The graph represents a network of 2,986 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, 08 November 2021 at 23:19 UTC.
The requested start date was Monday, 08 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, 3-hour, 34-minute period from Friday, 05 November 2021 at 14:18 UTC to Sunday, 07 November 2021 at 17:52 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 : 2986
Unique Edges : 2115
Edges With Duplicates : 11587
Total Edges : 13702
Number of Edge Types : 5
Replies to : 62
Retweet : 4677
MentionsInRetweet : 5179
Tweet : 2986
Mentions : 798
Self-Loops : 3238
Reciprocated Vertex Pair Ratio : 0.0154296355413674
Reciprocated Edge Ratio : 0.0303903589206183
Connected Components : 880
Single-Vertex Connected Components : 692
Maximum Vertices in a Connected Component : 1783
Maximum Edges in a Connected Component : 12026
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.998497
Graph Density : 0.000428240779696652
Modularity : 0.273276
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 2,986 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, 08 November 2021 at 23:19 UTC.
The requested start date was Monday, 08 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, 3-hour, 34-minute period from Friday, 05 November 2021 at 14:18 UTC to Sunday, 07 November 2021 at 17:52 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:
[766] need,job [766] job,sign [752] sign,free [752] free,middlemen [693] jobpreference,need [473] #job,#jobs [456] #artificialintelligence,#machinelearning [442] #jobs,#artificialintelligence [441] middlemen,#job [375] social,media Top Word Pairs in Tweet in G1:
[94] digital,marketing [70] #digitalmarketing,#marketing [62] social,media [45] #marketing,#digitalmarketing [31] #digitalmarketing,#socialmediamarketing [30] #seo,#digitalmarketing [25] #marketing,#socialmediamarketing [24] #socialmediamarketing,#digitalmarketing [21] learn,more [20] #socialmedia,#digitalmarketing Top Word Pairs in Tweet in G2:
[717] need,job [717] job,sign [704] sign,free [704] free,middlemen [644] jobpreference,need [449] #job,#jobs [433] #artificialintelligence,#machinelearning [418] #jobs,#artificialintelligence [417] middlemen,#job [319] #machinelearning,# Top Word Pairs in Tweet in G3:
[149] social,media [88] #socialmediamarketing,#digitalmarketing [76] digital,marketing [55] media,marketing [47] #marketing,#socialmediamarketing [46] #seo,#digitalmarketing [42] jobpreference,need [42] need,job [42] job,sign [41] sign,free Top Word Pairs in Tweet in G4:
[100] #affiliatemarketing,#gift [98] #marketing,#digitalmarketing [95] #gift,#shopping [95] purchases,over [95] over,25 [95] 25,#amazon [93] #shopping,#gifts [93] #gifts,#onlineshopping [90] free,shipping [90] shipping,purchases Top Word Pairs in Tweet in G5:
[44] #marketing,#digitalmarketing [33] #growthhacking,#digitalmarketing [33] #startup,#growthhacking [28] #digitalmarketing,#startup [25] #socialmedia,#digitalmarketing [25] #seo,#digitalmarketing [23] digital,marketing [23] #growthhacking,#entrepreneur [22] #growthhacking,#startup [20] #startup,#smallbusiness Top Word Pairs in Tweet in G6:
[68] #onlineadvertising,#digitalmarketing [55] #digitalmarketing,#digitalmarketingservices [54] #frizemedia,charlesfrize [53] charlesfrize,dynamicfrize [53] dynamicfrize,#digitalbranding [53] #digitalbranding,#onlineadvertising [53] #digitalmarketingservices,#business [21] digital,marketing [17] #socialmedia,#digitalmarketing [17] charlesfrize,reading Top Word Pairs in Tweet in G7:
[108] skodineya,#newitrules2021 [69] #भ,ईद [69] ईद,ज [69] ज,क [69] क,म [69] म,क [69] क,पर [69] पर,ऑनल [69] ऑनल,इन [69] इन,भ Top Word Pairs in Tweet in G8:
[15] twitter,universe [15] universe,#digitalmarketing [11] sunday,blessings [11] blessings,awakening [10] opensea,#openseanft [10] #openseanft,#nftshill [10] #nftshill,#nftcommmunity [10] #nftcommmunity,#nft [10] #nft,#nftart [10] #nftart,#nftartist Top Word Pairs in Tweet in G9:
[12] #crm,#business [12] #business,#erp [12] #erp,#marketing [11] #marketing,#software [11] #software,#sales [11] #sales,#b [11] customer,relationship [10] future,#ar [10] #ar,digital [10] digital,#advertising Top Word Pairs in Tweet in G10:
[15] #marketing,#digitalmarketing [10] digital,marketing [10] social,media [9] need,more [9] more,likes [9] likes,rts [9] rts,attract [9] attract,many [9] many,clients [9] clients,season Top Replied-To in Entire Graph:
Top Replied-To in G2:
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Top Replied-To in G9:
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 G4:
Top Tweeters in G5:
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Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: