The graph represents a network of 4,865 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 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 08:20 UTC.
The tweets in the network were tweeted over the 1054-day, 22-hour, 54-minute period from Monday, 27 April 2020 at 01:05 UTC to Saturday, 18 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 : 4865
Unique Edges : 1681
Edges With Duplicates : 10791
Total Edges : 12472
Number of Edge Types : 9
Replies to : 1063
MentionsInReplyTo : 1928
Tweet : 470
Retweet : 3952
MentionsInRetweet : 4669
Mentions : 160
MentionsInQuoteReply : 79
Quote : 120
MentionsInQuote : 31
Self-Loops : 632
Reciprocated Vertex Pair Ratio : 0.013470173187941
Reciprocated Edge Ratio : 0.0265822784810127
Connected Components : 392
Single-Vertex Connected Components : 97
Maximum Vertices in a Connected Component : 3286
Maximum Edges in a Connected Component : 9419
Maximum Geodesic Distance (Diameter) : 11
Average Geodesic Distance : 3.842008
Graph Density : 0.000267079569427165
Modularity : 0.438411
NodeXL Version : 1.0.1.510
Data Import : The graph represents a network of 4,865 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 3/17/2023 5:00:36 PM. The network was obtained from Twitter on Saturday, 18 March 2023 at 08:20 UTC.
The tweets in the network were tweeted over the 1054-day, 22-hour, 54-minute period from Monday, 27 April 2020 at 01:05 UTC to Saturday, 18 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:
[1574] michelle,mone [1043] ppe,firm [1043] department,health [1043] action,over [1041] contract,against [1041] firm,centre [1041] launched,legal [1041] against,ppe [1041] health,launched [1041] 122m,gowns Top Word Pairs in Tweet in G1:
[736] action,over [734] firm,centre [734] 122m,gowns [734] centre,row [734] legal,action [734] gowns,contract [734] health,launched [734] against,ppe [734] over,122m [734] ppe,firm Top Word Pairs in Tweet in G2:
[277] investigations,needed [272] #sunakout,tax [272] tax,return [271] return,#johnsontheliar [271] needed,#sunakout [264] #johnsontheliar,#partygate [241] #partygate,#jenniferarcuri [239] #jenniferarcuri,#bbcbias [236] #bbcbias,#richardsharpe [231] #raab,#bullying Top Word Pairs in Tweet in G3:
[527] michelle,mone [154] legal,fees [146] really,kwarteng [146] kwarteng,truss [146] demands,completely [146] johnsons,legal [146] unaffordable,oh [146] truss,johnsons [146] fees,michelle [146] oh,really Top Word Pairs in Tweet in G4:
[415] michelle,mone [398] jennifer,arcuri [398] state,affiliated [398] report,boris [398] affair,jennifer [398] mone,ppe [398] affiliated,media [398] johnson's,affair [398] boris,johnson's [398] bbc,report Top Word Pairs in Tweet in G5:
[395] michelle,mone [362] peer,michelle [356] 130,000 [356] news,whereabouts [356] 000,000 [356] conservative,life [356] life,peer [356] being,sued [356] mone,being [356] whereabouts,conservative Top Word Pairs in Tweet in G6:
[262] useless,ppe [260] billions,useless [260] corrupt,companies [260] supplied,corrupt [260] spent,billions [260] government,spent [260] ppe,supplied [260] johnwest_jaws,government [259] paid,billions [259] companies,chose Top Word Pairs in Tweet in G7:
[41] dodgy,ppe [39] ppe,contracts [21] money,tree [20] magic,money [18] michelle,mone [16] tory,mp [16] helped,facilitate [16] track,trace [16] useless,ppe [15] company,whose Top Word Pairs in Tweet in G8:
[122] thought,ppe [122] jared,thought [122] ppe,belonged [122] thought,treasury [122] return,foreign [122] gifts,grifting [122] belonged,trump [122] treasury,return [122] foreign,gifts [122] trump,thought Top Word Pairs in Tweet in G9:
[5] ppe,platform [4] make,sure [3] domestic,industry [3] pandemics,come [3] industry,make [3] pandemic,pandemics [3] sure,sustainable [3] future,pandemic [3] transmission,cooler [3] performance,transmission Top Word Pairs in Tweet in G10:
[17] ppetoheros,jm_mcgrath [14] jm_mcgrath,jm_mcgrath [14] cmoh,still [14] cover,cmoh [14] still,won [14] jm_mcgrath,along [14] kristynwongtam,cover [14] along,today [14] announcement,kristynwongtam [14] today,announcement 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: