The graph represents a network of 5,663 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, 18 April 2021 at 13:22 UTC.
The requested start date was Sunday, 18 April 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, 21-minute period from Wednesday, 14 April 2021 at 18:45 UTC to Friday, 16 April 2021 at 21:06 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 : 5663
Unique Edges : 4083
Edges With Duplicates : 9055
Total Edges : 13138
Number of Edge Types : 5
Retweet : 2793
MentionsInRetweet : 3608
Tweet : 4567
Mentions : 2086
Replies to : 84
Self-Loops : 4818
Reciprocated Vertex Pair Ratio : 0.0337333031469323
Reciprocated Edge Ratio : 0.0652650021901007
Connected Components : 2387
Single-Vertex Connected Components : 1662
Maximum Vertices in a Connected Component : 1821
Maximum Edges in a Connected Component : 7320
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 6.345239
Graph Density : 0.000142403112084972
Modularity : 0.410247
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 5,663 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, 18 April 2021 at 13:22 UTC.
The requested start date was Sunday, 18 April 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, 21-minute period from Wednesday, 14 April 2021 at 18:45 UTC to Friday, 16 April 2021 at 21:06 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:
[289] social,media [267] #digitalmarketing,#marketing [218] #essay,due [189] #marketing,#seo [161] #marketing,#digitalmarketing [152] #socialmedia,#marketing [137] #marketing,#business [135] #marketing,#socialmediamarketing [127] #paper,pay [127] digital,marketing Top Word Pairs in Tweet in G1:
[115] #essay,due [115] #digitalmarketing,#marketing [104] social,media [89] #marketing,#socialmediamarketing [71] #marketing,#seo [70] #online,class [64] #business,#marketing [64] #socialmedia,#marketing [61] #entrepreneur,#business [58] #paper,pay Top Word Pairs in Tweet in G2:
[18] wikitude,enricomolinari [18] info,#ai [17] #fintech,#banking [16] info,ingliguori [15] #payments,#digitalassets [15] #ai,#data [13] nervous,system [13] brain,signals [13] signals,physical [13] physical,actions Top Word Pairs in Tweet in G3:
[78] #essay,due [48] #career,#jobs [48] #jobs,#data [48] #data,#digitalmarketing [48] #paper,pay [40] #someone,help [40] #digitalmarketing,#marketing [39] #digitalmarketing,#html5 [39] due,#paper [37] #case,study Top Word Pairs in Tweet in G4:
[35] #marketing,video [30] #growthhacking,#marketing [29] #entrepreneur,#smallbiz [28] #marketing,#smallbusiness [26] digital,marketing [26] social,media [25] #marketing,#startup [23] business,#marketing [22] #smallbusiness,#growthhacking [21] #growthhacking,#entrepreneur Top Word Pairs in Tweet in G5:
[108] #zirigozagroup,#e [108] #e,commerce [108] commerce,#marketing [107] #marketing,#enkil [107] #enkil,#8020 [83] #frizemedia,charlesfrize [82] charlesfrize,reading [75] #digitalmarketingservices,#marketing [74] #marketing,#seo [74] charlesfrize,#socialmediamarketing Top Word Pairs in Tweet in G6:
[21] 15,16 [20] fernandodeleone,altaestrategia [18] cmmeeting,raquelober [17] 16,abril [16] queridasfashion,cmmeeting [15] #cmm21,cmmeeting [15] anabelanogs,copymanager [14] #socialmedia,#marketing [14] rafabarthaburu,cmmeeting [13] albertoemachado,rafabarthaburu Top Word Pairs in Tweet in G7:
[8] social,media [7] #pr,#marketing [5] semrush,#marketing [4] marketing,strategy [4] media,marketing [3] three,#marketing [3] #marketing,experts [3] experts,share [3] share,insights [3] insights,perspectives Top Word Pairs in Tweet in G8:
[20] #digitalmarketing,#marketing [18] #affiliatemarketing,check [15] #affiliate,#referral [15] #referral,#cashback [15] #cashback,#crypto [15] #crypto,#shopping [15] #shopping,#travel [15] #travel,#business [14] #marketing,#networking [12] social,media Top Word Pairs in Tweet in G9:
[10] #marketing,#marketingtips [8] social,media [7] #easkme,#gauravkumar [6] startupbonsai,#seo [6] started,seo [6] seo,idea [6] idea,start [6] start,time [6] time,read [6] read,beginner's Top Word Pairs in Tweet in G10:
[7] marketo,#marketing [5] #marketing,#sales [4] account,based [4] based,marketing [4] marketing,marketing [4] marketing,struggles [4] struggles,executive [4] executive,buy [4] buy,perhaps [4] perhaps,need Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G10:
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:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: