The graph represents a network of 11,122 Twitter users whose recent tweets contained "#marketing", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 28 April 2021 at 14:31 UTC.
The tweets in the network were tweeted over the 1-day, 4-hour, 12-minute period from Tuesday, 27 April 2021 at 10:12 UTC to Wednesday, 28 April 2021 at 14:24 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 : 11122
Unique Edges : 13918
Edges With Duplicates : 12789
Total Edges : 26707
Number of Edge Types : 5
Retweet : 7004
MentionsInRetweet : 5401
Mentions : 4097
Tweet : 9971
Replies to : 234
Self-Loops : 10428
Reciprocated Vertex Pair Ratio : 0.038054592335734
Reciprocated Edge Ratio : 0.0733190578158458
Connected Components : 4700
Single-Vertex Connected Components : 3450
Maximum Vertices in a Connected Component : 3902
Maximum Edges in a Connected Component : 16746
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.673757
Graph Density : 9.43909066767656E-05
Modularity : 0.47544
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 11,122 Twitter users whose recent tweets contained "#marketing", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 28 April 2021 at 14:31 UTC.
The tweets in the network were tweeted over the 1-day, 4-hour, 12-minute period from Tuesday, 27 April 2021 at 10:12 UTC to Wednesday, 28 April 2021 at 14:24 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 : TwitterSearch
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 : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[812] #marketing,#businessstrategy [811] #onlinemarketingtopeurope,#marketing [807] #digitalmarketingservices,#onlinemarketingtopeurope [805] charlesfrize,#digitalmarketingservices [805] #businessstrategy,#digitalbranding [759] #frizemedia,charlesfrize [705] #digitalmarketing,#marketing [647] #marketing,#seo [541] #marketing,#digitalmarketing [532] social,media Top Word Pairs in Tweet in G1:
[216] social,media [130] #business,#marketing [118] #socialmedia,#marketing [113] #marketing,#digitalmarketing [113] #marketing,#seo [111] #marketing,#business [110] #digitalmarketing,#marketing [99] #marketing,#socialmedia [95] #marketing,#branding [88] digital,marketing Top Word Pairs in Tweet in G2:
[810] #onlinemarketingtopeurope,#marketing [807] #digitalmarketingservices,#onlinemarketingtopeurope [806] #marketing,#businessstrategy [805] charlesfrize,#digitalmarketingservices [805] #businessstrategy,#digitalbranding [754] #frizemedia,charlesfrize [382] #digitalmarketing,#marketing [350] group,buy [315] #marketing,#seo [260] #seo,#seotips Top Word Pairs in Tweet in G3:
[341] #esg,#sdgs [318] #insurtech,#proptech [285] #ai,#iot [280] #marketing,#govtech [278] #finserv,#insurtech [272] #smartcities,#esg [269] #vc,#blockchain [238] mashable,enricomolinari [236] #fintech,#finserv [229] #ehealth,#smartcities Top Word Pairs in Tweet in G4:
[179] #essay,due [150] #paper,pay [142] #do,homework [123] due,#paper [115] #python,#apple [111] #100daysofcode,#javascript [111] #paper,write [111] #essaypay,#marketing [107] #javascript,#python [106] #english,#paper Top Word Pairs in Tweet in G5:
[273] #zirigozagroup,#e [273] #e,commerce [273] commerce,#marketing [273] #marketing,#enkil [273] #enkil,#8020 [164] #marketing,#seo [114] #zirigozagroup,#marketing [63] #wobi,#marketing [59] #marketing,#creativity [45] seth,godin Top Word Pairs in Tweet in G6:
[48] agents,#investors [46] business,#marketing [45] #sales,#marketing [44] #realestate,agents [41] #motivation,#success [33] #business,#entrepreneur [33] #marketing,#realestate [33] #business,#marketing [33] #smallbusiness,#marketing [32] #success,#marketing Top Word Pairs in Tweet in G7:
[24] #marketingdigital,#seo [24] 28,abril [19] #socialmedia,#marketing [16] #marketingdigital,#marketing [16] aprende,magníficos [16] magníficos,profesionales [16] profesionales,posiciona2021 [16] posiciona2021,28 [16] abril,inscríbete [16] inscríbete,#speakers Top Word Pairs in Tweet in G8:
[43] #marketing,#contentmarketing [41] #contentmarketing,#inboundmarketing [41] #inboundmarketing,#blog [41] #blog,#mktg [41] #mktg,#socialmedia [41] #socialmedia,#socialmediamarketing [41] #socialmediamarketing,#smm [41] #smm,#growthhacking [41] #growthhacking,#website [27] #sales,#marketing Top Word Pairs in Tweet in G9:
[21] #hazmarketing,#marketing [20] #marketing,#quiénlodijo [9] #marketing,#business [9] coruzant,technologies [8] #marketing,#marketingstrategy [6] #marketing,#sales [6] #marketing,#affiliatemarketing [5] #socialmedia,#marketing [5] top,tech [5] tech,tips Top Word Pairs in Tweet in G10:
[20] startupbonsai,#marketing [18] wearearticulate,#marketing [17] social,media [7] #marketing,#socialmedia [7] difference,between [6] find,more [6] #socialmedia,#marketing [5] #marketing,#digitalmarketing [5] #contentmarketing,#marketing [5] #marketing,#copywriting Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G7:
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Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G6:
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Top Mentioned in G10:
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:
Top Tweeters in G6:
Top Tweeters in G7:
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Top Tweeters in G9:
Top Tweeters in G10: