The graph represents a network of 6,744 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 Wednesday, 02 June 2021 at 22:02 UTC.
The requested start date was Wednesday, 02 June 2021 at 14:40 UTC and the maximum number of tweets (going backward in time) was 10,000.
The tweets in the network were tweeted over the 3-day, 2-hour, 18-minute period from Saturday, 29 May 2021 at 17:34 UTC to Tuesday, 01 June 2021 at 19:52 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 : 6744
Unique Edges : 4734
Edges With Duplicates : 12233
Total Edges : 16967
Number of Edge Types : 5
Tweet : 5543
Retweet : 4045
MentionsInRetweet : 4906
Mentions : 2316
Replies to : 157
Self-Loops : 5928
Reciprocated Vertex Pair Ratio : 0.0223290965304019
Reciprocated Edge Ratio : 0.0436827956989247
Connected Components : 2542
Single-Vertex Connected Components : 1771
Maximum Vertices in a Connected Component : 2407
Maximum Edges in a Connected Component : 10166
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.35619
Graph Density : 0.000130885700367799
Modularity : 0.398007
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 6,744 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 Wednesday, 02 June 2021 at 22:02 UTC.
The requested start date was Wednesday, 02 June 2021 at 14:40 UTC and the maximum number of tweets (going backward in time) was 10,000.
The tweets in the network were tweeted over the 3-day, 2-hour, 18-minute period from Saturday, 29 May 2021 at 17:34 UTC to Tuesday, 01 June 2021 at 19:52 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 : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[389] social,media [241] #marketing,#digitalmarketing [236] #digitalmarketing,#marketing [202] #marketing,#seo [198] #business,#marketing [194] drop,handles [194] handles,follow [186] #digital,#marketing [181] #marketing,#business [181] #sem,#smm Top Word Pairs in Tweet in G1:
[118] social,media [68] #marketing,#business [68] #marketing,#digitalmarketing [64] #marketing,#socialmedia [56] #business,#marketing [55] #marketing,#branding [51] #socialmedia,#marketing [51] #digitalmarketing,#marketing [51] #marketing,#seo [47] #sales,#marketing Top Word Pairs in Tweet in G2:
[110] mashable,enricomolinari [84] #digitalmarketing,#marketing [67] #marketing,#digitalmarketing [64] enricomolinari,#bigdata [63] #fintech,#finserv [56] digital,marketing [47] #finserv,#insurtech [41] social,media [39] #banking,#fintech [35] #insurtech,#proptech Top Word Pairs in Tweet in G3:
[54] media,congratulates [53] inkspell,media [52] awards,2021 [51] #business,#marketing [51] #marketing,#videomarketing [50] #winners,#videomedia [49] winning,best [44] #marketing,#contentmarketing [40] #socialmedia,#socialmediamarketing [39] #marketing,#sales Top Word Pairs in Tweet in G4:
[140] #zirigozagroup,#e [140] #e,commerce [140] commerce,#marketing [140] #marketing,#enkil [140] #enkil,es [140] es,#8020 [80] #digital,#marketing [77] #marketing,#seo [72] #digitalmarketing,#digital [47] #zirigozagroup,#marketing Top Word Pairs in Tweet in G5:
[28] #tech,#marketing [26] #marketing,#technews [23] #nursing,#essay [22] #business,law [22] law,#math [22] #math,#algebra [22] #algebra,#calculus [22] #calculus,#statistics [22] #statistics,#biology [22] #biology,#nursing Top Word Pairs in Tweet in G6:
[133] link,bio [91] click,link [74] #marketing,job [48] thermo,fisher [45] fisher,scientific [45] bio,apply [35] jobs,like [30] great,fit [27] fit,click [25] job,like Top Word Pairs in Tweet in G7:
[192] drop,handles [192] handles,follow [179] #sem,#smm [171] #smm,#follow [170] #seo,#sem [166] rajmarket_raj,#seo [161] #follow,#bazar [135] #bazar,#riogle [131] #riogle,#diogle [112] #diogle,#giogle Top Word Pairs in Tweet in G8:
[69] #math,#chem [68] #paper,write [68] write,#english [68] #paper,pay [67] super,game [67] game,talk [67] talk,video [67] video,alpha [67] alpha,#1 [67] #1,indie Top Word Pairs in Tweet in G9:
[18] social,media [13] #socialmedia,#marketing [8] #marketing,#socialmedia [8] b2b,marketers [8] marketers,generate [8] generate,social [8] media,engagement [8] engagement,#businesstobusiness [8] #businesstobusiness,#b2b [8] #b2b,#business Top Word Pairs in Tweet in G10:
[84] check,alexandra [84] alexandra,watkins [84] watkins,eatmywords [84] eatmywords,guest [84] guest,#thisweekwithsabir [84] #thisweekwithsabir,discussing [84] discussing,deep [84] deep,expert [83] sabirs,check [11] think,best Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: