The graph represents a network of 4,400 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, 08 December 2021 at 13:18 UTC.
The requested start date was Wednesday, 08 December 2021 at 01:01 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, 7-hour, 57-minute period from Sunday, 05 December 2021 at 17:02 UTC to Wednesday, 08 December 2021 at 01:00 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 : 4400
Unique Edges : 5767
Edges With Duplicates : 14294
Total Edges : 20061
Number of Edge Types : 5
Tweet : 1641
Mentions : 3807
Retweet : 5277
MentionsInRetweet : 9248
Replies to : 88
Self-Loops : 1825
Reciprocated Vertex Pair Ratio : 0.0278999892692349
Reciprocated Edge Ratio : 0.0542854160141977
Connected Components : 767
Single-Vertex Connected Components : 470
Maximum Vertices in a Connected Component : 2881
Maximum Edges in a Connected Component : 17948
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.280972
Graph Density : 0.000494895534108992
Modularity : 0.348822
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,400 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, 08 December 2021 at 13:18 UTC.
The requested start date was Wednesday, 08 December 2021 at 01:01 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, 7-hour, 57-minute period from Sunday, 05 December 2021 at 17:02 UTC to Wednesday, 08 December 2021 at 01:00 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:
[411] #bigdata,#analytics [397] digital,transformation [266] artificial,intelligence [247] gave,kred [245] kred,#influence [244] #hclswlobp,#nocode [222] #nocode,#lowcode [216] #rstats,#tensorflow [207] #analytics,#machinelearning [194] #machinelearning,#cybersecurity Top Word Pairs in Tweet in G1:
[382] #bigdata,#analytics [242] gave,kred [241] kred,#influence [240] #hclswlobp,#nocode [217] #nocode,#lowcode [201] #rstats,#tensorflow [187] #analytics,#machinelearning [185] #datascience,#ai [181] artificial,intelligence [181] #javascript,#github Top Word Pairs in Tweet in G2:
[118] ianljones98,shi4tech [111] shi4tech,lyakovet [80] digital,transformation [62] #digitaltransformation,cc [53] nicochan33,jblefevre60 [48] jblefevre60,haroldsinnott [48] forbes,ianljones98 [47] #digitaltransformation,#emergingtech [46] pascal_bornet,frronconi [45] #mixedreality,#3d Top Word Pairs in Tweet in G3:
[73] digital,transformation [25] learn,more [25] read,more [19] more,#digitaltransformation [13] #digital,#digitaltransformation [13] digital,world [12] extreme,vision [12] vision,digital [12] world,infinite [12] infinite,enterprise Top Word Pairs in Tweet in G4:
[56] digital,transformation [47] digital,technology [30] artificial,intelligence [28] future,digital [28] technology,competitive [28] competitive,differentiator [28] differentiator,thrive [28] thrive,world [28] world,organizations [27] transformation,achieved Top Word Pairs in Tweet in G5:
[102] coffee,talk [51] iot,coffee [51] welcome,#iot [51] #iot,coffee [51] chat,#digital [47] #digital,#iiot [44] #iiot,#automation [43] #cloud,#digitaltransformation [42] #automation,#digitaltwins [41] #digitaltwins,#edge Top Word Pairs in Tweet in G6:
[35] digital,transformation [35] dlaignite,#socialselling [27] #digitaltransformation,make [27] make,org [27] org,faster [27] faster,better [27] better,makes [27] makes,different [27] different,navigate [22] navigate,something Top Word Pairs in Tweet in G7:
[34] #finserv,#insurtech [34] #legaltech,#corpgov [32] #fintech,#finserv [31] #corpgov,#digitaltransformation [31] #digitaltransformation,#futureofwork [30] #futureofwork,#csr [28] digital,transformation [27] #csr,#esg [26] #insurtech,#legaltech [24] #esg,#banking Top Word Pairs in Tweet in G8:
[18] myth,busters [18] busters,premises [18] premises,#security [18] #security,best [18] best,security [18] security,ronald_vanloon [18] ronald_vanloon,#citrixpartner [18] #citrixpartner,citrix [18] citrix,#cybersecurity [17] ronald_vanloon,myth Top Word Pairs in Tweet in G9:
[95] #digital,#payments [59] #cscpay,#pure [59] #pure,#play [59] #play,upi_npci [59] upi_npci,based [59] based,#applications [59] #applications,#developed [59] #developed,csc [59] csc,#application [59] #application,provides Top Word Pairs in Tweet in G10:
[112] य,तस [112] तस,व [112] व,र [112] र,स [112] स,प [112] प,र [112] र,य [112] य,स [112] स,ल [112] ल,और Top Replied-To in Entire Graph:
Top Replied-To in G1:
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Top Replied-To in G4:
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Top Replied-To in G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
Top Tweeters in G1:
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Top Tweeters in G10: