The graph represents a network of 4,429 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, 26 April 2020 at 11:28 UTC.
The requested start date was Sunday, 26 April 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, 3-hour, 2-minute period from Thursday, 23 April 2020 at 18:21 UTC to Friday, 24 April 2020 at 21:24 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 : 4429
Unique Edges : 3167
Edges With Duplicates : 5453
Total Edges : 8620
Number of Edge Types : 5
Retweet : 1774
MentionsInRetweet : 2149
Mentions : 1622
Replies to : 58
Tweet : 3017
Self-Loops : 3200
Reciprocated Vertex Pair Ratio : 0.0310077519379845
Reciprocated Edge Ratio : 0.0601503759398496
Connected Components : 1934
Single-Vertex Connected Components : 1287
Maximum Vertices in a Connected Component : 1210
Maximum Edges in a Connected Component : 3936
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 7.936796
Graph Density : 0.000162760715437364
Modularity : 0.448861
NodeXL Version : 1.0.1.431
Data Import : The graph represents a network of 4,429 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, 26 April 2020 at 11:28 UTC.
The requested start date was Sunday, 26 April 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, 3-hour, 2-minute period from Thursday, 23 April 2020 at 18:21 UTC to Friday, 24 April 2020 at 21:24 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:
[159] social,media [136] #digitalmarketing,#marketing [120] #marketing,#business [112] #socialmedia,#marketing [108] #business,#marketing [104] digital,marketing [100] #marketing,#digitalmarketing [97] #sales,#marketing [92] covid,19 [81] commerce,#marketing Top Word Pairs in Tweet in G1:
[62] social,media [59] #sales,#marketing [48] #business,#marketing [42] #marketing,#business [40] #socialmedia,#marketing [38] #digitalmarketing,#marketing [38] #marketing,#advertising [35] #marketing,#socialmedia [31] #branding,#marketing [30] learn,more Top Word Pairs in Tweet in G2:
[30] passle,timothy_hughes [26] mashable,enricomolinari [24] ty,mashable [23] #ai,#iot [20] #ai,#marketing [19] enricomolinari,#ehealth [18] dlaignite,#socialselling [18] #socialselling,#digitalselling [18] sales,motion [18] motion,challenged Top Word Pairs in Tweet in G3:
[41] #contentmarketing,#socialmedia [40] gt,gt [39] #visualcontenting,#contentmarketing [39] #socialmedia,#seo [16] #socialmedia,#marketing [14] #marketing,#business [13] academic,inst [13] #media,#publicrelations [13] #publicrelations,services [13] services,more Top Word Pairs in Tweet in G4:
[79] #zirigozagroup,#e [79] #e,commerce [79] commerce,#marketing [79] #marketing,#enkil [79] #enkil,#8020 [29] #marketing,#seo [27] #zirigozagroup,#marketing [14] wearearticulate,#marketing [10] #love,#marketing [9] social,media Top Word Pairs in Tweet in G5:
[43] #machinelearning,#deeplearning [30] #bigdata,#datascience [29] iot,being [29] being,used [29] used,#infographics [29] #infographics,#ai [29] #ai,#machinelearning [29] #deeplearning,#bigdata [29] #datascience,#tech [29] #tech,#technology Top Word Pairs in Tweet in G6:
[10] social,media [6] digital,marketing [5] difference,between [5] between,digital [5] #marketing,#b2b [5] pleased,show [5] show,#socialelbies [5] #socialelbies,co [5] co,nnzinzasqo [5] nnzinzasqo,2019 Top Word Pairs in Tweet in G7:
[6] #socialselling,skills [5] looking,improve [5] improve,#socialselling [5] online,social [5] social,selling [5] selling,summit [4] skills,register [4] #business,#marketing [4] #socialmediamarketing,#smm [4] #marketing,#twittersmarter Top Word Pairs in Tweet in G8:
[54] happy,#friday [54] #friday,everyone [54] everyone,excited [54] excited,bring [54] bring,next [54] next,edition [54] edition,monthly [54] monthly,#marketing [54] #marketing,#updates [53] vergecurrency,happy Top Word Pairs in Tweet in G9:
[23] #digitalmarketing,#marketing [13] #marketing,#seo [8] bhaines0,ron_miller [8] ron_miller,rwang0 [8] rwang0,googlecloud [8] googlecloud,gcpcloud [8] gcpcloud,google [8] google,siliconangle [8] siliconangle,mike_wheatley [7] sejournal,#digitalmarketing Top Word Pairs in Tweet in G10:
[9] #ccpa,#gdpr [9] #gdpr,first [9] first,laws [9] laws,come [9] come,books [9] books,impact [9] impact,marketers [9] marketers,work [6] ama_marketing,#marketing [5] #marketing,#sales 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 G7:
Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
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Top Mentioned in G5:
Top Mentioned in G6:
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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: