The graph represents a network of 6,499 Twitter users whose recent tweets contained "COVID", 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 2/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 February 2023 at 08:24 UTC.
The tweets in the network were tweeted over the 1026-day, 12-hour, 14-minute period from Monday, 27 April 2020 at 12:45 UTC to Saturday, 18 February 2023 at 01:00 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 : 6499
Unique Edges : 2881
Edges With Duplicates : 10485
Total Edges : 13366
Number of Edge Types : 9
Retweet : 3850
MentionsInRetweet : 4245
Tweet : 1363
Replies to : 1180
MentionsInReplyTo : 2138
Mentions : 344
Quote : 120
MentionsInQuote : 72
MentionsInQuoteReply : 54
Self-Loops : 1594
Reciprocated Vertex Pair Ratio : 0.0231467000312793
Reciprocated Edge Ratio : 0.0452461021094466
Connected Components : 1316
Single-Vertex Connected Components : 328
Maximum Vertices in a Connected Component : 2173
Maximum Edges in a Connected Component : 5479
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 6.894406
Graph Density : 0.000154911727073479
Modularity : 0.507996
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 6,499 Twitter users whose recent tweets contained "COVID", 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 2/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 February 2023 at 08:24 UTC.
The tweets in the network were tweeted over the 1026-day, 12-hour, 14-minute period from Monday, 27 April 2020 at 12:45 UTC to Saturday, 18 February 2023 at 01:00 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 : COVID
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:
[1044] covid,19 [842] contra,covid [610] vacinou,contra [539] vacinação,bolsonaro [535] ex,presidente [532] cartão,vacinação [513] sigilo,cartão [470] covid,dia [465] presidente,vacinou [448] bolsonaro,divulgado Top Word Pairs in Tweet in G1:
[579] contra,covid [515] vacinou,contra [491] cartão,vacinação [489] vacinação,bolsonaro [483] sigilo,cartão [466] ex,presidente [450] presidente,vacinou [444] covid,dia [432] bolsonaro,divulgado [412] divulgado,mostra Top Word Pairs in Tweet in G2:
[198] covid,vaccine [55] covid,provides [50] getting,covid [47] surgeon,general [47] roseanne,barr [41] theorist,whole [41] conspiracy,theorist [40] shows,again [40] immunity,equal [40] again,getting Top Word Pairs in Tweet in G3:
[90] covid,19 [36] contra,covid [17] vacina,contra [12] 19,pandemic [11] covid,vaccine [10] cartão,bolsonaro [10] registro,vacina [9] cgu,diz [9] bolsonaro,tem [9] covid,vaccines Top Word Pairs in Tweet in G4:
[87] acknowledging,doctors [87] doctors,scientists [87] scientists,gaslit [87] finally,acknowledging [87] years,natural [87] lancet,finally [87] saying,years [87] gaslit,saying [86] robertkennedyjr,lancet [37] covid,19 Top Word Pairs in Tweet in G5:
[139] covid,19 [94] 19,vaccination [94] myocarditis,covid [94] cause,myocarditis [94] leading,cause [89] clinical,subclinical [89] clinic,needs [89] needs,approach [89] approach,clinical [89] vaccination,clinic Top Word Pairs in Tweet in G6:
[72] covid,vaccines [60] warning,doctors [60] stop,taking [60] taking,covid [60] lethal,ineffective [60] vaccines,toxic [60] world,stop [60] doctors,warn [60] vaccine,warning [60] toxic,lethal Top Word Pairs in Tweet in G7:
[22] covid,19 [14] immune,system [13] nationalist,covid [13] strong,immune [13] god,strong [13] system,suddenly [13] covid,thanking [13] thanking,god [13] saw,christian [13] suddenly,something Top Word Pairs in Tweet in G8:
[14] plus,efficace [14] était,bien [14] développer,leur [14] bien,plus [14] jeunes,développer [14] populations,jeunes [14] scientifiquement,confirmé [14] donc,scientifiquement [14] laisser,populations [14] efficace,laisser Top Word Pairs in Tweet in G9:
[48] covid,19 [37] os,dados [26] confirmam,injeções [26] cientistas,assinaram [26] declarou,os [26] tratado,declarou [26] dados,confirmam [26] terapia,genética [26] assinaram,tratado [26] médicos,cientistas Top Word Pairs in Tweet in G10:
[15] covid,19 [7] headline,catching [7] stupid,headline [7] getting,covid [7] catching,covid [7] community,transmission [7] more,effective [7] covid,more [6] public,health [6] cdc,calculate Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G4:
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 G4:
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:
Top Tweeters in G7:
Top Tweeters in G8:
Top Tweeters in G9:
Top Tweeters in G10: