The graph represents a network of 5,358 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, 13 June 2021 at 13:14 UTC.
The requested start date was Sunday, 13 June 2021 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, 14-minute period from Thursday, 10 June 2021 at 17:38 UTC to Saturday, 12 June 2021 at 19:52 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 : 5358
Unique Edges : 3872
Edges With Duplicates : 9023
Total Edges : 12895
Number of Edge Types : 5
Retweet : 3184
MentionsInRetweet : 3830
Tweet : 4221
Mentions : 1593
Replies to : 67
Self-Loops : 4471
Reciprocated Vertex Pair Ratio : 0.0231045311799013
Reciprocated Edge Ratio : 0.0451655338741504
Connected Components : 2117
Single-Vertex Connected Components : 1488
Maximum Vertices in a Connected Component : 1961
Maximum Edges in a Connected Component : 7898
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.615352
Graph Density : 0.00015890432454583
Modularity : 0.409035
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 5,358 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, 13 June 2021 at 13:14 UTC.
The requested start date was Sunday, 13 June 2021 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, 14-minute period from Thursday, 10 June 2021 at 17:38 UTC to Saturday, 12 June 2021 at 19:52 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:
[268] social,media [268] #essay,due [215] #marketing,#digitalmarketing [156] #digitalmarketing,#marketing [148] listed,sale [146] #socialmedia,#marketing [142] #marketing,#seo [138] digital,marketing [138] #e,commerce [137] #zirigozagroup,#e Top Word Pairs in Tweet in G1:
[113] social,media [75] #essay,due [61] #business,#marketing [55] #socialmedia,#marketing [52] #marketing,#socialmedia [51] #sales,#marketing [50] #marketing,#seo [49] #marketing,#digitalmarketing [49] #marketing,#business [49] #online,class Top Word Pairs in Tweet in G2:
[151] #essay,due [138] listed,sale [121] sale,#desknet [80] mashable,enricomolinari [73] domainfq,domain [70] domainfq,listed [70] due,#paper [58] #paper,write [57] #saas,#b2b [57] #b2b,#software Top Word Pairs in Tweet in G3:
[32] #essay,due [24] #marketing,#business [24] #marketing,#puertovallarta [23] 000,marketing [23] marketing,#tourism [23] #tourism,#hotels [23] #hotels,#realestate [23] #realestate,#marketing [23] #puertovallarta,#rivieranayarit [22] #marketing,#technews Top Word Pairs in Tweet in G4:
[44] #marketing,#digitalmarketing [37] #digitalmarketing,#marketing [32] digital,marketing [30] #marketing,#socialmediamarketing [28] #digitalmarketing,#digital [27] #digital,#marketing [25] social,media [19] #socialmedia,#marketing [19] #socialmediamarketing,#digitalmarketing [16] #digitalmarketing,#marketingstrategy Top Word Pairs in Tweet in G5:
[83] link,bio [59] click,link [46] thermo,fisher [44] fisher,scientific [35] #marketing,job [32] #marketing,#digitalmarketing [31] bio,apply [18] scientific,hiring [18] apply,job [16] social,media Top Word Pairs in Tweet in G6:
[20] #digitalmarketing,#marketing [17] #marketing,#contentmarketing [15] social,media [14] #contentmarketing,#inboundmarketing [14] #inboundmarketing,#blog [14] #blog,#mktg [12] #mktg,#socialmedia [12] #socialmedia,#socialmediamarketing [12] #socialmediamarketing,#smm [12] #smm,#growthhacking Top Word Pairs in Tweet in G7:
[110] expert,insights [109] shay,berman [109] berman,discussed [109] discussed,starting [109] starting,growing [109] growing,digital [109] digital,agency [109] agency,#thisweekwithsabir [109] #thisweekwithsabir,100 [109] 100,000 Top Word Pairs in Tweet in G8:
[136] #zirigozagroup,#e [136] #e,commerce [136] commerce,#marketing [135] #marketing,#enkil [134] #enkil,#8020 [41] #digital,#marketing [38] #zirigozagroup,#marketing [38] #marketing,#seo [29] #digitalmarketing,#digital [24] behavioral,economics Top Word Pairs in Tweet in G9:
[10] #hazmarketing,#marketing [10] #marketing,#quiénlodijo [9] seo,merkadmon [8] merkadmon,marketing [8] #marketing,#digitalmarketing [7] marketing,web [7] #socialmedia,#marketing [7] #marketing,#digital [6] #marketing,#influence [4] web,besuchen Top Word Pairs in Tweet in G10:
[14] análisis,dafo [12] dafo,personal [10] personal,empresa [9] wwwhatsnew,#tecnologia [9] #tecnologia,#marketing [8] #marketing,#internet [8] buenos,días [8] queda,día [8] día,poder [8] poder,participar 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 G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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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:
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Top Tweeters in G7:
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Top Tweeters in G10: