The graph represents a network of 3,940 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, 15 September 2021 at 12:16 UTC.
The requested start date was Wednesday, 15 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 1-day, 20-hour, 52-minute period from Monday, 13 September 2021 at 03:08 UTC to Wednesday, 15 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 : 3940
Unique Edges : 4059
Edges With Duplicates : 11835
Total Edges : 15894
Number of Edge Types : 5
Retweet : 4726
MentionsInRetweet : 6889
Mentions : 1788
Tweet : 2395
Replies to : 96
Self-Loops : 2519
Reciprocated Vertex Pair Ratio : 0.0177078209542548
Reciprocated Edge Ratio : 0.0347994200096665
Connected Components : 1150
Single-Vertex Connected Components : 811
Maximum Vertices in a Connected Component : 2187
Maximum Edges in a Connected Component : 13728
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.023903
Graph Density : 0.000399944328677303
Modularity : 0.33868
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 3,940 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, 15 September 2021 at 12:16 UTC.
The requested start date was Wednesday, 15 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 1-day, 20-hour, 52-minute period from Monday, 13 September 2021 at 03:08 UTC to Wednesday, 15 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:
[1074] #ai,#datascience [912] #artificialintelligence,#ai [876] #cybersecurity,#artificialintelligence [709] #artificialintelligence,#digitalmarketing [661] #digitalmarketing,#cybersecurity [593] #cybersecurity,#ai [469] #javascript,#technology [469] #technology,#cybersecurity [468] #jobs,#javascript [384] #frontenddeveloper,#devcommunity Top Word Pairs in Tweet in G1:
[60] digital,transformation [13] learn,more [9] covid,19 [8] digital,marketing [8] #digitalmarketing,#digitaltransformation [8] #innovation,#digitaltransformation [8] #digitaltransformation,efforts [7] cloud,based [7] data,analytics [6] end,end Top Word Pairs in Tweet in G2:
[75] digital,technologies [66] betamoroney,#digitaltransformation [39] ianljones98,shi4tech [39] supply,chain [38] systematic,approach [38] approach,help [38] help,supply [38] chain,planning [38] planning,leaders [38] leaders,make Top Word Pairs in Tweet in G3:
[102] digital,transformation [33] #digitaltransformation,#digital [32] #digital,#digitaltransformation [29] #transformation,#digital [18] #digital,#transformation [16] customer,experience [14] covid,19 [14] lyssna,live [12] know,more [12] live,effekten Top Word Pairs in Tweet in G4:
[1037] #ai,#datascience [864] #artificialintelligence,#ai [846] #cybersecurity,#artificialintelligence [691] #artificialintelligence,#digitalmarketing [644] #digitalmarketing,#cybersecurity [578] #cybersecurity,#ai [453] #javascript,#technology [453] #technology,#cybersecurity [452] #jobs,#javascript [370] nikseamc,#frontenddeveloper Top Word Pairs in Tweet in G5:
[28] #digitaltransformation,cc [26] digital,transformation [15] #ai,#digitaltransformation [15] #digitaltransformation,#iot [12] #iot,cc [11] inspired,spirit [11] spirit,#napoleon [11] #napoleon,here's [11] here's,#nftart [11] #nftart,physical Top Word Pairs in Tweet in G6:
[15] digital,infrastructure [15] infrastructure,#innovation [15] #innovation,continues [15] continues,empower [15] empower,#digitaltransformation [15] #digitaltransformation,industries [15] industries,help [15] help,build [14] huawei,digital [14] build,fully Top Word Pairs in Tweet in G7:
[36] digital,transformation [11] #transformation,#digital [11] #digital,#digitaltransformation [10] #agile,#leadership [9] read,more [9] #digitaltransformation,#digital [8] #wordpress,#cms [8] #cms,#developer [8] #developer,#digitaltransformation [8] #stem,#talentmanagement Top Word Pairs in Tweet in G8:
[52] artificial,intelligence [15] digital,transformation [10] imagine,#artificialintelligence [10] #artificialintelligence,#iot [10] #iot,technologies [10] technologies,protect [10] protect,rivers [10] rivers,lakes [10] lakes,pollution [10] pollution,sounds Top Word Pairs in Tweet in G9:
[38] #amritmahotsav,#digitalindianewindia [38] #digitalindianewindia,goi_meity [38] goi_meity,launched [38] launched,#bhim2 [38] #bhim2,packs [38] packs,functionalities [38] functionalities,supports [38] supports,additional [37] skodineya,#amritmahotsav [20] #aadhaar,#authentication Top Word Pairs in Tweet in G10:
[60] coffee,talk [30] iot,coffee [30] welcome,#iot [30] #iot,coffee [27] chat,#digital [23] #digital,#iiot [22] #ai,#datascience [19] #cybersecurity,#artificialintelligence [19] #artificialintelligence,#ai [18] gt,gt Top Replied-To in Entire Graph:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G5:
Top Replied-To in G6:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
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Top Mentioned in G7:
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Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
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Top Tweeters in G5:
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Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: