The graph represents a network of 4,174 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, 12 April 2020 at 11:27 UTC.
The requested start date was Sunday, 12 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, 39-minute period from Friday, 10 April 2020 at 17:45 UTC to Saturday, 11 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 : 4174
Unique Edges : 4286
Edges With Duplicates : 2402
Total Edges : 6688
Number of Edge Types : 4
Tweet : 2911
MentionsInRetweet : 2220
Mentions : 1509
Replies to : 48
Self-Loops : 2911
Reciprocated Vertex Pair Ratio : 0.0322477650063857
Reciprocated Edge Ratio : 0.0624806681101144
Connected Components : 1723
Single-Vertex Connected Components : 1151
Maximum Vertices in a Connected Component : 1150
Maximum Edges in a Connected Component : 2774
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 6.752887
Graph Density : 0.000185611497739536
Modularity : 0.565069
NodeXL Version : 1.0.1.430
Data Import : The graph represents a network of 4,174 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, 12 April 2020 at 11:27 UTC.
The requested start date was Sunday, 12 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, 39-minute period from Friday, 10 April 2020 at 17:45 UTC to Saturday, 11 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:
[198] social,media [191] #marketing,#business [142] #digitalmarketing,#marketing [121] digital,marketing [109] #sales,#marketing [108] #socialmedia,#marketing [100] #marketing,#socialmedia [97] #business,#marketing [96] #marketing,#digitalmarketing [91] covid,19 Top Word Pairs in Tweet in G1:
[54] #marketing,#sales [53] social,media [45] #sales,#marketing [43] digital,marketing [43] #digitalmarketing,#marketing [42] #business,#marketing [41] #marketing,#business [34] #marketing,#digitalmarketing [34] #socialmedia,#marketing [28] #marketing,#branding Top Word Pairs in Tweet in G2:
[26] #ai,#iot [21] link,gt [18] use,shampoo [18] shampoo,bottle [18] bottle,#covid19 [18] #covid19,period [18] period,ty [18] ty,startupselfieco [18] startupselfieco,enricomolinari [18] enricomolinari,#plasticfree Top Word Pairs in Tweet in G3:
[61] #zirigozagroup,#e [61] #e,commerce [61] commerce,#marketing [61] #marketing,#enkil [61] #enkil,#8020 [36] #marketing,#seo [25] #digitalmarketing,#marketing [21] digital,marketing [21] #zirigozagroup,#marketing [13] covid,19 Top Word Pairs in Tweet in G4:
[45] read,more [40] #marketing,#socialmedia [30] #digitalmarketing,#marketing [29] social,media [23] #socialmedia,#marketingdigital [20] digital,marketing [20] #seo,#smm [19] #marketing,#digitalmarketing [17] marketing,strategies [17] #smallbusiness,#smallbiz Top Word Pairs in Tweet in G5:
[11] wearearticulate,#marketing [6] social,media [6] #socialmedia,#marketing [6] ademolaabimbola,mauconline [5] #marketing,#videomarketing [5] #videomarketing,boardstudios [4] mauconline,#marketing [4] #marketing,#copywriting [4] search,michael [4] michael,reynolds Top Word Pairs in Tweet in G6:
[45] #socialmedia,#seo [44] #visualcontenting,#contentmarketing [44] #contentmarketing,#socialmedia [20] #marketing,#business [14] #digitalmarketing,#marketing [13] #speaking,#speakermarketing [13] #speakermarketing,#marketing [12] #marketing,#entrepreneur [12] #entrepreneur,#money [11] #smm,#socialmediamarketing Top Word Pairs in Tweet in G7:
[7] #socialmedia,#marketing [6] campagnes,#marketing [6] #marketing,#influence [6] #influence,réussies [6] réussies,inspirer [6] inspirer,votre [6] votre,prochaine [6] prochaine,campagne [5] #marketing,#onlinemarketing [5] #affiliatemarketing,#internetmarketing Top Word Pairs in Tweet in G8:
[93] #marketing,#business [72] #artificialintelligence,#machinelearning [67] #datascience,#bigdata [62] #bigdata,#marketing [45] #ian1,#iartg [45] #iartg,#asmsg [45] #asmsg,#author [45] #author,#amwriting [44] #retweet,#follow [44] #follow,#ian1 Top Word Pairs in Tweet in G9:
[28] #smm,#seo [27] social,media [27] media,platform [27] platform,best [27] best,#marketing [27] #marketing,#strategy [27] #strategy,#digitalmarketing [27] #digitalmarketing,hykeadvertising [27] hykeadvertising,#smm [19] grab,copy Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
Top Replied-To in G8:
Top Replied-To in G10:
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: