The graph represents a network of 3,098 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, 08 April 2022 at 20:14 UTC.
The requested start date was Friday, 08 April 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 9-day, 3-hour, 41-minute period from Monday, 28 March 2022 at 15:58 UTC to Wednesday, 06 April 2022 at 19:40 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 : 3098
Unique Edges : 1688
Edges With Duplicates : 9678
Total Edges : 11366
Number of Edge Types : 5
Retweet : 2833
MentionsInRetweet : 3095
Mentions : 1135
Tweet : 3870
Replies to : 433
Self-Loops : 4120
Reciprocated Vertex Pair Ratio : 0.0146109412164458
Reciprocated Edge Ratio : 0.028801071667783
Connected Components : 714
Single-Vertex Connected Components : 549
Maximum Vertices in a Connected Component : 1876
Maximum Edges in a Connected Component : 8565
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.196108
Graph Density : 0.000311219775150487
Modularity : 0.283829
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 3,098 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, 08 April 2022 at 20:14 UTC.
The requested start date was Friday, 08 April 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 9-day, 3-hour, 41-minute period from Monday, 28 March 2022 at 15:58 UTC to Wednesday, 06 April 2022 at 19:40 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:
[1221] social,media [712] ðÿÿ,ðÿÿ [701] #seo,#smm [689] #socialmediamarketing,#smm [632] #socialmedia,#socialmediamarketing [475] digital,marketing [422] #oneofpoints,#socialmedia [398] media,marketing [353] amf,token [341] #digitalmarketing,#seo Top Word Pairs in Tweet in G1:
[240] social,media [97] #seo,#smm [81] digital,marketing [69] #socialmediamarketing,#smm [50] media,marketing [46] #digitalmarketing,#smm [42] #sem,#smm [41] #socialmedia,#smm [40] î,î [38] #smm,#seo Top Word Pairs in Tweet in G2:
[712] ðÿÿ,ðÿÿ [352] amf,token [262] tokenamf,amf [162] feel,amf [162] token,today [162] data,represents [161] sell,avoid [161] opinion,data [160] tokenamf,feel [134] amf,general Top Word Pairs in Tweet in G3:
[231] hello,gentleman [231] gentleman,facing [231] facing,kind [231] kind,problem [231] problem,digital [231] digital,marketing [231] marketing,tab [230] tab,follow [229] follow,#digitalmarketing [229] #digitalmarketing,#seo Top Word Pairs in Tweet in G4:
[140] #seo,#smm [111] #socialmediamarketing,#digitalmarketing [106] #ecommerce,#marketing [101] #digitalmarketing,#contentmarketing [92] #marketing,#influencermarketing [92] #website,#webmarketing [91] #socialmedia,#socialmediamarketing [81] social,media [79] #contentmarketing,#seo [79] #smm,#ecommerce Top Word Pairs in Tweet in G5:
[445] #socialmediamarketing,#smm [421] #oneofpoints,#socialmedia [421] #socialmedia,#socialmediamarketing [249] social,media [189] pleasure,conversing [187] latest,#contentmarketing [186] trends,watch [186] watch,workshop [186] workshop,#smm [186] #sm,#socialmedia Top Word Pairs in Tweet in G6:
[86] gt,gt [81] #socialmediamarketing,#smm [70] #socialmedia,#smm [63] #smm,#digitalmarketing [62] #marketing,#smm [46] #business,#entrepreneur [45] #entrepreneur,#marketing [45] #smm,#startup [33] social,media [30] understand,life Top Word Pairs in Tweet in G7:
[105] gt,#marketing [105] #marketing,#optimisation [105] #optimisation,#analysis [105] #analysis,#seo [104] #seo,#sem [104] #sem,#smo [104] #smo,#smm [75] sej,gt [40] #smm,#socialmediamarketing [28] sel,gt Top Word Pairs in Tweet in G8:
[23] grazytgrazynatt,influencerprom1 [14] #promoedutech,#yourmustread [14] #yourmustread,#influencerpromotion [13] serve,humanity [13] humanity,cybersecurity [13] cybersecurity,#promoedutech [13] influencerprom1,ai_miami [13] ai_miami,peterleah18 [13] peterleah18,heroldbarton [13] heroldbarton,vipeurope5 Top Word Pairs in Tweet in G9:
[72] dear,content [72] content,creators [72] creators,grow [72] grow,viral [72] viral,people [72] people,paying [72] paying,attention [72] attention,product [72] product,services [71] growzinnia,dear Top Word Pairs in Tweet in G10:
[26] join,consensus [24] extending,mandate [24] extension,mandate [23] mandate,#smm [23] today's,osce [23] osce,#pc [23] #pc,#russia [23] #russia,stated [23] stated,position [23] position,agree Top Replied-To in Entire Graph:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
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: