The graph represents a network of 6,158 Twitter users whose recent tweets contained "vaccine OR vaccination", 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 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 03:04 UTC.
The tweets in the network were tweeted over the 1884-day, 4-hour, 31-minute period from Saturday, 13 January 2018 at 19:29 UTC to Monday, 13 March 2023 at 00:00 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 : 6158
Unique Edges : 3858
Edges With Duplicates : 11124
Total Edges : 14982
Number of Edge Types : 9
Replies to : 1683
MentionsInReplyTo : 3422
Tweet : 1011
Retweet : 3567
MentionsInRetweet : 4790
Quote : 120
Mentions : 305
MentionsInQuote : 38
MentionsInQuoteReply : 46
Self-Loops : 1265
Reciprocated Vertex Pair Ratio : 0.02190524707081
Reciprocated Edge Ratio : 0.0428713858424726
Connected Components : 799
Single-Vertex Connected Components : 174
Maximum Vertices in a Connected Component : 3869
Maximum Edges in a Connected Component : 10864
Maximum Geodesic Distance (Diameter) : 17
Average Geodesic Distance : 5.298318
Graph Density : 0.000211632363356943
Modularity : 0.513404
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 6,158 Twitter users whose recent tweets contained "vaccine OR vaccination", 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 3/12/2023 5:00:36 PM. The network was obtained from Twitter on Monday, 13 March 2023 at 03:04 UTC.
The tweets in the network were tweeted over the 1884-day, 4-hour, 31-minute period from Saturday, 13 January 2018 at 19:29 UTC to Monday, 13 March 2023 at 00:00 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 : vaccine OR vaccination
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:
[703] covid,19 [517] covid,vaccine [298] danish,study [251] unvaccinated,children [248] bill,gates' [247] rate,unvaccinated [246] favorite,vaccine [246] die,10x [246] gates',favorite [246] found,die Top Word Pairs in Tweet in G1:
[205] danish,study [204] unvaccinated,children [202] rate,unvaccinated [202] vaccine,found [202] recipients,bill [202] 10x,rate [202] die,10x [202] children,danish [202] favorite,vaccine [202] bill,gates' Top Word Pairs in Tweet in G2:
[284] covid,19 [137] 19,vaccines [134] paper,card [134] 19,digital [134] qr,certificate [134] digital,qr [134] vaccines,covid [134] certificate,paper [133] exemption,letters [133] taking,vaccine Top Word Pairs in Tweet in G3:
[125] year,old [96] covid,vaccine [47] evaluate,safety [47] primary,objective [47] study,evaluate [47] safety,immunogenicity [47] immunogenicity,killer [47] objective,pfizer [47] pfizer,study [47] killer,vaccine Top Word Pairs in Tweet in G4:
[201] fauci,response [201] prosecute,talking [201] elonmusk's,prosecute [201] response,elonmusk's [201] talking,let's [201] comment,prosecute [201] fauci,comment [201] prosecute,fauci [200] drelidavid,fauci [20] covid,19 Top Word Pairs in Tweet in G5:
[48] heroes,welcome [48] receiving,heroes [48] hometown,germany [48] welcome,hometown [48] german,microbiologist [48] thai,german [48] germany,retired [48] retired,thai [48] bhakdi,receiving [48] sucharit,bhakdi Top Word Pairs in Tweet in G6:
[45] vp,potus [35] covid,19 [17] taking,vaccine [15] card,without [15] digital,qr [15] certificate,paper [15] vaccines,covid [15] 19,digital [15] paper,card [15] without,taking Top Word Pairs in Tweet in G7:
[17] gain,function [17] infection,injection [17] hiv,gain [17] function,deployed [17] injection,hiv [17] hiv,spread [17] deployed,infection [17] virus,hiv [16] liz_churchill8,virus [16] spread,hepatit Top Word Pairs in Tweet in G8:
[18] vaccine,mandate [18] covid,19 [16] accusations,'iilegal [16] merchant,marine [16] rescinds,vaccine [16] academy,rescinds [16] days,accusations [16] 'iilegal,attack' [16] mandate,days [16] marine,academy Top Word Pairs in Tweet in G9:
[82] stéphane,bancel [82] ceo,moderna [82] 100,000 [82] forward,confessed [82] 000,doses [82] come,forward [82] moderna,stéphane [82] bancel,come [82] confessed,company [82] company,manufactured Top Word Pairs in Tweet in G10:
[61] saying,millions [61] based,computer [61] computer,model [61] experimental,therapy [61] therapy,based [61] millions,people [61] people,mandated [61] mandated,experimental [60] btysonmd,saying [60] model,moder Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
Top Replied-To in G4:
Top Replied-To in G5:
Top Replied-To in G6:
Top Replied-To in G7:
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: