The graph represents a network of 7,779 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 Thursday, 02 June 2022 at 17:50 UTC.
The tweets in the network were tweeted over the 4-day, 17-hour, 31-minute period from Saturday, 28 May 2022 at 21:58 UTC to Thursday, 02 June 2022 at 15:30 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 : 7779
Unique Edges : 19978
Edges With Duplicates : 21237
Total Edges : 41215
Number of Edge Types : 5
Retweet : 11209
MentionsInRetweet : 18602
Mentions : 6421
Tweet : 4294
Replies to : 689
Self-Loops : 4638
Reciprocated Vertex Pair Ratio : 0.0305570338832712
Reciprocated Edge Ratio : 0.0593019752980161
Connected Components : 1235
Single-Vertex Connected Components : 799
Maximum Vertices in a Connected Component : 5606
Maximum Edges in a Connected Component : 38460
Maximum Geodesic Distance (Diameter) : 13
Average Geodesic Distance : 3.645739
Graph Density : 0.000384050511343993
Modularity : 0.391877
NodeXL Version : 1.0.1.449
Data Import : The graph represents a network of 7,779 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 Thursday, 02 June 2022 at 17:50 UTC.
The tweets in the network were tweeted over the 4-day, 17-hour, 31-minute period from Saturday, 28 May 2022 at 21:58 UTC to Thursday, 02 June 2022 at 15:30 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 Color : In-Degree
Vertex Radius : In-Degree
Vertex Alpha : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[1460] digital,transformation [991] #iot,#iiot [953] #iotpl,#iotcl [850] #ai,#artificialintelligence [841] #digitaltransformation,#technology [840] #bigdata,#analytics [819] #artificialintelligence,#digitaltransformation [809] #ai,#ml [656] #technology,#futurework [656] #futurework,#engineering Top Word Pairs in Tweet in G1:
[401] digital,transformation [128] #digitaltransformation,#technology [119] #artificialintelligence,#digitaltransformation [118] #ai,#digitaltransformation [115] #ai,#artificialintelligence [105] #technology,#futurework [105] #futurework,#engineering [105] #engineering,#automation [79] #innovation,#digitaltransformation [77] #cloud,#digitaltransformation Top Word Pairs in Tweet in G2:
[747] #iotpl,#iotcl [602] #iot,#iiot [501] digital,transformation [500] #ai,#ml [485] #digitaltransformation,#technology [483] #bigdata,#analytics [480] #ai,#artificialintelligence [452] kred,#influence [450] #artificialintelligence,#digitaltransformation [433] #cloud,#digitaltransformation Top Word Pairs in Tweet in G3:
[335] #bigdata,#analytics [313] #iot,#iiot [237] #ai,#artificialintelligence [236] #artificialintelligence,#digitaltransformation [195] #python,#tensorflow [191] #digitaltransformation,#technology [188] #pytorch,#python [184] digital,transformation [181] #machinelearning,#100daysofcode [168] #iotpl,#iotcl Top Word Pairs in Tweet in G4:
[93] digital,transformation [24] #digital,#digitaltransformation [22] gt,gt [17] #digitaltransformation,#technology [14] #business,#digitaltransformation [12] competitive,edge [12] #digitaltransformation,#digitalage [12] #digitaltransformation,#innovation [11] #digitalage,#whereeverythingconnects [11] #technology,#digitaltransformation Top Word Pairs in Tweet in G5:
[472] #digitaltransformation,#fintechnews [207] #robowarrior,#robowallet [198] #roboinu,#robowarrior [156] #robowallet,#digitaltransformation [97] #robowarrior,#digitaltransformation [93] #roboventures,#digitaltransformation [92] roboinufinance,#digitaltransformation [89] #robowarrior,rbif [85] financial,freedom [84] #robowallet,#roboventures Top Word Pairs in Tweet in G6:
[453] #digitaltransformation,#influencer [404] #digitalindia,#digitaltransformation [281] #socialmedia,#sahkarsesamrudhi [271] #influencer,#socialmedia [270] #digitaltransformation,#digitalmarketing [260] ड,ज [260] ज,टल [260] क,ल [260] ल,कर [260] श,व Top Word Pairs in Tweet in G7:
[42] digital,transformation [18] #ea,#enterprisearchitecture [18] #enterprisearchitecture,#businessarchitecture [18] #digitaltransformation,#cio [18] #cio,#planning [18] #planning,#capability [16] podcast,episode [16] #businessarchitecture,#businessstrategy [16] #businessstrategy,#digitaltransformation [16] #capability,#informationtechnology Top Word Pairs in Tweet in G8:
[48] #digitaltransformation,journey [46] backdrop,major [46] major,waves [46] waves,#digitaltransformation [46] #digitaltransformation,apis [46] apis,central [46] central,distribution [46] distribution,bnpp_cardif [46] bnpp_cardif,insurance [46] insurance,products Top Word Pairs in Tweet in G9:
[85] youth,summit [82] #generationconnect,global [82] global,youth [73] digital,development [70] advance,#digitaltransformation [68] #partner2connect,digital [68] development,roundtable [66] impressions,kigali [66] kigali,final [66] final,preparations Top Word Pairs in Tweet in G10:
[53] 002,' [53] ',eth [53] eth,25 [53] 25,polygon [53] polygon,inspiration [53] inspiration,teach [53] teach,#digitalart [53] #digitalart,#nftcommunity [53] #nftcommunity,#nftproject [53] #nftproject,#nftcollectors 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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