The graph represents a network of 4,814 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, 28 November 2021 at 14:13 UTC.
The requested start date was Sunday, 28 November 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 2-day, 2-hour, 32-minute period from Thursday, 25 November 2021 at 17:13 UTC to Saturday, 27 November 2021 at 19:45 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 : 4814
Unique Edges : 3570
Edges With Duplicates : 9811
Total Edges : 13381
Number of Edge Types : 5
Tweet : 4046
Retweet : 3474
MentionsInRetweet : 4315
Replies to : 82
Mentions : 1464
Self-Loops : 4279
Reciprocated Vertex Pair Ratio : 0.0240207747240857
Reciprocated Edge Ratio : 0.0469146238377008
Connected Components : 1678
Single-Vertex Connected Components : 1169
Maximum Vertices in a Connected Component : 2111
Maximum Edges in a Connected Component : 9236
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.120611
Graph Density : 0.000204231528807651
Modularity : 0.383971
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,814 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, 28 November 2021 at 14:13 UTC.
The requested start date was Sunday, 28 November 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 2-day, 2-hour, 32-minute period from Thursday, 25 November 2021 at 17:13 UTC to Saturday, 27 November 2021 at 19:45 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:
[284] social,media [189] domain,sale [186] #marketing,#digitalmarketing [151] #marketing,#seo [150] #marketing,#business [150] #socialmedia,#marketing [139] #digitalmarketing,#marketing [126] domainfq,domain [119] #100daysofcode,#javascript [110] #business,#marketing Top Word Pairs in Tweet in G1:
[51] social,media [44] #marketing,#digitalmarketing [43] #business,#marketing [42] #marketing,#seo [38] link,bio [37] #marketing,#branding [37] black,friday [36] #socialmedia,#marketing [36] #digitalmarketing,#marketing [36] #marketing,#business Top Word Pairs in Tweet in G2:
[137] social,media [90] #zirigozagroup,#e [90] #e,commerce [87] commerce,#marketing [86] high,quality [86] #marketing,#enkil [82] #enkil,#8020 [80] need,high [80] quality,#remove [80] #remove,background Top Word Pairs in Tweet in G3:
[130] domain,sale [112] #100daysofcode,#javascript [110] domainfq,domain [85] #javascript,#python [84] #python,#apple [78] #apple,#vr [66] #vr,#microsoft [61] domain,name [57] sale,#desknet [51] listed,sale Top Word Pairs in Tweet in G4:
[7] #seo,#marketing [6] social,media [5] #advertising,#marketing [5] #marketing,#digitalmarketing [5] jackiemorelli,#womenintech [5] #womenintech,#django [5] #django,#nocode [5] #nocode,#javascript [5] #javascript,#github [5] #github,#nodejs Top Word Pairs in Tweet in G5:
[11] latest,forbes [11] forbes,#wealthmanagement [11] #wealthmanagement,ubiquitous [11] ubiquitous,offerings [11] offerings,signal [11] signal,#wealthmanagement [11] #wealthmanagement,#investors [11] #investors,alike [10] therudingroup,latest [8] human,level Top Word Pairs in Tweet in G6:
[41] hologram,action [41] action,#100daysofcode [41] #100daysofcode,#vr [41] #vr,#ar [41] #ar,#music [41] #music,#education [41] #spatialdatascience,#exhibition [31] #domainname,sale [26] #app,#defi [25] #security,#metaverse Top Word Pairs in Tweet in G7:
[58] #mxs,telegram [39] telegram,twitter [38] #ethereum,#crypto [36] #bnb,#marketing [34] #bitcoin,#money [34] #money,#ethereum [33] #crypto,#bnb [29] small,preview [29] preview,360 [29] 360,billboard Top Word Pairs in Tweet in G8:
[37] domain,sale [37] sale,#domain [28] frauhodl,domain [28] #premiumdomains,#digitalasset [24] domain,name [20] #machinelearning,#datascience [19] #datascience,#python [19] #python,#ai [19] #ai,#100daysofcode [19] #100daysofcode,#iot Top Word Pairs in Tweet in G9:
[14] #marketing,#marketingdigital [8] #digitalmarketing,#marketing [7] #marketing,#marketingtips [7] #socialmedia,#marketing [7] social,media [7] #marketing,#socialmediamarketing [6] black,friday [5] #contentmarketing,#marketing [5] sometimes,disappointing [5] disappointing,#cx Top Word Pairs in Tweet in G10:
[25] #marketing,#digitalmarketing [11] #seotips,#marketing [11] #digitalmarketing,#socialmediamarketing [11] #socialmediamarketing,#marketingtips [11] #marketingtips,#contentmarketing [9] #seotools,#seotips [8] #socialselling,#digitalselling [8] #contentmarketing,#organictraffic [8] #organictraffic,#influencermarketing [8] #influencermarketing,#seo Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G3:
Top Replied-To in G4:
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 Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
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Top Tweeters in G9:
Top Tweeters in G10: