The graph represents a network of 3,389 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 1/10/2023 5:00:34 PM. The network was obtained from Twitter on Wednesday, 11 January 2023 at 13:02 UTC.
The tweets in the network were tweeted over the 1816-day, 6-hour, 33-minute period from Saturday, 20 January 2018 at 18:27 UTC to Wednesday, 11 January 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 : 3389
Unique Edges : 3280
Edges With Duplicates : 8117
Total Edges : 11397
Number of Edge Types : 9
Retweet : 2381
MentionsInRetweet : 3848
Mentions : 2239
Tweet : 1794
Replies to : 210
MentionsInQuote : 254
Quote : 164
MentionsInReplyTo : 490
MentionsInQuoteReply : 17
Self-Loops : 2464
Reciprocated Vertex Pair Ratio : 0.0349847892220774
Reciprocated Edge Ratio : 0.0676044509762755
Connected Components : 912
Single-Vertex Connected Components : 593
Maximum Vertices in a Connected Component : 1758
Maximum Edges in a Connected Component : 8864
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 4.32045
Graph Density : 0.0004148256582603
Modularity : 0.389684
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 3,389 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 1/10/2023 5:00:34 PM. The network was obtained from Twitter on Wednesday, 11 January 2023 at 13:02 UTC.
The tweets in the network were tweeted over the 1816-day, 6-hour, 33-minute period from Saturday, 20 January 2018 at 18:27 UTC to Wednesday, 11 January 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:
[465] digital,transformation [173] #ai,#ml [154] #ai,#artificialintelligence [151] #digitaltransformation,#technology [134] #iot,#iiot [127] welcome,iot [127] #digital,#futurist [127] coffee,talk [127] chat,#digital [127] #tech,#iiot Top Word Pairs in Tweet in G1:
[116] digital,transformation [42] magic,quadrant [42] 2022,gartner [42] #wifi,#digitaltransformation [42] gartner,magic [42] leader,2022 [41] recognized,5x [41] networks,recognized [41] enterprise,wired [41] wireless,lan Top Word Pairs in Tweet in G2:
[123] #digital,#futurist [123] welcome,iot [123] coffee,talk [123] #futurist,#tech [123] iot,coffee [123] #tech,#iiot [123] chat,#digital [119] #ai,#artificialintelligence [116] #iiot,#automation [106] #automation,#iot Top Word Pairs in Tweet in G3:
[63] #iot,#iiot [59] #tech,#innovation [52] #digitaltransformation,#education [49] #ai,#ml [47] #technology,#tech [46] #politicalnews,#newsupdate [46] #climate,#digitaltransformation [46] #politicalsponsorship,#politicalnews [46] #conspiracy,#sabotage [46] #trendingtopics,#trending2023 Top Word Pairs in Tweet in G4:
[99] #socialselling,#digitalselling [85] dlaignite,#socialselling [60] digital,transformation [51] timothy_hughes,dlaignite [49] passle,timothy_hughes [39] agsocialmedia,dlaignite [39] #digitalselling,#digitaltransformation [38] #leadership,#digitaltransformation [35] #cto,#cio [34] #cio,#enterpriseit Top Word Pairs in Tweet in G5:
[30] #robowarrior,#robowallet [22] #digitaltransformation,hyland [21] #digitaltransformation,#fintech [20] #roboinu,rbif [19] #robofam,#roboinu [19] #fintech,#robofam [18] #robowallet,#digitaltransformation [17] cold,wallets [17] besides,cold [17] digital,transformation Top Word Pairs in Tweet in G6:
[24] #5g,#cloud [21] #ai,#5g [21] #cloud,#edge [13] #iot,#sustainability [11] #sustainability,#ai [10] #edge,#digitaltransformation [9] #sustainability,#futureofwork [8] pm,ct [7] ct,#iot [7] #digitaltransformation,#machinelearning Top Word Pairs in Tweet in G7:
[40] gt,gt [17] corixpartners,friday [17] reading,list [17] medium,weeks [17] #leaders,free [17] picked,content [17] content,top [17] gt,hand [17] free,medium [17] friday,reading Top Word Pairs in Tweet in G8:
[14] digital,transformation [10] more,more [9] adding,more [9] isn,adding [9] #digitaltransformation,isn [9] organization,enhancing [9] technology,organization [9] more,technology [8] exelatech,#digitaltransformation [8] enhancing,organiz Top Word Pairs in Tweet in G9:
[18] 12,interest [18] interest,free [18] pay,12 [17] coincidentally,available [17] name,sale [17] domain,name [16] digital,transformation [14] free,installments [12] sale,pay [10] read,more Top Word Pairs in Tweet in G10:
[93] #cybersecurity,#innovation [93] #innovation,#fintech [92] #ai,#ml [92] #startups,#ai [92] #fintech,#startups [76] #ml,#digitaltransformation [20] notice,usn [20] security,notice [20] ubuntu,security [18] #machinelearning,#bigdata Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G8:
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: