The graph represents a network of 1,785 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, 25 November 2022 at 20:17 UTC.
The requested start date was Friday, 25 November 2022 at 01:01 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 8-day, 21-hour, 52-minute period from Wednesday, 16 November 2022 at 03:08 UTC to Friday, 25 November 2022 at 01:01 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 : 1785
Unique Edges : 1048
Edges With Duplicates : 5838
Total Edges : 6886
Number of Edge Types : 5
Tweet : 3018
Mentions : 879
Replies to : 36
MentionsInRetweet : 1517
Retweet : 1436
Self-Loops : 3176
Reciprocated Vertex Pair Ratio : 0.0333333333333333
Reciprocated Edge Ratio : 0.0645161290322581
Connected Components : 686
Single-Vertex Connected Components : 554
Maximum Vertices in a Connected Component : 693
Maximum Edges in a Connected Component : 4141
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.308242
Graph Density : 0.000447802439361395
Modularity : 0.247422
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,785 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, 25 November 2022 at 20:17 UTC.
The requested start date was Friday, 25 November 2022 at 01:01 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 8-day, 21-hour, 52-minute period from Wednesday, 16 November 2022 at 03:08 UTC to Friday, 25 November 2022 at 01:01 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:
[815] social,media [341] #socialmediamarketing,#smm [313] gt,gt [285] #socialmedia,#smm [242] digital,marketing [232] #smm,#socialmedia [227] #smm,#sme [226] #mohammadkhan,#bigdata [226] #bigdata,#blog [224] #inboundmarketing,#smm Top Word Pairs in Tweet in G1:
[254] social,media [119] #seo,#smm [107] #socialmediamarketing,#smm [93] digital,marketing [90] #socialmedia,#socialmediamarketing [72] #digitalmarketing,#smm [62] media,marketing [58] #smm,#socialmediamarketing [47] #socialmediamarketing,#digitalmarketing [41] #socialmedia,#smm Top Word Pairs in Tweet in G2:
[225] #bigdata,#blog [225] #mohammadkhan,#bigdata [222] #blog,#emailmarketing [221] #inboundmarketing,#smm [221] #emailmarketing,#inboundmarketing [220] #smm,#sme [209] #sme,#analytics [208] #analytics,#seo [207] #seo,#entrepreneur [204] #entrepreneur,#startup Top Word Pairs in Tweet in G3:
[82] #marketing,#optimisation [82] #seo,#sem [82] #optimisation,#webanalytics [82] #smo,#smm [82] #sem,#smo [82] #webanalytics,#seo [48] #smm,#socialmediamarketing [47] social,media [18] elon,musk [18] twitter,#smm Top Word Pairs in Tweet in G4:
[138] #seoexpert,#linkbuilding [138] #seoagency,#seoexpert [138] #linkbuilding,#seoservice [136] #seoservice,#backlink [135] #backlinks,#seomarketing [135] #smm,#sem [135] #backlink,#backlinks [133] #contentmarketing,#smm [130] #seomarketing,#seotools [130] #seotools,#contentmarketing Top Word Pairs in Tweet in G5:
[127] social,jukebox [79] social,media [76] #socialmedia,#smm [35] automate,social [31] jukebox,automate [30] today,#socialmedia [27] check,#socialmedia [27] automate,today [27] jukebox,today [27] today,check Top Word Pairs in Tweet in G6:
[64] social,media [42] funzionalità,dedicate [42] propri,fan [42] #influencer,ingaggiare [42] #snapchat,lancia [42] #worldcup,#snapchat [42] fan,info [42] agli,#influencer [42] ingaggiare,propri [42] nuove,funzionalità Top Word Pairs in Tweet in G7:
[28] #addmefast,users [28] users,chance [28] specifically,#smm [28] created,specifically [28] amf,created [28] #smm,#addmefast [28] chance,earn [27] earn,#amf [27] knows,amf [27] everyone,knows Top Word Pairs in Tweet in G8:
[29] contextual,backlinks [29] shares,signals [29] generate,super [29] #seo,hack [29] super,relevant [29] relevant,contextual [29] helped,generate [29] backlinks,well [29] hack,free [29] signals,helped Top Word Pairs in Tweet in G9:
[24] #facebook,#facebookmarketing [24] #facebookmarketing,#facebookads [23] facebook,ads [21] ads,#facebook [21] set,more [15] social,media [13] effective,facebook [12] #facebookads,#facebookad [12] business,growth [12] digital,marketing Top Word Pairs in Tweet in G10:
[15] social,media [13] #socialmedia,#smm [5] #socialmedia,marketing [4] covered,comment [4] overheard,ep [4] show,#socialchatter [4] #smm,#socialmediamarketing [4] talk,show [4] #socialmediamarketing,haven't [4] misconceptions,#socialmediamarketing 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 G6:
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: