The graph represents a network of 3,841 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, 29 September 2019 at 10:10 UTC.
The requested start date was Sunday, 29 September 2019 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 1-day, 18-hour, 45-minute period from Friday, 27 September 2019 at 05:16 UTC to Sunday, 29 September 2019 at 00:01 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 : 3841
Unique Edges : 3680
Edges With Duplicates : 3383
Total Edges : 7063
Number of Edge Types : 3
Tweet : 3608
Mentions : 3417
Replies to : 38
Self-Loops : 3608
Reciprocated Vertex Pair Ratio : 0.0278082693011343
Reciprocated Edge Ratio : 0.0541117835528658
Connected Components : 1605
Single-Vertex Connected Components : 1043
Maximum Vertices in a Connected Component : 973
Maximum Edges in a Connected Component : 2848
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 6.73491
Graph Density : 0.000190447908530765
Modularity : 0.477094
NodeXL Version : 1.0.1.419
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[240] #influencer,#marketing [208] #advertising,#bingads [208] #bingads,#business [208] #business,#ebusiness [208] #ebusiness,#googleads [208] #googleads,#influencer [208] #marketing,#payperclick [208] #payperclick,#ppc [208] #ppc,#retweet [201] social,media Top Word Pairs in Tweet in G1:
[231] #influencer,#marketing [208] #advertising,#bingads [208] #bingads,#business [208] #business,#ebusiness [208] #ebusiness,#googleads [208] #googleads,#influencer [208] #marketing,#payperclick [208] #payperclick,#ppc [208] #ppc,#retweet [84] social,media Top Word Pairs in Tweet in G2:
[17] #marketing,#business [14] #marketing,#contentmarketing [13] #digitalmarketing,#marketing [12] #socialmedia,#marketing [11] #business,#startups [11] #contentmarketing,#blogging [10] social,media [10] #infographic,#socialmedia [9] 10,easy [8] #contentmarketing,#growthhacking Top Word Pairs in Tweet in G3:
[66] #contentmarketing,#socialmedia [65] #visualcontenting,#contentmarketing [65] #socialmedia,#seo [50] #marketing,#blog [46] #smm,#marketing [46] #seo,#smm [45] #blogger,#contentmarketing [41] #blog,#blogger [37] #contentmarketing,#crowdfunding [37] #crowdfunding,#win Top Word Pairs in Tweet in G4:
[80] training,course [55] dubai,uae [47] course,certification [43] #marketing,#leadership [43] #leadership,#business [42] #business,#socialmedia [41] #socialmedia,#ai [37] customer,experience [37] experience,training [37] uae,#customerexperience Top Word Pairs in Tweet in G5:
[90] #zirigozagroup,#e [90] #e,commerce [90] commerce,#marketing [90] #marketing,#enkil [90] #enkil,#8020 [49] #zirigozagroup,#marketing [49] #marketing,#seo [10] #1,ad [10] ad,network [10] network,publishers Top Word Pairs in Tweet in G6:
[63] #digital,#digitalmarketing [39] #digitalmarketing,#marketing [35] #marketing,#emailmarketing [30] #seo,#seotips [28] #emailmarketing,#emailmarketingtips [26] #seotips,#digital [25] #emailmarketingtips,#digitalmarketingtips [24] #marketingtips,#onlinemarketing [23] #digitalmarketingtips,#marketingtips [18] email,marketing Top Word Pairs in Tweet in G7:
[44] award,#regtech [44] #regtech,ume_kyd [41] #distributors,#network [41] #network,#fintech [40] #fund,#distributors [33] #marketing,#luxembourg [25] #sales,#marketing [25] #marketing,#automation [25] #automation,#whatcanyouautomate [21] #fintech,#marketing Top Word Pairs in Tweet in G8:
[16] #marketing,#onlinemarketing [10] ok,one [10] one,pretty [10] pretty,interesting [10] interesting,think [10] think,guys [10] guys,gals [9] #onlinemarketing,#marketing [9] #marketing,#affiliatemarketing [8] #digitalmarketing,#internetmarketing Top Word Pairs in Tweet in G9:
[14] articles,content [14] content,click [12] create,articles [11] digital,#marketing [10] article,creator [10] creator,create [9] #marketing,#seo [9] #blogger,#wordpress [9] article,generator [8] #marketing,#socialmedia Top Word Pairs in Tweet in G10:
[114] gt,gt [20] mikequindazzi,gt [14] #infographic,follow [13] #ai,#iot [11] #marketing,#digitalmarketing [10] #digitalmarketing,#digitaltransformation [9] #digitaltransformation,#leadership [9] #iot,#bigdata [7] gt,#marketing [7] rewrote,copy 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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Top Tweeters in G10: