The graph represents a network of 2,594 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, 18 February 2022 at 21:06 UTC.
The requested start date was Friday, 18 February 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, 5-hour, 27-minute period from Wednesday, 09 February 2022 at 19:31 UTC to Friday, 18 February 2022 at 00:58 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 : 2594
Unique Edges : 1864
Edges With Duplicates : 10224
Total Edges : 12088
Number of Edge Types : 5
Retweet : 3073
MentionsInRetweet : 3793
Tweet : 3771
Mentions : 1157
Replies to : 294
Self-Loops : 4019
Reciprocated Vertex Pair Ratio : 0.0172839506172839
Reciprocated Edge Ratio : 0.0339805825242718
Connected Components : 555
Single-Vertex Connected Components : 428
Maximum Vertices in a Connected Component : 1803
Maximum Edges in a Connected Component : 10354
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.505365
Graph Density : 0.00049002102511328
Modularity : 0.257829
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 2,594 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, 18 February 2022 at 21:06 UTC.
The requested start date was Friday, 18 February 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, 5-hour, 27-minute period from Wednesday, 09 February 2022 at 19:31 UTC to Friday, 18 February 2022 at 00:58 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:
[1007] social,media [767] #socialmediamarketing,#smm [495] #socialmedia,#socialmediamarketing [396] #oneofpoints,#socialmedia [375] #smm,#seo [355] #socialmedia,#smm [324] #seo,#smm [312] pleasure,conversing [310] #socialmedia,#marketing [286] #brand,#branding Top Word Pairs in Tweet in G1:
[187] social,media [98] #реклама,#продвижение [97] инструмент,для [97] для,#smm [97] #smm,менеджера [97] менеджера,#postoplan [97] #postoplan,лучшее [97] лучшее,настраиваете [97] настраиваете,контент [97] контент,куда Top Word Pairs in Tweet in G2:
[387] #oneofpoints,#socialmedia [387] #socialmedia,#socialmediamarketing [387] #socialmediamarketing,#smm [284] pleasure,conversing [281] latest,#contentmarketing [280] trends,watch [280] watch,workshop [280] workshop,#smm [280] #sm,#socialmedia [280] #contentcreation,#contentwriting Top Word Pairs in Tweet in G3:
[214] #socialmediamarketing,#smm [163] #smm,#digitalmarketing [137] #contentmarketing,#smm [132] #seoagency,#seoexpert [131] #seoexpert,#linkbuilding [131] #linkbuilding,#seoservice [127] #seoservice,#backlink [127] #backlink,#backlinks [124] #backlinks,#seomarketing [124] #seomarketing,#seotools Top Word Pairs in Tweet in G4:
[201] #machinelearning,#ai [190] #ai,#python [154] #python,#datascience [115] #datascience,#bigdata [109] #bigdata,#digitalmarketing [109] #digitalmarketing,#iot [99] #iot,#100daysofcode [98] more,#machinelearning [89] know,more [88] #100daysofcode,#robots Top Word Pairs in Tweet in G5:
[108] #seo,#sem [100] gt,#marketing [94] #smo,#smm [88] #marketing,#optimisation [86] #analysis,#seo [85] #optimisation,#analysis [83] #sem,#smo [78] sej,gt [67] social,media [60] #seo,#smm Top Word Pairs in Tweet in G6:
[108] gt,gt [107] gt,#seo [107] #seo,#seonews [87] #seonews,#searchengineoptimization [76] #searchengineoptimization,#sem [69] #sem,#smm [64] find,talent [64] talent,needed [64] needed,business [64] business,growing Top Word Pairs in Tweet in G7:
[20] social,media [15] #socialmediamarketing,#smm [13] #smm,#digitalmarketing [11] facebook,ads [9] amf,token [9] #smm,#socialmediamarketing [8] #cryptocurrency,#socialmediamarketing [7] #smm,#contentmarketing [7] #digitalmarketing,#onlinemarketing [7] familyhelp387,#digitalmarketing Top Word Pairs in Tweet in G8:
[86] social,media [25] #leadgeneration,#smm [24] prospective,customers [24] customers,seeking [24] products,services [24] services,advice [24] advice,twitter [24] twitter,#leadgen [24] #leadgen,#leadgeneration [23] media,marketing Top Word Pairs in Tweet in G9:
[94] gt,gt [88] #socialmediamarketing,#smm [72] #entrepreneur,#marketing [53] #marketing,#smm [52] #smm,#digitalmarketing [50] social,media [44] #business,#entrepreneur [44] #smm,#startup [28] #socialmedia,#socialmediamarketing [24] #socialstrategy,#businessmarketing Top Word Pairs in Tweet in G10:
[29] #fiverr,#digitalmarketing [28] promo,video [28] 24,hours [28] #digitalmarketing,#promovideo [28] #promovideo,#techvideo [28] #techvideo,#bookpromo [28] #bookpromo,#nft [28] #nft,#gif [28] #gif,#smm [28] #smm,#eventpromo 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 G5:
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: