The graph represents a network of 7,071 Twitter users whose recent tweets contained "#socialmediamarketing", 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 Thursday, 24 June 2021 at 19:02 UTC.
The tweets in the network were tweeted over the 8-day, 3-hour, 7-minute period from Wednesday, 16 June 2021 at 13:45 UTC to Thursday, 24 June 2021 at 16:52 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 : 7071
Unique Edges : 8399
Edges With Duplicates : 12836
Total Edges : 21235
Number of Edge Types : 5
Tweet : 10470
Retweet : 6838
MentionsInRetweet : 1866
Mentions : 1717
Replies to : 344
Self-Loops : 10913
Reciprocated Vertex Pair Ratio : 0.0189105278012983
Reciprocated Edge Ratio : 0.0371191135734072
Connected Components : 2822
Single-Vertex Connected Components : 2302
Maximum Vertices in a Connected Component : 3304
Maximum Edges in a Connected Component : 15172
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.521833
Graph Density : 0.000144423194365015
Modularity : 0.365989
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 7,071 Twitter users whose recent tweets contained "#socialmediamarketing", 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 Thursday, 24 June 2021 at 19:02 UTC.
The tweets in the network were tweeted over the 8-day, 3-hour, 7-minute period from Wednesday, 16 June 2021 at 13:45 UTC to Thursday, 24 June 2021 at 16:52 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 : #socialmediamarketing
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:
[3782] social,media [2956] #socialmedia,#socialmediamarketing [1906] #marketing,#socialmediamarketing [1709] #digitalmarketing,#socialmediamarketing [1668] #socialmediamarketing,#socialmedia [1657] #socialmediamarketing,#digitalmarketing [1396] #digitalmarketing,#marketing [975] media,marketing [902] #socialmediamarketing,#smm [813] digital,marketing Top Word Pairs in Tweet in G1:
[1237] social,media [419] #socialmedia,#socialmediamarketing [405] media,marketing [391] #socialmediamarketing,#socialmedia [300] #digitalmarketing,#socialmediamarketing [292] #marketing,#socialmediamarketing [215] #digitalmarketing,#marketing [198] #socialmediamarketing,#digitalmarketing [196] digital,marketing [161] #socialmediamarketing,#marketing Top Word Pairs in Tweet in G2:
[431] #socialmedia,#socialmediamarketing [326] #smm,#socialmediamarketing [300] social,media [202] #socialmediamarketing,#digitalmarketing [179] #marketing,#socialmediamarketing [179] #socialmediamarketing,#smm [165] #marketing,#contentmarketing [162] #digitalmarketing,#marketing [158] #contentmarketing,#inboundmarketing [158] #inboundmarketing,#blog Top Word Pairs in Tweet in G3:
[490] #socialmedia,#socialmediamarketing [476] #marketing,#socialmediamarketing [425] #socialmediamarketing,#socialmedia [418] #digitalmarketing,#marketing [393] #marketing,#contentmarketing [382] #seo,#marketing [379] #socialmediamarketing,#digitalmarketing [374] #contentmarketing,#digitalmarketing [366] #digitalmarketing,#socialmediamarketing [358] #socialmediamarketing,#startup Top Word Pairs in Tweet in G4:
[353] #digitalmarketing,#socialmediamarketing [263] #socialmedia,#socialmediamarketing [263] #socialmediamarketing,#digitalmarketing [245] social,media [235] #marketing,#socialmediamarketing [227] #socialmediamarketing,#socialmedia [227] #digitalmarketing,#marketing [140] digital,marketing [139] #marketing,#digitalmarketing [134] using,link Top Word Pairs in Tweet in G5:
[196] social,media [115] #socialmediamarketing,#digitalmarketing [86] media,marketing [72] #socialmedia,#socialmediamarketing [71] #digitalmarketing,#socialmediamarketing [67] #socialmediamarketing,#socialmedia [56] #marketing,#socialmediamarketing [50] #digitalmarketing,#marketing [41] #simsof,#socialmediamarketing [41] #digitalmarketing,#emailmarketing Top Word Pairs in Tweet in G6:
[119] #digitalmarketing,#socialmediamarketing [107] #socialmediamarketing,#socialmedia [95] social,media [94] #marketing,#socialmediamarketing [84] #socialmediamarketing,#digitalmarketing [82] #digitalmarketing,#marketing [77] #socialmedia,#socialmediamarketing [46] digital,marketing [32] #business,#marketingdigital [32] #socialmedia,#business Top Word Pairs in Tweet in G7:
[335] 22,23 [335] 23,09 [335] 09,2021 [335] #socialmediamarketing,#advertising [229] world,social [229] social,media [229] media,forum [229] forum,22 [229] 2021,save [229] save,date Top Word Pairs in Tweet in G8:
[136] social,media [47] agsocialmedia,dlaignite [47] dlaignite,#socialselling [45] #socialmedia,#socialmediamarketing [38] #socialmedia,#socialmediamanagement [38] #socialmediamanagement,#socialmediaconsulting [38] #socialmediaconsulting,#socialmediamarketing [35] #marketing,#socialmediamarketing [34] #socialmediamarketing,#socialmedia [31] media,marketing Top Word Pairs in Tweet in G9:
[150] #socialmedia,#socialmediamarketing [150] #socialmediamarketing,#socialmedianetworking [150] #socialmedianetworking,#socialnetwork [150] #socialnetwork,#socialnetworks [150] #socialnetworks,#twitter [145] #fbpe,#fbpeglobal [145] #fbpeglobal,#fbr [145] #fbr,#fbpa [145] #fbpa,#progressivealiance [145] #progressivealiance,#fbppr Top Word Pairs in Tweet in G10:
[40] social,media [37] #socialmedia,#socialmediamarketing [32] #digitalmarketing,#socialmediamarketing [30] #smm,#socialmediamarketing [23] #contentmarketing,#digitalmarketing [23] #marketing,#socialmediamarketing [22] #socialmediamarketing,#socialmedia [15] media,marketing [15] facebook,ads [15] pink,cloud Top Replied-To in Entire Graph:
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Top Replied-To in G8:
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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 G4:
Top Tweeters in G5:
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Top Tweeters in G10: