The graph represents a network of 9,282 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 Monday, 20 April 2020 at 22:33 UTC.
The tweets in the network were tweeted over the 7-day, 20-hour, 8-minute period from Monday, 13 April 2020 at 01:56 UTC to Monday, 20 April 2020 at 22:05 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 : 9282
Unique Edges : 11502
Edges With Duplicates : 3869
Total Edges : 15371
Number of Edge Types : 5
Tweet : 3162
Mentions : 3605
Retweet : 2826
Replies to : 1622
MentionsInRetweet : 4156
Self-Loops : 3187
Reciprocated Vertex Pair Ratio : 0.0183293556085919
Reciprocated Edge Ratio : 0.0359988750351551
Connected Components : 2612
Single-Vertex Connected Components : 1446
Maximum Vertices in a Connected Component : 3405
Maximum Edges in a Connected Component : 9155
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 6.738629
Graph Density : 0.000123824321901355
Modularity : 0.684582
NodeXL Version : 1.0.1.431
Data Import : The graph represents a network of 9,282 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 Monday, 20 April 2020 at 22:33 UTC.
The tweets in the network were tweeted over the 7-day, 20-hour, 8-minute period from Monday, 13 April 2020 at 01:56 UTC to Monday, 20 April 2020 at 22:05 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:
[1744] maze,ransomware [1020] ransomware,attack [802] giant,cognizant [798] services,giant [687] cognizant,hit [639] cyber,attack [459] hit,maze [339] cognizant,suffers [338] ransomware,cyber [335] customers,face Top Word Pairs in Tweet in G1:
[526] maze,ransomware [348] ransomware,attack [214] cognizant,hit [209] giant,cognizant [184] services,giant [157] cognizant,confirms [157] confirms,maze [154] link,bio [151] customers,face [147] hit,maze Top Word Pairs in Tweet in G2:
[706] maze,ransomware [466] services,giant [450] cyber,attack [415] giant,cognizant [259] ransomware,attack [241] cognizant,hit [201] ransomware,cyber [190] suffers,maze [178] hit,maze [175] #maze,#ransomware Top Word Pairs in Tweet in G3:
[108] ransomware,attack [104] covid,19 [88] high,alert [88] alert,related [88] related,another [88] another,ransomware [88] attack,perpetrated [88] perpetrated,maze [88] maze,group [88] group,possibly Top Word Pairs in Tweet in G4:
[279] brainwash,themselves [279] themselves,first [279] first,rigid [279] rigid,conditioning [279] conditioning,minds [279] minds,see [279] see,belief [279] belief,base [279] base,people [279] people,bottom Top Word Pairs in Tweet in G5:
[21] tcs,cognizant [17] drug,developers [14] leading,cos [14] cos,tcs [14] cognizant,persistentsys [14] persistentsys,helping [14] helping,government [14] government,drug [14] developers,facilitating [14] facilitating,technology Top Word Pairs in Tweet in G6:
[35] 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 G7:
[7] cognizant,enough [6] barackobama,joebiden [4] cognizant,fact [4] joebiden,joe [4] more,cognizant [3] cognizant,being [3] fully,cognizant [3] trump,cognizant [2] markushemmila,petebuttigieg [2] petebuttigieg,next Top Word Pairs in Tweet in G8:
[92] cognizant,suffers [88] cognizant,company [87] ransomware,maze [86] april,11 [86] 11,threat [86] threat,actor [86] actor,offers [86] offers,sell [86] sell,access [86] access,huge 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:
[101] customers,face [99] face,service [99] service,disruptions [89] maze,ransomware [74] 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 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: