The graph represents a network of 3,743 Twitter users whose tweets in the requested range contained "digitalmarketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 12 December 2022 at 01:38 UTC.
The requested start date was Monday, 12 December 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 2-day, 4-hour, 44-minute period from Wednesday, 07 December 2022 at 13:08 UTC to Friday, 09 December 2022 at 17:53 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 : 3743
Unique Edges : 2316
Edges With Duplicates : 8191
Total Edges : 10507
Number of Edge Types : 5
Retweet : 1931
MentionsInRetweet : 2056
Mentions : 1045
Tweet : 5428
Replies to : 47
Self-Loops : 5615
Reciprocated Vertex Pair Ratio : 0.0254278728606357
Reciprocated Edge Ratio : 0.0495946590367191
Connected Components : 2049
Single-Vertex Connected Components : 1695
Maximum Vertices in a Connected Component : 935
Maximum Edges in a Connected Component : 6005
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 5.282029
Graph Density : 0.000149718276896135
Modularity : 0.282984
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,743 Twitter users whose tweets in the requested range contained "digitalmarketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 12 December 2022 at 01:38 UTC.
The requested start date was Monday, 12 December 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 2-day, 4-hour, 44-minute period from Wednesday, 07 December 2022 at 13:08 UTC to Friday, 09 December 2022 at 17:53 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 : digitalmarketing
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:
[1016] #socialmedia,#business [856] #digitalmarketing,#socialmedia [807] #affiliatemarketing,#digitalmarketing [646] #deals,#discounts [625] #discounts,#affiliatemarketing [571] digital,marketing [547] #business,#affiliate [532] #socialmedia,#digitalmarketing [516] #script,#film [513] #film,#movie Top Word Pairs in Tweet in G1:
[277] digital,marketing [228] ø,ø [194] ø,ù [187] #digitalmarketing,#marketing [173] ù,ø [161] social,media [160] #marketing,#digitalmarketing [103] ù,ù [84] #seo,#digitalmarketing [84] #marketing,#socialmediamarketing Top Word Pairs in Tweet in G2:
[23] #ff,#twitter [16] #datascience,#bigdata [15] #twitter,µ3 [13] eli_krumova,#ff [13] #healthcare,#marketing [12] #life,roles [12] #digitalmarketing,info [12] roles,#healthcare [12] andrewincontact,#iot [12] #digitalhealth,#socialmedia Top Word Pairs in Tweet in G3:
[74] #digitalhealth,#socialmedia [42] gt,gt [41] #socialmedia,#digitalmarketing [38] #blog,#emailmarketing [38] #bigdata,#blog [38] #mohammadkhan,#bigdata [37] #entrepreneur,#startup [37] #inboundmarketing,#smm [37] #sme,#analytics [37] #emailmarketing,#inboundmarketing Top Word Pairs in Tweet in G4:
[19] #affiliatemarketing,#digitalmarketing [18] #digitalmarketing,#seo [16] #socialmedia,#business [15] #business,#affiliate [14] #indiemusic,#music [14] #indiefilm,#filmmaking [14] #startups,#smallbiz [14] #filmmaking,#indiemusic [14] #smallbiz,#indiefilm [14] #marketingtips,#startups Top Word Pairs in Tweet in G5:
[30] social,media [26] #seo,#digitalmarketing [21] digital,marketing [17] #digitalmarketing,#seo [11] #news,#bloggerin [11] media,accounts [11] #paidposting,#news [10] #blogger,#marketing [10] order,#seo [10] #bloggerin,#seo Top Word Pairs in Tweet in G6:
[73] joined,read [73] haven't,anything [73] pretty,happy [73] happy,joined [73] article,learn [73] anything,cashrain [73] entire,article [73] cashrain,pretty [73] read,entire [72] learn,gooâ Top Word Pairs in Tweet in G7:
[32] #seo,#localseo [28] #localseo,#digitalmarketing [23] #digitalmarketing,#marketing [20] social,media [19] digital,marketing [14] #socialmediamarketing,#digitalmarketing [11] #simsof,#socialmediamarketing [10] #digitalmarketing,#emailmarketing [10] #seo,#digitalmarketing [9] beauty,box Top Word Pairs in Tweet in G8:
[934] #socialmedia,#business [768] #affiliatemarketing,#digitalmarketing [758] #digitalmarketing,#socialmedia [633] #deals,#discounts [612] #discounts,#affiliatemarketing [522] #business,#affiliate [511] #script,#film [509] #film,#movie [498] #poetry,#music [491] #book,#poetry Top Word Pairs in Tweet in G9:
[46] penalize,content [46] use,same [46] same,hashtags [46] hashtags,algorithm [46] algorithm,penalize [46] create,use [46] content,create [45] use,hashtagsâ [45] shootorder,use Top Word Pairs in Tweet in G10:
[56] #seo,#digitalmarketing [48] #digitalmarketing,#brandveda [44] #brandveda,#marketing [21] #digitalmarketing,#innovation [21] visions,ideas [21] people,#digitalmarketing [21] #innovation,#business [21] people,talk [21] talk,visions [21] surround,yourself Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G4:
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Top Replied-To in G7:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G6:
Top Mentioned in G7:
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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: