The graph represents a network of 10,793 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, 24 June 2021 at 14:43 UTC.
The tweets in the network were tweeted over the 1-day, 4-hour, 29-minute period from Wednesday, 23 June 2021 at 08:18 UTC to Thursday, 24 June 2021 at 12:47 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 : 10793
Unique Edges : 13642
Edges With Duplicates : 11524
Total Edges : 25166
Number of Edge Types : 5
Tweet : 9587
Retweet : 7670
MentionsInRetweet : 4478
Mentions : 3177
Replies to : 254
Self-Loops : 10138
Reciprocated Vertex Pair Ratio : 0.0387120447665352
Reciprocated Edge Ratio : 0.0745385498542789
Connected Components : 4413
Single-Vertex Connected Components : 3195
Maximum Vertices in a Connected Component : 3873
Maximum Edges in a Connected Component : 15692
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.13323
Graph Density : 9.72114438448389E-05
Modularity : 0.48011
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 10,793 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, 24 June 2021 at 14:43 UTC.
The tweets in the network were tweeted over the 1-day, 4-hour, 29-minute period from Wednesday, 23 June 2021 at 08:18 UTC to Thursday, 24 June 2021 at 12:47 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:
[883] social,media [719] #apple,#vr [686] #javascript,#python [682] #python,#apple [660] #100daysofcode,#javascript [655] #digitalmarketing,#marketing [644] #vr,#microsoft [581] #microsoft,#linux [540] #marketing,#digitalmarketing [481] #marketing,#socialmediamarketing Top Word Pairs in Tweet in G1:
[207] social,media [136] #marketing,#business [126] #digitalmarketing,#marketing [117] #marketing,#digitalmarketing [117] digital,marketing [114] #socialmedia,#marketing [114] #business,#marketing [89] #marketing,#socialmedia [84] #sales,#marketing [84] #marketing,#branding Top Word Pairs in Tweet in G2:
[257] #fintech,#finserv [239] #finserv,#insurtech [226] #banking,#fintech [215] #vc,#blockchain [205] mashable,enricomolinari [201] #insurtech,#proptech [198] #neobanks,#vc [170] #blockchain,#govtech [142] #ai,#iot [137] #smartcities,#esg Top Word Pairs in Tweet in G3:
[106] link,bio [79] click,link [66] thermo,fisher [65] fisher,scientific [53] bio,apply [32] #marketing,job [28] apply,job [27] social,media [26] #digitalmarketing,#marketing [26] #marketing,#business Top Word Pairs in Tweet in G4:
[28] social,media [27] #marketing,#digitalmarketing [25] feng,shui [24] #socialmedia,#marketing [20] #digitalmarketing,#marketing [18] digital,marketing [17] #seo,#marketing [17] #blogging,#marketing [16] #marketing,#branding [13] #socialmedia,#contentmarketing Top Word Pairs in Tweet in G5:
[72] gt,gt [63] #digitalmarketing,#marketing [54] artificial,intelligence [48] #digital,#marketing [43] #marketing,#digitalmarketing [42] social,media [40] #digitalmarketing,#digital [39] #marketing,#business [33] #contentmarketing,#marketing [25] #ai,#marketing Top Word Pairs in Tweet in G6:
[100] #indiegame,#gamedev [100] #gamedev,#indiedev [62] game,day [62] day,share [62] share,game [62] game,using [62] using,links [62] links,site [62] site,earn [62] earn,200 Top Word Pairs in Tweet in G7:
[96] #business,#marketing [62] #marketing,video [56] #digitalmarketing,#affiliate [56] #affiliate,#business [56] #marketing,#makemoneyonline [56] #makemoneyonline,#entrepreneur [56] #entrepreneur,#affiliatemarketingtips [56] #affiliatemarketingtips,#onlinebusiness [56] #onlinebusiness,#affiliatemarketer [56] #affiliatemarketer,#money Top Word Pairs in Tweet in G8:
[580] #apple,#vr [555] #python,#apple [554] #javascript,#python [537] #100daysofcode,#javascript [524] #vr,#microsoft [472] #microsoft,#linux [341] domain,sale [312] #media,#news [307] #marketing,#media [237] listed,sale Top Word Pairs in Tweet in G9:
[125] #entrepreneur,#business [119] make,money [115] click,link [113] #affiliate,#marketing [113] #marketing,#entrepreneur [112] #affiliatemarketing,#money [111] money,fast [111] fast,online [111] online,started [111] started,right Top Word Pairs in Tweet in G10:
[232] social,media [229] world,social [229] media,forum [229] forum,22 [229] 22,23 [229] 23,09 [229] 09,2021 [229] 2021,save [229] save,date [229] date,save Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G9:
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: