The graph represents a network of 5,275 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, 04 December 2022 at 14:24 UTC.
The requested start date was Sunday, 04 December 2022 at 01:01 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, 36-minute period from Wednesday, 30 November 2022 at 17:09 UTC to Friday, 02 December 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 : 5275
Unique Edges : 3752
Edges With Duplicates : 8186
Total Edges : 11938
Number of Edge Types : 5
Retweet : 2332
MentionsInRetweet : 2690
Tweet : 4812
Replies to : 155
Mentions : 1949
Self-Loops : 5042
Reciprocated Vertex Pair Ratio : 0.0349630471859011
Reciprocated Edge Ratio : 0.0675638560834936
Connected Components : 2545
Single-Vertex Connected Components : 1859
Maximum Vertices in a Connected Component : 1243
Maximum Edges in a Connected Component : 5089
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.126123
Graph Density : 0.000130875420330801
Modularity : 0.385877
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,275 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, 04 December 2022 at 14:24 UTC.
The requested start date was Sunday, 04 December 2022 at 01:01 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, 36-minute period from Wednesday, 30 November 2022 at 17:09 UTC to Friday, 02 December 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:
[275] social,media [255] #marketing,#digitalmarketing [250] #socialmedia,#business [233] #twitter,#marketing [217] #affiliate,#socialmedia [217] #linkedin,#digitalmarketing [216] #digitalmarketing,#affiliatemarketing [211] help,#twitter [211] #linktree,help [205] #affiliatemarketing,#writerscommunity Top Word Pairs in Tweet in G1:
[123] social,media [101] #digitalmarketing,#marketing [97] #marketing,#digitalmarketing [89] #seo,#marketing [87] #socialmedia,#marketing [77] #business,#marketing [74] learn,more [70] digital,marketing [68] #sales,#marketing [67] #contentmarketing,#socialmedia Top Word Pairs in Tweet in G2:
[37] #finserv,#metaverse [34] #fintech,#marketing [30] #fintech,#finserv [26] pinverrr,enricomolinari [25] #marketing,#fintech [25] enricomolinari,#nocode [23] enricomolinari,#futureofwork [22] enricomolinari,#marketing [22] #lowcode,startups [21] #finserv,#marketing Top Word Pairs in Tweet in G3:
[56] #ai,#machinelearning [55] #python,#flutter [54] link,#ai [54] #machinelearning,#datascience [54] #innovation,#python [54] #datascience,#analytics [54] #robotics,#innovation [54] app,link [54] #analytics,#robotics [35] #marketing,#business Top Word Pairs in Tweet in G4:
[37] brand,easily [37] tool,running [37] likes,comments [37] sweepwidget,best [37] best,tool [37] grow,brand [37] running,contests [37] increase,likes [37] contests,grow [37] comments,shares Top Word Pairs in Tweet in G5:
[33] link,gt [33] release,link [32] gt,#udemy [27] 2022,release [19] students,january [19] #digital,#marketing [17] january,2022 [14] facebook,ads [13] #marketing,#social [13] #social,#media Top Word Pairs in Tweet in G6:
[15] #mktinsider,#marketing [14] social,media [10] #marketing,#digitalmarketing [9] media,marketing [9] #marketing,#sales [8] #sales,#business [8] #business,#marketing [7] #business,#investing [7] #realestate,#marketing [6] best,commercial Top Word Pairs in Tweet in G7:
[4] llegar,#ga4 [4] #marketing,linkedin [4] acaba,llegar [4] anaya_multimed,acaba [4] #ga4,hello_google [4] regalazo,anaya_multimed [4] abarainka,#marketing [4] hello_google,abarainka [3] hedwigkudo,anabelanogs [3] activithink,hraquelaldana1 Top Word Pairs in Tweet in G8:
[230] #twitter,#marketing [216] #affiliate,#socialmedia [215] #digitalmarketing,#affiliatemarketing [215] #linkedin,#digitalmarketing [213] #socialmedia,#business [211] #linktree,help [211] help,#twitter [204] #affiliatemarketing,#writerscommunity [201] #book,#poetry [200] #link,#book Top Word Pairs in Tweet in G9:
[17] #marketing,#digitalmarketing [17] #socialmediamarketing,#marketingtips [17] #seotips,#marketing [17] #digitalmarketing,#socialmediamarketing [17] #marketingtips,#contentmarketing [13] #seotools,#seotips [11] #seomarketing,#seoservices [11] #seoproblems,#seoexpert [11] #seo,#seomarketing [11] #seoagency,#seoconsultant Top Word Pairs in Tweet in G10:
[2] film,apple [2] #marketing,lie [2] #socialmediamarketing,#instagram [2] greatest,apple [2] apple,apple [2] apple,creen [2] design,apple [2] #karachi,#pakistan [2] personal,brand [2] mcdonalds,#branding Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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