The graph represents a network of 4,152 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, 24 November 2021 at 13:18 UTC.
The requested start date was Wednesday, 24 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, 6-hour, 43-minute period from Sunday, 21 November 2021 at 18:17 UTC to Wednesday, 24 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 : 4152
Unique Edges : 4584
Edges With Duplicates : 12629
Total Edges : 17213
Number of Edge Types : 5
Mentions : 2383
Replies to : 69
Retweet : 4981
MentionsInRetweet : 7656
Tweet : 2124
Self-Loops : 2251
Reciprocated Vertex Pair Ratio : 0.0223486387647298
Reciprocated Edge Ratio : 0.0437201907790143
Connected Components : 973
Single-Vertex Connected Components : 648
Maximum Vertices in a Connected Component : 2551
Maximum Edges in a Connected Component : 15132
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.206721
Graph Density : 0.000437947259731272
Modularity : 0.348272
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,152 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, 24 November 2021 at 13:18 UTC.
The requested start date was Wednesday, 24 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, 6-hour, 43-minute period from Sunday, 21 November 2021 at 18:17 UTC to Wednesday, 24 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:
[423] digital,transformation [384] #bigdata,#analytics [280] #machinelearning,#cybersecurity [268] #analytics,#machinelearning [266] #cybersecurity,#rstats [230] #ai,#datascience [229] #hclswlobp,#nocode [221] #nocode,#lowcode [186] artificial,intelligence [185] machine,learning Top Word Pairs in Tweet in G1:
[75] customer,experience [74] impact,#digitaltransformation [73] discover,impact [73] #digitaltransformation,customer [73] experience,customer [73] customer,centric [73] centric,aspects [51] next,level [50] digital,transformation [50] agile,five Top Word Pairs in Tweet in G2:
[93] digital,transformation [90] ianljones98,shi4tech [83] artificial,intelligence [64] shi4tech,lyakovet [59] #digitaltransformation,#ai [57] #digitaltransformation,cc [55] #ai,#datascience [49] #ai,#digitaltransformation [46] 2021,11 [46] #bigdata,#analytics Top Word Pairs in Tweet in G3:
[329] #bigdata,#analytics [245] #machinelearning,#cybersecurity [234] #analytics,#machinelearning [233] #cybersecurity,#rstats [174] #hclswlobp,#nocode [170] #ai,#datascience [168] #nocode,#lowcode [150] ruben_arce_s,#bigdata [142] ingliguori,#machinelearning [139] #lowcode,#javascript Top Word Pairs in Tweet in G4:
[52] digital,transformation [38] agile,five [38] five,dimensions [38] dimensions,#digitaltransformation [38] #digitaltransformation,ready [38] ready,take [38] take,#erp [38] #erp,next [38] next,level [29] level,review Top Word Pairs in Tweet in G5:
[110] digital,transformation [35] #digital,#digitaltransformation [26] customer,experience [23] discover,impact [23] impact,#digitaltransformation [23] #digitaltransformation,customer [23] experience,customer [23] customer,centric [23] centric,aspects [19] aspects,companies Top Word Pairs in Tweet in G6:
[46] #digitaltransformation,#emergingtech [28] #augmentedreality,menu [28] menu,#ar [28] #ar,#ai [28] #ai,#vr [28] #vr,#digitaltransformation [28] #emergingtech,intengineering [28] intengineering,mt [28] mt,labordeolivier [25] mvollmer1,#augmentedreality Top Word Pairs in Tweet in G7:
[52] #digitaltransformation,#machinelearning [35] #machinelearning,#deeplearning [32] #ai,terms [32] terms,prepare [32] prepare,#futureofwork [32] #futureofwork,welcomeai [32] welcomeai,#digitaltransformation [28] #digitaltransformation,#futureofwork [28] haroldsinnott,#ai [28] #deeplearning,#computer Top Word Pairs in Tweet in G8:
[57] #upskillforindia,#future [57] #future,#skills [57] #skills,#prime [57] #prime,wonderful [57] wonderful,#platform [57] #platform,#upskilling [57] #upskilling,#reskilling [57] #reskilling,#emerging [57] #emerging,#technology [56] skodineya,#upskillforindia Top Word Pairs in Tweet in G9:
[24] go,arc_advisory [24] arc_advisory,#firstperson [19] #firstperson,#marketresearch [14] #marketresearch,including [12] including,study [12] #digitaltransformation,#iot [11] #iot,#smartcities [9] more,resilient [9] #listen,#learn [8] resilient,#supplychain Top Word Pairs in Tweet in G10:
[32] next,step [32] step,towards [32] towards,#digitaltransformation [20] #digitaltransformation,eu [20] eu,#publicsector [19] proud,see [19] see,isa [19] isa,programme [19] programme,takes [19] takes,next Top Replied-To in Entire Graph:
Top Replied-To in G2:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
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Top Tweeters in G5:
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Top Tweeters in G10: