The graph represents a network of 4,287 Twitter users whose tweets in the requested range contained "digitalmarketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 26 December 2022 at 01:33 UTC.
The requested start date was Monday, 26 December 2022 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 3-day, 5-hour, 23-minute period from Thursday, 22 December 2022 at 12:29 UTC to Sunday, 25 December 2022 at 17:53 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 : 4287
Unique Edges : 2418
Edges With Duplicates : 8593
Total Edges : 11011
Number of Edge Types : 5
Retweet : 2538
MentionsInRetweet : 2690
Tweet : 4988
Mentions : 756
Replies to : 39
Self-Loops : 5181
Reciprocated Vertex Pair Ratio : 0.015169194865811
Reciprocated Edge Ratio : 0.0298850574712644
Connected Components : 2089
Single-Vertex Connected Components : 1808
Maximum Vertices in a Connected Component : 888
Maximum Edges in a Connected Component : 4905
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 4.31478
Graph Density : 0.000142047912924303
Modularity : 0.321027
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,287 Twitter users whose tweets in the requested range contained "digitalmarketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 26 December 2022 at 01:33 UTC.
The requested start date was Monday, 26 December 2022 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 3-day, 5-hour, 23-minute period from Thursday, 22 December 2022 at 12:29 UTC to Sunday, 25 December 2022 at 17:53 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 : digitalmarketing
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:
[1254] merry,christmas [768] digital,marketing [602] #socialmedia,#business [596] #digitalmarketing,#marketing [504] christmas,visit [503] visit,web [503] christmas,company [503] clients,merry [503] wishes,clients [503] company,wishes Top Word Pairs in Tweet in G1:
[371] digital,marketing [208] #digitalmarketing,#marketing [206] social,media [160] merry,christmas [147] #marketing,#digitalmarketing [121] #seo,#digitalmarketing [92] #marketing,#socialmediamarketing [84] #socialmediamarketing,#socialmedia [83] #digitalmarketing,#socialmediamarketing [78] #socialmediamarketing,#digitalmarketing Top Word Pairs in Tweet in G2:
[1006] merry,christmas [503] company,wishes [503] christmas,visit [503] wishes,clients [503] christmas,company [503] clients,merry [503] visit,web [502] web,# [502] crypto_upvotes,merry Top Word Pairs in Tweet in G3:
[201] #marketing,#influencer [201] #digitalmarketing,#marketing [200] digital,marketing [200] read,more [200] start,#digitalmarketing [200] create,digital [200] strategy,start [200] marketing,strategy [200] #influencer,read [199] fameinfinity_,create Top Word Pairs in Tweet in G4:
[54] #datascience,#bigdata [33] #bigdata,#analytics [22] #artificialintelligence,#ai [21] #ai,#datascience [16] history,#artificialintelligence [16] #marketing,#digitalmarketing [15] #analytics,#machi [14] #digitalmarketing,#marketing [13] #bigdata,#ai [13] merry,christmas Top Word Pairs in Tweet in G5:
[48] #digitalmarketing,#marketing [47] digital,marketing [45] #marketing,#digitalmarketing [26] article,generator [26] unique,article [25] #seo,#digitalmarketing [25] social,media [25] #digitalmarketing,#businessgrowth [24] #businessgrowth,#smallbusiness [24] #smallbusiness,#growthhacking Top Word Pairs in Tweet in G6:
[41] digital,marketing [21] #marketing,#marketingtips [21] #marketingtips,#seo [15] #digitalmarketing,#marketing [13] marketing,strategy [13] #digitalmarketing,#seo [12] #digitalmarketing,#business [12] #digitalmarketing,#digital [12] service,provider [12] merry,christmas Top Word Pairs in Tweet in G7:
[10] order,#seo [10] #seo,#digitalmarketing [10] bbcnews,google [5] semrush,ubersuggest_seo [5] semrush,ahrefs [5] ahrefs,semrush [5] #badeachhelagtehain2,bbcnews [5] google,ahrefs [5] google,semrush [5] #cirkus,#badeachhelagtehain2 Top Word Pairs in Tweet in G8:
[20] merry,christmas [12] #socialmedia,#digitalmarketing [11] social,media [11] #digitalmarketing,#marketing [11] #socialmediamarketing,#socialmedia [10] #marketing,#socialmediamarketing [9] digital,marketing [7] #socialmedia,#business [7] #branding,#socialmedia [7] #pathakdigitalms,#pathakdigitalmediasolutions Top Word Pairs in Tweet in G9:
[30] #datascience,#bigdata [29] #bigdata,#analytics [26] #ai,#datascience [25] history,#artificialintelligence [25] #artificialintelligence,#ai [23] #analytics,#machin [23] westart_factory,history [22] #domainname,#domainnames [22] #startup,#startups [22] #domainsforsale,#domainname Top Word Pairs in Tweet in G10:
[36] tasks,follow [36] ends,december [34] metalimpact_,ends [34] nanos,15 [34] 15,year [34] follow,metalimpact_ [34] year,gift [34] december,30 [34] 30,#giveaway [34] 2023,tasks Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G3:
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Top Replied-To in G6:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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Top Mentioned in G7:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
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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: