The graph represents a network of 2,544 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, 02 December 2022 at 20:20 UTC.
The requested start date was Friday, 02 December 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 13-day, 8-hour, 52-minute period from Friday, 18 November 2022 at 16:08 UTC to Friday, 02 December 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 : 2544
Unique Edges : 1488
Edges With Duplicates : 11091
Total Edges : 12579
Number of Edge Types : 5
Tweet : 4391
Retweet : 2495
MentionsInRetweet : 3794
Mentions : 1838
Replies to : 61
Self-Loops : 4871
Reciprocated Vertex Pair Ratio : 0.040016501650165
Reciprocated Edge Ratio : 0.0769535898452995
Connected Components : 853
Single-Vertex Connected Components : 705
Maximum Vertices in a Connected Component : 1295
Maximum Edges in a Connected Component : 8772
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 4.243096
Graph Density : 0.00038968113232279
Modularity : 0.211436
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 2,544 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, 02 December 2022 at 20:20 UTC.
The requested start date was Friday, 02 December 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 13-day, 8-hour, 52-minute period from Friday, 18 November 2022 at 16:08 UTC to Friday, 02 December 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:
[1341] social,media [511] #socialmediamarketing,#smm [455] #socialmedia,#smm [431] #smm,#socialmedia [424] gt,gt [336] #mohammadkhan,#bigdata [335] #bigdata,#blog [333] #seo,#smm [329] #smm,#sme [324] #blog,#emailmarketing Top Word Pairs in Tweet in G1:
[407] social,media [171] #socialmediamarketing,#smm [133] #seo,#smm [104] digital,marketing [99] media,marketing [89] #socialmedia,#socialmediamarketing [85] #digitalmarketing,#smm [64] #smm,#socialmediamarketing [64] #oneofpoints,#socialmedia [57] #smm,#socialmedia Top Word Pairs in Tweet in G2:
[320] #mohammadkhan,#bigdata [319] #bigdata,#blog [310] #blog,#emailmarketing [308] #emailmarketing,#inboundmarketing [308] #inboundmarketing,#smm [307] #smm,#sme [304] #sme,#analytics [303] #analytics,#seo [299] #seo,#entrepreneur [296] #entrepreneur,#startup Top Word Pairs in Tweet in G3:
[55] #ff,#twitter [53] #socialmedia,#smm [51] #smm,#socialmedia [43] #twitter,#smm [35] eli_krumova,#ff [32] #marketing,#digitalmarketing [27] #twitter,part2 [26] join,gt [24] #twitter,#socialmedia [23] kred,#influence Top Word Pairs in Tweet in G4:
[216] social,media [94] #marketing,#smm [81] digital,marketing [59] #seo,#smm [57] #smo,#smm [50] media,marketing [49] #smm,#digitalmarketing [44] #smm,#seo [44] #seo,#smo [43] #digitalmarketing,#smm Top Word Pairs in Tweet in G5:
[40] social,media [30] #socialmedia,#smm [20] #smm,#socialmedia [16] #smm,#socialmediamarketing [11] #socialmedia,marketing [10] smexaminer,#smm [10] sproutsocial,#smm [9] talk,show [9] #socialmediamarketing,#smm [9] media,marketing Top Word Pairs in Tweet in G6:
[42] social,media [42] media,marketing [40] promotion,major [40] projects,created [40] #addmefast,social [40] #crypto,projects [40] marketing,promotion [40] created,#addmefast [40] major,issue [40] issue,#crypto Top Word Pairs in Tweet in G7:
[241] gt,gt [129] #socialmediamarketing,#smm [116] #marketing,#smm [99] gt,#seo [98] #seo,#seonews [78] #smm,#startup [78] #business,#entrepreneur [78] #seonews,#searchengineoptimization [77] #entrepreneur,#marketing [76] #searchengineoptimization,#sem Top Word Pairs in Tweet in G8:
[64] good,morning [64] lovely,people [64] morning,lovely [57] sortedsocial,good [46] people,welcome [29] contextual,backlinks [29] hack,free [29] backlinks,well [29] free,social [29] social,shares Top Word Pairs in Tweet in G9:
[189] social,jukebox [120] #socialmedia,#smm [66] social,media [53] jukebox,automate [50] automate,today [50] today,check [48] automate,social [48] today,#socialmedia [46] check,#socialmedia [42] jukebox,today Top Word Pairs in Tweet in G10:
[15] #smm,#socialmedia [10] age,metaverse [10] building,trust [10] honored,open [10] open,cairo [10] glengilmore,honored [10] central,marketing [10] marketing,glengilmore [10] trust,central [10] holiday,season Top Replied-To in Entire Graph:
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: