The graph represents a network of 2,315 Twitter users whose tweets in the requested range contained "#smm", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 05 November 2021 at 20:06 UTC.
The requested start date was Friday, 05 November 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 9-day, 8-hour, 27-minute period from Tuesday, 26 October 2021 at 15:32 UTC to Friday, 05 November 2021 at 00:00 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 : 2315
Unique Edges : 1407
Edges With Duplicates : 10035
Total Edges : 11442
Number of Edge Types : 5
Retweet : 2746
MentionsInRetweet : 3236
Tweet : 4298
Mentions : 1125
Replies to : 37
Self-Loops : 4548
Reciprocated Vertex Pair Ratio : 0.0221694378463975
Reciprocated Edge Ratio : 0.0433772269558482
Connected Components : 634
Single-Vertex Connected Components : 501
Maximum Vertices in a Connected Component : 1414
Maximum Edges in a Connected Component : 9380
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.389708
Graph Density : 0.000481994284018212
Modularity : 0.228008
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 2,315 Twitter users whose tweets in the requested range contained "#smm", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Friday, 05 November 2021 at 20:06 UTC.
The requested start date was Friday, 05 November 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 9-day, 8-hour, 27-minute period from Tuesday, 26 October 2021 at 15:32 UTC to Friday, 05 November 2021 at 00:00 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 : GraphServerTwitterSearch
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:
[1284] social,media [763] #socialmediamarketing,#smm [613] #socialmedia,#socialmediamarketing [501] #oneofpoints,#socialmedia [422] #socialmedia,#smm [383] #seo,#smm [278] media,marketing [264] #smm,#socialmedia [263] #smm,#digitalmarketing [262] #marketing,#smm Top Word Pairs in Tweet in G1:
[302] social,media [82] #smm,#digitalmarketing [79] #socialmedia,#smm [64] digital,marketing [61] #socialmediamanager,#smm [60] media,marketing [59] #seo,#smm [49] #socialmediamarketing,#socialmediamanager [42] #smm,#socialmedia [37] #socialmediamarketing,#smm Top Word Pairs in Tweet in G2:
[113] #socialmediamarketing,#smm [105] #socialmedia,#smm [79] social,media [77] #smm,#digitalmarketing [65] #seo,#smm [59] #socialmedia,#socialmediamarketing [53] #digitalmarketing,#startup [52] #startup,#marketing [52] #marketing,#growthhacking [51] #growthhacking,#business Top Word Pairs in Tweet in G3:
[176] #smo,#smm [144] #seo,#smm [131] gt,#marketing [121] #marketing,#optimisation [120] #seo,#sem [119] #sem,#smo [118] #optimisation,#analysis [118] #analysis,#seo [115] social,media [105] sej,gt Top Word Pairs in Tweet in G4:
[38] #nlp,#bitcoin [36] #yourmustread,#influencerpromotion [35] #influencerpromotion,#topcasestudy [30] job,make [30] make,one [30] one,15 [30] 15,wks [30] wks,mentoring [30] mentoring,#startup [28] jcafesin,job Top Word Pairs in Tweet in G5:
[178] social,media [74] #smm,#socialmedia [63] media,marketing [32] #smm,#marketingtips [29] #smm,#socialmediamarketing [21] fundamental,social [21] #instagram,#smm [20] jeffbullas,10 [20] #seo,#smm [18] jeffbullas,fundamental Top Word Pairs in Tweet in G6:
[14] #meta,ceo [14] ceo,mark [14] mark,#zuckerberg [14] #zuckerberg,takes [14] takes,swipe [14] swipe,#apple [14] #apple,#facebook [14] #facebook,reducing [14] reducing,subscription [14] subscription,fees Top Word Pairs in Tweet in G7:
[505] #socialmediamarketing,#smm [501] #socialmedia,#socialmediamarketing [497] #oneofpoints,#socialmedia [265] social,media [109] #smm,social [66] media,marketing [65] #smm,snapchat [32] media,statistics [32] need,know [30] statistics,2019 Top Word Pairs in Tweet in G8:
[23] #smm,#marketing [22] #digitalmarketing,#smm [21] social,media [19] #marketing,#smm [19] #smm,#seo [18] #marketing,#google [18] #google,#sem [18] #sem,#digitalmarketing [18] #digitalmarketing,#business [18] #business,#socialmedia Top Word Pairs in Tweet in G9:
[15] social,media [13] #socialmedia,marketing [13] talk,show [11] overheard,ep [11] marketing,talk [11] show,#socialchatter [11] #socialmedia,#smm [7] #smm,#socialmedia [7] #socialmedia,#socialmediastrategy [7] #socialmediastrategy,hubspot Top Word Pairs in Tweet in G10:
[22] long,term [18] travelling,during [18] during,international [18] international,pandemic [18] pandemic,certainly [18] certainly,faint [18] faint,hearted [18] hearted,#packs [16] social,selling [11] a7,tips Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G8:
Top Replied-To in G10:
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 Mentioned in G10:
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: