The graph represents a network of 2,881 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, 04 March 2022 at 21:06 UTC.
The requested start date was Friday, 04 March 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, 17-hour, 10-minute period from Wednesday, 23 February 2022 at 07:49 UTC to Friday, 04 March 2022 at 01:00 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 : 2881
Unique Edges : 1909
Edges With Duplicates : 9963
Total Edges : 11872
Number of Edge Types : 5
Tweet : 3805
Mentions : 1167
Retweet : 2846
MentionsInRetweet : 3573
Replies to : 481
Self-Loops : 4042
Reciprocated Vertex Pair Ratio : 0.01806684733514
Reciprocated Edge Ratio : 0.0354924578527063
Connected Components : 624
Single-Vertex Connected Components : 489
Maximum Vertices in a Connected Component : 1906
Maximum Edges in a Connected Component : 9755
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.458432
Graph Density : 0.000407482934166377
Modularity : 0.280611
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 2,881 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, 04 March 2022 at 21:06 UTC.
The requested start date was Friday, 04 March 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, 17-hour, 10-minute period from Wednesday, 23 February 2022 at 07:49 UTC to Friday, 04 March 2022 at 01:00 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:
[1278] social,media [737] #socialmedia,#socialmediamarketing [730] #socialmediamarketing,#smm [493] pleasure,conversing [493] conversing,david [493] david,meerman [493] meerman,scott [493] scott,guru [491] guru,#realtimemarketing [464] #realtimemarketing,latest Top Word Pairs in Tweet in G1:
[248] social,media [88] #seo,#smm [74] media,marketing [73] #socialmedia,#smm [63] #marketing,#smm [55] digital,marketing [40] #business,#marketing [31] #smm,#socialmediamarketing [29] #smm,#socialmedia [28] #digitalmarketing,#smm Top Word Pairs in Tweet in G2:
[450] pleasure,conversing [450] conversing,david [450] david,meerman [450] meerman,scott [450] scott,guru [450] guru,#realtimemarketing [449] #realtimemarketing,latest [448] latest,#contentmarketing [448] #contentmarketing,#marketing [448] #marketing,trends Top Word Pairs in Tweet in G3:
[178] #socialmediamarketing,#smm [120] social,media [103] gt,gt [94] #smm,#digitalmarketing [94] #marketing,#smm [81] #entrepreneur,#marketing [65] #business,#entrepreneur [55] #seo,#smm [53] #smm,#marketing [53] #smm,#startup Top Word Pairs in Tweet in G4:
[209] #seo,#smm [199] #socialmedia,#socialmediamarketing [187] social,media [159] #digitalmarketing,#contentmarketing [158] #socialmediamarketing,#digitalmarketing [156] #contentmarketing,#seo [152] #smm,#ecommerce [152] #ecommerce,#marketing [152] #marketing,#influencermarketing [152] #website,#webmarketing Top Word Pairs in Tweet in G5:
[111] gt,gt [111] gt,#seo [109] #seo,#seonews [86] #seonews,#searchengineoptimization [82] #searchengineoptimization,#sem [78] #sem,#smm [72] #smm,#divi [68] #divi,#wordpress [64] know,more [60] #machinelearning,#ai Top Word Pairs in Tweet in G6:
[129] help,build [129] build,social [129] social,media [129] media,profile [128] _xklusivemedia,help [128] profile,facebo [2] #digitalmarketing,#smm [2] business,owner [2] owner,offer [2] offer,services Top Word Pairs in Tweet in G7:
[70] #spdc,#smm [68] #smm,#tweetuk [66] #smm,#socialmedia [51] social,media [50] #socialmedia,#smm [49] #pendant,#necklace [49] simple,steps [49] steps,driving [49] driving,free [49] free,traffic Top Word Pairs in Tweet in G8:
[48] #ai,#machinelearning [44] #digitalmarketing,#smm [38] #digital,#marketing [38] #marketing,#marketer [38] #marketer,#blogger [38] #blogger,#smm [38] #smm,#seo [38] #seo,#aso [38] #aso,#marketing [36] gave,kred Top Word Pairs in Tweet in G9:
[75] nel,cura [60] social,media [41] cura,popup_2015 [38] pinterest,elevates [38] elevates,programma [38] programma,dedicato [38] dedicato,alle [38] alle,donne [38] donne,imprenditrici [38] imprenditrici,nel Top Word Pairs in Tweet in G10:
[17] services,usa [16] #seo,#smm [15] #smm,#digitalmarketing [15] email,info [15] info,alliedtechnologies [15] alliedtechnologies,io [15] io,phone [14] poppysm86036771,best [14] vision,gives [14] gives,more 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 G5:
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: