The graph represents a network of 9,647 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 Saturday, 21 March 2020 at 09:47 UTC.
The tweets in the network were tweeted over the 4-day, 1-hour, 52-minute period from Tuesday, 17 March 2020 at 06:45 UTC to Saturday, 21 March 2020 at 08:38 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 : 9647
Unique Edges : 27945
Edges With Duplicates : 17628
Total Edges : 45573
Number of Edge Types : 5
Retweet : 3681
MentionsInRetweet : 29259
Tweet : 4826
Replies to : 268
Mentions : 7539
Self-Loops : 4928
Reciprocated Vertex Pair Ratio : 0.0168511481909797
Reciprocated Edge Ratio : 0.0331437855402112
Connected Components : 1980
Single-Vertex Connected Components : 1251
Maximum Vertices in a Connected Component : 6054
Maximum Edges in a Connected Component : 40989
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.193332
Graph Density : 0.000330718527401043
Modularity : 0.412974
NodeXL Version : 1.0.1.427
Data Import : The graph represents a network of 9,647 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 Saturday, 21 March 2020 at 09:47 UTC.
The tweets in the network were tweeted over the 4-day, 1-hour, 52-minute period from Tuesday, 17 March 2020 at 06:45 UTC to Saturday, 21 March 2020 at 08:38 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 Radius : Followers
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[5320] gt,gt [1328] digital,transformation [838] #ar,#vr [814] link,gt [737] mikequindazzi,gt [682] #ai,#digitaltransformation [655] #ai,#ml [621] #digitaltransformation,cc [617] #vr,#ai [617] #ai,#mr Top Word Pairs in Tweet in G1:
[1862] gt,gt [698] link,gt [599] digital,transformation [301] #digitaltransformation,cc [296] #ai,#ml [258] #digitaltransformation,#iot [228] #ai,#iot [221] #ai,#digitaltransformation [215] #machinelearning,#bigdata [214] #bigdata,#digitaltransformation Top Word Pairs in Tweet in G2:
[1176] gt,gt [352] #ar,#vr [307] #digitaltransformation,cc [297] #ai,#ml [275] #digitaltransformation,#tech [271] #ai,#digitaltransformation [229] #ai,#machinelearning [213] #digitaltransformation,#iot [206] #ai,#mr [204] #vr,#ai Top Word Pairs in Tweet in G3:
[152] digital,transformation [62] gannon,university's [61] join,discussion [61] discussion,#digitaltransformation [61] #digitaltransformation,#telecommunications [61] #telecommunications,#telecom [60] learn,more [49] find,out [40] https,t [40] t,co Top Word Pairs in Tweet in G4:
[2174] gt,gt [408] #ar,#vr [371] making,house [371] house,calls [371] #wearabletech,#iot [371] #digitaltransformation,#ar [371] #vr,#ai [371] #ai,#mr [371] #mr,#healthcare [371] #healthcare,#augmentedreality Top Word Pairs in Tweet in G5:
[20] digital,transformation [15] #digital,#digitaltransformation [15] #digitaltransformation,#distributedfuture [13] #digitaltransformation,journey [12] #digitaltransformation,#innovation [11] low,code [10] #digitaltransformation,#ai [10] #digitaltransformation,#iot [10] #thebestrun,#sap [10] #futureofwork,#digitaltransformation Top Word Pairs in Tweet in G6:
[127] #cloudcomputing,#software [127] #software,#sales [127] #sales,#javascript [127] #javascript,#machinelearning [127] #machinelearning,#entrepreneur [127] #digitaltransformation,#startup [127] #startup,#elearning [127] #elearning,#linux [127] #linux,#100daysofcode [127] #100daysofcode,#github Top Word Pairs in Tweet in G7:
[16] greek,roman [16] roman,cities [14] digital,transformation [13] #fintech,#innovation [13] #innovation,#digitaltransformation [13] #fintech,#digitaltransformation [12] #digitaltransformation,#innovation [12] #innovation,#fintech [12] #digitaltransformation,#digital [12] #digital,#transformation Top Word Pairs in Tweet in G8:
[23] #leaders,#leadership [23] digital,transformation [22] #cio,#cto [21] #leadership,#management [19] far,eastone [17] #transformation,#business [16] #digitaltransformation,#transformation [15] #business,#innovation [13] #digital,transformation [12] #cdo,#ceo Top Word Pairs in Tweet in G9:
[48] digital,transformation [15] #futureofwork,#digitaltransformation [9] #healthcare,#digitaltransformation [9] #hr,#futureofwork [8] diana,nole [8] conversation,paddypadmanabha [8] paddypadmanabha,#thebigunlock [8] #thebigunlock,#healthcare [8] #digitaltransformation,podcast [8] podcast,#digitalhealth Top Word Pairs in Tweet in G10:
[57] #digitaltransformation,#innovation [44] #innovation,#digitaltransformation [27] digital,transformation [19] nassaucountyny,signed [19] signed,multi [19] multi,year [19] year,contract [19] contract,nice [19] nice,behalf [19] behalf,nassaucountypd Top Replied-To in Entire Graph:
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Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
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Top Tweeters in Entire Graph:
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Top Tweeters in G5:
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Top Tweeters in G9:
Top Tweeters in G10: