The graph represents a network of 4,550 Twitter users whose recent tweets contained "sciam", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 21:23 UTC.
The tweets in the network were tweeted over the 2084-day, 4-hour, 27-minute period from Monday, 01 May 2017 at 20:23 UTC to Sunday, 15 January 2023 at 00:51 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
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 : 4550
Unique Edges : 3404
Edges With Duplicates : 13067
Total Edges : 16471
Number of Edge Types : 9
Replies to : 2761
MentionsInReplyTo : 6250
MentionsInRetweet : 3550
Retweet : 1993
Mentions : 866
MentionsInQuote : 173
Quote : 435
Tweet : 177
MentionsInQuoteReply : 266
Self-Loops : 470
Reciprocated Vertex Pair Ratio : 0.0248615226072395
Reciprocated Edge Ratio : 0.0485168426344897
Connected Components : 35
Single-Vertex Connected Components : 11
Maximum Vertices in a Connected Component : 4374
Maximum Edges in a Connected Component : 16133
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.734947
Graph Density : 0.000384385893288949
Modularity : 0.339153
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 4,550 Twitter users whose recent tweets contained "sciam", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/14/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 15 January 2023 at 21:23 UTC.
The tweets in the network were tweeted over the 2084-day, 4-hour, 27-minute period from Monday, 01 May 2017 at 20:23 UTC to Sunday, 15 January 2023 at 00:51 UTC.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : sciam
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:
[525] tonydungy,sciam [269] scientific,american [253] laurahelmuth,sciam [168] nfl,player [168] sciam,black [166] black,man [161] former,nfl [160] article,absolutely [159] player,article [159] absolutely,ridiculous Top Word Pairs in Tweet in G1:
[79] scientific,american [52] damar,hamlin [51] editor,chief [50] black,holes [44] core,black [44] curves,infinitely [44] holes,points [44] infinitely,dividing [44] spacetime,curves [44] zero,mathematically Top Word Pairs in Tweet in G2:
[501] tonydungy,sciam [220] laurahelmuth,sciam [148] nfl,player [148] black,man [147] sciam,black [144] former,nfl [143] article,absolutely [142] man,former [142] absolutely,ridiculous [142] player,article Top Word Pairs in Tweet in G3:
[148] leona,zacharias [142] going,blind [142] 1940s,premature [141] being,born [141] newborns,going [141] blind,being [141] perfectly,healthy [141] healthy,eyes [141] eyes,leona [141] born,perfectly Top Word Pairs in Tweet in G4:
[17] sciam,nature [17] alicedreger,seanmcarroll [16] libsoftiktok,sciam [16] nature,alicedreger [12] lecanardnoir,libsoftiktok [12] thereldandan,lecanardnoir [8] heather_pw,thereldandan [6] thereldandan,libsoftiktok [6] omarkhayyam3rd,thereldandan [5] technology,stories Top Word Pairs in Tweet in G5:
[69] proof,protections [69] filters,ventilation [69] variant,proof [69] protections,n95 [69] know,variant [69] n95,masks [69] hepa,filters [69] spaces,#covidisairborne [69] masks,hepa [69] ventilation,indoor Top Word Pairs in Tweet in G6:
[6] caswelltess,stephenking [6] ntsb,craigyferg [6] energy,sciam [6] faanews,ntsb [6] stephenking,iamwandasykes [6] latelateshow,trevornoah [6] thedailyshow,faanews [6] monicalewinsky,wolfblitzer [6] roarquette,monicalewinsky [6] sally_field,roarquette Top Word Pairs in Tweet in G7:
[71] hit,california [71] recent,weeks [71] atmospheric,rivers [71] weeks,warnings [71] good,forecasters [71] six,atmospheric [71] rivers,hit [71] california,recent [71] warnings,good [70] markfischetti,six Top Word Pairs in Tweet in G8:
[67] yours,truly [66] sanjanacurtis,yours [4] shards,shattered [4] exist,amidst [4] très,bien [4] star,collisions [4] amidst,scattered [4] great,article [4] neutrons,pulsions [4] shattered,stars Top Word Pairs in Tweet in G9:
[48] black,men [47] violence,football [47] football,field [47] men,disproportionally [47] breaking,black [46] disproportionally,affected [46] affected,violence [45] field,breaki [45] realstewpeters,breaking [27] literally,killed Top Word Pairs in Tweet in G10:
[17] laurahelmuth,sciam [17] mask,use [17] widespread,mask [16] deaths,china [16] scientific,american [16] reduce,number [16] china,covid [16] number,deaths [16] claiming,continuing [16] covid,wave Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
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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 Mentioned in G10:
Top Tweeters in Entire Graph:
Top Tweeters in G1:
Top Tweeters in G2:
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Top Tweeters in G7:
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Top Tweeters in G9:
Top Tweeters in G10: