Top Word Pairs in Tweet in G6:
[27] social,media [16] #digitalmarketing,#marketing [15] #marketing,#socialmediamarketing [9] #digitalmarketing,#growthmarketing [9] #socialmediamarketing,#socialmedia [8] #socialmedia,#business [8] #seo,#branding [8] lead,generation [8] #business,#seo [7] email,marketing Top Word Pairs in Tweet in G7:
[23] #digitalmarketing,#automation [23] #marketing,#digitalmarketing [19] save,time [18] digital,marketing [14] #digitalmarketing,#marketing [11] marketing,automation [9] #digitalmarketing,#growthhacking [8] #affiliatemarketing,#digitalmarketing [8] #cro,#digitalmarketing [8] #digitalmarketing,#psychology Top Word Pairs in Tweet in G8:
[17] #sms,#smsmarketing [17] #smsmarketing,#marketing [16] #bulksms,#message [16] #marketing,#bulksms [15] #business,#digitalmarketing [15] #message,#business [15] #digitalmarketing,#texte [15] #texte,#emailmarketing [15] #socialmediamarketing,#bulksmsservice [15] #emailmarketing,#socialmediamarketing Top Word Pairs in Tweet in G9:
[36] building,#websites [36] #z1biz,#seo [36] #seo,#webdesigners [36] #websites,clients [36] #marketing,#brand [36] minutes,#z1biz [36] 10,minutes [36] instant,rich [36] stop,building [36] snippets,10 Top Word Pairs in Tweet in G10:
[13] #digitalmarketing,#marketing [13] #seo,#digitalmarketing [13] sale,ongoing [11] #offpageseo,#wordpress [11] #marketing,#backlinks [10] #wordpress,#fiverr [9] hire,#seo [9] check,latest [9] latest,article [8] #backlinks,#needbacklinks Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G7:
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: