The graph represents a network of 8,326 Twitter users whose recent tweets contained "#digitalMarketing", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 13 November 2019 at 08:46 UTC.
The tweets in the network were tweeted over the 2-day, 0-hour, 34-minute period from Monday, 11 November 2019 at 06:51 UTC to Wednesday, 13 November 2019 at 07:25 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 : 8326
Unique Edges : 12598
Edges With Duplicates : 16985
Total Edges : 29583
Self-Loops : 8623
Reciprocated Vertex Pair Ratio : 0.0282840440165062
Reciprocated Edge Ratio : 0.055012122732213
Connected Components : 3004
Single-Vertex Connected Components : 2307
Maximum Vertices in a Connected Component : 3943
Maximum Edges in a Connected Component : 23284
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 4.875503
Graph Density : 0.000172562665956853
Modularity : 0.38511
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 8,326 Twitter users whose recent tweets contained "#digitalMarketing", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 13 November 2019 at 08:46 UTC.
The tweets in the network were tweeted over the 2-day, 0-hour, 34-minute period from Monday, 11 November 2019 at 06:51 UTC to Wednesday, 13 November 2019 at 07:25 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 : TwitterSearch
Graph Term : #digitalMarketing
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 : Followers
Vertex Alpha : Followers
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[1198] digital,marketing [1168] #digitalmarketing,#marketing [1146] social,media [1035] #marketing,#digitalmarketing [1033] charlesfrize,myfoodfantasy69 [1033] myfoodfantasy69,ageless_2u [1033] ageless_2u,dynamicfrize [1033] dynamicfrize,frizemedia [1033] frizemedia,#onlineadvertising [895] gt,gt Top Word Pairs in Tweet in G1:
[360] digital,marketing [182] #marketing,#digitalmarketing [177] social,media [158] #digitalmarketing,#marketing [129] #digitalmarketing,#seo [128] #seo,#digitalmarketing [126] check,out [88] #digitalmarketing,#socialmedia [73] marketing,automation [71] #socialmedia,#digitalmarketing Top Word Pairs in Tweet in G2:
[444] #digitalmarketing,#onlinemarketing [251] social,media [247] #seotools,#seotips [244] #onlinemarketing,#seotools [214] #business,#marketing [210] #seotips,#business [210] #seo,#digitalmarketing [197] #digitalmarketing,#marketing [168] #digitalmarketing,#smm [168] click,here Top Word Pairs in Tweet in G3:
[359] #digitalmarketing,#marketing [227] #marketing,#seo [185] #marketing,#digitalmarketing [149] #advertising,#digitalmarketing [141] #digitalmarketing,#onlinemarketing [137] #searchengineoptimization,#digitalmarketing [134] adweek,#advertising [133] #seo,#searchengineoptimization [114] digital,marketing [114] #seo,#digitalmarketing Top Word Pairs in Tweet in G4:
[81] #pakistan,#karachi [69] #digitalmarketing,#seo [65] gt,gt [46] digital,marketing [45] #seo,#smm [44] #smm,#marketing [43] #marketing,#digitalmarketing [42] #socialmedia,#digitalmarketing [41] social,media [40] #influencermarketing,#digitalmarketing Top Word Pairs in Tweet in G5:
[343] #startup,#growthhacking [294] #infographic,follow [262] #smm,#seo [256] #growthhacking,#business [254] #successtrain,#makeyourownlane [252] #smm,#makeyourownlane [247] #business,#digitalmarketing [245] #business,#entrepreneur [243] #marketingstrategy,#business [242] #defstar5,#mpgvip Top Word Pairs in Tweet in G6:
[149] #machinelearning,#digitalmarketing [135] #digitalmarketing,strategy [134] importance,#machinelearning [112] gt,gt [109] mvollmer1,terence_mills [109] terence_mills,sbucloud [109] sbucloud,fabriziobustama [109] fabriziobustama,enricomolinari [109] enricomolinari,mikequindazzi [109] mikequindazzi,heinzvhoenen Top Word Pairs in Tweet in G7:
[111] #digitalmarketing,#marketing [107] #marketing,#digitalmarketing [91] digital,marketing [75] #marketing,#marketingtips [63] #digitalmarketing,#seo [61] #digitalmarketing,#socialselling [60] social,media [52] #searchengineoptimization,#searchenginemarketing [52] #socialselling,#digitalselling [51] #digital,#digitalmarketing Top Word Pairs in Tweet in G8:
[89] #digitalmarketing,#marketing [71] #seo,#leads [66] sales,leads [66] #fiverr,#digitalmarketing [65] looking,generating [65] generating,more [65] more,qualified [65] qualified,sales [65] leads,business [65] business,give Top Word Pairs in Tweet in G9:
[46] #business,#marketing [43] social,media [43] best,#promotional [43] #promotional,#videos [43] #videos,#business [43] #marketing,unbelievable [43] unbelievable,rates [43] rates,#followback [43] #followback,#digitalmarketing [43] #digitalmarketing,#videomarketing Top Word Pairs in Tweet in G10:
[14] #socialmediamarketing,#digitalmarketing [14] #socialmedia,#socialmediamarketing [12] check,profile [12] profile,#socialmedia [12] #digitalmarketing,#influencermarketing [12] #influencermarketing,#influencer [12] #influencer,#marketing [12] #marketing,#graphicdesign [12] #graphicdesign,#branding [11] #digitalmarketing,#seo Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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Top Mentioned in G5:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
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Top Tweeters in G10: