The graph represents a network of 9,028 Twitter users whose recent tweets contained "#Digitaltransformation", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 03 December 2021 at 17:36 UTC.
The tweets in the network were tweeted over the 3-day, 5-hour, 53-minute period from Tuesday, 30 November 2021 at 10:09 UTC to Friday, 03 December 2021 at 16:03 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 : 9028
Unique Edges : 27292
Edges With Duplicates : 23659
Total Edges : 50951
Number of Edge Types : 5
Tweet : 4125
MentionsInRetweet : 27459
Mentions : 7244
Retweet : 11724
Replies to : 399
Self-Loops : 4463
Reciprocated Vertex Pair Ratio : 0.033295399122094
Reciprocated Edge Ratio : 0.0644450737908682
Connected Components : 1529
Single-Vertex Connected Components : 961
Maximum Vertices in a Connected Component : 6209
Maximum Edges in a Connected Component : 47355
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 3.782589
Graph Density : 0.000389946686303517
Modularity : 0.395898
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 9,028 Twitter users whose recent tweets contained "#Digitaltransformation", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 03 December 2021 at 17:36 UTC.
The tweets in the network were tweeted over the 3-day, 5-hour, 53-minute period from Tuesday, 30 November 2021 at 10:09 UTC to Friday, 03 December 2021 at 16:03 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 : TwitterSearch
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 : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[1181] digital,transformation [840] #digital,#digitaltransformation [746] #datascience,#ai [746] #digitaltransformation,#innovation [657] #bigdata,#analytics [557] #100daysofcode,#datascience [552] #iot,#iiot [546] #iot,#machinelearning [536] #machinelearning,#python [523] #devops,#100daysofcode Top Word Pairs in Tweet in G1:
[546] digital,transformation [482] #datascience,#ai [425] #digitaltransformation,#innovation [399] #digital,#digitaltransformation [373] #iot,#iiot [361] #100daysofcode,#datascience [358] #devops,#100daysofcode [358] #ai,#bot [356] #machinelearning,#python [353] #hclswlobp,#nocode Top Word Pairs in Tweet in G2:
[329] #digital,#digitaltransformation [324] #bigdata,#analytics [255] #datascience,#ai [232] #digitaltransformation,#innovation [219] #digitaltransformation,#ai [215] #ai,#datascience [211] digital,transformation [210] #digitaltransformation,cc [203] #digitaltransformation,#cloud [194] #emergingtech,#digitaltransformation Top Word Pairs in Tweet in G3:
[132] digital,transformation [47] learn,more [37] extreme,networks [37] year,2021 [36] networks,leader [36] leader,fourth [36] fourth,consecutive [36] consecutive,year [36] 2021,gartner [36] gartner,magic Top Word Pairs in Tweet in G4:
[65] digital,transformation [28] accelerate,#digitaltransformation [22] excited,announce [22] clients,accelerate [22] read,more [21] greater,value [21] value,#cloud [21] #cloud,investments [18] platform,engineering [18] engineering,capabilities Top Word Pairs in Tweet in G5:
[54] digital,transformation [26] #digitalmarketing,#digitaltransformation [26] financial,institutions [26] 00,cet [24] helixinstitute,microsave [23] cet,ℹ [19] know,more [19] dc,summit [18] december,2021 [17] learn,more Top Word Pairs in Tweet in G6:
[72] enterprise,#digitaltransformation [72] #digitaltransformation,role [48] awscloud,aws_uki [46] #cloud,#ai [44] learn,more [42] role,#cloud [42] #cloud,ronald_vanloon [42] ronald_vanloon,pleb1 [42] pleb1,aws [42] aws,re Top Word Pairs in Tweet in G7:
[187] #azadikadigitalmahotsav,#digitaltransformation [170] #digitaltransformation,#influencer [170] #influencer,#socialmedia [123] 75,75 [123] 75,#india [123] #india,#ai [123] #ai,#journey [123] #journey,#gem [123] #gem,compendium [123] compendium,telling Top Word Pairs in Tweet in G8:
[22] #innovation,#digitaltransformation [21] commissioner,thierrybreton [19] principles,pave [19] pave,way [19] way,towards [19] towards,inclusive [19] values,based [19] based,#digitaltransformation [17] #aioti,signature [17] signature,event Top Word Pairs in Tweet in G9:
[15] #tech,#technology [9] #cloud,#cloudcomputing [9] #technology,#techno [9] #techno,#support [9] #business,#leadership [8] #technology,#digitaltransformation [8] #cloudcomputing,#publiccloud [7] accelerate,#digitaltransformation [7] #fintech,#funds [7] #it,#cloud Top Word Pairs in Tweet in G10:
[13] stiamo,condividendo [13] condividendo,risultati [13] risultati,dello [13] dello,studio [13] studio,strategico [13] strategico,ambrosetti_ [13] ambrosetti_,sul [13] sul,cloud [13] cloud,nuova [13] nuova,generazione 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: