The graph represents a network of 4,384 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, 12 October 2022 at 12:04 UTC.
The requested start date was Wednesday, 12 October 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.
The tweets in the network were tweeted over the 2-day, 5-hour, 45-minute period from Sunday, 09 October 2022 at 18:14 UTC to Wednesday, 12 October 2022 at 00:00 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 : 4384
Unique Edges : 4340
Edges With Duplicates : 10990
Total Edges : 15330
Number of Edge Types : 5
Retweet : 3786
Tweet : 2466
MentionsInRetweet : 5825
Mentions : 2701
Replies to : 552
Self-Loops : 2625
Reciprocated Vertex Pair Ratio : 0.0267090620031796
Reciprocated Edge Ratio : 0.0520284917931248
Connected Components : 1156
Single-Vertex Connected Components : 763
Maximum Vertices in a Connected Component : 2416
Maximum Edges in a Connected Component : 12536
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.537282
Graph Density : 0.0003360903357531
Modularity : 0.384494
NodeXL Version : 1.0.1.506
Data Import : The graph represents a network of 4,384 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, 12 October 2022 at 12:04 UTC.
The requested start date was Wednesday, 12 October 2022 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.
The tweets in the network were tweeted over the 2-day, 5-hour, 45-minute period from Sunday, 09 October 2022 at 18:14 UTC to Wednesday, 12 October 2022 at 00:00 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:
[451] digital,transformation [319] welcome,#iot [319] #iot,coffee [319] coffee,talk [319] chat,#digital [318] #digital,#iiot [304] #iiot,#automation [264] rgi_info,#roboinu [230] #digitaltransformation,#fintechnews [219] #automation,#digitaltwins Top Word Pairs in Tweet in G1:
[85] digital,transformation [26] learn,more [14] #ctos,expanding [14] changed,roles [14] #cios,#ctos [14] fundamentally,changed [14] #hybridwork,fundamentally [14] #digitaltransformation,#hybridwork [14] roles,#cios [11] #iot,#iiot Top Word Pairs in Tweet in G2:
[160] #bigdata,#analytics [119] #machinelearning,#datascience [105] ingliguori,#machinelearning [104] #datascience,#sql [102] #analytics,#ai [100] #digitaltransformation,benefits [97] #datascience,#bigdata [90] #ai,#digitaltransformation [77] #sql,#cybersecurity [73] #ai,#ml Top Word Pairs in Tweet in G3:
[270] welcome,#iot [270] coffee,talk [270] chat,#digital [270] #iot,coffee [269] #digital,#iiot [259] #iiot,#automation [187] #automation,#digitaltwins [146] #digitaltwins,#edge [143] #iotpl,#iotcl [109] #cloud,#digitaltransformation Top Word Pairs in Tweet in G4:
[67] #digitaltransformation,cc [60] digital,transformation [40] #ai,#digitaltransformation [40] #wearables,#ux [40] #ai,#wearables [37] #ux,#cx [33] welcome,#iot [33] coffee,talk [33] chat,#digital [33] #digital,#iiot Top Word Pairs in Tweet in G5:
[135] #pace,#digital [135] few,ways [135] #digital,#technology [135] #adopted,few [135] #stay,#safe [135] #technology,being [135] ways,#students [135] being,#adopted [135] #students,taught [135] #online,#pace Top Word Pairs in Tweet in G6:
[23] #tech,#technology [23] #technology,#innovation [23] #digitaltransformation,#tech [23] ingliguori,#digitaltransformation [23] #digital,ingliguori [23] interface,tomorrow [23] fully,#digital [23] tomorrow,fully [20] #it,# [20] ronald_vanloon,interface Top Word Pairs in Tweet in G7:
[33] #cto,#cio [25] #cio,#enterpriseit [23] #enterpriseit,#digitaltransformation [22] #devops,#devsecops [21] #cloud,#devops [21] digital,transformation [16] shanebrighton,technative [16] #devsecops,#digitaltransformation [15] hpe_alliances,#hpealliances [11] #digitaltransformation,#cio Top Word Pairs in Tweet in G8:
[240] rgi_info,#roboinu [217] #digitaltransformation,#fintechnews [199] #roboinu,#digitaltransformation [82] rbif,rgi_info [25] rgi_info,#digitaltransformation [22] bitmart,exchange [17] rbif,help [16] part,crypto [16] card,let's [16] moves,rbif Top Word Pairs in Tweet in G9:
[15] #globaldevslam,#northstardubai [15] #futureblockchainsummit,#aieverything [15] #northstardubai,#fintechsurge [15] #fintechsurge,#futureblockchainsummit [14] #marketingmania,#xverse [14] #aieverything,#marketingmania [12] gitex,global [9] helping,companies [9] #gitexglobal,2022 [9] changing,world Top Word Pairs in Tweet in G10:
[22] digital,transformation [17] social,butterfly [17] new'bee',digital [17] transformation,big [17] big,news [17] marketing,new'bee' [17] butterfly,marketing [17] news,learn [16] techdogs_inc,social [13] #openbanking,#infographic Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: