The graph represents a network of 12,064 Twitter users whose recent tweets contained "#marketing", 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 Wednesday, 13 November 2019 at 09:10 UTC.
The tweets in the network were tweeted over the 23-hour, 9-minute period from Tuesday, 12 November 2019 at 08:17 UTC to Wednesday, 13 November 2019 at 07:26 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.
Author Description
Vertices : 12064
Unique Edges : 15513
Edges With Duplicates : 10744
Total Edges : 26257
Self-Loops : 10471
Reciprocated Vertex Pair Ratio : 0.0294695481335953
Reciprocated Edge Ratio : 0.0572519083969466
Connected Components : 4870
Single-Vertex Connected Components : 3328
Maximum Vertices in a Connected Component : 3799
Maximum Edges in a Connected Component : 14429
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 6.555713
Graph Density : 9.00170216003471E-05
Modularity : 0.531443
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 12,064 Twitter users whose recent tweets contained "#marketing", 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 Wednesday, 13 November 2019 at 09:10 UTC.
The tweets in the network were tweeted over the 23-hour, 9-minute period from Tuesday, 12 November 2019 at 08:17 UTC to Wednesday, 13 November 2019 at 07:26 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 : #marketing
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
Vertex Alpha : Followers
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[952] gt,gt [792] social,media [556] #digitalmarketing,#marketing [533] #marketing,#business [521] #marketing,#seo [518] #business,#marketing [465] #marketing,#digitalmarketing [442] #socialmedia,#marketing [439] #marketing,#sales [384] check,out Top Word Pairs in Tweet in G1:
[191] social,media [153] check,out [133] #marketing,#business [130] #marketing,#sales [130] #socialmedia,#marketing [126] #business,#marketing [106] #marketing,#socialmedia [96] #digitalmarketing,#marketing [94] #marketing,#digitalmarketing [78] https,t Top Word Pairs in Tweet in G2:
[222] #digitalmarketing,#onlinemarketing [195] #business,#marketing [164] social,media [164] #seotools,#seotips [162] #onlinemarketing,#seotools [126] #seotips,#business [121] #digitalmarketing,#marketing [121] click,here [110] #socialmediamarketing,#socialmedia [93] #seo,#digitalmarketing Top Word Pairs in Tweet in G3:
[73] #martech,#marketing [72] water,taxis [72] taxis,make [72] make,moving [72] moving,around [72] around,cities [72] cities,easier [72] easier,ty [72] ty,mashable [72] mashable,enricomolinari Top Word Pairs in Tweet in G4:
[318] #marketing,#seo [197] #zirigozagroup,#e [197] #e,commerce [197] commerce,#marketing [197] #marketing,#enkil [197] #enkil,#8020 [175] #digitalmarketing,#marketing [122] #zirigozagroup,#marketing [56] #seo,#b2b [43] #business,#entrepreneur Top Word Pairs in Tweet in G5:
[65] #marketing,#socialmedia [54] #digitalmarketing,#marketing [51] #smaas,#socialmediaasaservice [51] #socialmediaasaservice,#marketing [46] #marketing,#seo [39] #seo,#wordpress [29] #marketing,#advertising [27] check,out [25] social,media [24] #seo,#marketing Top Word Pairs in Tweet in G6:
[255] #infographic,follow [181] #defstar5,#mpgvip [163] #seo,#smm [162] #smm,#seo [143] #marketing,#contentmarketing [127] #startup,#growthhacking [124] #growthhacking,#business [124] #digitalmarketing,#marketingstrategy [123] #business,#entrepreneur [122] #business,#digitalmarketing Top Word Pairs in Tweet in G7:
[136] marketing,techniques [136] techniques,animal [136] animal,industry [136] industry,use [136] use,fool [136] fool,consumers [136] consumers,supporting [136] supporting,systemised [136] systemised,cruelty [136] cruelty,massive Top Word Pairs in Tweet in G8:
[150] #médiasanshaine,#publicitéethique [140] à,jour [140] #brandsafety,#marketing [140] #marketing,#médiasanshaine [81] parfois,vie [81] vie,va [81] va,vite [81] vite,voici [81] voici,donc [81] donc,vidéo Top Word Pairs in Tweet in G9:
[18] social,media [17] les,marketeurs [14] nomiscom,webdesign [14] #marketing,#digital [13] repost,#blog [13] #blog,#marketing [13] pour,les [12] webdesign,nomiscom_wd [11] #socialmedia,#marketing [11] sont,les Top Word Pairs in Tweet in G10:
[118] #visualcontenting,#contentmarketing [118] #contentmarketing,#socialmedia [118] #socialmedia,#seo [83] #blogger,#blogging [81] #ian1,#iartg [81] #iartg,#asmsg [81] #asmsg,#author [81] #author,#amwriting [81] #amwriting,#mgwv [81] #mgwv,#motivation 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 G6:
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 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: