The graph represents a network of 14,013 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 30,000 tweets, tweeted between 1/1/2023 12:00:00 AM and 10/8/2023 3:24:52 PM. The network was obtained from Twitter on Monday, 09 October 2023 at 13:08 UTC.
The tweets in the network were tweeted over the 2159-day, 23-hour, 24-minute period from Thursday, 09 November 2017 at 06:43 UTC to Monday, 09 October 2023 at 06:08 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 : 14013
Unique Edges : 12815
Edges With Duplicates : 21563
Total Edges : 34378
Number of Edge Types : 8
Retweet : 5259
Tweet : 22099
MentionsInRetweet : 2879
Mentions : 2635
Replies to : 977
Quote : 213
MentionsInReplyTo : 230
MentionsInQuote : 86
Self-Loops : 23735
Reciprocated Vertex Pair Ratio : 0.0217278841179514
Reciprocated Edge Ratio : 0.0425316455696203
Connected Components : 9312
Single-Vertex Connected Components : 8286
Maximum Vertices in a Connected Component : 1226
Maximum Edges in a Connected Component : 6381
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 5.23283
Graph Density : 4.0234243562302E-05
Modularity : 0.339265
NodeXL Version : 1.0.1.523
Data Import : The graph represents a network of 14,013 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 30,000 tweets, tweeted between 1/1/2023 12:00:00 AM and 10/8/2023 3:24:52 PM. The network was obtained from Twitter on Monday, 09 October 2023 at 13:08 UTC.
The tweets in the network were tweeted over the 2159-day, 23-hour, 24-minute period from Thursday, 09 November 2017 at 06:43 UTC to Monday, 09 October 2023 at 06:08 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 : #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:
[4015] digital,marketing [2270] social,media [1223] #seo,#digitalmarketing [1165] online,presence [1005] #digitalmarketing,#marketing [1001] sizlerden,gelen [1001] gelen,bir [1001] profdemirtas,ilberortayligsu [1001] hocalara,gerçekten [1001] gerçekten,çok Top Word Pairs in Tweet in G1:
[2810] digital,marketing [1570] social,media [911] online,presence [665] #seo,#digitalmarketing [652] #digitalmarketing,#marketing [646] #marketing,#digitalmarketing [524] #socialmediamarketing,#digitalmarketing [457] #digitalmarketing,#socialmediamarketing [430] #digitalmarketing,#seo [362] #digitalmarketing,#socialmedia Top Word Pairs in Tweet in G2:
[1001] gelen,bir [1001] bir,soru [1001] gerçekten,çok [1001] üzülüyorum,sizlerden [1001] profdemirtas,ilberortayligsu [1001] çok,üzülüyorum [1001] aslında,ben [1001] hocalara,gerçekten [1001] soru,üzerine [1001] gibi,hocalara Top Word Pairs in Tweet in G3:
[317] cryptodins,service [317] shill,promotion [317] #web3,#zonauang [317] service,dm [317] promotion,#crypto [317] dm,sponsor [317] sponsor,shill [317] #nft,#gem [317] #memecoins,#nft [317] #gem,#web3 Top Word Pairs in Tweet in G4:
[120] digital,marketing [38] social,media [36] marketing,strategies [32] #contentmarketing,#digitalmarketing [28] online,presence [28] stay,ahead [27] startgrowthhack,topgrowthagency [26] content,marketing [23] topgrowthagency,#growthhacking [23] #growthhacking,#innsight Top Word Pairs in Tweet in G5:
[79] digital,marketing [71] social,media [47] #seo,#digitalmarketing [28] media,marketing [23] marketing,strategy [21] #digitalmarketing,#seo [21] #digitalmarketing,#socialmediamarketing [18] digital,marketers [17] #socialmediamarketing,#digitalmarketing [16] marketing,game Top Word Pairs in Tweet in G6:
[33] world,larger [33] screen,#digitalmarketing [33] life,phone [33] enters,world [33] phone,screen [33] larger,life [32] #digitalmarketing,#advertising [31] sleek,#3d [31] #advertising,#innovation [31] #3d,object Top Word Pairs in Tweet in G7:
[306] #digitalmarketing,video [177] #digitalmarketing,#marketing [149] digital,marketing [146] #marketing,#digitalmarketing [132] social,media [126] #digitaltransformation,#digitalmarketing [125] #digitalmarketing,#digitalselling [125] #digitalselling,#socialselling [107] #personalbranding,#networking [107] #networking,#community Top Word Pairs in Tweet in G8:
[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 [2] fireeyebooks,ukopr8r [2] braves2430,chaunda_l Top Word Pairs in Tweet in G9:
[125] sponsored,ads [61] business,sponsored [61] tips,sponsored [61] sharing,informative [61] ads,sharing [61] boost,business [61] ads,#digitalmarketing [61] informative,tips [60] vyvabrill,boost [60] #digitalmarketing,# Top Word Pairs in Tweet in G10:
[239] #nfts,#nftcommunity [239] #nftcommunity,#nftartists [235] #nftartists,#nftcollections [235] #nftcollections,#nftcreator [191] elena_giak,check [124] check,punk [56] #nftcreator,#opens [48] #aiart,#digital [48] #digital,#digitalmarketing [48] #aiartwork,#aiart Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G8:
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: