The graph represents a network of 2,478 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, 01 July 2022 at 19:29 UTC.
The requested start date was Friday, 01 July 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 10-day, 0-hour, 43-minute period from Monday, 20 June 2022 at 19:00 UTC to Thursday, 30 June 2022 at 19:44 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 : 2478
Unique Edges : 1561
Edges With Duplicates : 9857
Total Edges : 11418
Number of Edge Types : 5
Retweet : 2180
MentionsInRetweet : 2636
Mentions : 1725
Tweet : 4794
Replies to : 83
Self-Loops : 5037
Reciprocated Vertex Pair Ratio : 0.0254545454545455
Reciprocated Edge Ratio : 0.049645390070922
Connected Components : 744
Single-Vertex Connected Components : 587
Maximum Vertices in a Connected Component : 1264
Maximum Edges in a Connected Component : 7879
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.489553
Graph Density : 0.000413489331877486
Modularity : 0.240356
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 2,478 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, 01 July 2022 at 19:29 UTC.
The requested start date was Friday, 01 July 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 10-day, 0-hour, 43-minute period from Monday, 20 June 2022 at 19:00 UTC to Thursday, 30 June 2022 at 19:44 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:
[1352] social,media [467] #socialmedia,#smm [369] #socialmediamarketing,#smm [300] #seo,#smm [285] media,marketing [282] #digitalmarketing,#smm [263] #smm,#digitalmarketing [255] #smm,#socialmedia [251] #smm,#socialmediamarketing [238] gt,gt Top Word Pairs in Tweet in G1:
[364] social,media [105] #seo,#smm [88] digital,marketing [66] media,marketing [62] #smm,#socialmedia [54] #socialmediamarketing,#smm [39] #smm,#socialmediamarketing [36] #digitalmarketing,#smm [36] #digitalmarketing,#seo [35] visit,website Top Word Pairs in Tweet in G2:
[181] social,media [119] #socialmediamarketing,#smm [116] #digitalmarketing,#smm [104] #smm,#socialmediamarketing [96] #seo,#smm [91] #smm,#digitalmarketing [65] #marketing,#digitalmarketing [53] #smm,#socialmedia [52] getting,started [52] #marketing,understanding Top Word Pairs in Tweet in G3:
[41] social,media [26] #smm,#digitalmarketing [26] #socialmedia,#smm [23] #seo,#smm [20] perfect,funny [20] funny,explanation [20] explanation,facebook [20] facebook,aka [20] aka,#meta [20] #meta,works Top Word Pairs in Tweet in G4:
[115] #seo,#sem [114] #marketing,#optimisation [114] #sem,#smo [114] #smo,#smm [72] #optimisation,#webanalytics [72] #webanalytics,#seo [42] gt,#marketing [42] #optimisation,#analysis [42] #analysis,#seo [38] #smm,#socialmediamarketing Top Word Pairs in Tweet in G5:
[19] #influencerpromotion,#topcasestudy [17] grazytgrazynatt,influencerprom1 [15] #promoedutech,#influencerpromotion [13] influencerprom1,ai_miami [13] ai_miami,peterleah18 [13] peterleah18,heroldbarton [13] heroldbarton,vipeurope5 [13] vipeurope5,pestochampion [13] pestochampion,srinualme [13] srinualme,_____yo_____yo Top Word Pairs in Tweet in G6:
[175] social,jukebox [172] #socialmedia,#smm [122] social,media [47] automate,social [45] jukebox,automate [40] today,#socialmedia [39] jukebox,today [39] automate,today [39] today,check [38] using,social Top Word Pairs in Tweet in G7:
[66] read,more [37] #socialmedia,#smm [35] #digitalmarketing,#smm [27] #digital,#digitalmarketing [24] #smm,#iotsecurity [22] #ai,#ml [21] #iotsecurity,#startups [21] #startups,#seo [21] #seo,#ai [21] good,morning Top Word Pairs in Tweet in G8:
[62] scroll,top [62] top,tweet [60] put,eyeballs [58] tweet,retweet [49] #smm,voted [49] voted,#bidendiary [48] eyeballs,target [41] target,scroll [35] retweet,thanks [32] #bidendiary,put Top Word Pairs in Tweet in G9:
[28] #digitalmarketing,#smm [27] social,media [20] #seo,#digitalmarketing [20] #smm,specialist [20] specialist,#googleads [20] #googleads,#emailmarketing [20] #emailmarketing,#ppc [20] #ppc,#blogging [20] #blogging,#onlinemarketing [11] digital,marketing Top Word Pairs in Tweet in G10:
[30] #smm,#socialmedia [26] social,media [25] #socialmedia,#smm [14] #socialmedia,#marketing [11] #facebook,#seo [10] #socialmedia,#social [9] interactions,social [9] social,networks [9] networks,dumb [9] dumb,#socialmedia 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 G5:
Top Replied-To in G8:
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 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: