The graph represents a network of 2,146 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, 10 December 2021 at 21:02 UTC.
The requested start date was Friday, 10 December 2021 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, 8-hour, 6-minute period from Wednesday, 01 December 2021 at 16:54 UTC to Friday, 10 December 2021 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 : 2146
Unique Edges : 1247
Edges With Duplicates : 9975
Total Edges : 11222
Number of Edge Types : 5
Tweet : 4233
Retweet : 2857
MentionsInRetweet : 3194
Mentions : 834
Replies to : 104
Self-Loops : 4495
Reciprocated Vertex Pair Ratio : 0.0239495798319328
Reciprocated Edge Ratio : 0.0467788264259335
Connected Components : 567
Single-Vertex Connected Components : 439
Maximum Vertices in a Connected Component : 1290
Maximum Edges in a Connected Component : 9154
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 4.787083
Graph Density : 0.000529417770797081
Modularity : 0.213464
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 2,146 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, 10 December 2021 at 21:02 UTC.
The requested start date was Friday, 10 December 2021 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, 8-hour, 6-minute period from Wednesday, 01 December 2021 at 16:54 UTC to Friday, 10 December 2021 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:
[1336] social,media [675] #socialmediamarketing,#smm [457] #socialmedia,#socialmediamarketing [449] #socialmedia,#smm [412] #oneofpoints,#socialmedia [367] #seo,#smm [316] media,marketing [299] #seo,#sem [292] #smm,#socialmedia [290] #smm,#socialmediamarketing Top Word Pairs in Tweet in G1:
[278] social,media [94] #seo,#smm [74] #socialmedia,#smm [66] #marketing,#smm [65] media,marketing [65] #seo,#sem [63] digital,marketing [63] #sem,#smm [53] #digital,#marketing [51] #rgb,#web Top Word Pairs in Tweet in G2:
[184] #smo,#smm [176] social,media [159] #seo,#sem [152] #digitalmarketing,#smm [132] #smm,#website [121] #socialmediamarketing,#smm [118] #smm,#digitalmarketing [117] #socialmediamarketing,video [100] #seo,#digitalmarketing [98] #digitalmarketing,#bestdigitalmarketing Top Word Pairs in Tweet in G3:
[154] #seo,#smm [153] #links,#backlinks [151] #smm,#links [143] #backlinks,#linkbuilding [141] #linkbuilding,#blogcomments [127] #blogcomments,#webtraffic [121] #analytics,#marketing [118] #onlinemarketing,#seotips [114] #digitalmarketing,#digitaltools [114] #seotips,#analytics Top Word Pairs in Tweet in G4:
[23] #yourmustread,#influencerpromotion [18] #influencerpromotion,#topcasestudy [15] #promoedutech,#yourmustread [14] serve,humanity [14] humanity,cybersecurity [14] cybersecurity,#promoedutech [13] grazytgrazynatt,influencerprom1 [11] #topcasestudy,#cybersecurity [9] #cybersecurity,#knowledge [8] grow,exponentially Top Word Pairs in Tweet in G5:
[25] social,media [15] gave,kred [13] #socialmedia,#smm [12] artificial,intelligence [11] #socialmedia,marketing [10] #ai,#smm [9] #smm,#socialmedia [9] 16,expert [9] expert,tips [9] tips,preparing Top Word Pairs in Tweet in G6:
[104] social,media [35] #smm,#socialmedia [29] #smm,#smallbiz [22] #instagram,#smm [20] media,marketing [17] #marketingtips,#smm [14] kentyoungstrom,publicity [14] publicity,relationships [14] relationships,#marketingtips [12] #socialmedia,#smm Top Word Pairs in Tweet in G7:
[71] make,sales [71] paying,clients [71] social,media [70] finding,difficult [70] difficult,make [70] sales,paying [70] clients,social [70] busy,works [56] âž,finding [56] media,âž Top Word Pairs in Tweet in G8:
[28] #infographic,#digitalmarketing [28] #digitalmarketing,#growthhacking [23] social,media [23] #growthhacking,#startups [20] #startup,#entrepreneurs [20] #entrepreneurs,#mpgvip [18] marketing,trends [17] #marketing,#smm [13] content,marketing [12] trends,predictions Top Word Pairs in Tweet in G9:
[157] #contentmarketing,#smm [127] #seoagency,#seoexpert [127] #seoexpert,#linkbuilding [127] #linkbuilding,#seoservice [127] #seoservice,#backlink [122] #backlink,#backlinks [122] #backlinks,#seomarketing [122] #seomarketing,#seotools [122] #seotools,#contentmarketing [122] #smm,#sem Top Word Pairs in Tweet in G10:
[179] using,link [138] 100,credits [130] gt,gt [129] gt,#seo [127] #seo,#seonews [120] test,vultr [108] 100,credit [108] credit,test [99] #seonews,#searchengineoptimization [94] #searchengineoptimization,#sem 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 Replied-To in G8:
Top Replied-To in G9:
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: