The graph represents a network of 5,112 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, 28 August 2022 at 13:21 UTC.
The requested start date was Sunday, 28 August 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, 36-minute period from Thursday, 25 August 2022 at 17:10 UTC to Saturday, 27 August 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 : 5112
Unique Edges : 3249
Edges With Duplicates : 10121
Total Edges : 13370
Number of Edge Types : 5
Retweet : 3552
MentionsInRetweet : 3847
Tweet : 4167
Mentions : 1683
Replies to : 121
Self-Loops : 4509
Reciprocated Vertex Pair Ratio : 0.022913651712494
Reciprocated Edge Ratio : 0.0448007545390238
Connected Components : 1936
Single-Vertex Connected Components : 1347
Maximum Vertices in a Connected Component : 1542
Maximum Edges in a Connected Component : 7036
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 6.85556
Graph Density : 0.000162319817730269
Modularity : 0.376633
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 5,112 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, 28 August 2022 at 13:21 UTC.
The requested start date was Sunday, 28 August 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, 36-minute period from Thursday, 25 August 2022 at 17:10 UTC to Saturday, 27 August 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:
[257] social,media [221] digital,marketing [203] #digitalmarketing,#marketing [187] learn,more [169] #marketing,#digitalmarketing [167] #marketing,#seo [164] needs,more [164] more,followers [163] followers,tiktok [163] tiktok,free Top Word Pairs in Tweet in G1:
[90] social,media [68] #france,#europe [62] #seo,#marketing [58] #europe,#blog [54] #marketing,#marketingstrategy [53] #socialmedia,#marketing [51] #blog,#blogs [48] digital,marketing [47] #sales,#marketing [47] #marketing,#digitalmarketing Top Word Pairs in Tweet in G2:
[31] biometricupdate,#banking [30] #python,#ai [23] #artificialintelligence,game [23] game,changing [23] changing,dimensions [23] dimensions,info [23] info,paula_piccard [23] paula_piccard,researchgate [23] researchgate,#business [21] #machinelearning,#python Top Word Pairs in Tweet in G3:
[109] #digitalmarketing,#marketing [97] #contentmarketing,#socialmedia [95] #digital,#marketing [94] #visualcontenting,#contentmarketing [94] #socialmedia,#seo [71] #marketing,#digitalmarketing [59] digital,marketing [55] #holidaymagicwireless,#game [55] #game,#gamer [55] #gamer,#videogames Top Word Pairs in Tweet in G4:
[163] needs,more [163] more,followers [163] followers,tiktok [163] tiktok,free [163] free,step [163] step,retweet [163] retweet,step [163] step,prepare [163] prepare,tiktok [163] tiktok,username Top Word Pairs in Tweet in G5:
[21] social,media [18] #marketing,#management [15] #marketing,#inspiration [15] #inspiration,#instagram [15] #instagram,#socialmedia [15] #socialmedia,#socialmediamarketing [15] #socialmediamarketing,#contentmarketing [15] #contentmarketing,#socialmediatips [12] matter,business [12] business,re Top Word Pairs in Tweet in G6:
[22] moglix,twittermktgin [22] twittermktgin,twittermktg [22] twittermktg,marketingprofs [22] marketingprofs,madomarketing [22] madomarketing,madoverdigital_ [22] madoverdigital_,sdissect [22] sdissect,socialmedia2day [17] socialmedia2day,smexaminer [16] smexaminer,socialmediaweek [16] socialmediaweek,governmentsm Top Word Pairs in Tweet in G7:
[109] raid,earn [108] first,raid [108] earn,discord [108] discord,pay [108] pay,anywhere [108] anywhere,holders [108] holders,raid [108] raid,much [108] much,better [107] puzzles_sol,first Top Word Pairs in Tweet in G8:
[101] learn,more [71] digital,marketing [69] #rbxsamurai,#rbxs [64] #rbxs,#crypto [63] #rbxs,#rbxsamurai [61] #crypto,#nft [54] #rbxs,co [49] ultimate,guide [49] guide,business [49] #nft,#eth Top Word Pairs in Tweet in G9:
[50] #design,#designthinking [49] sale,#help [49] #help,#canvatemplate [49] #canvatemplate,#thankyoucard [49] #thankyoucard,#design [49] #designthinking,#helpinghand [49] #helpinghand,#sales [28] #business,#entrepreneur [26] #shopping,#purchase [26] #store,#business Top Word Pairs in Tweet in G10:
[18] #bioinformatics,#genomics [18] #genomics,#bigdata [18] #bigdata,#openscience [18] #openscience,#datascience [17] #digitalmarketing,#marketing [15] #marketing,#socialmediamarketing [11] social,media [11] #avccup2022,#businessproposal [11] #businessproposal,#xrp [11] #xrp,#hsmtmts Top Replied-To in Entire Graph:
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Top Replied-To in G5:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: