The graph represents a network of 11,645 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 Thursday, 10 September 2020 at 18:47 UTC.
The tweets in the network were tweeted over the 1-day, 3-hour, 16-minute period from Wednesday, 09 September 2020 at 13:08 UTC to Thursday, 10 September 2020 at 16:25 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 : 11645
Unique Edges : 13922
Edges With Duplicates : 12811
Total Edges : 26733
Number of Edge Types : 5
MentionsInRetweet : 5606
Mentions : 4404
Retweet : 6863
Tweet : 9555
Replies to : 305
Self-Loops : 10085
Reciprocated Vertex Pair Ratio : 0.0386469118172081
Reciprocated Edge Ratio : 0.074417805276274
Connected Components : 5129
Single-Vertex Connected Components : 3641
Maximum Vertices in a Connected Component : 3212
Maximum Edges in a Connected Component : 14516
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.20522
Graph Density : 8.5822141006139E-05
Modularity : 0.483591
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 11,645 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 Thursday, 10 September 2020 at 18:47 UTC.
The tweets in the network were tweeted over the 1-day, 3-hour, 16-minute period from Wednesday, 09 September 2020 at 13:08 UTC to Thursday, 10 September 2020 at 16:25 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 : Betweenness Centrality
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[1241] #marketing,#sales [1088] #business,#digitalmarketing [1065] #startup,#growthhacking [1061] #mpgvip,#defstar5 [1040] #digitalmarketing,#marketingstrategy [1028] #defstar5,#makeyourownlane [1027] #marketer,#marketing [1026] #sales,#analytics [1025] #growthhacking,#business [1025] #marketingstrategy,#mpgvip Top Word Pairs in Tweet in G1:
[226] social,media [147] #socialmedia,#marketing [130] #digitalmarketing,#marketing [129] #marketing,#digitalmarketing [128] #marketing,#seo [123] #business,#marketing [114] #research,paper [111] #marketing,#socialmedia [97] #marketing,#branding [97] #marketing,#physics Top Word Pairs in Tweet in G2:
[423] charlesfrize,ageless_2u [423] ageless_2u,#growthhacking [423] #growthhacking,#onlineadvertising [423] #onlineadvertising,#digitalmarketing [423] #digitalmarketing,#onlinemarketingghana [423] #onlinemarketingghana,#digitalmarketingservices [423] #digitalmarketingservices,#onlinemarketingtopeurope [421] #onlinemarketingtopeurope,#marketing [338] #frizemedia,charlesfrize [233] #digital,#marketing Top Word Pairs in Tweet in G3:
[172] #digitalmarketing,#marketing [160] xbond49,psb_dc [160] nigewillson,paula_piccard [160] paula_piccard,ipfconline1 [160] ipfconline1,pierrepinna [159] #machinelearning,#deeplearning [159] #deeplearning,#datascience [158] pierrepinna,nicochan33 [157] #datascience,#fintech [154] psb_dc,jblefevre60 Top Word Pairs in Tweet in G4:
[881] #mpgvip,#defstar5 [851] #business,#digitalmarketing [851] #defstar5,#makeyourownlane [848] #startup,#growthhacking [848] #growthhacking,#business [848] #digitalmarketing,#marketingstrategy [848] #marketingstrategy,#mpgvip [848] #makeyourownlane,#marketer [848] #marketer,#marketing [848] #marketing,#sales Top Word Pairs in Tweet in G5:
[144] #contentmarketing,#socialmedia [140] #visualcontenting,#contentmarketing [140] #socialmedia,#seo [136] #tech,#technology [136] #technology,#marketing [135] #marketing,#b2b [73] #b2b,#salestech [73] #salestech,#salestechnology [73] #salestechnology,#sales [63] #b2b,#sales Top Word Pairs in Tweet in G6:
[18] social,media [15] wearearticulate,#marketing [13] read,more [12] #affiliatemarketing,#marketing [12] #marketing,#networking [8] small,business [7] #seo,#marketing [7] #marketing,#digitalmarketing [7] #networking,#likes [7] check,webtalk's Top Word Pairs in Tweet in G7:
[18] #marketing,#womenwhocode [17] #marketing,#podcast [16] #womenwhocode,#design [15] sgh_rts,blazedrts [13] #jk,#100daysofcode [13] #sales,#marketing [12] click,link [12] link,streamacademyrt [12] streamacademyrt,smallstreamersr [12] smallstreamersr,sgh_rts Top Word Pairs in Tweet in G8:
[11] #virtualmartech,#themartechsummit [10] #socialmedia,#marketing [10] #themartechsummit,#martechasia [10] #martechasia,#marketing [9] #marketing,#pr [8] customer,engagement [7] #custexp,#cx [6] cx,journey [6] #marketing,#digitalmarketing [6] #inbound,#marketing Top Word Pairs in Tweet in G9:
[66] still,remember [66] remember,brand [66] brand,manager [66] manager,used [66] used,write [66] write,20 [66] 20,adv [66] adv,briefs [66] briefs,proud [66] proud,complete Top Word Pairs in Tweet in G10:
[14] #smallbiz,#marketing [10] #marketing,#socialmedia [10] #trending,#marketing [10] #marketing,#africatweetchat [10] #africatweetchat,featuring [10] africatweetchat,dd_invest [9] #marketing,#twittersmarter [9] #twittersmarter,featuring [9] madalynsklar,dd_invest [9] #marketing,#wordpress 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 G5:
Top Replied-To in G7:
Top Replied-To in G8:
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: