The graph represents a network of 2,988 Twitter users whose recent tweets contained "#influencermarketing", 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 2/15/2023 5:00:35 PM. The network was obtained from Twitter on Thursday, 16 February 2023 at 19:27 UTC.
The tweets in the network were tweeted over the 2294-day, 14-hour, 7-minute period from Friday, 04 November 2016 at 10:52 UTC to Thursday, 16 February 2023 at 00:59 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 : 2988
Unique Edges : 1525
Edges With Duplicates : 7086
Total Edges : 8611
Number of Edge Types : 8
Retweet : 1805
MentionsInRetweet : 2452
Tweet : 2841
Replies to : 239
MentionsInReplyTo : 352
Mentions : 808
Quote : 33
MentionsInQuote : 81
Self-Loops : 3512
Reciprocated Vertex Pair Ratio : 0.0268696820420958
Reciprocated Edge Ratio : 0.0523331879633668
Connected Components : 1057
Single-Vertex Connected Components : 764
Maximum Vertices in a Connected Component : 1042
Maximum Edges in a Connected Component : 3334
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.386802
Graph Density : 0.000256914276904516
Modularity : 0.311495
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 2,988 Twitter users whose recent tweets contained "#influencermarketing", 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 2/15/2023 5:00:35 PM. The network was obtained from Twitter on Thursday, 16 February 2023 at 19:27 UTC.
The tweets in the network were tweeted over the 2294-day, 14-hour, 7-minute period from Friday, 04 November 2016 at 10:52 UTC to Thursday, 16 February 2023 at 00:59 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 : #influencermarketing
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:
[1540] #influencer,#influencermarketing [1171] #competition,#influencer [1131] #influencermarketing,#fridayfeeling [618] btc,eth [618] #fridayfeeling,baba [617] aapl,tsla [617] eth,bnb [616] bnb,aapl [616] baba,btc [615] tsla,spy Top Word Pairs in Tweet in G1:
[703] #influencer,#influencermarketing [398] #influencermarketing,#fridayfeeling [372] #competition,#influencer [367] #mondaymotivation,#tbt [365] #fridayfeeling,#mondaymotivation [332] #tbt,#traveltuesday [222] #traveltuesday,#vegan [194] #vegan,#fitness [164] influencer,marketing [89] facebook,instagram Top Word Pairs in Tweet in G2:
[292] marketing,#marketing [292] social,media [292] #influencermarketing,more [292] #famenet,#influencermarketing [292] influencers,marketing [292] right,social [292] #marketing,#famenet [292] media,influencers [292] finding,right [291] fameinfinity_,finding Top Word Pairs in Tweet in G3:
[75] #marketing,#digitalmarketing [65] #socialmediamarketing,#marketingtips [65] #digitalmarketing,#socialmediamarketing [65] #seotips,#marketing [64] #marketingtips,#contentmarketing [49] #seotools,#seotips [46] #tech,#influencermarketing [45] #organictraffic,#influencermarketing [45] #traveltuesday,#gadgets [45] #seoservices,#seoproblems Top Word Pairs in Tweet in G4:
[695] #competition,#influencer [665] #influencer,#influencermarketing [629] #influencermarketing,#fridayfeeling [617] #fridayfeeling,baba [617] btc,eth [616] aapl,tsla [616] eth,bnb [615] bnb,aapl [615] baba,btc [614] tsla,spy Top Word Pairs in Tweet in G5:
[58] project,users [58] without,imagine [58] fametive_io,rewards [58] users,buy [58] users,without [58] rewards,partners [58] partners,users [58] imagine,project [57] fametive_io,fametive_io Top Word Pairs in Tweet in G6:
[64] #influencerafrica,#influencermarketing [34] day,loveeee [34] special,message [34] loveeee,ve [34] #valswithia,day [34] ve,special [33] blue,miles [33] normal,twitter [33] chale,#influencerafrica [33] twitter,chale Top Word Pairs in Tweet in G7:
[20] #influencer,#influencermarketing [19] #influencermarketing,#vegan [18] ranks,top [18] optimized,ranks [18] done,#influencer [18] content,seo [18] drawing,expertise [18] top,search [18] click,link [18] project,done Top Word Pairs in Tweet in G8:
[17] social,media [6] attention,social [6] media,influencers [6] team,help [6] spread,word [6] onlyfans,creators [6] creators,join [6] influencers,onlyfans [6] help,spread [6] join,team Top Word Pairs in Tweet in G9:
[10] full,story [10] story,#influencermarketing [10] #influencermarketing,#influencer [10] read,full [4] viral,mean [4] going,viral [4] good,question [4] very,good [4] #deinfluencing,going [3] #influencers,todayshow's Top Word Pairs in Tweet in G10:
[25] influencer,marketing [23] johniezebest,influencer [21] authentic,relationship [21] much,influencer [21] influencer,job [21] relationship,between [21] beyond,cultivating [21] following,fostering [21] fostering,authentic [21] cultivating,following Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
Top Replied-To in G5:
Top Replied-To in G7:
Top Replied-To in G9:
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: