The graph represents a network of 3,854 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 3/7/2023 5:00:33 PM. The network was obtained from Twitter on Wednesday, 08 March 2023 at 13:01 UTC.
The tweets in the network were tweeted over the 1983-day, 5-hour, 10-minute period from Sunday, 01 October 2017 at 19:49 UTC to Wednesday, 08 March 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 : 3854
Unique Edges : 3364
Edges With Duplicates : 8695
Total Edges : 12059
Number of Edge Types : 9
Retweet : 2347
MentionsInRetweet : 4192
Tweet : 1825
Mentions : 2066
MentionsInReplyTo : 909
Replies to : 277
MentionsInQuote : 363
Quote : 79
MentionsInQuoteReply : 1
Self-Loops : 2615
Reciprocated Vertex Pair Ratio : 0.0324989020641195
Reciprocated Edge Ratio : 0.062951935346661
Connected Components : 1087
Single-Vertex Connected Components : 719
Maximum Vertices in a Connected Component : 1911
Maximum Edges in a Connected Component : 9041
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 4.853993
Graph Density : 0.00031664446833158
Modularity : 0.388775
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,854 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 3/7/2023 5:00:33 PM. The network was obtained from Twitter on Wednesday, 08 March 2023 at 13:01 UTC.
The tweets in the network were tweeted over the 1983-day, 5-hour, 10-minute period from Sunday, 01 October 2017 at 19:49 UTC to Wednesday, 08 March 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:
[432] digital,transformation [213] #ai,#ml [178] #iot,#iiot [156] #iotpl,#iotcl [155] huawei,5g [144] #digitaltransformation,#technology [120] welcome,iot [120] #digital,#futurist [120] coffee,talk [120] chat,#digital Top Word Pairs in Tweet in G1:
[136] digital,transformation [57] #govtech,#digitaltransformation [56] legacy,modernization [56] year,learn [55] state,cio [55] factors,driving [55] priority,year [55] survey,legacy [55] biggest,priority [55] nascio,state Top Word Pairs in Tweet in G2:
[158] #iot,#iiot [145] #iotpl,#iotcl [99] chat,#digital [99] iot,coffee [99] #tech,#iiot [99] welcome,iot [99] coffee,talk [99] #futurist,#tech [99] #digital,#futurist [98] #iiot,#automation Top Word Pairs in Tweet in G3:
[154] huawei,5g [107] watch,learn [88] comment,application [88] application,innovative [88] daily,life [88] tech,help [88] innovative,tech [88] enhance,daily [88] help,enhance [88] find,minute Top Word Pairs in Tweet in G4:
[57] digital,transformation [22] #infosec,#cio [22] #cyberskills,#infosec [22] #cso,#cdo [22] #ciso,#cso [22] #cio,#ciso [22] #cdo,#msps [19] digital,health [18] gt,gt [17] thinkers360,digital Top Word Pairs in Tweet in G5:
[54] #climateaction,#climatestrike [54] #climatescam,#climateemergency [54] #johnkerry,#climateenvoy [54] #climateemergency,#climateaction [54] #climateenvoy,#climatescam [51] drelidavid,climateenvoy [51] climateenvoy,#johnkerry [42] #cio,#enterpriseit [42] #cto,#cio [42] #enterpriseit,#digitaltransformation Top Word Pairs in Tweet in G6:
[30] development,#ldcs [30] technology,innovation [29] science,technology [29] opportunity,imperative [29] innovation,opportunity [29] digital,development [29] #ldcs,science [28] itusecgen,digital [16] secretary,general [14] meeting,itu Top Word Pairs in Tweet in G7:
[81] #cybersecurity,#innovation [80] #innovation,#fintech [76] #fintech,#startups [75] #ai,#ml [75] #startups,#ai [68] #ml,#digitaltransformation [47] #digitaltransformation,#fintechnews [37] rgi_info,#roboex [34] #roboinu,#digitaltransformation [32] #roboex,#roboinu Top Word Pairs in Tweet in G8:
[19] digital,transformation [9] #digitaltransformation,female [9] mackensie,mcentire [6] mcentire,speaking [6] speaking,#digitaltransformation [6] artificial,intelligence [6] techshowlondon,catch [6] heading,techshowlondon [6] info,tactproconsulting [6] catch,toptal's Top Word Pairs in Tweet in G9:
[11] digital,transformation [9] #sap,#aws [9] #dell,#nyse [9] #metaverse,#microsoft [9] vp,fbi [9] #tesla,#ibm [9] piyushmehta322,#bangalore [9] #hsbc,#tesla [9] fbi,statedept [9] #cloud,#tesla Top Word Pairs in Tweet in G10:
[10] #quantum,computers [10] wswmuc,#quantum [8] digital,disruption [7] #digitaltransformation,journey [7] advance,#digitaltransformation [7] 2021,vendor [7] session,redhat [7] read,red [7] ibm,report [7] gartner's,2021 Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G7:
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: