The graph represents a network of 4,568 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, 10 April 2022 at 13:13 UTC.
The requested start date was Sunday, 10 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, 53-minute period from Monday, 04 April 2022 at 17:52 UTC to Wednesday, 06 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 : 4568
Unique Edges : 3388
Edges With Duplicates : 10572
Total Edges : 13960
Number of Edge Types : 5
Retweet : 3548
MentionsInRetweet : 4564
Tweet : 3915
Mentions : 1690
Replies to : 243
Self-Loops : 4256
Reciprocated Vertex Pair Ratio : 0.0308584686774942
Reciprocated Edge Ratio : 0.0598694575737115
Connected Components : 1771
Single-Vertex Connected Components : 1171
Maximum Vertices in a Connected Component : 1257
Maximum Edges in a Connected Component : 7128
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.446897
Graph Density : 0.000212970380292336
Modularity : 0.353412
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 4,568 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, 10 April 2022 at 13:13 UTC.
The requested start date was Sunday, 10 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, 53-minute period from Monday, 04 April 2022 at 17:52 UTC to Wednesday, 06 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:
[2721] ø,ø [1527] ø,ù [1458] ù,ø [576] #affiliate,#affiliatemarketing [575] #blogger,#business [575] #discount,#gifts [516] #gifts,#marketing [478] #iot,#iiot [476] ù,ù [450] #marketing,#shopping Top Word Pairs in Tweet in G1:
[137] ø,ø [92] ø,ù [87] social,media [83] ù,ø [75] #business,#marketing [59] #marketing,#business [59] ù,ù [49] #digitalmarketing,#marketing [49] #marketing,#digitalmarketing [45] #socialmedia,#marketing Top Word Pairs in Tweet in G2:
[348] ø,ø [207] ø,ù [187] ù,ø [128] ù,ùšø [108] ù,ù [77] #datascience,#bigdata [73] #iot,#iiot [70] ø,ùšù [68] #øªù,ù [68] #web3,#nfts Top Word Pairs in Tweet in G3:
[575] #affiliate,#affiliatemarketing [575] #blogger,#business [575] #discount,#gifts [515] #gifts,#marketing [447] #marketing,#shopping [443] #deals,#discount [421] #affiliatemarketing,#deal [378] #shopping,#socialmedia [355] #deal,#blogger [350] #travel,#twitter Top Word Pairs in Tweet in G4:
[405] #iot,#iiot [353] #javascript,#reactjs [319] #python,#iot [307] #iiot,#pytorch [303] #reactjs,#wordpress [264] #wordpress,#security [207] #security,#defi [177] #pytorch,#javascript [133] #defi,#ad [104] #trendingeminem,eminem Top Word Pairs in Tweet in G5:
[14] social,media [8] #seo,#marketing [8] political,science [8] science,accounting [8] projects,law [8] law,algebra [6] #branding,#marketing [6] #marketing,#digitalmarketing [6] algebra,economics [5] geometry,#marketing Top Word Pairs in Tweet in G6:
[74] products,probably [74] probably,selling [74] selling,youâ [74] youâ,re [74] re,focused [74] focused,selling [74] selling,products [74] products,sell [73] durojaiyeadeba3,products [73] sell,thâ Top Word Pairs in Tweet in G7:
[193] thread,saved [193] saved,notion [193] notion,workspace [193] workspace,btw [193] btw,add [193] add,tags [193] tags,saved [193] saved,tweets [193] tweets,threads [193] threads,typing Top Word Pairs in Tweet in G8:
[44] #ai,#artificialintelligence [41] #innovation,#ai [41] #artificialintelligence,#marketing [39] #gofounders,#business [36] #ashmufareh,#innovation [30] #onpassive,#ofounders [29] release,link [29] link,gt [27] #earnmoney,#inspire [27] #earn,#gofounders Top Word Pairs in Tweet in G9:
[56] #strategy,#competitiveintelligence [54] #competitiveintelligence,#marketing [17] gene,therapy [17] #biotech,#healthcare [14] #marketing,#pharmaceutical [14] #healthcare,#pharma [13] #marketing,#biotech [12] #pharmaceutical,#pharma [11] #pharmaceutical,#healthcare [11] #healthcare,#pharmaceutical Top Word Pairs in Tweet in G10:
[2122] ø,ø [1158] ø,ù [1111] ù,ø [277] ù,ù [184] ø,øª [169] ø,ûœ [165] ûœ,ø [154] ù,ûœø [143] ðÿœ,tw [141] #rbxs,#rbx Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G7:
Top Replied-To in G8:
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:
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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: