The graph represents a network of 2,620 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, 25 February 2022 at 21:06 UTC.
The requested start date was Friday, 25 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, 17-hour, 28-minute period from Wednesday, 16 February 2022 at 07:30 UTC to Friday, 25 February 2022 at 00:59 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 : 2620
Unique Edges : 1592
Edges With Duplicates : 10094
Total Edges : 11686
Number of Edge Types : 5
Mentions : 1090
Retweet : 2985
MentionsInRetweet : 3517
Tweet : 3970
Replies to : 124
Self-Loops : 4202
Reciprocated Vertex Pair Ratio : 0.0151036178433439
Reciprocated Edge Ratio : 0.029757785467128
Connected Components : 662
Single-Vertex Connected Components : 533
Maximum Vertices in a Connected Component : 1669
Maximum Edges in a Connected Component : 9610
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.837295
Graph Density : 0.000421173514743988
Modularity : 0.251755
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 2,620 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, 25 February 2022 at 21:06 UTC.
The requested start date was Friday, 25 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, 17-hour, 28-minute period from Wednesday, 16 February 2022 at 07:30 UTC to Friday, 25 February 2022 at 00:59 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:
[1211] social,media [752] #socialmediamarketing,#smm [645] #socialmedia,#socialmediamarketing [435] #oneofpoints,#socialmedia [396] #seo,#smm [364] #socialmedia,#smm [280] #machinelearning,#ai [249] media,marketing [240] #smm,#socialmediamarketing [240] #smm,#digitalmarketing Top Word Pairs in Tweet in G1:
[222] social,media [85] #seo,#smm [64] media,marketing [57] #marketing,#smm [50] digital,marketing [41] #business,#marketing [39] #smm,#socialmediamarketing [37] #digitalmarketing,#smm [35] #smm,#socialmedia [30] #smm,#seo Top Word Pairs in Tweet in G2:
[157] #socialmediamarketing,#smm [101] #smm,#digitalmarketing [101] social,media [97] gt,gt [93] #seo,#sem [89] gt,#marketing [89] #smo,#smm [88] #marketing,#optimisation [88] #optimisation,#analysis [88] #analysis,#seo Top Word Pairs in Tweet in G3:
[247] #machinelearning,#ai [211] #ai,#python [143] more,#machinelearning [135] #python,#datascience [122] know,more [76] marketing,trends [76] trends,using [76] using,customer [76] customer,data [76] data,know Top Word Pairs in Tweet in G4:
[127] gt,gt [126] #seo,#smm [126] gt,#seo [124] #seo,#seonews [119] #socialmedia,#socialmediamarketing [113] social,media [99] #seonews,#searchengineoptimization [98] #sem,#smm [89] #searchengineoptimization,#sem [81] #bestdigitalmarketing,#seo Top Word Pairs in Tweet in G5:
[435] #oneofpoints,#socialmedia [435] #socialmedia,#socialmediamarketing [435] #socialmediamarketing,#smm [204] social,media [98] #smm,social [97] pleasure,conversing [96] latest,#contentmarketing [96] trends,watch [96] watch,workshop [96] workshop,#smm Top Word Pairs in Tweet in G6:
[110] social,media [42] #smm,#socialmedia [27] media,marketing [23] #smm,#marketingtips [18] #instagram,#smm [16] #socialmedia,#marketing [13] digital,marketing [13] smexaminer,#smm [12] #socialmedia,#smm [12] jeffbullas,#smm Top Word Pairs in Tweet in G7:
[49] #seo,#smm [26] #smm,#marketing [25] #digitalmarketing,#smm [23] #marketing,#smm [22] #digitalmarketing,#seo [22] #seo,#digitalmarketing [21] #suferseo,#socialmedia [21] #socialmedia,#marketing [21] ecommerce,marketing [20] facebook,ads Top Word Pairs in Tweet in G8:
[56] social,media [36] #smm,#digitalmarketing [36] #socialmediamarketing,#smm [32] #digitalmarketing,#smm [31] #digital,#digitalmarketing [25] #fiverr,#digitalmarketing [24] #digitalmarketing,#promovideo [24] #promovideo,#techvideo [24] #techvideo,#bookpromo [24] #bookpromo,#nft Top Word Pairs in Tweet in G9:
[61] business,owner [61] owner,offer [61] offer,services [61] services,each [61] each,app [61] app,different [61] different,opportunity [61] opportunity,display [61] display,expertise [60] _xklusivemedia,business Top Word Pairs in Tweet in G10:
[54] know,create [54] create,truly [54] truly,engaging [54] engaging,content [54] content,#1inch [54] #1inch,labs [54] labs,seeking [54] seeking,#smm [54] #smm,contributor [54] contributor,fluent Top Replied-To in Entire Graph:
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Top Replied-To in G8:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: