The graph represents a network of 4,683 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, 16 November 2022 at 13:04 UTC.
The requested start date was Wednesday, 16 November 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, 13-hour, 20-minute period from Tuesday, 01 November 2022 at 20:00 UTC to Friday, 04 November 2022 at 09:20 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 : 4683
Unique Edges : 3937
Edges With Duplicates : 11610
Total Edges : 15547
Number of Edge Types : 5
Retweet : 4396
MentionsInRetweet : 5757
Mentions : 3012
Tweet : 2225
Replies to : 157
Self-Loops : 2508
Reciprocated Vertex Pair Ratio : 0.0345710627400768
Reciprocated Edge Ratio : 0.0668316831683168
Connected Components : 1065
Single-Vertex Connected Components : 637
Maximum Vertices in a Connected Component : 2661
Maximum Edges in a Connected Component : 12771
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.868581
Graph Density : 0.000294812423315248
Modularity : 0.374269
NodeXL Version : 1.0.1.507
Data Import : The graph represents a network of 4,683 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, 16 November 2022 at 13:04 UTC.
The requested start date was Wednesday, 16 November 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, 13-hour, 20-minute period from Tuesday, 01 November 2022 at 20:00 UTC to Friday, 04 November 2022 at 09:20 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:
[570] digital,transformation [362] #iotpl,#iotcl [337] welcome,#iot [337] #digital,#iiot [337] #iot,coffee [337] coffee,talk [337] chat,#digital [335] #iiot,#automation [302] #automation,#digitaltwins [274] #cloud,#digitaltransformation Top Word Pairs in Tweet in G1:
[87] digital,transformation [25] learn,more [15] read,more [13] #cloud,#digitaltransformation [13] #digitaltransformation,#digital [13] ãƒ,ム[12] find,more [11] know,more [11] #innovation,#digitaltransformation [10] education,series Top Word Pairs in Tweet in G2:
[317] #iotpl,#iotcl [235] coffee,talk [235] #iiot,#automation [235] welcome,#iot [235] #digital,#iiot [235] chat,#digital [235] #iot,coffee [234] #digitaltransformation,#5g [232] #automation,#digitaltwins [231] #digitaltwins,#edge Top Word Pairs in Tweet in G3:
[106] digital,transformation [69] #socialselling,#digitalselling [56] dlaignite,#socialselling [44] #digitaltransformation,hyland [39] passle,timothy_hughes [38] agsocialmedia,dlaignite [34] timothy_hughes,dlaignite [34] #digitalselling,#digitaltransformation [28] #digitalorganization,#socialmediastrategy [28] #digitaltransformation,#digitalorganization Top Word Pairs in Tweet in G4:
[82] chat,#digital [82] welcome,#iot [82] #iot,coffee [82] coffee,talk [82] #digital,#iiot [81] #iiot,#automation [57] #automation,#digitaltwins [49] #ai,#machinelearning [46] #bigdata,#datascience [39] artificial,intelligence Top Word Pairs in Tweet in G5:
[130] #mygov,#win [130] #crimesâ,suggest [130] #campaign,#mygov [130] #name,'#staysafe [130] #cyberattacks,#crimesâ [130] '#staysafe,#online' [130] #vigilant,#help [130] #help,stopping [130] #stay,#vigilant [130] stopping,#cyberattacks Top Word Pairs in Tweet in G6:
[69] digital,transformation [25] shift,induced [25] paradigm,shift [20] franzrusso,#becuriousbeinnovative [19] induced,digital [19] technology,many [19] transformation,based [19] solely,technology [19] based,solely [19] many,components Top Word Pairs in Tweet in G7:
[88] digital,transformation [25] artificial,intelligence [22] #ai,#ml [21] #futurism,#intelligencefactory [21] #intelligencefactory,#digitaltransformation [21] #ml,#futurism [21] #digitaltransformation,#dx [18] #businesstransformation,#technology [18] #digitaltransformation,#businesstransformation [16] learn,more Top Word Pairs in Tweet in G8:
[29] #ai,#artificialintelligence [28] #cloud,#devops [28] #devops,#devsecops [26] #artificialintelligence,#digitaltransformation [24] #digitaltransformation,#technology [24] #technology,#futurework [24] #engineering,#automation [24] #futurework,#engineering [22] #devsecops,#digitaltransformation [20] #roboticsainews,#robotics Top Word Pairs in Tweet in G9:
[49] changing,game [49] #ai,inspection [49] game,#ai [49] labor,#5g [49] manual,labor [49] intensive,manual [49] relied,intensive [49] lace,making [49] long,relied [49] art,lace Top Word Pairs in Tweet in G10:
[87] #digitaltransformation,#website [87] top,five [87] traffic,share [87] news,website [87] #news,#digitaltransformation [87] five,indian [87] website,#ratingology [87] indian,news [87] #ratingology,#news [87] #website,#aajtak 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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