The graph represents a network of 3,933 Twitter users whose tweets in the requested range contained "#marketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 22 March 2020 at 11:53 UTC.
The requested start date was Sunday, 22 March 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 1-day, 2-hour, 24-minute period from Thursday, 19 March 2020 at 17:57 UTC to Friday, 20 March 2020 at 20:22 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 : 3933
Unique Edges : 3965
Edges With Duplicates : 2564
Total Edges : 6529
Number of Edge Types : 4
Mentions : 1311
Tweet : 2715
MentionsInRetweet : 2435
Replies to : 68
Self-Loops : 2715
Reciprocated Vertex Pair Ratio : 0.0300174520069808
Reciprocated Edge Ratio : 0.058285327007794
Connected Components : 1751
Single-Vertex Connected Components : 1188
Maximum Vertices in a Connected Component : 1059
Maximum Edges in a Connected Component : 3074
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 6.241733
Graph Density : 0.000190823454614539
Modularity : 0.539061
NodeXL Version : 1.0.1.427
Data Import : The graph represents a network of 3,933 Twitter users whose tweets in the requested range contained "#marketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 22 March 2020 at 11:53 UTC.
The requested start date was Sunday, 22 March 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 1-day, 2-hour, 24-minute period from Thursday, 19 March 2020 at 17:57 UTC to Friday, 20 March 2020 at 20:22 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 : GraphServerTwitterSearch
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:
[500] ryanglass4real,#entreprenuer [151] social,media [108] #digitalmarketing,#marketing [98] covid,19 [96] #marketing,#socialmedia [94] #marketing,#business [88] #marketing,#sales [86] #startup,#growthhacking [86] digital,marketing [81] #marketing,#seo Top Word Pairs in Tweet in G1:
[61] social,media [36] #business,#marketing [35] #marketing,#business [31] #marketing,#sales [30] #marketing,#socialmedia [28] #sales,#marketing [28] #socialmedia,#marketing [28] covid,19 [26] #digitalmarketing,#marketing [25] #marketing,#digitalmarketing Top Word Pairs in Tweet in G2:
[34] ty,mashable [34] mashable,enricomolinari [21] proud,ranked [21] #influencer,great [20] enricomolinari,#iot [19] great,colleagues [18] enricomolinari,#vr [16] cell,phone [16] phone,providers [16] providers,collect Top Word Pairs in Tweet in G3:
[462] ryanglass4real,#entreprenuer [79] #startup,#growthhacking [72] infographic,#digitalmarketing [72] #digitalmarketing,#growthhacking [66] #startup,#gro [62] #growthhacking,#business [60] #startup,#growthhacki [58] #entreprenuer,ways [53] #growthhacking,#st [50] 32,#marketing Top Word Pairs in Tweet in G4:
[63] #zirigozagroup,#e [63] #e,commerce [63] commerce,#marketing [62] #marketing,#enkil [62] #enkil,#8020 [61] #marketing,#seo [43] #digitalmarketing,#marketing [36] #zirigozagroup,#marketing [31] #marketing,#earn [31] #earn,#make Top Word Pairs in Tweet in G5:
[14] marketing,strategies [11] small,businesses [9] strategies,small [9] businesses,#marketing [8] major,marketing [7] ways,improve [7] improve,#seo [7] #seo,ranking [7] ranking,#content [7] #content,#searchengineoptimization Top Word Pairs in Tweet in G6:
[21] #marketing,#contentmarketing [19] #contentmarketing,#inboundmarketing [19] #inboundmarketing,#blog [18] #blog,#mktg [16] digital,marketing [15] #mktg,#socialmedia [14] #socialmedia,#socialmediamarketing [14] #socialmediamarketing,#smm [14] #smm,#growthhacking [14] #growthhacking,#website Top Word Pairs in Tweet in G7:
[8] #marketing,#digitalmarketing [6] #marketing,#digital [5] #contentmarketing,#marketing [5] #marketing,#marketingtips [5] #socialselling,#digitalselling [5] covid,19 [5] repost,#blog [5] #blog,#marketing [4] social,media [4] home,builder Top Word Pairs in Tweet in G8:
[73] #regtech,ume_kyd [70] award,#regtech [68] #fund,#distributors [68] #distributors,#network [68] #network,#fintech [62] #marketing,#luxembourg [32] #fintech,#marketing [23] #ai,#marketing [20] #fintech,#ai [18] #visualanalytics,award Top Word Pairs in Tweet in G9:
[7] #sales,#marketing [6] wearearticulate,#marketing [6] wearearticulate,mstibbe [4] #marketing,#sales [4] social,media [4] difference,between [4] #business,#startup [4] #startup,#smallbiz [4] #smallbiz,#finance [4] #finance,#entrepreneur Top Word Pairs in Tweet in G10:
[32] #retweet,#follow [32] #follow,#ian1 [32] #ian1,#iartg [32] #iartg,#asmsg [32] #asmsg,#author [32] #author,#amwriting [28] #amwriting,#mgwv [24] #mgwv,#motivation [13] #motivation,#blogger [13] #blogger,#blogging Top Replied-To in Entire Graph:
Top Replied-To in G4:
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: