The graph represents a network of 3,861 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 3/14/2023 5:00:36 PM. The network was obtained from Twitter on Wednesday, 15 March 2023 at 12:02 UTC.
The tweets in the network were tweeted over the 1879-day, 5-hour, 33-minute period from Saturday, 20 January 2018 at 18:27 UTC to Wednesday, 15 March 2023 at 00:00 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 : 3861
Unique Edges : 3836
Edges With Duplicates : 9186
Total Edges : 13022
Number of Edge Types : 8
Tweet : 1986
Retweet : 1965
MentionsInRetweet : 3432
Mentions : 2041
Replies to : 822
MentionsInQuote : 301
Quote : 152
MentionsInReplyTo : 2323
Self-Loops : 3191
Reciprocated Vertex Pair Ratio : 0.032355915065723
Reciprocated Edge Ratio : 0.0626836434867777
Connected Components : 978
Single-Vertex Connected Components : 674
Maximum Vertices in a Connected Component : 2284
Maximum Edges in a Connected Component : 10816
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.190044
Graph Density : 0.000342537907304747
Modularity : 0.375435
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 3,861 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 3/14/2023 5:00:36 PM. The network was obtained from Twitter on Wednesday, 15 March 2023 at 12:02 UTC.
The tweets in the network were tweeted over the 1879-day, 5-hour, 33-minute period from Saturday, 20 January 2018 at 18:27 UTC to Wednesday, 15 March 2023 at 00:00 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:
[374] digital,transformation [325] kanyunjuri,free [325] tips,leveraging [325] free,expert [325] follow,kanyunjuri [325] expert,tips [324] #twitterapi,#digitaltransformation [324] #digitaltransformation,#biztips [324] #biztips,#digitalmoney [249] full,potential Top Word Pairs in Tweet in G1:
[103] digital,transformation [58] #govtech,#digitaltransformation [56] learn,challenges [55] year,legacy [55] priority,governments [55] avoid,#govtech [55] governments,around [55] modernization,top [55] top,priority [55] govts,face Top Word Pairs in Tweet in G2:
[187] hi,follow [187] #digitaltransformation,please [187] join,kevin_jackson [187] follow,#digitaltransformation [187] please,join [186] kevin_jackson,digital [185] digital,business [185] business,community [116] #iotpl,#iotcl [109] digital,transformation Top Word Pairs in Tweet in G3:
[324] kanyunjuri,free [324] #digitaltransformation,#biztips [324] #biztips,#digitalmoney [324] follow,kanyunjuri [324] free,expert [324] #twitterapi,#digitaltransformation [324] tips,leveraging [324] expert,tips [245] keys,unlock [245] twitter,one Top Word Pairs in Tweet in G4:
[46] digital,transformation [42] process,automation [39] robotic,process [37] rpa,technology [37] predetermined,actions [37] repetitive,tasks [37] help,operators [37] operators,execute [37] automation,rpa [37] actions,repetitive Top Word Pairs in Tweet in G5:
[28] itubdtdirector,great [27] pleased,learn [27] min,profisapantami [27] nigeria's,dedication [27] great,talk [27] talk,min [27] profisapantami,fmocdenigeria [27] fmocdenigeria,pleased [27] learn,nigeria's [26] dedication,#digitaltransformat Top Word Pairs in Tweet in G6:
[24] #iotpl,#iotcl [21] #iotcl,#iiot [16] #ai,#edge [16] #iiot,#iotcommunity [15] #ai,#5g [15] #bigdata,#datascience [15] #5g,#cloud [14] #datascience,#machinelearning [14] #edge,#edgeai [13] #iot,#iotpl Top Word Pairs in Tweet in G7:
[45] #ai,#machinelearning [36] #analytics,#bigdata [36] #bigdata,#ai [36] #iot,#iiot [36] #datascience,#analytics [34] #machinelearning,#iot [32] #iotpl,#iotcl [32] #iiot,#iotpl [31] #python,#cloudcomputing [31] #iotcl,#python Top Word Pairs in Tweet in G8:
[50] #cybersecurity,#innovation [47] #innovation,#fintech [46] #fintech,#startups [46] #startups,#ai [44] #ai,#ml [40] #ml,#digitaltransformation [15] #ai,#machinelearning [14] future,create [14] greater,result [14] predict,future Top Word Pairs in Tweet in G9:
[16] #digitaltransformation,#eu [16] success,factor [16] administration,jhahneu [16] factor,#digitaltransformation [16] commissioner,administration [16] #eu,commissioner [16] #interoperability,success [15] interoperableeu,#interoperability [7] follow,#endorse2023 [7] facilitating,eu Top Word Pairs in Tweet in G10:
[22] #openai,#innovation [22] #innovation,#technology [21] #technology,#chatgpt [21] #chatgpt,#tech [21] #digital,#digitaltransformation [19] #digitaltransformation,#machinelearning [18] 17,industry [18] industry,applications [18] top,17 [16] #transformation,#digital 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 G4:
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: