The graph represents a network of 4,305 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, 17 April 2022 at 13:12 UTC.
The requested start date was Sunday, 17 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, 56-minute period from Thursday, 14 April 2022 at 17:50 UTC to Saturday, 16 April 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 : 4305
Unique Edges : 3546
Edges With Duplicates : 10762
Total Edges : 14308
Number of Edge Types : 5
Retweet : 3614
MentionsInRetweet : 4778
Replies to : 453
Mentions : 1817
Tweet : 3646
Self-Loops : 4057
Reciprocated Vertex Pair Ratio : 0.0253515125692373
Reciprocated Edge Ratio : 0.0494494078537295
Connected Components : 1418
Single-Vertex Connected Components : 954
Maximum Vertices in a Connected Component : 1543
Maximum Edges in a Connected Component : 9783
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.7439
Graph Density : 0.000259758904014956
Modularity : 0.353302
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 4,305 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, 17 April 2022 at 13:12 UTC.
The requested start date was Sunday, 17 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, 56-minute period from Thursday, 14 April 2022 at 17:50 UTC to Saturday, 16 April 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:
[733] #discount,#gifts [731] #affiliate,#affiliatemarketing [731] #blogger,#business [669] #gifts,#marketing [589] #marketing,#shopping [564] #deals,#discount [553] #affiliatemarketing,#deal [485] #iot,#iiot [485] #shopping,#socialmedia [467] #deal,#blogger Top Word Pairs in Tweet in G1:
[63] social,media [57] #socialmedia,#marketing [46] #digitalmarketing,#marketing [42] #marketing,#seo [42] #marketing,#business [36] #marketing,#digitalmarketing [34] #sales,#marketing [31] #business,#marketing [30] digital,marketing [27] #marketing,#marketingdigital Top Word Pairs in Tweet in G2:
[464] #iot,#iiot [452] #javascript,#reactjs [405] #reactjs,#wordpress [370] #wordpress,#security [334] #security,#defi [314] #pytorch,#javascript [309] #python,#iot [302] #iiot,#pytorch [217] #defi,#ad [196] #ai,#iot Top Word Pairs in Tweet in G3:
[31] #strategy,#competitiveintelligence [28] #competitiveintelligence,#marketing [24] #finserv,#marketing [15] social,media [14] #fintech,#finserv [13] #insurtech,#finserv [12] #fintech,#insurtech [12] #ai,#govtech [12] easter,sale [11] media,marketing Top Word Pairs in Tweet in G4:
[272] thread,saved [272] saved,notion [272] notion,workspace [272] workspace,btw [272] btw,add [272] add,tags [272] tags,saved [272] saved,tweets [272] tweets,threads [271] threads,typing Top Word Pairs in Tweet in G5:
[52] #ai,#artificialintelligence [51] #innovation,#ai [46] #ashmufareh,#innovation [46] #artificialintelligence,#marketing [45] #gofounders,#business [44] #onpassive,#ofounders [35] #earn,#gofounders [33] #business,#ashmufareh [31] one,life [30] #marketing,#makemoneyonline Top Word Pairs in Tweet in G6:
[54] #socialmedia,#seo [53] #visualcontenting,#contentmarketing [53] #contentmarketing,#socialmedia [46] #digitalmarketing,#bigdata [46] #bigdata,#startups [43] #startups,#startup [38] #socialmedia,#marketing [37] #brand,#branding [36] pleasure,conversing [36] conversing,joe Top Word Pairs in Tweet in G7:
[13] social,media [11] #marketing,#ftz [10] #naftzwebinar,#marketing [10] #marketing,#marketingtips [9] #naftz,#naftzwebinar [9] #ftz,#trade [9] #marketing,#marketingstrategy [9] programming,political [9] political,science [9] projects,law Top Word Pairs in Tweet in G8:
[712] #affiliate,#affiliatemarketing [712] #blogger,#business [712] #discount,#gifts [650] #gifts,#marketing [575] #marketing,#shopping [544] #deals,#discount [536] #affiliatemarketing,#deal [485] #shopping,#socialmedia [451] #deal,#blogger [409] #travel,#twitter Top Word Pairs in Tweet in G9:
[81] #puli,#pulitoken [67] #rbxs,#rbx [64] #rbx,#rbxsamurai [57] #rbxsamurai,#crypto [56] #rbxs,#rbxsamurai [52] #crypto,#cryptocurrency [52] #defi,#marketing [49] #cryptocurrency,#nft [49] #nft,#eth [48] co,37gr8frsns Top Word Pairs in Tweet in G10:
[5] wwwhatsnew,#tecnologia [5] #tecnologia,#marketing [5] #marketing,#internet [4] medios,responsables [4] responsables,comentarios [4] comentarios,trolls [4] trolls,están [4] están,huyendo [4] huyendo,#facebook [4] #facebook,#twitter 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:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G9:
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:
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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: