The graph represents a network of 6,564 Twitter users whose recent tweets contained "(immigrant OR immigration) (COVID OR corona OR virus OR pandemic OR ill OR illness OR health OR doctor OR nurse)", 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 3/7/2023 5:00:33 PM. The network was obtained from Twitter on Wednesday, 08 March 2023 at 23:58 UTC.
The tweets in the network were tweeted over the 1649-day, 6-hour, 38-minute period from Friday, 31 August 2018 at 18:21 UTC to Wednesday, 08 March 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 : 6564
Unique Edges : 3900
Edges With Duplicates : 10214
Total Edges : 14114
Number of Edge Types : 9
Retweet : 3091
MentionsInRetweet : 4022
Replies to : 1753
MentionsInReplyTo : 3573
Tweet : 977
Mentions : 422
Quote : 134
MentionsInQuote : 56
MentionsInQuoteReply : 86
Self-Loops : 1339
Reciprocated Vertex Pair Ratio : 0.042177604096483
Reciprocated Edge Ratio : 0.0809412981639514
Connected Components : 1121
Single-Vertex Connected Components : 315
Maximum Vertices in a Connected Component : 1554
Maximum Edges in a Connected Component : 3629
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 5.602264
Graph Density : 0.000179528412704205
Modularity : 0.5538
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 6,564 Twitter users whose recent tweets contained "(immigrant OR immigration) (COVID OR corona OR virus OR pandemic OR ill OR illness OR health OR doctor OR nurse)", 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 3/7/2023 5:00:33 PM. The network was obtained from Twitter on Wednesday, 08 March 2023 at 23:58 UTC.
The tweets in the network were tweeted over the 1649-day, 6-hour, 38-minute period from Friday, 31 August 2018 at 18:21 UTC to Wednesday, 08 March 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 : (immigrant OR immigration) (COVID OR corona OR virus OR pandemic OR ill OR illness OR health OR doctor OR nurse)
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:
[625] remove,hijab [609] hijab,medical [608] doctor,spain [464] muslim,immigrant [461] medical,examination [458] spain,wife [458] asked,remove [458] immigrant,attacks [458] wife,asked [458] attacks,doctor Top Word Pairs in Tweet in G1:
[444] attacks,doctor [444] wife,asked [444] remove,hijab [444] doctor,spain [444] muslim,immigrant [444] spain,wife [444] immigrant,attacks [444] medical,examination [444] asked,remove [444] hijab,medical Top Word Pairs in Tweet in G2:
[56] mental,health [46] health,care [36] suicide,attempts [33] immigrant,detention [32] attempts,highlight [32] concerns,immigrant [31] health,concerns [31] highlight,mental [12] southern,border [12] law,enforcement Top Word Pairs in Tweet in G3:
[233] stop,illegal [233] appalling,thoroughly [233] thoroughly,ill [233] ill,judged [232] judged,comments [232] scottbentonmp,appalling [231] reasonable,measures [231] gary,lineker [231] measures,stop [231] comments,gary Top Word Pairs in Tweet in G4:
[58] immigration,until [58] moratorium,immigration [58] world,moratorium [58] clown,world [55] until,foreign [52] foreign,criminal [51] criminal,identified [47] identified,detained [46] back,continent [46] develop,nation Top Word Pairs in Tweet in G5:
[32] treat,nurses [32] shortage,nurses [32] shame,treat [32] grappling,nursing [32] absolute,shame [32] nurses,risked [32] immigration,deadlock [32] nurses,immigration [32] deadlock,grappling [32] nursing,shortage Top Word Pairs in Tweet in G6:
[162] asking,wife [152] doctor,spain [152] remove,hijab [152] hijab,medical [151] immigrant,husband [151] spain,attacked [150] attacked,radical [150] radical,immigrant [150] wife,remove [150] husband,asking Top Word Pairs in Tweet in G7:
[22] health,care [11] minority,before [11] before,2030 [11] accelerated,covid [11] become,majority [11] majority,minority [11] covid,deniers [11] trump,best [11] demographics,accelerated [11] 2030,demographics Top Word Pairs in Tweet in G8:
[46] health,insurance [45] regardless,immigration [36] yorkers,access [35] unemployment,benefits [35] access,unemployment [35] insurance,regardless [35] benefits,health [33] maketheroadact,yorkers [31] health,care [29] immigration,statu Top Word Pairs in Tweet in G9:
[21] health,care [14] fully,support [14] interest,rates [14] put,temporarily [14] rates,put [14] context,fully [14] policy,interest [14] temporarily,pause [14] canada's,immigration [14] immigration,policy Top Word Pairs in Tweet in G10:
[102] demand,votes [102] go,demand [102] managed,deliver [102] thing,managed [102] dems,go [102] gens,thing [102] lol,gunna [102] younger,gens [102] votes,younger [102] gunna,interesting Top Replied-To in Entire Graph:
Top Replied-To in G1:
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 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: