The graph represents a network of 3,796 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, 22 September 2021 at 12:14 UTC.
The requested start date was Wednesday, 22 September 2021 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 4-day, 7-hour, 57-minute period from Friday, 17 September 2021 at 16:03 UTC to Wednesday, 22 September 2021 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 : 3796
Unique Edges : 4430
Edges With Duplicates : 13934
Total Edges : 18364
Number of Edge Types : 5
Retweet : 5633
MentionsInRetweet : 7977
Tweet : 1653
Mentions : 3024
Replies to : 77
Self-Loops : 1779
Reciprocated Vertex Pair Ratio : 0.0265690076116616
Reciprocated Edge Ratio : 0.0517627308337997
Connected Components : 773
Single-Vertex Connected Components : 469
Maximum Vertices in a Connected Component : 2389
Maximum Edges in a Connected Component : 16439
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.974416
Graph Density : 0.000496188346099007
Modularity : 0.311124
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,796 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, 22 September 2021 at 12:14 UTC.
The requested start date was Wednesday, 22 September 2021 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 4-day, 7-hour, 57-minute period from Friday, 17 September 2021 at 16:03 UTC to Wednesday, 22 September 2021 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:
[1768] #ai,#datascience [1401] #cybersecurity,#ai [1362] #artificialintelligence,#digitalmarketing [1284] #digitalmarketing,#cybersecurity [1060] #artificialintelligence,#ai [935] #cybersecurity,#artificialintelligence [607] #vacancy,#lebanon [536] #javascript,#technology [536] #technology,#cybersecurity [430] #datascience,#machinelearning Top Word Pairs in Tweet in G1:
[82] #digitaltransformation,cc [48] digital,transformation [44] #ai,#digitaltransformation [35] ianljones98,shi4tech [33] #digitaltransformation,#iot [27] #digitaltransformation,#ai [26] shi4tech,frronconi [26] next,generation [26] gt,gt [25] #interactive,projection Top Word Pairs in Tweet in G2:
[49] digital,transformation [17] learn,more [11] #digitaltransformation,#cloud [10] #digitalmarketing,#digitaltransformation [9] #fiverr,#fiverrgigs [9] #fiverrgigs,#australia [9] #australia,#usa [9] #usa,#europe [9] #europe,#japan [9] #japan,#digitalmarketing Top Word Pairs in Tweet in G3:
[1690] #ai,#datascience [1368] #cybersecurity,#ai [1335] #artificialintelligence,#digitalmarketing [1258] #digitalmarketing,#cybersecurity [1019] #artificialintelligence,#ai [904] #cybersecurity,#artificialintelligence [596] #vacancy,#lebanon [517] #javascript,#technology [517] #technology,#cybersecurity [414] #datascience,#machinelearning Top Word Pairs in Tweet in G4:
[56] digital,transformation [22] coffee,talk [16] #digital,#digitaltransformation [16] without,question [16] question,#digitaltransformation [16] #digitaltransformation,one [16] one,important [16] important,drivers [16] drivers,industry [16] industry,growth Top Word Pairs in Tweet in G5:
[15] digital,transformation [13] #genpact,mckinsey [13] mckinsey,#mindtree [13] #mindtree,accenturetech [13] accenturetech,aeyeinc [13] aeyeinc,capgemini [13] capgemini,pwc [13] pwc,deloitte [13] deloitte,bcg [13] bcg,#ibm Top Word Pairs in Tweet in G6:
[71] supply,chain [34] growing,need [34] need,more [34] more,integrated [34] integrated,resilient [34] resilient,sustainable [34] sustainable,supply [34] chain,networks [34] networks,calls [34] calls,innovative Top Word Pairs in Tweet in G7:
[19] paso,#transformacion [19] #transformacion,#digital [19] #digital,#digitaltransformation [19] #digitaltransformation,empresa [19] empresa,administramos [19] administramos,#redes [15] digital,transformation [15] #ai,#datascience [12] #redes,#sociales [12] process,automation Top Word Pairs in Tweet in G8:
[90] coffee,talk [53] digital,transformation [45] iot,coffee [45] welcome,#iot [45] #iot,coffee [44] #digital,#iiot [42] gave,kred [41] chat,#digital [40] #edge,#cloud [39] #5g,#ai Top Word Pairs in Tweet in G9:
[41] #bigdata,#datascience [36] #iiot,#iotpl [29] #iotpl,#iotcommunity [29] #datascience,#ai [28] #ai,#datascience [28] #ai,#machinelearning [26] special,#deeplearning [24] #iot,#iiot [24] #deeplearning,#bigdata [24] #machinelearning,#gpt3 Top Word Pairs in Tweet in G10:
[31] artificial,intelligence [10] #ai,#ml [10] #ml,#futurism [10] #futurism,#intelligencefactory [10] #intelligencefactory,#digitaltransformation [10] #digitaltransformation,#dx [7] digital,transformation [7] #ai,#datascience [6] digital_trans4m,compact [6] compact,tiger 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: