The graph represents a network of 4,384 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, 10 November 2019 at 11:10 UTC.
The requested start date was Sunday, 10 November 2019 at 01:01 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 2-day, 1-hour, 48-minute period from Thursday, 07 November 2019 at 17:41 UTC to Saturday, 09 November 2019 at 19:29 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 : 4384
Unique Edges : 4158
Edges With Duplicates : 2665
Total Edges : 6823
Number of Edge Types : 3
Tweet : 3308
Mentions : 3481
Replies to : 34
Self-Loops : 3308
Reciprocated Vertex Pair Ratio : 0.0187994722955145
Reciprocated Edge Ratio : 0.0369051472968598
Connected Components : 1951
Single-Vertex Connected Components : 1250
Maximum Vertices in a Connected Component : 1020
Maximum Edges in a Connected Component : 2490
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.372929
Graph Density : 0.000160759220678434
Modularity : 0.549728
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 4,384 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, 10 November 2019 at 11:10 UTC.
The requested start date was Sunday, 10 November 2019 at 01:01 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 2-day, 1-hour, 48-minute period from Thursday, 07 November 2019 at 17:41 UTC to Saturday, 09 November 2019 at 19:29 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 : Followers
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[212] social,media [201] check,out [168] #digitalmarketing,#marketing [141] #sales,#marketing [141] #marketing,#digitalmarketing [133] #marketing,#business [128] gt,gt [117] #marketing,#seo [114] #socialmedia,#marketing [111] #socialmedia,#socialmediamarketing Top Word Pairs in Tweet in G1:
[96] link,bio [91] social,media [75] check,out [66] click,link [47] #socialmedia,#marketing [43] #sales,#marketing [40] #marketing,#socialmedia [37] #marketing,job [34] #business,#marketing [33] t,co Top Word Pairs in Tweet in G2:
[31] ty,mashable [31] mashable,enricomolinari [23] #ml,#dl [22] ty,wef [22] wef,enricomolinari [21] #tech,#technology [21] #retailtech,#marketing [19] google's,#ai [19] #ai,created [19] created,baby Top Word Pairs in Tweet in G3:
[30] #marketing,#digitalmarketing [23] #digital,#marketing [18] #digitalmarketing,#marketing [14] #socialmedia,#marketing [13] #timtalk,ccpa [13] ccpa,gdpr [13] gdpr,mean [13] mean,modern [13] modern,marketer [12] #marketing,#marketingtips Top Word Pairs in Tweet in G4:
[65] #socialmedia,#socialmediamarketing [39] #contentmarketing,#socialmedia [38] #visualcontenting,#contentmarketing [38] #socialmedia,#seo [29] #digitalmarketing,#contentmarketing [27] #marketing,#contentmarketing [25] #startup,#seo [25] #ecommerce,#marketing [25] #blogging,#infographic [24] #growthhacking,#startup Top Word Pairs in Tweet in G5:
[13] #leadership,#marketing [11] donâ,t [9] ðÿ,donâ [9] #marketing,#branding [8] #b2b,#businessdevelopment [7] #infographic,#visual [7] #socialmedia,#socialmediamarketing [7] ldrbrnd,ðÿ [7] more,ðÿ [6] #ldrbrnd,#leadership Top Word Pairs in Tweet in G6:
[36] #digitalmarketing,#marketing [35] #marketing,#seo [10] marketingland,#digitalmarketing [8] sejournal,#digitalmarketing [7] martechseries,#marketing [6] european,antitrust [6] antitrust,chief [6] chief,google [6] google,s [6] s,auction Top Word Pairs in Tweet in G7:
[4] #marketing,accounts [3] abandon,#facebook [3] #facebook,#marketing [3] #marketing,getting [3] getting,enough [3] enough,engagement [3] engagement,ask [3] ask,thought [3] thought,provoking [3] provoking,questions Top Word Pairs in Tweet in G8:
[35] real,estate [24] #marketing,#business [22] #artificialintelligence,#machinelearning [20] #machinelearning,#deeplearning [17] #business,#marketing [15] agents,investors [12] estate,agents [12] #industry40,#artificialintelligence [12] #deeplearning,#datascience [12] #datascience,#bigdata Top Word Pairs in Tweet in G9:
[13] #digitalmarketing,#marketing [12] #digitalmarketing,#onlinemarketing [12] ðÿ,ðÿ [10] nomiscom,webdesign [10] webdesign,nomiscom_wd [8] #seo,#ppc [8] ðÿ,#confidence [8] #confidence,#digital [8] #digital,#digitalmarketing [8] #marketing,#marketingtips Top Word Pairs in Tweet in G10:
[11] social,media [6] account,based [5] veronica_jarski,agorapulse [4] #marketing,#socialmedia [4] #socialmedia,veronica_jarski [4] encourage,employees [4] employees,share [4] share,company [4] company,social [4] media,watch Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G9:
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: