The graph represents a network of 2,717 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, 26 August 2022 at 19:24 UTC.
The requested start date was Friday, 26 August 2022 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 12-day, 1-hour, 10-minute period from Saturday, 13 August 2022 at 18:25 UTC to Thursday, 25 August 2022 at 19:35 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 : 2717
Unique Edges : 1769
Edges With Duplicates : 9898
Total Edges : 11667
Number of Edge Types : 5
Tweet : 4162
Mentions : 1542
Retweet : 2586
MentionsInRetweet : 3240
Replies to : 137
Self-Loops : 4490
Reciprocated Vertex Pair Ratio : 0.0244840853445261
Reciprocated Edge Ratio : 0.0477978832365995
Connected Components : 735
Single-Vertex Connected Components : 547
Maximum Vertices in a Connected Component : 1483
Maximum Edges in a Connected Component : 9042
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 5.257166
Graph Density : 0.000396917244448444
Modularity : 0.264013
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 2,717 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, 26 August 2022 at 19:24 UTC.
The requested start date was Friday, 26 August 2022 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 12-day, 1-hour, 10-minute period from Saturday, 13 August 2022 at 18:25 UTC to Thursday, 25 August 2022 at 19:35 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:
[1096] social,media [451] #socialmedia,#smm [447] #seo,#smm [359] #socialmediamarketing,#smm [327] digital,marketing [308] #mohammadkhan,#bigdata [306] #bigdata,#blog [298] #socialmedia,#socialmediamarketing [298] #blog,#emailmarketing [296] #contentmarketing,#smm Top Word Pairs in Tweet in G1:
[219] social,media [107] #seo,#smm [93] digital,marketing [51] #smm,#socialmediamarketing [51] #contentmarketing,#smm [50] website,traffic [49] media,marketing [49] #smm,#seo [48] ranking,website [47] provide,high Top Word Pairs in Tweet in G2:
[93] #socialmedia,#smm [77] beingovee,#datascience [77] #datascience,#machinelearning [77] #machinelearning,#analytics [59] #websites,wish [59] wish,knew [59] knew,earlier [59] earlier,beingovee [56] #ai,#ml [54] snapchat,hack Top Word Pairs in Tweet in G3:
[152] #socialmediamarketing,#smm [121] social,media [115] #marketing,#smm [108] digital,marketing [108] gt,gt [101] #smm,#digitalmarketing [98] #digitalmarketing,#smm [95] #business,#entrepreneur [92] #entrepreneur,#marketing [89] #smm,#startup Top Word Pairs in Tweet in G4:
[117] #marketing,#optimisation [117] #optimisation,#webanalytics [117] #webanalytics,#seo [117] #seo,#sem [117] #sem,#smo [117] #smo,#smm [64] social,media [35] #smm,#socialmedia [30] #optimisable,google [25] #socialmedia,#marketing Top Word Pairs in Tweet in G5:
[286] #mohammadkhan,#bigdata [284] #bigdata,#blog [276] #blog,#emailmarketing [270] #emailmarketing,#inboundmarketing [266] #inboundmarketing,#smm [262] #smm,#sme [257] #sme,#analytics [257] #analytics,#seo [254] #seo,#entrepreneur [253] #entrepreneur,#startup Top Word Pairs in Tweet in G6:
[53] social,media [21] #smm,#socialmediamarketing [20] #smm,#socialmedia [17] #smm,#digitalmarketing [14] #socialmedia,#smm [13] connect,visit [12] smexaminer,#smm [11] digital,marketing [11] #instagrammarketing,#smm [11] making,instagram Top Word Pairs in Tweet in G7:
[84] #smm,video [56] #seo,#sem [54] social,media [45] #socialmediamarketing,#smm [44] #sem,#smm [42] rgb,web [42] web,tech [40] #digital,#marketing [38] #rgb,#web [37] #web,#tech Top Word Pairs in Tweet in G8:
[111] nft,collection [111] collection,really [111] really,important [111] important,holding [111] holding,#fkm [111] #fkm,#stx [111] #stx,stayke [111] stayke,fk [111] fk,win [111] win,remaining Top Word Pairs in Tweet in G9:
[24] agency,summit [24] #socialmedia,#smm [11] chrisbronext,agency [9] #socialmedia,marketing [9] talk,show [8] summit,including [8] including,amazing [8] amazing,sessions [8] sessions,mitchjackson [8] mitchjackson,robert_rose Top Word Pairs in Tweet in G10:
[155] gt,gt [151] gt,#seo [146] #seo,#seonews [115] #seonews,#searchengineoptimization [106] #searchengineoptimization,#sem [97] #sem,#smm [87] #smm,#divi [82] #divi,#wordpress [76] #socialmedia,#socialmediamarketing [68] #oneofpoints,#socialmedia Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G7:
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: