The graph represents a network of 1,673 Twitter users whose tweets in the requested range contained "digitalmarketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 15 January 2019 at 19:20 UTC.
The requested start date was Tuesday, 15 January 2019 at 01:01 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 12-day, 8-hour, 36-minute period from Tuesday, 01 January 2019 at 17:42 UTC to Monday, 14 January 2019 at 02:19 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 : 1673
Unique Edges : 1819
Edges With Duplicates : 1397
Total Edges : 3216
Number of Edge Types : 3
Mentions : 1932
Tweet : 1273
Replies to : 11
Self-Loops : 1273
Reciprocated Vertex Pair Ratio : 0.0167832167832168
Reciprocated Edge Ratio : 0.0330123796423659
Connected Components : 649
Single-Vertex Connected Components : 464
Maximum Vertices in a Connected Component : 660
Maximum Edges in a Connected Component : 1851
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.409255
Graph Density : 0.000519795113496941
Modularity : 0.4979
NodeXL Version : 1.0.1.408
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[205] gt,gt [194] digital,marketing [171] social,media [141] marketing,digitalmarketing [119] digitalmarketing,marketing [112] socialmedia,socialmediamarketing [103] digitalmarketing,contentmarketing [96] seo,digitalmarketing [96] socialmediamarketing,digitalmarketing [85] seo,smm Top Word Pairs in Tweet in G1:
[57] digital,marketing [44] marketing,digitalmarketing [42] social,media [32] seo,digitalmarketing [22] socialmediamarketing,smm [21] socialmedia,digitalmarketing [20] marketing,business [18] digitalmarketing,socialmedia [16] digitalmarketing,marketing [16] digitalmarketing,seo Top Word Pairs in Tweet in G2:
[41] infographics,nodexl [41] internetofthings,digitalmarketing [40] 6,types [40] types,twitter [40] networks,infographics [36] digital,marketing [34] social,media [33] cc,mikequindazzi [33] iot,bigdata [32] twitter,socialmedia Top Word Pairs in Tweet in G3:
[31] gt,gt [23] digitalmarketing,marketing [18] marketing,business [15] social,media [14] smm,socialmediamarketing [13] socialmedia,digitalmarketing [11] business,contentmarketing [11] content,marketing [11] socialmediamarketing,digitalmarketing [10] socialmedia,marketing Top Word Pairs in Tweet in G4:
[8] seo,sem [7] sem,digitalmarketing [6] digital,marketing [5] digitalmarketing,marketing [5] marketing,trends [5] digitalmarketing,sengineland [4] seo,digitalmarketing [4] successfully,market [4] market,business [4] business,controversial Top Word Pairs in Tweet in G5:
[46] socialmedia,socialmediamarketing [45] digitalmarketing,contentmarketing [42] socialmediamarketing,digitalmarketing [36] marketing,influencermarketing [36] contentmarketing,growthhacking [35] seo,smm [34] influencermarketing,blogging [34] blogging,infographic [33] smm,ecommerce [33] ecommerce,marketing Top Word Pairs in Tweet in G6:
[25] startup,growthhacking [24] ryanglass4reals,entreprenuer [24] growthhacking,business [22] digital,marketing [22] business,digitalmarketing [22] digitalmarketing,marketingstrategy [22] marketingstrategy,business [22] business,entrepreneur [22] entrepreneur,successtrain [21] successtrain,makeyourownlane Top Word Pairs in Tweet in G7:
[22] artificialintelligence,ai [20] ðÿ,ðÿ [20] potential,virtualreality [20] virtualreality,onlinemarketing [20] onlinemarketing,ðÿ [20] ðÿ,šðÿ [20] šðÿ,artificialintelligence [19] imariajohnsen,potential [18] seo,ppc [18] ppc,socialmediamarketing Top Word Pairs in Tweet in G8:
[7] social,media [5] marketing,digitalmarketing [4] gt,gt [4] bitcoin,btc [4] blockchain,business [3] infographic,follow [3] campaigns,digitalmarketing [3] 9,days [3] days,left [3] left,win Top Word Pairs in Tweet in G9:
[86] gt,gt [15] mikequindazzi,gt [12] marketing,digitalmarketing [12] digitalmarketing,digitaltransformation [8] digitaltransformation,leadership [6] gt,mikequindazzi [5] gt,marketing [5] ai,iot [4] gt,ai [3] brand,awareness Top Word Pairs in Tweet in G10:
[11] onlinemarketing,digitalmarketing [7] secret,live [7] live,video [7] video,hot [7] hot,topic [7] topic,digitalmarketing [7] live,videos [7] videos,great [7] great,q [7] q,a's 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: