The graph represents a network of 4,000 Twitter users whose tweets in the requested range contained "digitaltransformation", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 29 September 2021 at 12:16 UTC.
The requested start date was Wednesday, 29 September 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.
The tweets in the network were tweeted over the 2-day, 16-hour, 23-minute period from Sunday, 26 September 2021 at 07:37 UTC to Wednesday, 29 September 2021 at 00:00 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 : 4000
Unique Edges : 4647
Edges With Duplicates : 13980
Total Edges : 18627
Number of Edge Types : 5
Tweet : 1603
Retweet : 5660
MentionsInRetweet : 8168
Mentions : 3092
Replies to : 104
Self-Loops : 1707
Reciprocated Vertex Pair Ratio : 0.0257204416913547
Reciprocated Edge Ratio : 0.0501509780753578
Connected Components : 600
Single-Vertex Connected Components : 326
Maximum Vertices in a Connected Component : 2818
Maximum Edges in a Connected Component : 17089
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 3.854898
Graph Density : 0.000476181545386347
Modularity : 0.327183
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,000 Twitter users whose tweets in the requested range contained "digitaltransformation", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 29 September 2021 at 12:16 UTC.
The requested start date was Wednesday, 29 September 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.
The tweets in the network were tweeted over the 2-day, 16-hour, 23-minute period from Sunday, 26 September 2021 at 07:37 UTC to Wednesday, 29 September 2021 at 00:00 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 : digitaltransformation
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:
[1716] #cybersecurity,#ai [1703] #ai,#datascience [1533] #digitalmarketing,#cybersecurity [1522] #artificialintelligence,#digitalmarketing [784] #datascience,#machinelearning [460] #vacancy,#lebanon [435] #lebanon,#artificialintelligence [395] #artificialintelligence,#ai [393] #machinelearning,#bigdata [374] digital,transformation Top Word Pairs in Tweet in G1:
[454] #cybersecurity,#ai [450] #ai,#datascience [406] #artificialintelligence,#digitalmarketing [405] #digitalmarketing,#cybersecurity [171] #datascience,#machinelearning [141] #artificialintelligence,#ai [106] #datascience,#machin [105] #vacancy,#lebanon [98] #lebanon,#artificialintelligence [86] ianljones98,shi4tech Top Word Pairs in Tweet in G2:
[94] digital,transformation [32] coffee,talk [32] know,more [25] #innovation,#digitaltransformation [23] #digital,#digitaltransformation [19] learn,more [17] gt,gt [17] social,media [16] #digitaltransformation,#digital [16] robtiffany,iot Top Word Pairs in Tweet in G3:
[1255] #cybersecurity,#ai [1245] #ai,#datascience [1123] #digitalmarketing,#cybersecurity [1111] #artificialintelligence,#digitalmarketing [611] #datascience,#machinelearning [355] #vacancy,#lebanon [349] #machinelearning,#bigdata [337] #lebanon,#artificialintelligence [268] #100daysofcode,#python [261] #python,#deeplearning Top Word Pairs in Tweet in G4:
[35] digital,transformation [17] learn,more [9] #digitalmarketing,#digitaltransformation [7] #digitaltransformation,#digital [7] read,more [7] #digital,#digitaltransformation [6] gt,gt [6] #digitaltransformation,#technology [6] #dx,#digitaltransformation [6] customer,experience Top Word Pairs in Tweet in G5:
[94] successful,pilot [94] pilot,union [94] union,territories [94] territories,narendramodi [94] narendramodi,announces [94] announces,pan [94] pan,india [94] india,roll [94] roll,ayushman [94] ayushman,bharat Top Word Pairs in Tweet in G6:
[24] #ar,vs [24] vs,#art [24] #art,art [24] art,official_5nm [24] official_5nm,prukkera [24] prukkera,jblefevre60 [24] jblefevre60,#digital [24] #digital,#augmentedreality [24] #augmentedreality,#digitalart [23] glengilmore,#ar Top Word Pairs in Tweet in G7:
[72] read,detailed [72] detailed,writeup [36] understand,#cloudcomputing [36] #cloudcomputing,key [36] key,#digitaltransformation [36] #digitaltransformation,read [36] writeup,#epcgroup [36] #epcgroup,kevin [36] follow,link [36] link,read Top Word Pairs in Tweet in G8:
[27] digital,transformation [9] business,ready [9] ready,embark [9] embark,digital [9] transformation,journey [9] journey,join [9] join,leading [9] leading,panel [9] panel,including [9] including,thomson Top Word Pairs in Tweet in G9:
[10] #digitalmarketing,#digitaltransformation [6] nixi,recently [6] recently,launched [6] launched,dedicated [6] dedicated,customer [6] customer,focused [6] focused,unit [6] unit,customer [6] customer,care [6] care,unit Top Word Pairs in Tweet in G10:
[10] digital,transformation [9] ceo,matt [9] matt,cain [9] cain,couchbase [9] couchbase,assesses [9] assesses,enterprise [9] enterprise,wide [9] wide,trends [9] trends,accelerated [9] accelerated,digital Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
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Top Mentioned in G7:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
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Top Tweeters in G5:
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Top Tweeters in G9:
Top Tweeters in G10: