The graph represents a network of 3,248 Twitter users whose recent tweets contained "#smm", 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 21:06 UTC.
The tweets in the network were tweeted over the 8-day, 13-hour, 50-minute period from Wednesday, 16 June 2021 at 06:29 UTC to Thursday, 24 June 2021 at 20:20 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 : 3248
Unique Edges : 4436
Edges With Duplicates : 9199
Total Edges : 13635
Number of Edge Types : 5
Retweet : 3608
Tweet : 4335
Mentions : 2597
MentionsInRetweet : 2485
Replies to : 610
Self-Loops : 4876
Reciprocated Vertex Pair Ratio : 0.0175653594771242
Reciprocated Edge Ratio : 0.0345242874347652
Connected Components : 648
Single-Vertex Connected Components : 477
Maximum Vertices in a Connected Component : 2231
Maximum Edges in a Connected Component : 11949
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.780813
Graph Density : 0.000472395132452692
Modularity : 0.350471
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 3,248 Twitter users whose recent tweets contained "#smm", 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 21:06 UTC.
The tweets in the network were tweeted over the 8-day, 13-hour, 50-minute period from Wednesday, 16 June 2021 at 06:29 UTC to Thursday, 24 June 2021 at 20:20 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 : #smm
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:
[1436] social,media [1076] #sem,#smm [1002] #seo,#sem [936] #socialmediamarketing,#smm [913] #socialmedia,#socialmediamarketing [844] #seo,#smm [800] #smm,#follow [798] #follow,#bazar [798] #bazar,#riogle [798] #riogle,#diogle Top Word Pairs in Tweet in G1:
[794] #smm,#follow [794] #follow,#bazar [794] #bazar,#riogle [794] #riogle,#diogle [794] #diogle,#giogle [794] #giogle,#piogle [777] #seo,#sem [777] #sem,#smm [616] drop,handles [386] likes,retweets Top Word Pairs in Tweet in G2:
[244] social,media [97] #seo,#smm [61] media,marketing [58] #smm,#socialmedia [48] #socialmedia,#smm [44] digital,marketing [42] #smm,#socialmediamarketing [33] #socialmediamarketing,#smm [31] #sem,#smm [29] #smm,#digitalmarketing Top Word Pairs in Tweet in G3:
[469] #seo,#smm [295] using,link [266] #socialmedia,#socialmediamarketing [255] gt,gt [226] 100,credits [217] #startups,#seo [212] #marketing,#contentmarketing [212] #sem,#smm [211] #growthhacking,#startups [199] #socialmediamarketing,#smm Top Word Pairs in Tweet in G4:
[107] #socialmedia,#smm [76] social,media [58] #smm,#socialmedia [35] #smm,#socialmediamarketing [28] smexaminer,#smm [27] #smm,#marketing [25] #socialmediamarketing,#smm [24] #smm,#contentmarketing [22] #smm,#digitalmarketing [22] #digitalmarketing,#smm Top Word Pairs in Tweet in G5:
[321] #smm,#socialmediamarketing [163] #socialmedia,#socialmediamarketing [158] #socialmediamarketing,#smm [156] #marketing,#contentmarketing [156] #contentmarketing,#inboundmarketing [156] #inboundmarketing,#blog [156] #blog,#mktg [156] #mktg,#socialmedia [156] #smm,#growthhacking [156] #growthhacking,#website Top Word Pairs in Tweet in G6:
[37] #digitalmarketing,#smm [34] jblefevre60,spirosmargaris [31] media,consumption [31] consumption,changed [31] changed,past [31] past,decade [31] decade,#smm [31] #smm,#digitalmarketing [31] #digitalmarketing,#digitaltransformation [31] #digitaltransformation,evankirstel Top Word Pairs in Tweet in G7:
[96] alright,#marketingtwitter [96] #marketingtwitter,need [96] need,help [96] help,finding [96] finding,great [96] great,#smm [96] #smm,talent [96] talent,hiring [96] hiring,senior [96] senior,social Top Word Pairs in Tweet in G8:
[93] #socialmedia,#smm [38] social,media [22] #socialmedia,marketing [22] talk,show [17] overheard,ep [17] marketing,talk [17] show,#socialchatter [15] #socialmediamarketing,#smm [15] infographic,#socialmedia [10] facebook,launches Top Word Pairs in Tweet in G9:
[109] #seo,#smm [98] #smm,#links [98] #links,#backlinks [84] #backlinks,#linkbuilding [84] #linkbuilding,#blogcomments [84] #onlinemarketing,#seotips [84] #analytics,#marketing [72] #marketing,#affiliatemarketing [70] #blogcomments,#webtraffic [70] #webtraffic,#digitalmarketing Top Word Pairs in Tweet in G10:
[120] social,media [42] finding,difficult [42] difficult,make [42] make,sales [42] sales,paying [42] paying,clients [42] clients,social [42] media,busy [42] busy,works [42] works,time Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: