The graph represents a network of 2,543 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, 07 October 2022 at 19:22 UTC.
The requested start date was Friday, 07 October 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, 8-hour, 6-minute period from Friday, 23 September 2022 at 11:34 UTC to Wednesday, 05 October 2022 at 19:41 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 : 2543
Unique Edges : 1618
Edges With Duplicates : 10792
Total Edges : 12410
Number of Edge Types : 5
Tweet : 3990
Mentions : 1806
Retweet : 2742
MentionsInRetweet : 3813
Replies to : 59
Self-Loops : 4386
Reciprocated Vertex Pair Ratio : 0.0343580470162749
Reciprocated Edge Ratio : 0.0664335664335664
Connected Components : 716
Single-Vertex Connected Components : 560
Maximum Vertices in a Connected Component : 1407
Maximum Edges in a Connected Component : 9471
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 5.080953
Graph Density : 0.000442429550828813
Modularity : 0.235971
NodeXL Version : 1.0.1.504
Data Import : The graph represents a network of 2,543 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, 07 October 2022 at 19:22 UTC.
The requested start date was Friday, 07 October 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, 8-hour, 6-minute period from Friday, 23 September 2022 at 11:34 UTC to Wednesday, 05 October 2022 at 19:41 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:
[1117] social,media [456] #socialmediamarketing,#smm [453] #socialmedia,#smm [376] #seo,#smm [312] gt,gt [298] #seo,#sem [293] #smm,#socialmedia [291] digital,marketing [289] wish,knew [288] snapchat,hack Top Word Pairs in Tweet in G1:
[315] social,media [125] #socialmediamarketing,#smm [120] #seo,#smm [99] digital,marketing [98] #socialmedia,#socialmediamarketing [77] #oneofpoints,#socialmedia [75] media,marketing [54] #socialmedia,#smm [47] #digitalmarketing,#smm [40] #leadgeneration,#smm Top Word Pairs in Tweet in G2:
[287] snapchat,hack [287] hack,hacking [287] hacking,#websites [287] #websites,wish [287] wish,knew [287] knew,earlier [287] #datascience,#machinelearning [270] #mohammadkhan,#bigdata [269] #bigdata,#blog [264] #socialmediamarketing,#smm Top Word Pairs in Tweet in G3:
[46] #ff,#twitter [43] #twitter,#smm [27] #smm,#socialmedia [27] #socialmedia,#smm [26] eli_krumova,#ff [25] #iotpl,#iotcl [22] #datascibowl,nodexl [20] #twitter,part [19] #marketing,#digitalmarketing [19] #iotcommunity,#iotpl Top Word Pairs in Tweet in G4:
[118] #marketing,#optimisation [118] #optimisation,#webanalytics [118] #webanalytics,#seo [118] #seo,#sem [118] #sem,#smo [118] #smo,#smm [54] #smm,#socialmediamarketing [25] social,media [18] #optimisable,google [17] sejournal,mattgsouthern Top Word Pairs in Tweet in G5:
[25] grazytgrazynatt,influencerprom1 [18] influencerprom1,ai_miami [18] ai_miami,peterleah18 [18] peterleah18,heroldbarton [18] heroldbarton,vipeurope5 [18] vipeurope5,pestochampion [18] pestochampion,srinualme [18] srinualme,_____yo_____yo [18] #influencerpromotion,#topcasestudy [17] _____yo_____yo,kiyotaka_ Top Word Pairs in Tweet in G6:
[67] gt,gt [50] #socialmedia,#socialmediamarketing [49] social,media [48] #seo,#smm [46] #socialmediamarketing,#digitalmarketing [46] #digitalmarketing,#contentmarketing [46] #smm,#ecommerce [46] #ecommerce,#marketing [46] #marketing,#influencermarketing [43] #contentmarketing,#seo Top Word Pairs in Tweet in G7:
[61] #adwords,#ads [59] #digitalmarketing,#ecommercemarket [56] #sem,#ppc [54] #seo,#sem [50] #ppc,#adwords [50] #ads,#promotion [50] #promotion,#leadgeneration [40] #ecommercemarket,#seo [33] #smo,#smm [31] join,gt Top Word Pairs in Tweet in G8:
[41] gt,co [35] brain,#smm [30] #cubic,#zirconia [26] #1,online [26] online,business [26] business,platform [26] platform,try [26] try,before [26] before,buy [26] buy,opportunity Top Word Pairs in Tweet in G9:
[15] #socialmedia,#smm [12] #socialmedia,marketing [12] talk,show [8] overheard,ep [8] marketing,talk [8] show,#socialchatter [8] #socialchatter,ckroks [8] ckroks,fuhsionmktg [5] #ai,powered [4] brings,#ai Top Word Pairs in Tweet in G10:
[98] #seo,#smm [78] #socialmedia,#socialmediamarketing [60] #socialmediamarketing,#digitalmarketing [58] #digitalmarketing,#contentmarketing [58] #smm,#ecommerce [58] #ecommerce,#marketing [58] #marketing,#influencermarketing [55] #website,#webmarketing [54] #contentmarketing,#seo [54] #influencermarketing,#freelancer 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 G5:
Top Replied-To in G7:
Top Replied-To in G9:
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: