The graph represents a network of 5,111 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, 25 December 2022 at 14:22 UTC.
The requested start date was Sunday, 25 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, 3-hour, 7-minute period from Wednesday, 21 December 2022 at 16:38 UTC to Friday, 23 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 : 5111
Unique Edges : 3646
Edges With Duplicates : 8397
Total Edges : 12043
Number of Edge Types : 5
Tweet : 5086
Retweet : 2206
MentionsInRetweet : 2778
Mentions : 1860
Replies to : 113
Self-Loops : 5426
Reciprocated Vertex Pair Ratio : 0.0369818073367134
Reciprocated Edge Ratio : 0.0713258556226632
Connected Components : 2625
Single-Vertex Connected Components : 2069
Maximum Vertices in a Connected Component : 1106
Maximum Edges in a Connected Component : 4305
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.391555
Graph Density : 0.000133130606217127
Modularity : 0.368274
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,111 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, 25 December 2022 at 14:22 UTC.
The requested start date was Sunday, 25 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, 3-hour, 7-minute period from Wednesday, 21 December 2022 at 16:38 UTC to Friday, 23 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:
[383] #digitalmarketing,#marketing [269] social,media [239] #marketing,#digitalmarketing [236] digital,marketing [162] read,more [162] #news,#information [162] marketing,strategy [161] #business,#travel [161] #travel,#food [159] #information,#business Top Word Pairs in Tweet in G1:
[155] social,media [149] #marketing,#digitalmarketing [115] #digitalmarketing,#marketing [102] #socialmedia,#marketing [89] #business,#marketing [84] #seo,#marketing [78] #marketing,#business [77] digital,marketing [76] #socialmedia,#seo [75] #contentmarketing,#socialmedia Top Word Pairs in Tweet in G2:
[47] #digital,#emergingtech [45] signatures,key [45] requirements,#digital [45] differences,requirements [45] key,differences [45] understanding,signatures [44] khulood_almani,understanding [44] #emergingtech,#t [40] #datascience,#flutter [35] #python,#javascript Top Word Pairs in Tweet in G3:
[18] #googletrends,#googleads [17] #digitalmarketing,#marketing [15] social,media [14] product,service [14] #googleads,#digitalmarketing [14] secret,phrase [14] anongroupnet,150 [13] #marketing,#brandveda [11] best,friend [10] follow,anongroupnet Top Word Pairs in Tweet in G4:
[98] #digitalmarketing,#marketing [98] #marketing,#influencer [97] #influencer,read [97] digital,marketing [97] read,more [97] strategy,start [97] marketing,strategy [97] create,digital [97] start,#digitalmarketing [96] fameinfinity_,create Top Word Pairs in Tweet in G5:
[16] #martech,#marketing [14] #marketing,#technology [11] #marketing,#growth [4] social,media [4] #marketing,#contentmarketing [3] marketing,strategy [3] year,#martech [3] article,learn [3] stephen,marcinuk [3] #marketing,#ai Top Word Pairs in Tweet in G6:
[29] seoenmadrid,hedwigkudo [29] perbea123,seoenmadrid [25] activithink,hraquelaldana1 [25] marisolramos88,activithink [25] hraquelaldana1,ruthagua [23] hedwigkudo,anabelanogs [23] anabelanogs,marisolramos88 [22] felices,fiestas [22] ruthagua,anamillernet [21] muchas,gracias Top Word Pairs in Tweet in G7:
[158] #news,#information [155] #information,#business [155] #business,#travel [152] #travel,#food [144] #food,#sports [139] #sports,#cricket [137] #cricket,#student [135] #wfh,#marketing [135] #student,#health [135] #health,#infotech Top Word Pairs in Tweet in G8:
[47] #digitalmarketing,#bigdata [40] #bigdata,#startups [35] powerpoint,presentation [35] presentation,template [34] template,#digitalmarketing [31] #startups,#startup [25] #digitalmarketing,#marketing [21] #charts,#marketingdigital [21] #marketing,#seo [21] #seo,#datascience Top Word Pairs in Tweet in G9:
[12] social,media [11] #socialmedia,#marketing [8] content,marketing [6] #marketing,#socialmediamarketing [5] #actsocial,#socialmedia [5] #socialmedia,#science [5] #science,#marketing [5] #marketing,#business [5] #marketing,#news [4] #marketing,#digitalmarketing Top Word Pairs in Tweet in G10:
[22] 15,year [22] follow,metalimpact_ [22] 2023,tasks [22] 15,nanos [22] gift,2023 [22] tasks,follow [22] ends,december [22] metalimpact_,ends [22] nanos,15 [22] year,gift Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
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: