The graph represents a network of 3,774 Twitter users whose recent tweets contained "digitaltransformation", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/7/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 08 February 2023 at 13:01 UTC.
The tweets in the network were tweeted over the 1628-day, 5-hour, 39-minute period from Friday, 24 August 2018 at 19:20 UTC to Wednesday, 08 February 2023 at 01:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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 : 3774
Unique Edges : 3465
Edges With Duplicates : 8292
Total Edges : 11757
Number of Edge Types : 9
Mentions : 2196
Retweet : 2378
MentionsInRetweet : 4053
Tweet : 1831
Replies to : 158
MentionsInQuote : 442
MentionsInReplyTo : 592
Quote : 106
MentionsInQuoteReply : 1
Self-Loops : 2689
Reciprocated Vertex Pair Ratio : 0.0366874061360223
Reciprocated Edge Ratio : 0.0707781456953642
Connected Components : 1105
Single-Vertex Connected Components : 716
Maximum Vertices in a Connected Component : 1781
Maximum Edges in a Connected Component : 8846
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.582373
Graph Density : 0.000339342476197218
Modularity : 0.38944
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,774 Twitter users whose recent tweets contained "digitaltransformation", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 2/7/2023 5:00:35 PM. The network was obtained from Twitter on Wednesday, 08 February 2023 at 13:01 UTC.
The tweets in the network were tweeted over the 1628-day, 5-hour, 39-minute period from Friday, 24 August 2018 at 19:20 UTC to Wednesday, 08 February 2023 at 01:00 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
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:
[461] digital,transformation [241] #ai,#ml [226] #iotpl,#iotcl [212] #iot,#iiot [167] #ai,#artificialintelligence [155] #digitaltransformation,#technology [124] #cloud,#digitaltransformation [115] learn,more [114] #iiot,#iotpl [107] #artificialintelligence,#digitaltransformation Top Word Pairs in Tweet in G1:
[149] digital,transformation [48] learn,more [23] #ai,#ml [23] #digital,#digitaltransformation [21] #digitaltransformation,#dx [20] #digitaltransformation,#technology [19] #ml,#futurism [19] #futurism,#intelligencefactory [19] #intelligencefactory,#digitaltransformation [18] #hotelmarketing,#hotelnews Top Word Pairs in Tweet in G2:
[218] #iotpl,#iotcl [178] #iot,#iiot [131] #ai,#ml [111] #iiot,#iotpl [97] #digital,#futurist [97] welcome,iot [97] coffee,talk [97] #futurist,#tech [97] iot,coffee [97] #tech,#iiot Top Word Pairs in Tweet in G3:
[121] #ai,#artificialintelligence [107] #digitaltransformation,#technology [101] #artificialintelligence,#digitaltransformation [93] #technology,#tech [92] #futurework,#engineering [92] #tech,#futurework [92] #engineering,#automation [81] #socialselling,#digitalselling [79] #roboticsainews,#ai [73] dlaignite,#socialselling Top Word Pairs in Tweet in G4:
[87] digital,transformation [30] #ea,#enterprisearchitecture [29] planning,yes [29] technology,leadership [29] matter,technology [29] yes,technology [29] transformation,matter [29] leadership,strategy [29] strategy,planning [26] #enterprisearchitecture,#businessarchitecture Top Word Pairs in Tweet in G5:
[46] #cto,#cio [46] #cio,#enterpriseit [44] #enterpriseit,#digitaltransformation [20] learn,more [17] 27th,annual [16] digital,transformation [13] pay,12 [13] interest,free [13] free,instalments [13] 12,interest Top Word Pairs in Tweet in G6:
[68] rational,holistic [68] hands,experience [68] experience,distributed [68] gaining,hands [68] technology,re [68] distributed,ledger [68] ledger,technology [68] re,serve [68] serve,rational [68] holistic,voice Top Word Pairs in Tweet in G7:
[13] digital,transformation [10] full,story [8] eradicate,#health [8] expensive,set [8] set,research [8] research,shown [8] shown,benefits [8] services,more [8] benefits,help [8] help,eradicate Top Word Pairs in Tweet in G8:
[58] aims,train [58] explore,c2s [58] chip,designers [58] aims,drive [58] prog,aims [58] c2s,prog [58] #g20dewg,aims [58] designers,provide [58] drive,#digitaltransformation [58] 000,chip Top Word Pairs in Tweet in G9:
[17] first,day [17] help,shape [17] catch,first [17] antonioguterres,calling [17] day,meetings [17] itu,help [17] meetings,york [17] calling,itu [17] shape,digital [17] york,antonioguterres Top Word Pairs in Tweet in G10:
[37] #vechain's,technologies [37] technologies,already [37] world,around [37] foundations,world [37] around,future [37] already,changing [37] future,incredibly [37] changing,foundations [36] vechainofficial,#vechain's [36] incredibly,brig Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G4:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: