The graph represents a network of 4,355 Twitter users whose recent tweets contained "influencermarketing OR #influencermarketing", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 22 November 2019 at 13:02 UTC.
The tweets in the network were tweeted over the 9-day, 5-hour, 41-minute period from Wednesday, 13 November 2019 at 06:27 UTC to Friday, 22 November 2019 at 12:08 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
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.
Vertices : 4355
Unique Edges : 8570
Edges With Duplicates : 18883
Total Edges : 27453
Number of Edge Types : 4
Mentions : 20009
Retweet : 4003
Tweet : 2929
Replies to : 512
Self-Loops : 3128
Reciprocated Vertex Pair Ratio : 0.0397531863240947
Reciprocated Edge Ratio : 0.0764665823523689
Connected Components : 994
Single-Vertex Connected Components : 642
Maximum Vertices in a Connected Component : 2478
Maximum Edges in a Connected Component : 24552
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.801322
Graph Density : 0.000542093602514968
Modularity : 0.327893
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,355 Twitter users whose recent tweets contained "influencermarketing OR #influencermarketing", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 22 November 2019 at 13:02 UTC.
The tweets in the network were tweeted over the 9-day, 5-hour, 41-minute period from Wednesday, 13 November 2019 at 06:27 UTC to Friday, 22 November 2019 at 12:08 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch
Graph Term : influencermarketing OR #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 : Followers
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[820] influencer,marketing [598] #influencers,#influencermarketing [590] #influencerpromotion,#topcasestudy [477] #martech,#influencermarketing [465] #marketing,#digitalmarketing [463] #yourmustread,#influencerpromotion [459] #digitalmarketing,#contentmarketing [444] #marketing,#influencermarketing [444] #digitalmarketing,#socialmedia [426] #influencermarketing,#blogging Top Word Pairs in Tweet in G1:
[173] influencer,marketing [65] social,media [55] #influencer,#influencermarketing [44] #influencers,#influencermarketing [36] gt,gt [35] #influencermarketing,#influencer [28] check,out [25] #influencermarketing,#marketing [24] #influencer,#marketing [21] #influencermarketing,#showmb Top Word Pairs in Tweet in G2:
[377] #marketing,#digitalmarketing [375] #martech,#influencermarketing [373] #b2b,#marketing [372] #digitalmarketing,#socialmedia [372] #socialmedia,#martech [365] #socialmediamarketing,#cmo [365] #cmo,#smm [364] #smm,#contentmarketing [355] #influencermarketing,#advertising [355] #advertising,#socialmediamarketing Top Word Pairs in Tweet in G3:
[313] #influencermarketing,#entrepreneur [295] #influencermarketing,#blogging [279] #marketing,#influencermarketing [279] #seo,#smm [274] #onlinemarketing,#influencermarketing [270] #socialbookmarking,#seo [270] #seo,#backlinks [270] #entrepreneur,#trending [270] #trending,#influencer [270] #influencer,#competition Top Word Pairs in Tweet in G4:
[63] #digitalmarketing,#contentmarketing [58] influencer,marketing [56] #influencermarketing,#contentmarketing [47] #influencermarketing,#smm [45] #digitalmarketing,#onlinemarketing [39] #contentmarketing,#digitalmarketing [38] right,#influencer [35] #influencermarketing,campaign [35] #content,#contentmarketing [35] social,media Top Word Pairs in Tweet in G5:
[576] #influencerpromotion,#topcasestudy [453] #yourmustread,#influencerpromotion [451] #influencers,#influencermarketing [364] #topcasestudy,#cybersecurity [360] #custserv,#ai [342] #brest,#paris [327] #cybersecurity,#knowledge [312] #womenintech,#technology [269] #fintech,#custserv [237] #paris,#womenintech Top Word Pairs in Tweet in G6:
[155] scott,hefti [155] hefti,havenlust [155] havenlust,#art [155] #art,#travel [155] #socialmediamarketing,#branding [146] #me,#we [129] focus,social [129] social,social [129] social,jay [129] jay,baer Top Word Pairs in Tweet in G7:
[21] influencer,marketing [7] adweek,#influencermarketing [7] social,media [7] hiding,likes [6] த,த [6] க,க [6] check,out [5] #influencermarketing,#marketingdigital [5] #influencers,#influencermarketing [5] fake,followers Top Word Pairs in Tweet in G8:
[27] influencer,marketing [19] one,50 [19] 50,experts [19] experts,defining [19] defining,#socialmediatrends [19] #socialmediatrends,2020 [19] 2020,discover [19] discover,rest [19] rest,here [19] here,#talkwalkertrends Top Word Pairs in Tweet in G9:
[136] #socialmedia,#influencermarketing [134] #marketing,#socialmedia [132] #advertising,newswire [120] #marketing,news [118] #socialmedia,#advertising [118] #advertising,#influencermarketing [12] newswire,facebook [12] influencers,generate [12] generate,massive [12] massive,emotional Top Word Pairs in Tweet in G10:
[81] love,see [81] see,great [81] great,youtubers [81] youtubers,collaborating [81] collaborating,channel [81] channel,collaboration [81] collaboration,s [81] s,even [81] even,more [81] more,special Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G7:
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: