The graph represents a network of 9,968 Twitter users whose recent tweets contained "cognizant", 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 Wednesday, 22 April 2020 at 20:30 UTC.
The tweets in the network were tweeted over the 7-day, 21-hour, 4-minute period from Tuesday, 14 April 2020 at 23:00 UTC to Wednesday, 22 April 2020 at 20:04 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 : 9968
Unique Edges : 12655
Edges With Duplicates : 4044
Total Edges : 16699
Number of Edge Types : 5
Tweet : 3509
Replies to : 1622
Mentions : 3611
Retweet : 3331
MentionsInRetweet : 4626
Self-Loops : 3540
Reciprocated Vertex Pair Ratio : 0.0195699868363317
Reciprocated Edge Ratio : 0.0383887071785161
Connected Components : 2822
Single-Vertex Connected Components : 1604
Maximum Vertices in a Connected Component : 3274
Maximum Edges in a Connected Component : 9276
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 6.054608
Graph Density : 0.000116938867766036
Modularity : 0.688833
NodeXL Version : 1.0.1.431
Data Import : The graph represents a network of 9,968 Twitter users whose recent tweets contained "cognizant", 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 Wednesday, 22 April 2020 at 20:30 UTC.
The tweets in the network were tweeted over the 7-day, 21-hour, 4-minute period from Tuesday, 14 April 2020 at 23:00 UTC to Wednesday, 22 April 2020 at 20:04 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 : cognizant
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:
[2111] maze,ransomware [1307] ransomware,attack [946] giant,cognizant [944] cognizant,hit [891] services,giant [696] cyber,attack [572] hit,maze [501] aren,cognizant [493] black,people [490] middle,class Top Word Pairs in Tweet in G1:
[600] maze,ransomware [410] ransomware,attack [256] cognizant,hit [236] giant,cognizant [201] link,bio [192] services,giant [162] hit,maze [161] confirms,maze [160] cognizant,confirms [149] customers,face Top Word Pairs in Tweet in G2:
[726] maze,ransomware [529] ransomware,attack [377] cognizant,hit [325] services,giant [318] giant,cognizant [278] cyber,attack [273] hit,maze [228] #maze,#ransomware [211] cognizant,suffers [210] maze,#ransomware Top Word Pairs in Tweet in G3:
[484] problem,rich [484] rich,middle [484] middle,class [484] class,think [484] think,know [484] know,poverty [484] poverty,sometimes [484] sometimes,food [484] food,electricity [484] electricity,sometimes Top Word Pairs in Tweet in G4:
[33] potus,realdonaldtrump [32] cognizant,replaced [32] replaced,americans [32] americans,foreign [32] foreign,work [32] work,force [32] force,failed [32] failed,protect [32] protect,clients [32] clients,potus Top Word Pairs in Tweet in G5:
[297] maze,ransomware [213] services,giant [205] cyber,attack [202] giant,cognizant [156] suffered,cyber [152] cognizant,allegedly [152] attack,maze [150] breaking,services [150] allegedly,suffered [46] ransomware,attack Top Word Pairs in Tweet in G6:
[12] ransomware,attack [8] capgemini,cognizant [8] take,cognizant [8] kforce,eteaminc [8] hcltech,infosys [8] tech_mahindra,oracle_me [8] oracle_me,mphasis [8] mphasis,cognizant [8] cognizant,honeywell [8] tcs,cognizant Top Word Pairs in Tweet in G7:
[64] future,work [60] ransomware,attack [59] maze,ransomware [53] covid,19 [44] #banking,#fintech [43] 19,#banking [43] #futureofwork,financialbrand [43] cognizant,benjaminpring [39] confirmed,security [39] security,incident Top Word Pairs in Tweet in G8:
[106] re,still [53] still,phase [53] phase,one [53] one,ny [53] ny,gov [53] gov,cuomo [53] cuomo,adding [53] adding,re [53] re,moving [53] moving,another Top Word Pairs in Tweet in G9:
[138] chrislhayes,african [138] african,american [138] american,woman [138] woman,strong [138] strong,cognizant [138] cognizant,human [138] human,being [138] being,warned [138] warned,saturday [138] saturday,night Top Word Pairs in Tweet in G10:
[102] customers,face [100] maze,ransomware [100] face,service [100] service,disruptions [75] cognizant,hit [74] hit,data [74] data,stealing [74] stealing,maze [74] ransomware,systems [74] systems,down Top Replied-To in Entire Graph:
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Top Replied-To in G8:
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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:
Top Tweeters in G1:
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Top Tweeters in G9:
Top Tweeters in G10: