The graph represents a network of 5,108 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, 29 May 2022 at 13:23 UTC.
The requested start date was Sunday, 29 May 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 2-hour, 43-minute period from Thursday, 26 May 2022 at 17:02 UTC to Saturday, 28 May 2022 at 19:46 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 : 5108
Unique Edges : 3658
Edges With Duplicates : 9495
Total Edges : 13153
Number of Edge Types : 5
Tweet : 4366
Mentions : 1914
Retweet : 3121
MentionsInRetweet : 3651
Replies to : 101
Self-Loops : 4731
Reciprocated Vertex Pair Ratio : 0.0248767894860361
Reciprocated Edge Ratio : 0.0485459125257614
Connected Components : 2087
Single-Vertex Connected Components : 1460
Maximum Vertices in a Connected Component : 1667
Maximum Edges in a Connected Component : 7543
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.261797
Graph Density : 0.000167404236879717
Modularity : 0.391358
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 5,108 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, 29 May 2022 at 13:23 UTC.
The requested start date was Sunday, 29 May 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 2-hour, 43-minute period from Thursday, 26 May 2022 at 17:02 UTC to Saturday, 28 May 2022 at 19:46 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:
[294] social,media [230] #digitalmarketing,#marketing [208] learn,more [206] digital,marketing [185] #marketing,#digitalmarketing [163] #business,#marketing [150] #marketing,#seo [145] #marketing,#business [136] #socialmedia,#marketing [123] #digital,#marketing Top Word Pairs in Tweet in G1:
[92] social,media [84] #marketing,#business [68] #france,#europe [66] #business,#marketing [65] #marketing,#seo [64] #seo,#marketing [62] #marketing,#digitalmarketing [61] digital,marketing [60] #socialmedia,#marketing [59] #europe,#blog Top Word Pairs in Tweet in G2:
[70] #datascience,#bigdata [61] #iot,#iiot [61] #javascript,#reactjs [61] #reactjs,#wordpress [61] #wordpress,#security [61] #security,#defi [60] #python,#iot [59] #iiot,#pytorch [51] #finserv,#marketing [49] #flutter,#100daysofcode Top Word Pairs in Tweet in G3:
[75] #digital,#marketing [59] #digitalmarketing,#digital [31] #domainsforsale,#domainname [31] #domainname,#domainnames [30] #startup,#startups [29] #brands,#marketing [29] #marketing,#tech [22] #digitalmarketing,#marketing [21] digital,marketing [21] video,#digitalmarketing Top Word Pairs in Tweet in G4:
[17] #marketing,#management [11] social,media [11] #research,#marketing [9] #business,#marketing [8] #seo,#marketing [7] email,marketing [7] #marketing,#marketingdigital [7] dm,whatsapp [7] whatsapp,272 [7] 272,666 Top Word Pairs in Tweet in G5:
[43] #startups,#startup [38] #business,#marketing [36] #realestate,agents [36] #marketing,#sales [36] template,#digitalmarketing [35] agents,#investors [34] presentation,template [33] #marketing,#seo [32] #socialmedia,#socialmediamarketing [31] #marketing,#inspiration Top Word Pairs in Tweet in G6:
[34] #digitalmarketing,#marketing [28] #marketing,#digitalmarketing [27] social,media [18] digital,marketing [18] #webdesign,#website [16] binge,listen [16] listen,episodes [16] episodes,sweet [16] sweet,bytes [16] bytes,sandra Top Word Pairs in Tweet in G7:
[50] #digitalmarketing,#marketing [24] sale,ongoing [22] hire,#seo [21] #seo,#digitalmarketing [21] #marketing,#fiverr [21] #fiverr,#gigs [20] registrations,left [16] #marketing,#digitalmarketing [15] #sales,#marketing [14] #marketing,#smallbusiness Top Word Pairs in Tweet in G8:
[128] learn,more [54] #rbxs,#rbxsamurai [51] fatemeh_rbxs,puli [47] #rbx,#rbxsamurai [47] strategic,consulting [43] #rbxs,#rbx [42] #rbxsamurai,#crypto [40] #marketing,#rbxs [34] consulting,rbxs [32] digital,marketing Top Word Pairs in Tweet in G9:
[46] #strategy,#competitiveintelligence [42] #competitiveintelligence,#marketing [29] website,social [29] social,channels [25] check,official [25] official,website [18] gene,therapy [15] fiercebiotech,#strategy [12] #pharmaceutical,#pharma [12] #marketing,#pharma Top Word Pairs in Tweet in G10:
[10] #pairm,#pairm_technology [10] #pairm_technology,#technology_of_future [10] #technology_of_future,#digitalmarketingservices [10] #digitalmarketingservices,#webdevelopement [10] #webdevelopement,#seoservice [9] email,marketing [9] #seoservice,#digitalmarketing [9] #digitalmarketing,#marketing [9] #marketing,#socialmediamarketing [9] #socialmediamarketing,#socialmedia Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G3:
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Top Tweeters in G5:
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Top Tweeters in G10: