The graph represents a network of 3,858 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, 26 July 2020 at 11:54 UTC.
The requested start date was Sunday, 26 July 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 1-day, 3-hour, 11-minute period from Friday, 24 July 2020 at 18:19 UTC to Saturday, 25 July 2020 at 21:30 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 : 3858
Unique Edges : 2704
Edges With Duplicates : 6316
Total Edges : 9020
Number of Edge Types : 5
Retweet : 2281
MentionsInRetweet : 2669
Tweet : 2719
Mentions : 1306
Replies to : 45
Self-Loops : 2938
Reciprocated Vertex Pair Ratio : 0.0280103026400515
Reciprocated Edge Ratio : 0.0544942060757908
Connected Components : 1618
Single-Vertex Connected Components : 1066
Maximum Vertices in a Connected Component : 1089
Maximum Edges in a Connected Component : 4457
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.613529
Graph Density : 0.000214578920621659
Modularity : 0.411819
NodeXL Version : 1.0.1.438
Data Import : The graph represents a network of 3,858 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, 26 July 2020 at 11:54 UTC.
The requested start date was Sunday, 26 July 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 5,000.
The tweets in the network were tweeted over the 1-day, 3-hour, 11-minute period from Friday, 24 July 2020 at 18:19 UTC to Saturday, 25 July 2020 at 21:30 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:
[255] ryanglass4real,#entreprenuer [238] social,media [153] #essay,due [139] #research,paper [126] #digitalmarketing,#marketing [126] due,#assignment [117] #online,class [114] #assignment,#online [114] #socialmedia,#marketing [113] #nursing,#essay Top Word Pairs in Tweet in G1:
[97] #research,paper [94] #essay,due [81] due,#assignment [81] paper,#dissertation [78] #marketing,#physics [77] #online,class [75] #assignment,#online [72] #calculus,#statistics [72] #nursing,#essay [66] #algebra,#calculus Top Word Pairs in Tweet in G2:
[35] seeker,enricomolinari [30] ty,gigadgets_ [30] gigadgets_,enricomolinari [23] enricomolinari,#sustainability [21] #marketing,#digital [20] #iot,#bigdata [20] #sustainability,#ehealth [19] #startups,#startup [18] cs,#marketing [18] #digital,fisher85m Top Word Pairs in Tweet in G3:
[252] ryanglass4real,#entreprenuer [106] #mpgvip,#defstar5 [77] #infographics,#productivity [77] #productivity,#digitalmarketing [77] #digitalmarketing,agency [77] #startup,#mpgvip [67] #startup,#growthhacking [54] #defstar5,#makeyourownlane [45] #growthhacking,#startup [43] agency,#growthhacking Top Word Pairs in Tweet in G4:
[62] #visualcontenting,#contentmarketing [62] #contentmarketing,#socialmedia [62] #socialmedia,#seo [52] read,more [27] social,media [26] #digitalmarketing,#marketing [25] #marketing,#marketingtips [22] #digital,#marketing [21] digital,marketing [21] #marketing,#technews Top Word Pairs in Tweet in G5:
[19] social,media [8] #socialmedia,#marketing [7] #marketing,#digitalmarketing [6] simple,tips [6] tips,customers [6] customers,online [6] online,#digitalmarketing [6] #digitalmarketing,#digital [6] #digital,#marketing [6] #smm,#socialmedia Top Word Pairs in Tweet in G6:
[5] content,marketing [4] trending,keywords [4] keywords,current [4] current,events [3] need,market [3] market,#marketing [3] #marketing,skills [3] skills,make [3] make,sure [3] sure,website Top Word Pairs in Tweet in G7:
[9] social,media [8] pleased,show [8] show,#socialelbies [8] #socialelbies,co [8] co,nnzinzasqo [8] nnzinzasqo,2019 [8] 2019,featuring [8] featuring,lulaveggie [7] socialelbies,pleased [7] lulaveggie,officialadren Top Word Pairs in Tweet in G8:
[17] digital,marketing [16] #marketing,#digitalmarketing [11] #digitalmarketing,#marketing [8] #entrepreneur,#marketing [8] dlaignite,#socialselling [8] #socialselling,#digitalselling [7] #marketing,#branding [6] #socialmedia,#entrepreneur [6] #digital,#marketing [6] content,marketing Top Word Pairs in Tweet in G9:
[17] #startups,#startup [12] #bicycle,#tech [12] #tech,#technology [12] #technology,#news [12] #news,#innovation [12] #innovation,#future [12] #future,#driving [12] #driving,#traffic [12] #traffic,#road [12] #road,#roadtrip Top Word Pairs in Tweet in G10:
[4] many,websites [4] websites,1991 [4] 1991,1992 [4] 1992,1993 [4] 1993,130 [4] 130,1994 [4] 1994,3k [4] 3k,1996 [4] 1996,258k [4] 258k,1998 Top Replied-To in Entire Graph:
Top Replied-To in G2:
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Top Replied-To in G5:
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Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G5:
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Top Tweeters in G10: