The graph represents a network of 5,710 Twitter users whose tweets in the requested range contained "#marketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 25 October 2020 at 11:23 UTC.
The requested start date was Sunday, 25 October 2020 at 00:01 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, 2-hour, 0-minute period from Thursday, 22 October 2020 at 17:23 UTC to Saturday, 24 October 2020 at 19:24 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 : 5710
Unique Edges : 4232
Edges With Duplicates : 8458
Total Edges : 12690
Number of Edge Types : 5
Mentions : 2082
Tweet : 4433
Retweet : 2612
MentionsInRetweet : 3489
Replies to : 74
Self-Loops : 4674
Reciprocated Vertex Pair Ratio : 0.0368311327310632
Reciprocated Edge Ratio : 0.0710455764075067
Connected Components : 2589
Single-Vertex Connected Components : 1828
Maximum Vertices in a Connected Component : 1561
Maximum Edges in a Connected Component : 6500
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.732597
Graph Density : 0.000137307394628999
Modularity : 0.415981
NodeXL Version : 1.0.1.441
Data Import : The graph represents a network of 5,710 Twitter users whose tweets in the requested range contained "#marketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 25 October 2020 at 11:23 UTC.
The requested start date was Sunday, 25 October 2020 at 00:01 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, 2-hour, 0-minute period from Thursday, 22 October 2020 at 17:23 UTC to Saturday, 24 October 2020 at 19:24 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 : #marketing
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:
[318] social,media [211] 100,#udemycoupon [191] udemy_coupons1,100 [189] #digitalmarketing,#marketing [183] #research,paper [182] #socialmedia,#marketing [178] #digital,#marketing [162] #calculus,#statistics [161] #algebra,#calculus [160] #math,#algebra Top Word Pairs in Tweet in G1:
[116] social,media [114] #research,paper [95] paper,#dissertation [92] #project,#marketing [92] #calculus,#statistics [91] #algebra,#calculus [90] #essay,due [90] #math,#algebra [89] #dissertation,#project [86] #assignment,#online Top Word Pairs in Tweet in G2:
[69] spirosmargaris,xbond49 [69] xbond49,psb_dc [67] psb_dc,jblefevre60 [37] #ai,started [37] started,revolution [37] revolution,better [37] better,spirosmargaris [36] deeplearn007,#ai [28] jblefevre60,nigewillson [27] wef,enricomolinari Top Word Pairs in Tweet in G3:
[111] #digital,#marketing [106] #digitalmarketing,#digital [72] #digitalmarketing,#marketing [44] read,more [43] #zirigozagroup,#e [43] #e,commerce [42] commerce,#marketing [42] #marketing,#enkil [42] #enkil,#8020 [41] #marketing,#seo Top Word Pairs in Tweet in G4:
[23] #business,#marketing [22] leading,consultants [22] consultants,usage [22] usage,automation [22] automation,#marketing [18] #marketing,#business [17] #sales,#marketing [17] #business,#realestate [16] #smallbiz,#marketing [14] agents,investors Top Word Pairs in Tweet in G5:
[25] social,media [19] read,more [16] #digitalmarketing,#marketing [13] digital,marketing [10] #marketing,#digitalmarketing [10] #marketing,#marketingdigital [10] media,marketing [9] #marketing,#sales [8] #marketing,#marketingtips [8] #socialmedia,#marketing Top Word Pairs in Tweet in G6:
[176] 100,#udemycoupon [152] udemy_coupons1,100 [85] #datascience,#codenewbies [61] #codenewbies,#300daysofcode [55] #coding,#programming [41] #startups,#startup [36] #digitalmarketing,#bigdata [36] streamacademyrt,smallstreamersr [36] smallstreamersr,sgh_rts [32] #startups,aspiring Top Word Pairs in Tweet in G7:
[15] social,media [10] #marketing,#digitalmarketing [10] #seo,#startup [10] 35,b2b [10] b2b,marketers [10] marketers,struggle [10] struggle,produce [10] produce,enough [10] enough,content [10] content,engage Top Word Pairs in Tweet in G8:
[14] wearearticulate,#marketing [8] social,media [7] forbes,#marketing [4] marketing,strategy [4] #marketing,#content [4] potential,customers [3] read,more [3] gt,wearearticulate [3] #socialmedia,#marketing [3] learn,more Top Word Pairs in Tweet in G9:
[7] #business,#marketing [6] content,marketing [5] #marketing,#pr [4] #marketing,#seo [4] customer,experience [4] sewatch,#marketing [4] tell,compelling [4] compelling,story [4] story,increases [4] increases,#leadgeneration Top Word Pairs in Tweet in G10:
[7] social,media [4] writes,garyvee [4] garyvee,alleywatch [4] alleywatch,statement [4] statement,brands [4] brands,'try [4] 'try,us' [4] us',exactly [4] exactly,mean [4] mean,encourage Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G7:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G9:
Top Tweeters in G10: