The graph represents a network of 4,567 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, 10 November 2021 at 13:19 UTC.
The requested start date was Wednesday, 10 November 2021 at 01:01 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, 4-hour, 41-minute period from Sunday, 07 November 2021 at 20:19 UTC to Wednesday, 10 November 2021 at 01:00 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 : 4567
Unique Edges : 4945
Edges With Duplicates : 12259
Total Edges : 17204
Number of Edge Types : 5
Tweet : 2028
Mentions : 2864
Retweet : 4971
MentionsInRetweet : 7278
Replies to : 63
Self-Loops : 2214
Reciprocated Vertex Pair Ratio : 0.0259437021662991
Reciprocated Edge Ratio : 0.0505752939688962
Connected Components : 935
Single-Vertex Connected Components : 607
Maximum Vertices in a Connected Component : 2983
Maximum Edges in a Connected Component : 15171
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.172505
Graph Density : 0.0003792753840445
Modularity : 0.368146
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,567 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, 10 November 2021 at 13:19 UTC.
The requested start date was Wednesday, 10 November 2021 at 01:01 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, 4-hour, 41-minute period from Sunday, 07 November 2021 at 20:19 UTC to Wednesday, 10 November 2021 at 01:00 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:
[541] digital,transformation [233] artificial,intelligence [217] #digitaltransformation,#ai [209] #ai,#nfts [197] #ai,#digitaltransformation [180] coffee,talk [156] #digitaltransformation,#bigdata [147] #datascience,#ai [146] #nocode,#lowcode [139] #lowcode,#javascript Top Word Pairs in Tweet in G1:
[62] digital,transformation [59] despite,awareness [59] awareness,potential [59] potential,#ai [59] #ai,leaders [59] leaders,struggle [59] struggle,build [59] build,organization [59] organization,ai [59] ai,core Top Word Pairs in Tweet in G2:
[87] #ai,#nfts [86] #digitaltransformation,#ai [54] ianljones98,shi4tech [45] #technology,#digitaltransformation [40] #ai,#digitaltransformation [40] #digitaltransformation,#bigdata [37] #fintech,#digitaltransformation [34] #nfts,#iot [34] #banking,#fintech [33] #cloud,#iot Top Word Pairs in Tweet in G3:
[150] digital,transformation [45] #digital,#digitaltransformation [31] #digitaltransformation,#digital [28] coffee,talk [26] #transformation,#digital [18] biggest,risk [18] suite,itself [17] learn,more [16] customer,experience [16] #digital,#transformation Top Word Pairs in Tweet in G4:
[132] coffee,talk [127] #nocode,#lowcode [125] #lowcode,#javascript [125] #javascript,#github [125] #github,#nodejs [125] #nodejs,#cybersecurity [125] #cybersecurity,#devops [122] #devops,#100daysofcode [122] #100daysofcode,#datascience [121] #datascience,#ai Top Word Pairs in Tweet in G5:
[153] digital,transformation [72] #digitaltransformation,cc [70] artificial,intelligence [46] #ai,#digitaltransformation [34] antgrasso,digital [33] transformation,evolution [33] evolution,encompasses [33] encompasses,technology [33] technology,infrastructure [33] infrastructure,processes Top Word Pairs in Tweet in G6:
[42] #msv2021,#brno [33] #industry40,#iot [29] digital,transformation [22] social,media [19] czech,republic [18] #iot,#robotics [17] second,day [17] day,#msv2021 [17] #brno,#industry40 [17] #robotics,#digitaltransformation Top Word Pairs in Tweet in G7:
[47] #poshantracker,#helping [47] #helping,making [47] making,#india [47] #india,#malnutrition [47] #malnutrition,#free [47] #free,providing [47] providing,#views [47] #views,activities [47] activities,#anganwadi [47] #anganwadi,centre Top Word Pairs in Tweet in G8:
[30] digitizing,business [30] business,operations [30] operations,help [30] help,address [30] address,challenges [30] challenges,around [30] around,#cx [30] #cx,#ex [30] #ex,harvardbiz [30] harvardbiz,explores Top Word Pairs in Tweet in G9:
[15] twitter,universe [13] monday,miracles [13] miracles,awakening [13] awakening,around [13] around,twitter [11] michaelbathurst,monday [8] #digitalmarketing,#digitaltransformation [7] universe,#digitalmarketing [7] #digitaltransformation,#leadership [6] universe,#dogecoin Top Word Pairs in Tweet in G10:
[9] open,ai [9] initiative,open [9] open,ecosystem [8] ecosystem,ai [8] ai,based [6] #digitalbanking,services [6] digitally,transform [6] welcome,ronald [6] ronald,shamah [6] shamah,ceo Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: