The graph represents a network of 4,456 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, 30 November 2022 at 13:05 UTC.
The requested start date was Wednesday, 30 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 4-day, 12-hour, 23-minute period from Friday, 25 November 2022 at 12:37 UTC to Wednesday, 30 November 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 : 4456
Unique Edges : 4529
Edges With Duplicates : 11891
Total Edges : 16420
Number of Edge Types : 5
Retweet : 3895
MentionsInRetweet : 6049
Mentions : 3510
Tweet : 2665
Replies to : 301
Self-Loops : 3006
Reciprocated Vertex Pair Ratio : 0.0298182947662681
Reciprocated Edge Ratio : 0.0579098175237521
Connected Components : 1260
Single-Vertex Connected Components : 887
Maximum Vertices in a Connected Component : 2402
Maximum Edges in a Connected Component : 13523
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.406638
Graph Density : 0.000334030510571504
Modularity : 0.354305
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,456 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, 30 November 2022 at 13:05 UTC.
The requested start date was Wednesday, 30 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 4-day, 12-hour, 23-minute period from Friday, 25 November 2022 at 12:37 UTC to Wednesday, 30 November 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:
[664] digital,transformation [342] #bigdata,#analytics [313] #iotpl,#iotcl [305] #analytics,#datascience [301] #iot,#iiot [293] welcome,#iot [293] #iot,coffee [293] coffee,talk [293] chat,#digital [291] #digital,#iiot Top Word Pairs in Tweet in G1:
[249] digital,transformation [105] company,digital [103] coax,company [103] possibly,better [103] transformation,possibly [102] better,success [96] success,#digitaltransformation [70] #digitaltransformation,#technologychange [35] learn,more [21] #digital,#digitaltransformation Top Word Pairs in Tweet in G2:
[268] #bigdata,#analytics [252] #analytics,#datascience [229] #iiot,#python [223] #python,#javascript [221] digital,transformation [217] #datascience,#iiot [210] #javascript,#tensorflow [178] #tensorflow,#cloudcomputing [84] five,layers [84] layers,softwares Top Word Pairs in Tweet in G3:
[289] #iotpl,#iotcl [265] coffee,talk [265] welcome,#iot [265] chat,#digital [265] #iot,coffee [264] #digital,#iiot [253] #iiot,#automation [250] #iot,#iiot [198] #automation,#digitaltwins [171] #digitaltwins,#edge Top Word Pairs in Tweet in G4:
[130] pm,sh [130] sh,narendramodi [130] narendramodi,ji [68] hon,pm [66] #words,hon [66] #judiciary,#system [66] ji,envisions [66] make,#judiciary [66] #constitutionday,today [66] today,recall Top Word Pairs in Tweet in G5:
[57] #ai,#artificialintelligence [48] #roboticsainews,#ai [39] #digitaltransformation,#technology [33] #artificialintelligence,#digitaltransformation [28] #futurework,#engineering [28] #technology,#futurework [28] #engineering,#automation [19] #wissen,#management [15] #robotics,#robots [15] #roboticsainews,#robotics Top Word Pairs in Tweet in G6:
[20] digital,transformation [18] #devops,#devsecops [17] #digitaltransformation,#cloud [17] thinkers360,#ai [16] #growth,#digitaltransformation [15] tweets,highlights [15] key,tweets [15] customer,conference [15] highlights,infosys [15] infosys,customer Top Word Pairs in Tweet in G7:
[112] rgi_info,#roboinu [92] #roboinu,#digitaltransformation [92] #digitaltransformation,#fintechnews [62] #cybersecurity,#innovation [60] #innovation,#fintech [58] #fintech,#startups [58] #startups,#ai [57] #ai,#ml [53] #ml,#digitaltransformation [43] rbif,rgi_info Top Word Pairs in Tweet in G8:
[12] coincidentally,available [11] coincidentally,currently [11] currently,available [10] cnnent,miamiherald [10] techhubfl,cnnent [10] #innovation,#digitaltransformation [10] miamiherald,sunsentinel [10] entrepreneur,techhubfl [10] #streaming,#innovation [10] #streann,#streannnews Top Word Pairs in Tweet in G9:
[8] digital,transformation [5] barriers,summit [5] digital,barriers [5] dismantling,digital [4] key,pillars [4] invitations,apply [4] #digitaltransformation,strategy [4] last,week [4] enjoyed,meeting [4] pillars,stay Top Word Pairs in Tweet in G10:
[66] passle,timothy_hughes [50] #socialselling,#digitalselling [42] dlaignite,#socialselling [38] agsocialmedia,dlaignite [32] timothy_hughes,dlaignite [23] #digitalselling,#digitaltransformation [22] #digitaltransformation,#digitalorganization [22] #digitalorganization,#socialmediastrategy [18] digital,world [16] social,selling Top Replied-To in Entire Graph:
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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 G10: