The graph represents a network of 7,226 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 Sunday, 01 March 2020 at 17:55 UTC.
The tweets in the network were tweeted over the 5-day, 22-hour, 57-minute period from Monday, 24 February 2020 at 17:20 UTC to Sunday, 01 March 2020 at 16:18 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 : 7237
Unique Edges : 8831
Edges With Duplicates : 12361
Total Edges : 21192
Number of Edge Types : 5
Mentions : 2879
Retweet : 6852
Tweet : 8068
MentionsInRetweet : 3174
Replies to : 219
Self-Loops : 8478
Reciprocated Vertex Pair Ratio : 0.0121862934362934
Reciprocated Edge Ratio : 0.0240791512695196
Connected Components : 2247
Single-Vertex Connected Components : 1732
Maximum Vertices in a Connected Component : 3999
Maximum Edges in a Connected Component : 16549
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.59744
Graph Density : 0.000160196514854069
Modularity : 0.399272
NodeXL Version : 1.0.1.425
Data Import : The graph represents a network of 7,226 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 Sunday, 01 March 2020 at 17:55 UTC.
The tweets in the network were tweeted over the 5-day, 22-hour, 57-minute period from Monday, 24 February 2020 at 17:20 UTC to Sunday, 01 March 2020 at 16:18 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 : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[3519] social,media [2585] #socialmedia,#socialmediamarketing [1587] #socialmediamarketing,#smm [1398] #marketing,#socialmediamarketing [1379] #digitalmarketing,#socialmediamarketing [1195] #socialmediamarketing,#digitalmarketing [978] media,marketing [960] #digitalmarketing,#marketing [920] #socialmediamarketing,#socialmedia [726] #seo,#smm Top Word Pairs in Tweet in G1:
[617] social,media [256] #socialmedia,#socialmediamarketing [223] #socialmediamarketing,#socialmedia [195] #digitalmarketing,#socialmediamarketing [188] media,marketing [169] #marketing,#socialmediamarketing [148] #socialmediamarketing,#digitalmarketing [110] #digitalmarketing,#marketing [106] digital,marketing [63] #socialmedia,#seo Top Word Pairs in Tweet in G2:
[544] social,media [379] #marketing,#socialmediamarketing [378] #digitalmarketing,#marketing [280] #onlinemarketing,#contentmarketing [275] #contentmarketing,#seo [273] #business,#digitalmarketing [272] #socialmedia,#onlinemarketing [266] #positivevibes,#website [266] #website,#entrepreneur [266] #entrepreneur,#business Top Word Pairs in Tweet in G3:
[731] #socialmedia,#socialmediamarketing [699] #socialmediamarketing,#smm [595] #digitalmarketing,#socialmediamarketing [520] #webdesign,#webdevelopment [519] social,media [498] #seo,#smm [497] #webdevelopment,#webdeveloper [484] #marketing,#socialmedia [442] #marketingtips,#seo [433] #socialmediamarketing,#digitalmarketing Top Word Pairs in Tweet in G4:
[252] social,media [152] #smm,#socialmediamarketing [149] #socialmediamarketing,#smm [137] #marketing,#socialmediamarketing [103] #socialmedia,#socialmediamarketing [99] #socialmediamarketing,#socialmedia [85] #digitalmarketing,#marketing [82] #digitalmarketing,#socialmediamarketing [79] #socialmediamarketing,#digitalmarketing [64] #marketing,#digitalmarketing Top Word Pairs in Tweet in G5:
[508] social,media [397] #socialmedia,#socialmediamarketing [395] #socialmediamarketing,#smm [357] #oneofpoints,#socialmedia [122] media,marketing [79] #smm,social [72] influencermh,#socialmediamarketing [51] #smm,snapchat [39] #smm,#socialmediamarketing [37] need,know Top Word Pairs in Tweet in G6:
[112] #rockingmarketer,#socialmediamarketing [112] #socialmedia,#socialmediachallenge [112] #socialmediachallenge,#socialmediamanager [112] #socialmediamanager,#socialmediaguru [110] #quizcontest,#rockingmarketer [107] #socialmediamarketing,#contestalert [107] #contestalert,#quiz [107] #quiz,#yaxisquiz [103] #yaxisquiz,#win [103] #win,#socialmedia Top Word Pairs in Tweet in G7:
[144] #seo,#smm [141] #digitalmarketing,#socialmedia [109] #socialmedia,#socialmediamarketing [108] #socialmediamarketing,#marketingstrategy [107] #business,#ai [107] #ai,#entrepreneur [107] #smm,#socialmediamarketing [101] #socialmedia,#smm [100] #mpgvip,#defstar5 [91] #growthhacking,#content Top Word Pairs in Tweet in G8:
[109] social,media [40] #socialmedia,#socialmediamarketing [26] media,marketing [24] #digitalmarketing,#socialmediamarketing [18] #socialmediamarketing,#smm [17] #seo,#marketing [17] #socialmediamarketing,#digitalmarketing [16] hashtags,fantastic [16] fantastic,increasing [16] increasing,twitter Top Word Pairs in Tweet in G9:
[377] #socialmediamarketing,make [377] make,sure [377] sure,check [371] #giftfortraveller,#giftforcollector [371] #giftforcollector,#giftsforyou [371] #giftsforyou,#giftsformom [371] #giftsformom,#giftsfordad [351] #homemade,#gift [351] #gift,#gifts [319] #giftsfordad,#giftsforkid Top Word Pairs in Tweet in G10:
[124] #travel,#socialmediamarketing [86] #socialmediamarketing,#digitalmarketing [84] day,good [84] good,day [84] day,alive [84] alive,whether [84] whether,sun's [84] sun's,shining [84] shining,marty [84] marty,robbins Top Replied-To in Entire Graph:
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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 G10: