The graph represents a network of 4,921 Twitter users whose recent tweets contained "PPE", 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 3/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 March 2023 at 08:23 UTC.
The tweets in the network were tweeted over the 949-day, 19-hour, 11-minute period from Tuesday, 11 August 2020 at 04:49 UTC to Sunday, 19 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 : 4921
Unique Edges : 1486
Edges With Duplicates : 11097
Total Edges : 12583
Number of Edge Types : 9
Retweet : 3912
MentionsInRetweet : 4338
Replies to : 1292
MentionsInReplyTo : 2247
Tweet : 412
Mentions : 155
Quote : 127
MentionsInQuote : 70
MentionsInQuoteReply : 30
Self-Loops : 562
Reciprocated Vertex Pair Ratio : 0.0248352762290928
Reciprocated Edge Ratio : 0.0484668644906034
Connected Components : 390
Single-Vertex Connected Components : 75
Maximum Vertices in a Connected Component : 3380
Maximum Edges in a Connected Component : 9086
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 3.636538
Graph Density : 0.000250543960428428
Modularity : 0.420816
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,921 Twitter users whose recent tweets contained "PPE", 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 3/18/2023 5:00:35 PM. The network was obtained from Twitter on Sunday, 19 March 2023 at 08:23 UTC.
The tweets in the network were tweeted over the 949-day, 19-hour, 11-minute period from Tuesday, 11 August 2020 at 04:49 UTC to Sunday, 19 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 : PPE
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:
[1559] ppe,contracts [1505] michelle,mone's [1504] contracts,michelle [1504] mone's,company [1502] shows,gove [1502] leaked,email [1502] procuring,203m [1502] 203m,govt [1502] gove,secretly [1502] govt,ppe Top Word Pairs in Tweet in G1:
[1192] ppe,contracts [1191] shows,gove [1191] michelle,mone's [1191] leaked,email [1191] email,shows [1191] mone's,company [1191] 203m,govt [1191] involved,procuring [1191] procuring,203m [1191] gove,secretly Top Word Pairs in Tweet in G2:
[814] michelle,mone [810] state,affiliated [810] affiliated,media [809] jennifer,arcuri [809] report,boris [809] affair,jennifer [809] mone,ppe [809] johnson's,affair [809] boris,johnson's [809] bbc,report Top Word Pairs in Tweet in G3:
[365] investigations,needed [365] needed,#sunakout [356] #johnsontheliar,#partygate [332] #partygate,#jenniferarcuri [322] #toriesout254,investigations [300] #handcock,#excludeduk [300] #michellemone,#gove [300] #excludeduk,#generalelectionnow [298] #taxreturn,#infosys [298] #sunakout,#taxreturn Top Word Pairs in Tweet in G4:
[211] michelle,mone [160] call,tory [159] backed,call [159] mone,kicked [159] peer,michelle [159] thousands,people [159] tory,peer [159] people,backed [159] kicked,lords [159] lords,repay Top Word Pairs in Tweet in G5:
[180] substandard,ppe [179] long,covid [178] stopped,wages [177] ppe,stopped [177] left,working [177] working,substandard [177] wages,long [177] political,decision [177] decision,left [176] nurseborisbash,political Top Word Pairs in Tweet in G6:
[113] michelle,mone [98] peer,michelle [94] being,sued [93] whereabouts,conservative [93] mone,being [93] news,whereabouts [93] conservative,life [93] life,peer [93] 000,000 [93] 130,000 Top Word Pairs in Tweet in G7:
[116] ppe,firm [116] health,launched [116] action,over [116] 122m,gowns [116] contract,against [116] over,122m [116] launched,legal [116] against,ppe [116] gowns,contract [116] centre,row Top Word Pairs in Tweet in G8:
[53] พบเจอน,องเพ [53] #myschoolpresidentonstaged1,พบเจอน [53] องเพ,ด [53] ด,#ppe [52] khunpatt55,#myschoolpresidentonstaged1 [23] #kdppe,#perthtanapon [12] happinness,ppe's [12] ths,genuine [12] proud,happinness [12] eyes,#kdppe Top Word Pairs in Tweet in G9:
[11] cost,living [8] living,crisis [4] 000,000 [3] sars2,rg3 [3] xxxx,ppe [3] sent,candidates [3] comme,homme [2] к,человеку [2] tout,monde [2] dt,jordan Top Word Pairs in Tweet in G10:
[18] millions,pounds [14] michelle,mone [13] faulty,ppe [12] ukhomeoffice,haven [12] mones,took [12] arrested,mones [12] haven,arrested [12] two,migrants [12] pounds,faulty [12] took,millions 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 G8:
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: