The graph represents a network of 4,266 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, 07 December 2022 at 13:04 UTC.
The requested start date was Wednesday, 07 December 2022 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, 14-hour, 49-minute period from Sunday, 04 December 2022 at 10:11 UTC to Wednesday, 07 December 2022 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 : 4266
Unique Edges : 4013
Edges With Duplicates : 13008
Total Edges : 17021
Number of Edge Types : 5
Retweet : 4591
MentionsInRetweet : 6780
Tweet : 2056
Mentions : 3366
Replies to : 228
Self-Loops : 2552
Reciprocated Vertex Pair Ratio : 0.0284057108863772
Reciprocated Edge Ratio : 0.0552422270426609
Connected Components : 759
Single-Vertex Connected Components : 502
Maximum Vertices in a Connected Component : 2946
Maximum Edges in a Connected Component : 15239
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.815147
Graph Density : 0.000380060117101386
Modularity : 0.331886
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,266 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, 07 December 2022 at 13:04 UTC.
The requested start date was Wednesday, 07 December 2022 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, 14-hour, 49-minute period from Sunday, 04 December 2022 at 10:11 UTC to Wednesday, 07 December 2022 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:
[818] #bigdata,#analytics [776] #analytics,#datascience [624] #python,#javascript [555] #javascript,#tensorflow [484] digital,transformation [377] #iiot,#python [371] #datascience,#iiot [332] #iotpl,#iotcl [332] #ai,#ml [304] #iot,#iiot Top Word Pairs in Tweet in G1:
[328] #iotpl,#iotcl [287] #iot,#iiot [209] #bigdata,#analytics [204] #ai,#ml [177] #analytics,#datascience [170] coffee,talk [170] chat,#digital [168] #iiot,#automation [164] #cloud,#digitaltransformation [161] welcome,#iot Top Word Pairs in Tweet in G2:
[171] digital,transformation [168] #digitaltransformation,#fintechnews [102] rgi_info,#roboinu [97] #roboinu,#digitaltransformation [53] #ai,#ml [45] learn,#teamwe [44] #startups,#ai [44] #cybersecurity,#innovation [44] #innovation,#fintech [44] research,shows Top Word Pairs in Tweet in G3:
[59] digital,transformation [42] more,digital [41] see,more [40] #digitaltransformation,#remoteworking [40] #genz,#digitaltransformation [39] easier,hr [39] hr,slicker [39] research,shows [39] digital,processes [39] holiday,bookings Top Word Pairs in Tweet in G4:
[539] #bigdata,#analytics [535] #analytics,#datascience [431] #python,#javascript [397] #javascript,#tensorflow [272] #datascience,#iiot [272] #iiot,#python [212] #tensorflow,#cloudcomputing [199] machine,learning [196] types,objectives [190] learning,types Top Word Pairs in Tweet in G5:
[58] tech,change [58] improve,customers [58] focus,improve [58] way,business [58] business,focus [58] customers,experience [58] change,way [58] experience,#digitaltransformation [57] robinholdings,tech [57] #digitaltransformation,#w Top Word Pairs in Tweet in G6:
[80] #g20india,#digitalindia [80] #staysafeonline,#cybersecuritytips [61] #digitalindia,#digitaltransformation [59] #indiaai,maintains [59] currently,being [59] maintains,repository [59] being,conducted [59] #research,currently [59] around,#world [59] conducted,around Top Word Pairs in Tweet in G7:
[11] building,blocks [11] #apisetu,open [11] #api,platform [11] #digitaltransformation,use [11] blocks,innovative [11] apis,building [11] driving,#digitaltransformation [11] platform,driving [11] use,apis [11] open,#api Top Word Pairs in Tweet in G8:
[11] supply,chain [6] digital,transformation [6] business,models [5] #digitaltransformation,seen [4] shouldn,fear [4] shares,shouldn [4] ryan,mitchell [4] five,key [4] chevron,shares [4] fear,change Top Word Pairs in Tweet in G9:
[10] waltofk,#cavcanada [9] #ai,#web3 [9] #ui,#ai [9] #web3,#blockchain [9] #digitaltransformation,#datasecurity [9] #datasecurity,#python [9] #vr,#ar [9] #ar,#digitaltransformation [9] #blockchain,#vr [7] #747security,#ui Top Word Pairs in Tweet in G10:
[68] #socialselling,#digitalselling [55] dlaignite,#socialselling [42] passle,timothy_hughes [39] agsocialmedia,dlaignite [33] timothy_hughes,dlaignite [31] #digitalselling,#digitaltransformation [26] #digitaltransformation,#digitalmarketing [25] #digitaltransformation,#digitalorganization [24] #digitalselling,#socialselling [24] #digitalmarketing,#digitalselling 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: