The graph represents a network of 3,530 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 September 2021 at 12:17 UTC.
The requested start date was Wednesday, 08 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 2-day, 18-hour, 52-minute period from Sunday, 05 September 2021 at 05:08 UTC to Wednesday, 08 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 : 3530
Unique Edges : 3997
Edges With Duplicates : 14324
Total Edges : 18321
Number of Edge Types : 5
Retweet : 5939
MentionsInRetweet : 8501
Mentions : 2437
Tweet : 1384
Replies to : 60
Self-Loops : 1557
Reciprocated Vertex Pair Ratio : 0.0224024189114898
Reciprocated Edge Ratio : 0.0438230945019492
Connected Components : 586
Single-Vertex Connected Components : 327
Maximum Vertices in a Connected Component : 2361
Maximum Edges in a Connected Component : 16809
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.919809
Graph Density : 0.000597156542673133
Modularity : 0.306422
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 3,530 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 September 2021 at 12:17 UTC.
The requested start date was Wednesday, 08 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 2-day, 18-hour, 52-minute period from Sunday, 05 September 2021 at 05:08 UTC to Wednesday, 08 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:
[1623] #artificialintelligence,#digitalmarketing [1550] #digitalmarketing,#cybersecurity [1348] #cybersecurity,#ai [1240] #ai,#datascience [554] #datascience,#machinelearning [510] #machinelearning,#bigdata [350] middle,flutter [350] flutter,developer [350] developer,#artificialintelligence [344] digital,transformation Top Word Pairs in Tweet in G1:
[65] artificial,intelligence [43] ianljones98,shi4tech [34] shi4tech,lyakovet [33] #datascientist,#python [32] #python,#bigdata [30] covid,19 [30] enricomolinari,#datascientist [30] #artificialintelligence,#digitalmarketing [30] #climatechange,#corona [29] #digitalmarketing,#cybersecurity Top Word Pairs in Tweet in G2:
[120] digital,transformation [74] #digital,#digitaltransformation [53] #transformation,#digital [25] #digitaltransformation,#digital [22] #innovation,#digitaltransformation [22] #digitalmarketing,#digitaltransformation [16] #digital,#transformation [15] read,more [14] #machinelearning,#artificialintelligence [14] #cloudcomputing,#digital Top Word Pairs in Tweet in G3:
[1566] #artificialintelligence,#digitalmarketing [1494] #digitalmarketing,#cybersecurity [1303] #cybersecurity,#ai [1185] #ai,#datascience [530] #datascience,#machinelearning [344] middle,flutter [344] flutter,developer [344] developer,#artificialintelligence [342] #machinelearning,#bigdata [296] #artificialintelligence,#ai Top Word Pairs in Tweet in G4:
[39] digital,transformation [14] #digital,#digitaltransformation [14] learn,more [9] #digitaltransformation,#digital [8] #sapproviderphilippines,#fasttracksolutions [7] transformation,#digitaltransformation [7] #digitaltransformation,#technology [6] #digitaltransformation,#strategy [6] customer,experience [5] #digitalmarketing,#digitaltransformation Top Word Pairs in Tweet in G5:
[59] digital,transformation [48] go,arc [48] arc,advisory [48] advisory,group [48] group,#firstperson [46] #digitaltransformation,#iot [41] #firstperson,#marketresearch [38] gt,gt [35] #marketresearch,including [35] including,study Top Word Pairs in Tweet in G6:
[135] #digitaltransformation,#cloud [132] ingliguori,#digitaltransformation [130] #machinelearning,#bigdata [125] #cloud,#machinelearning [110] #datascience,one [110] one,picture [110] picture,ingliguori [82] #bigdata,#artificialintelli [79] cloudpreacher,#datascience [30] several,#blockchain Top Word Pairs in Tweet in G7:
[48] #digitaltransformation,cc [26] digital,transformation [22] #ai,#digitaltransformation [20] #ai,#artificialintelligence [18] #digitaltransformation,#iot [16] #artificialintelligence,#ml [16] #iot,cc [14] more,#robots [14] #robots,working [14] working,before Top Word Pairs in Tweet in G8:
[78] skodineya,#amritmahotsav [48] #amritmahotsav,#inspire [48] #inspire,#independence [48] #independence,#hero [48] #hero,sacrificed [48] sacrificed,lives [48] lives,#love [48] #love,#country [48] #country,#digital [48] #digital,#information Top Word Pairs in Tweet in G9:
[23] imagine,#artificialintelligence [23] #artificialintelligence,#iot [23] #iot,technologies [23] technologies,protect [23] protect,rivers [23] rivers,lakes [23] lakes,pollution [23] pollution,sounds [23] sounds,magic [23] magic,cocreation Top Word Pairs in Tweet in G10:
[10] cloudconnect,gateway [8] data,transfer [8] transfer,#cloud [8] #cloud,platforms [7] better,safe [7] safe,sorry [7] sorry,data [7] platforms,doesn [7] doesn,faster [7] faster,simpler Top Replied-To in Entire Graph:
Top Replied-To in G1:
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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: