The graph represents a network of 4,256 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, 24 April 2022 at 13:27 UTC.
The requested start date was Sunday, 24 April 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, 1-hour, 51-minute period from Thursday, 21 April 2022 at 17:54 UTC to Saturday, 23 April 2022 at 19:45 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 : 4256
Unique Edges : 3585
Edges With Duplicates : 10848
Total Edges : 14433
Number of Edge Types : 5
Replies to : 424
Tweet : 3595
Retweet : 3827
MentionsInRetweet : 5045
Mentions : 1542
Self-Loops : 3919
Reciprocated Vertex Pair Ratio : 0.0253576072821847
Reciprocated Edge Ratio : 0.0494610019023462
Connected Components : 1466
Single-Vertex Connected Components : 984
Maximum Vertices in a Connected Component : 1560
Maximum Edges in a Connected Component : 10136
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.116289
Graph Density : 0.000261247272116837
Modularity : 0.351013
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 4,256 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, 24 April 2022 at 13:27 UTC.
The requested start date was Sunday, 24 April 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, 1-hour, 51-minute period from Thursday, 21 April 2022 at 17:54 UTC to Saturday, 23 April 2022 at 19:45 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:
[520] #affiliate,#affiliatemarketing [519] #blogger,#business [519] #discount,#gifts [475] #gifts,#marketing [380] #deals,#discount [367] #marketing,#shopping [353] #affiliatemarketing,#deal [342] #travel,#twitter [321] #shopping,#socialmedia [321] #socialmedia,#travel Top Word Pairs in Tweet in G1:
[64] social,media [47] #marketing,#digitalmarketing [45] #marketing,#business [45] #socialmedia,#marketing [44] #digitalmarketing,#marketing [35] #business,#marketing [33] #marketing,#advertising [29] #sales,#marketing [29] #marketing,#marketingdigital [28] learn,more Top Word Pairs in Tweet in G2:
[171] #tech,#ai [158] domainfq,domain [149] #datascience,#bigdata [138] #web3,#technology [118] #digital,#iot [117] domain,sale [109] #ai,#digital [97] domain,name [96] #iot,#datascience [94] #ai,#machinelearning Top Word Pairs in Tweet in G3:
[294] thread,saved [294] saved,notion [294] notion,workspace [294] workspace,btw [294] btw,add [294] add,tags [294] tags,saved [294] saved,tweets [294] tweets,threads [293] threads,typing Top Word Pairs in Tweet in G4:
[24] alex,chang [19] social,media [19] #cmo,#marketing [16] #cxotalk,#cmo [13] hire,essays [13] programming,political [13] political,science [13] science,accounting [13] accounting,thesis [13] law,algebra Top Word Pairs in Tweet in G5:
[499] #affiliate,#affiliatemarketing [499] #blogger,#business [499] #discount,#gifts [457] #gifts,#marketing [361] #deals,#discount [352] #marketing,#shopping [333] #affiliatemarketing,#deal [328] #travel,#twitter [309] #shopping,#socialmedia [309] #socialmedia,#travel Top Word Pairs in Tweet in G6:
[134] #rbx,#rbxsamurai [131] #rbxs,#rbx [116] telegram,link [101] #defi,#marketing [86] #rbxs,#rbxsamurai [85] #rbxsamurai,#crypto [80] social,networks [67] #eth,#bnb [66] #crypto,#cryptocurrency [66] #nft,#eth Top Word Pairs in Tweet in G7:
[8] wwwhatsnew,#tecnologia [6] #tecnologia,#marketing [5] #juevesdemarketing,#marketing [5] #marketing,#desmarketinges [4] #marketing,#internet [4] metodología,ventas [4] gran,profesional [3] pasa,alguien [3] alguien,descubre [3] descubre,código Top Word Pairs in Tweet in G8:
[36] #marketing,#seo [27] #digitalmarketing,#marketing [17] #seo,#b2b [13] #marketing,#digitalmarketing [11] #strategy,#marketing [11] #marketing,#analytics [11] #analytics,#alexavery [9] #marketing,#business [9] marketingprofs,#digitalmarketing [9] dlaignite,#socialselling Top Word Pairs in Tweet in G9:
[20] #marketing,#startup [19] #marketing,#digitalmarketing [17] #smallbusiness,#growthhacking [15] #growthhacking,#marketing [14] #smallbusiness,#marketing [13] #leadership,#startup [13] #growthhacking,#entrepreneur [12] #startup,#growthhacking [11] #marketing,#smallbusiness [11] #homebusiness,#smallbiz Top Word Pairs in Tweet in G10:
[19] #marketing,video [11] sale,ongoing [10] #marketingtwitter,#marketing [9] #marketingdigital,#marketing [9] #marketing,#marketingtwitter [9] #marketing,#marketingtips [8] hire,#marketingtwitter [8] #marketing,#seo [8] #seo,#digitalmarketing [8] #digitalmarketing,#fiverr Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G4:
Top Replied-To in G5:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
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Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: