The graph represents a network of 8,860 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 17:15 UTC.
The tweets in the network were tweeted over the 7-day, 14-hour, 56-minute period from Monday, 13 April 2020 at 01:56 UTC to Monday, 20 April 2020 at 16:52 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 : 9031
Unique Edges : 13911
Edges With Duplicates : 31647
Total Edges : 45558
Number of Edge Types : 5
Mentions : 27709
Replies to : 5394
Tweet : 4535
Retweet : 3978
MentionsInRetweet : 3942
Self-Loops : 4580
Reciprocated Vertex Pair Ratio : 0.101841341909446
Reciprocated Edge Ratio : 0.184856635952613
Connected Components : 2462
Single-Vertex Connected Components : 1339
Maximum Vertices in a Connected Component : 3214
Maximum Edges in a Connected Component : 18859
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 6.276801
Graph Density : 0.000214261373369664
Modularity : 0.358549
NodeXL Version : 1.0.1.431
Data Import : The graph represents a network of 8,860 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 17:15 UTC.
The tweets in the network were tweeted over the 7-day, 14-hour, 56-minute period from Monday, 13 April 2020 at 01:56 UTC to Monday, 20 April 2020 at 16:52 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 : In-Degree
Top Domains
Top Word Pairs in Tweet in Entire Graph:
[1532] maze,ransomware [914] ransomware,attack [768] services,giant [760] giant,cognizant [625] cyber,attack [588] cognizant,hit [369] hit,maze [333] cognizant,suffers [333] ransomware,cyber [329] customers,face Top Word Pairs in Tweet in G1:
[445] maze,ransomware [308] ransomware,attack [191] giant,cognizant [174] services,giant [174] cognizant,hit [154] cognizant,confirms [154] confirms,maze [152] link,bio [149] customers,face [144] attack,customers Top Word Pairs in Tweet in G2:
[880] maze,ransomware [501] services,giant [477] giant,cognizant [473] cyber,attack [425] ransomware,attack [308] cognizant,hit [230] cognizant,suffers [212] ransomware,cyber [203] suffers,maze [187] hit,maze Top Word Pairs in Tweet in G3:
[35] potus,realdonaldtrump [32] cognizant,replaced [32] replaced,americans [32] americans,foreign [32] foreign,work [32] work,force [32] force,amp [32] amp,failed [32] failed,protect [32] protect,clients Top Word Pairs in Tweet in G4:
[280] brainwash,themselves [280] themselves,first [280] first,rigid [280] rigid,conditioning [280] conditioning,minds [280] minds,see [280] see,belief [280] belief,base [280] base,people [280] people,bottom Top Word Pairs in Tweet in G5:
[138] chrislhayes,african [138] african,american [138] american,woman [138] woman,strong [138] strong,amp [138] amp,cognizant [138] cognizant,human [138] human,being [138] being,warned [138] warned,saturday Top Word Pairs in Tweet in G6:
[89] covid,19 [76] #banking,#fintech [75] 19,#banking [75] #futureofwork,financialbrand [65] ipfconline1,rshevlin [65] rshevlin,spirosmargaris [65] kirkdborne,clagett [65] thepsironi,jblefevre60 [65] jblefevre60,leimer [65] leimer,cognizant Top Word Pairs in Tweet in G7:
[27] ransomware,attack [20] take,cognizant [18] cognizant,hit [15] horrible,utterly [15] utterly,shameful [15] shameful,dgpup [15] dgpup,take [15] cognizant,culprit [15] culprit,official [15] official,dealt Top Word Pairs in Tweet in G8:
[38] ransomware,attack [35] attack,caused [35] caused,disruptions [35] disruptions,clients [25] one,world [25] world,largest [25] largest,providers [25] providers,services [25] services,became [25] became,victim Top Word Pairs in Tweet in G9:
[179] imvala,medwoman1 [177] houseofjames2,gameon68 [177] matthewbrek,donnashank10 [177] goofygary7,gorillastyle [177] cunningmarshal,builderguard [177] fitts_dr,snowball1926 [177] snowball1926,stirringsoup1 [177] stirringsoup1,paulpwaldmiller [175] menvoters,houseofjames2 [174] kadajoza,myhiddenmadness Top Word Pairs in Tweet in G10:
[5] pordalab,gv [2] batangebako,cel_viper [2] cel_viper,zenlim818_v [2] zenlim818_v,shelavstan [2] shelavstan,sarahgrimes03 [2] sarahgrimes03,linademition [2] linademition,ellizarozz_02 [2] ellizarozz_02,rasjul [2] rasjul,dimog_emilia [2] dimog_emilia,chelmendoza13 Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
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Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
Top Replied-To in G8:
Top Replied-To in G9:
Top Replied-To in G10:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G7:
Top Mentioned in G8:
Top Mentioned in G9:
Top Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
Top Tweeters in G3:
Top Tweeters in G4:
Top Tweeters in G5:
Top Tweeters in G6:
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Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: