The graph represents a network of 4,118 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, 14 December 2022 at 13:06 UTC.
The requested start date was Wednesday, 14 December 2022 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, 21-hour, 35-minute period from Sunday, 11 December 2022 at 03:24 UTC to Wednesday, 14 December 2022 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 : 4118
Unique Edges : 4495
Edges With Duplicates : 12811
Total Edges : 17306
Number of Edge Types : 5
Mentions : 3325
Retweet : 4411
MentionsInRetweet : 7078
Tweet : 2311
Replies to : 181
Self-Loops : 2783
Reciprocated Vertex Pair Ratio : 0.0331372830296945
Reciprocated Edge Ratio : 0.0641488475423493
Connected Components : 807
Single-Vertex Connected Components : 558
Maximum Vertices in a Connected Component : 2806
Maximum Edges in a Connected Component : 15568
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.707173
Graph Density : 0.000424801369084912
Modularity : 0.337203
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,118 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, 14 December 2022 at 13:06 UTC.
The requested start date was Wednesday, 14 December 2022 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, 21-hour, 35-minute period from Sunday, 11 December 2022 at 03:24 UTC to Wednesday, 14 December 2022 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:
[633] digital,transformation [411] #bigdata,#analytics [260] #analytics,#datascience [247] #iot,#iiot [242] #ai,#ml [176] ingliguori,#bigdata [143] #datascience,#iot [143] #python,#javascript [134] #iotpl,#iotcl [130] #datascience,#ai Top Word Pairs in Tweet in G1:
[142] digital,transformation [30] #digital,#digitaltransformation [27] #wissen,#management [25] #innovation,#digitaltransformation [25] #management,#wissensmanagement [23] #bigdata,#analytics [23] #transformation,#digital [22] #wissensmanagement,#knowledgemanagement [22] #5g,#cloud [22] learn,more Top Word Pairs in Tweet in G2:
[285] #bigdata,#analytics [166] #analytics,#datascience [152] ingliguori,#bigdata [110] digital,transformation [110] #datascience,#iot [99] #ai,#pytorch [97] #pytorch,#python [92] ingliguori,#infographic [90] #tech,#innovation [87] #business,#tech Top Word Pairs in Tweet in G3:
[81] digital,transformation [20] learn,more [16] #digital,#digitaltransformation [15] read,more [11] #xr,#ar [11] #ar,#vr [10] #hx,#xr [10] #defi,#daos [10] #innovation,#digitaltransformation [10] #web3,#defi Top Word Pairs in Tweet in G4:
[116] digital,transformation [32] #iot,#iiot [24] low,code [23] #hotelmarketing,#hotelnews [22] #businesstransformation,#technology [22] #digitaltransformation,#businesstransformation [21] cloud,expo [20] #digital,#digitaltransformation [20] #vars,#msps [19] #itchannel,#vars Top Word Pairs in Tweet in G5:
[64] #cybersecurity,#innovation [63] #robowarrior,#robowallet [61] #innovation,#fintech [59] digital,transformation [57] #fintech,#startups [57] #ai,#ml [57] #startups,#ai [45] #cto,#cio [43] #ml,#digitaltransformation [43] #cio,#enterpriseit Top Word Pairs in Tweet in G6:
[63] #socialselling,#digitalselling [54] dlaignite,#socialselling [51] agsocialmedia,dlaignite [35] gt,gt [33] #digitalselling,#digitaltransformation [32] passle,timothy_hughes [31] social,selling [29] gregory,griffiths [27] #digitalorganization,#socialmediastrategy [27] #digitaltransformation,#digitalorganization Top Word Pairs in Tweet in G7:
[139] #iot,#iiot [110] #ai,#ml [101] #iotpl,#iotcl [98] #iiot,#iotpl [78] kred,#influence [78] gave,kred [52] #futureofwork,#digitaltransformation [52] #ml,#machinelearning [45] #digitaltransformation,#futureofwork [41] eli_krumova,gave Top Word Pairs in Tweet in G8:
[25] learn,more [18] #bigdata,#datascience [16] #iotpl,#iotcl [14] #iotcl,#iiot [13] #datascience,#machinelearning [13] #analytics,#datascience [12] #ai,#artificialintelligence [12] #ai,#edge [12] #datascience,#ai [11] path,implementing Top Word Pairs in Tweet in G9:
[38] #ai,#wearables [38] #wearables,#ux [38] #ux,#cx [30] #cx,#digitaltransformation [20] mikequindazzi,#ai [18] ht,mikequindazzi [16] #iiot,#automation [16] #tech,#iiot [16] talk,chat [16] chat,#digital Top Word Pairs in Tweet in G10:
[61] #yashttweet,#yashtchat [49] #yashtchat,#tweetchat [35] #devops,#agiletransformation [35] #tweetchat,#devops [33] police,cases [33] srinivas,mentally [33] cases,harass [33] #genpact,foisting [33] fake,police [33] foisting,fake Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Mentioned in G10:
Top Tweeters in Entire Graph:
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Top Tweeters in G10: