PPE, Twitter, 1/10/2023 4:11:39 PM, 287642
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PPE_2023-01-10_04-15-01.xlsx
PPE_2023-01-10_04-15-01.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
January 10, 2023
Short Description:
PPE via NodeXL https://bit.ly/3iq4Jxl
@haggis_uk
@chrispduck
@premnsikka
@nhsmillion
@goodlawproject
@carolvorders
@suesuezep
@hewitson10
@clairebubblepop
@bladeofthes

Top hashtags:
#ppe
#sunakout
#tory
#conservative
#generalelectionn0w
#torycriminals
#excludeduk

Description:
Description
The graph represents a network of 5,066 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 1/9/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 10 January 2023 at 12:18 UTC.

The tweets in the network were tweeted over the 1194-day, 6-hour, 45-minute period from Thursday, 03 October 2019 at 18:14 UTC to Tuesday, 10 January 2023 at 00:59 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


Overall Graph Metrics
Vertices : 5066
Unique Edges : 2396
Edges With Duplicates : 11022
Total Edges : 13418
Number of Edge Types : 9
Retweet : 3906
MentionsInRetweet : 4644
Replies to : 997
MentionsInReplyTo : 2736
Mentions : 224
Tweet : 645
Quote : 108
MentionsInQuoteReply : 15
MentionsInQuote : 143
Self-Loops : 803
Reciprocated Vertex Pair Ratio : 0.0176515732924021
Reciprocated Edge Ratio : 0.0346907993966818
Connected Components : 513
Single-Vertex Connected Components : 156
Maximum Vertices in a Connected Component : 3402
Maximum Edges in a Connected Component : 10238
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.441398
Graph Density : 0.000258385949104593
Modularity : 0.447336
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 5,066 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 1/9/2023 5:00:35 PM. The network was obtained from Twitter on Tuesday, 10 January 2023 at 12:18 UTC.

The tweets in the network were tweeted over the 1194-day, 6-hour, 45-minute period from Thursday, 03 October 2019 at 18:14 UTC to Tuesday, 10 January 2023 at 00:59 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 Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[337] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?CMP=share_btn_tw
[178] https://twitter.com/PeterStefanovi2/status/1610730044665495556/video/1
[142] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory
[88] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?CMP=Share_iOSApp_Other
[39] https://goodlawproject.org/revealed-ppe-storage-costs-hit-1bn-as-vip-firm-uniserves-profit-soars/
[18] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1673251481
[17] https://www.theguardian.com/uk-news/2023/jan/04/ppe-medpro-uk-government-alleges-firm-supplied-defective-gowns-nhs
[14] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?CMP=Share_AndroidApp_Other
[12] https://twitter.com/TheFreds/status/1611280965204168704/video/1
[9] https://www.independent.co.uk/news/uk/politics/nhs-strikes-pay-steve-barclay-b2258719.html

Top URLs in Tweet in G1:
[12] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?CMP=share_btn_tw
[4] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory
[2] https://www.msn.com/en-gb/news/uknews/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory/ar-AA167CPn?ocid=BingNews&cvid=23cb4a58d69a4adc805a9be218241ff2
[1] https://twitter.com/Haggis_UK/status/1612489817190764560/video/1
[1] https://twitter.com/Haggis_UK/status/1612510654841118737/video/1
[1] https://twitter.com/Haggis_UK/status/1612543927222996993/video/1
[1] https://twitter.com/Haggis_UK/status/1612356704271831041/video/1
[1] https://twitter.com/Haggis_UK/status/1612533750490865676/video/1
[1] https://www.theguardian.com/uk-news/2023/jan/06/michelle-mone-ppe-medpro-referred-to-health-watchdog-dhsc?CMP=share_btn_tw
[1] https://twitter.com/GreenJJNews/status/1581968766186840064/video/1

Top URLs in Tweet in G2:
[181] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?CMP=share_btn_tw
[178] https://twitter.com/PeterStefanovi2/status/1610730044665495556/video/1
[10] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory
[4] https://twitter.com/RishiSunak/status/1611738926384877572/photo/1
[4] https://twitter.com/SteveBarclay/status/1611441368831823888/photo/1
[4] https://twitter.com/MartinPurvis6/status/1612495832556658689/photo/1
[4] https://www.independent.co.uk/news/uk/politics/nhs-strikes-pay-steve-barclay-b2258719.html
[3] https://twitter.com/RishiSunak/status/1612441663506468864/photo/1
[3] https://goodlawproject.org/revealed-ppe-storage-costs-hit-1bn-as-vip-firm-uniserves-profit-soars/
[3] https://twitter.com/Conservatives/status/1612440184280256514

Top URLs in Tweet in G3:
[4] https://twitter.com/michellecraik/status/1612515063260413952/photo/1
[3] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?CMP=Share_AndroidApp_Other
[3] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?CMP=share_btn_tw
[2] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory
[1] https://twitter.com/MattWrack/status/1612426103100174336
[1] https://www.cam.ac.uk/research/news/upgrading-ppe-for-staff-working-on-covid-19-wards-cut-hospital-acquired-infections-dramatically
[1] https://www.cam.ac.uk/research/news/air-filter-significantly-reduces-presence-of-airborne-sars-cov-2-in-covid-19-wards
[1] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?CMP=Share_iOSApp_Other

Top URLs in Tweet in G4:
[58] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?CMP=Share_iOSApp_Other
[32] https://goodlawproject.org/revealed-ppe-storage-costs-hit-1bn-as-vip-firm-uniserves-profit-soars/
[23] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory
[12] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?CMP=share_btn_tw
[1] https://www.crowdjustice.com/case/tufton-street-dark-money/?utm_source=Twitter&utm_medium=social%20media&utm_campaign=DarkMoneyCJ201222
[1] https://twitter.com/Kit_Yates_Maths/status/1612367697966206979/photo/1
[1] https://twitter.com/SteveBarclay/status/1612114388030210051
[1] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1673251481
[1] https://www.theguardian.com/uk-news/2023/jan/06/michelle-mone-ppe-medpro-referred-to-health-watchdog-dhsc?CMP=Share_iOSApp_Other
[1] https://twitter.com/Grouse_Beater/status/1612374248542150656/photo/1

Top URLs in Tweet in G5:
[7] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?CMP=share_btn_tw
[3] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory
[1] https://www.independent.co.uk/news/uk/politics/nhs-strikes-pay-steve-barclay-b2258719.html
[1] https://www.theguardian.com/uk-news/2023/jan/06/michelle-mone-ppe-medpro-referred-to-health-watchdog-dhsc
[1] https://twitter.com/Bbmorg/status/1612345640251523072

Top URLs in Tweet in G6:
[12] https://twitter.com/TheFreds/status/1611280965204168704/video/1
[6] https://www.ft.com/content/7a2093f8-55f8-400f-9176-2225b9193e05
[6] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory
[3] https://twitter.com/QUBFoodProf/status/1612490165091459074/photo/1
[2] https://www.theguardian.com/uk-news/2023/jan/06/michelle-mone-ppe-medpro-referred-to-health-watchdog-dhsc
[2] https://committees.parliament.uk/committee/127/public-accounts-committee/news/171306/4-billion-of-unusable-ppe-bought-in-first-year-of-pandemic-will-be-burnt-to-generate-power/#:~:text=The%20Department%20for%20Health%20%26%20Social,needs%20to%20be%20disposed%20of
[2] https://www.theguardian.com/uk-news/2022/dec/09/revealed-the-full-inside-story-of-the-michelle-mone-ppe-scandal?CMP=share_btn_tw
[1] https://twitter.com/TheFreds/status/1611280965204168704
[1] https://www.ft.com/content/acb23407-1e91-4677-a7b2-c3135d0a0a12
[1] https://www.mirror.co.uk/news/politics/michelle-mones-husband-gifted-tories-28852964?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar

Top URLs in Tweet in G7:
[20] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?CMP=share_btn_tw
[10] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory
[8] https://www.thenational.scot/news/23236901.peer-helped-secure-50m-ppe-deal-firm-linked-fellow-tory/
[7] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?CMP=Share_iOSApp_Other
[3] https://www.thenational.scot/news/23236901.peer-helped-secure-50m-ppe-deal-firm-linked-fellow-tory/?ref=twtrec
[2] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1673251481
[1] https://www.mirror.co.uk/news/uk-news/nhs-staff-forced-buy-ppe-21867643
[1] https://twitter.com/PhilMyers53/status/1612516487217963010/video/1
[1] https://twitter.com/toryboypierce/status/1612402878475554816

Top URLs in Tweet in G8:
[12] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?CMP=share_btn_tw
[4] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory
[2] https://www.theguardian.com/uk-news/2023/jan/04/ppe-medpro-uk-government-alleges-firm-supplied-defective-gowns-nhs?CMP=Share_iOSApp_Other
[1] https://www.theguardian.com/uk-news/2023/jan/04/ppe-medpro-uk-government-alleges-firm-supplied-defective-gowns-nhs?CMP=Share_AndroidApp_Other
[1] https://eandt.theiet.org/content/articles/2023/01/rolls-royce-motor-cars-reports-highest-sales-in-118-year-history/#.Y7xD6nA8ZfY.twitter
[1] https://twitter.com/phurstclass/status/1612499123797884930/photo/1

Top URLs in Tweet in G9:
[26] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory
[12] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?CMP=share_btn_tw
[6] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0wODI=%27&date=20230110121648&media=search_link&type=text
[5] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?CMP=Share_AndroidApp_Other
[5] https://ip.affiliate.dmm.com/receive/?lurl=%27aHR0cHM6Ly9ib29rLmRtbS5jb20vZGV0YWlsL2I5OTlic3FleDAxODQ4L2RtbTg0Mi0xMDc=%27&date=20230110121647&media=search_link&type=text
[3] https://twitter.com/SafetySigns4Les/status/1612507493820686339/photo/1
[3] https://twitter.com/AndyBrockman4/status/1612494856621887489/photo/1
[3] https://twitter.com/pipelinenews/status/1612498861611978752/photo/1
[2] https://twitter.com/PS_Wales/status/1612475361811632130/photo/1
[2] https://ppe2023jumpoff.eventbrite.com/

Top URLs in Tweet in G10:
[13] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?utm_term=Autofeed&CMP=twt_gu&utm_medium&utm_source=Twitter#Echobox=1673251481
[3] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory
[3] https://twitter.com/ukhomeoffice/status/1612490700918034442/photo/1
[2] https://www.msn.com/en-gb/news/uknews/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory/ar-AA167CPn?ocid=msedgntp&cvid=f559e725dea84b47b262588d545a9dcd
[2] https://www.theguardian.com/uk-news/2022/nov/25/ppe-medpro-declines-to-say-how-it-would-repay-millions-if-told-to-do-so?CMP=Share_iOSApp_Other
[2] https://www.theguardian.com/politics/2023/jan/09/conservative-peer-helped-land-50m-ppe-contract-for-firm-linked-to-fellow-tory?utm_source=dlvr.it&utm_medium=twitter
[1] https://twitter.com/ScotTories/status/1612449262595358721/photo/1
[1] https://goodlawproject.org/revealed-ppe-storage-costs-hit-1bn-as-vip-firm-uniserves-profit-soars/
[1] https://trib.al/HuGnWg9
[1] https://twitter.com/BBCNews/status/1612580741858091008/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[727] twitter.com
[653] theguardian.com
[60] co.uk
[40] goodlawproject.org
[12] thenational.scot
[12] dmm.com
[10] msn.com
[9] ppe.pl
[7] org.uk
[7] ft.com

Top Domains in Tweet in G1:
[18] theguardian.com
[8] twitter.com
[2] msn.com
[1] co.uk

Top Domains in Tweet in G2:
[310] twitter.com
[196] theguardian.com
[22] co.uk
[5] sky.com
[3] goodlawproject.org
[2] org.uk
[1] skynews.com
[1] apple.news
[1] tortoisemedia.com
[1] bbc.com

Top Domains in Tweet in G3:
[9] theguardian.com
[5] twitter.com
[2] ac.uk

Top Domains in Tweet in G4:
[96] theguardian.com
[33] goodlawproject.org
[5] twitter.com
[1] crowdjustice.com
[1] org.uk

Top Domains in Tweet in G5:
[11] theguardian.com
[1] co.uk
[1] twitter.com

Top Domains in Tweet in G6:
[20] twitter.com
[14] theguardian.com
[7] ft.com
[2] parliament.uk
[2] youtube.com
[1] co.uk
[1] org.uk
[1] ac.uk

Top Domains in Tweet in G7:
[39] theguardian.com
[11] thenational.scot
[2] twitter.com
[1] co.uk

Top Domains in Tweet in G8:
[19] theguardian.com
[1] theiet.org
[1] twitter.com

Top Domains in Tweet in G9:
[53] twitter.com
[50] theguardian.com
[12] dmm.com
[4] msn.com
[2] co.uk
[2] eventbrite.com
[2] internationalbiosafety.org
[2] pharmiweb.jobs
[2] wa.me
[1] disposable-product.com

Top Domains in Tweet in G10:
[21] theguardian.com
[13] twitter.com
[3] trib.al
[2] msn.com
[1] goodlawproject.org
[1] ukanticorruptioncoalition.org
[1] org.uk
[1] itv.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[340] ppe
[254] sunakout
[253] tory
[248] conservative
[199] generalelectionn0w
[190] torycriminals
[183] excludeduk
[60] generalelectionnow
[55] giorgiameloni
[55] manfredweber



Top Hashtags in Tweet in G1:
[9] torycorruption
[9] toryscum
[1] kayburley
[1] bbcbreakfast
[1] tirycorruption

Top Hashtags in Tweet in G2:
[253] sunakout
[247] tory
[244] conservative
[238] ppe
[197] generalelectionn0w
[183] excludeduk
[178] torycriminals
[11] nhs
[7] generalelectionnow
[6] toriesout186

Top Hashtags in Tweet in G3:
[1] corruption
[1] ableg
[1] r4today
[1] toriesout186
[1] sunakout77
[1] generalelectionnow

Top Hashtags in Tweet in G4:
[18] r4today
[15] tories
[6] ppe
[3] theguardian
[3] conservative
[2] parliament
[2] torycorruption
[1] wato
[1] bbcpm
[1] bbcaq

Top Hashtags in Tweet in G5:
[1] ppe
[1] r4today
[1] toriesunfittogovern

Top Hashtags in Tweet in G6:
[6] torycriminals
[2] torycriminalsunfittogovern
[2] costoflivingcrisis
[1] generalelectionnow
[1] gtto
[1] wato
[1] bbcpm
[1] r4today
[1] toriesdestroyingourcountry
[1] torycorruption

Top Hashtags in Tweet in G7:
[2] ge23
[2] r4today
[1] generalelectionnow
[1] enoughisenough
[1] toriescostlives
[1] torycorruption
[1] toryscum
[1] princeharryinterview

Top Hashtags in Tweet in G8:
[10] nhs
[4] harrytheinterview
[4] tory
[4] mone
[2] r4today
[1] ppe
[1] rejoineu
[1] scottishindependence

Top Hashtags in Tweet in G9:
[11] ppe
[3] covid19
[3] claridges
[2] masks
[2] cumgetlucky
[2] privatepartyexperience
[2] themayfairhotelmegabuild
[2] healthy
[2] torycorruption
[1] sign

Top Hashtags in Tweet in G10:
[1] toriesunfittogovern
[1] bbcpapers
[1] tomorrowspaperstoday
[1] crafty
[1] torycorruption
[1] generalelectionnow
[1] torycronies
[1] torydonors
[1] toriesoutnow
[1] sosnhs

Top Words
Top Words in Tweet in Entire Graph:
[3785] ppe
[1720] peer
[1577] helped
[1537] conservative
[1340] contract
[1330] tory
[1324] 50m
[928] dr
[927] junior
[904] firm

Top Words in Tweet in G1:
[675] junior
[674] dr
[358] haggis_uk
[340] full
[338] doctors
[338] cost
[337] bma
[337] chair
[337] th
[337] emma

Top Words in Tweet in G2:
[535] ppe
[308] conservatives
[295] contract
[286] helped
[286] peer
[283] 50m
[278] public
[253] #sunakout
[247] #tory
[246] inquiry

Top Words in Tweet in G3:
[331] ppe
[323] peer
[323] conservative
[322] helped
[307] contracts
[306] company
[306] worth
[306] government
[305] pandemic
[305] during

Top Words in Tweet in G4:
[353] 50m
[334] ppe
[293] peer
[288] helped
[276] conservative
[243] tory
[222] fellow
[216] contract
[213] land
[213] firm

Top Words in Tweet in G5:
[241] ppe
[225] peer
[225] 50m
[224] conservative
[223] helped
[221] tory
[219] firm
[218] linked
[214] fellow
[213] land

Top Words in Tweet in G6:
[312] ppe
[161] carolvorders
[151] medpro
[143] mone
[140] michelle
[112] health
[105] breaking
[84] referred
[80] uk
[80] document

Top Words in Tweet in G7:
[316] ppe
[213] useless
[184] peer
[165] tory
[157] contract
[133] mone
[108] clairebubblepop
[106] delivered
[106] never
[106] wasted

Top Words in Tweet in G8:
[246] money
[138] nhs
[133] tories
[125] suesuezep
[120] includes
[120] please
[120] dido
[120] boast
[120] gave
[120] aware

Top Words in Tweet in G9:
[121] ppe
[39] tory
[34] firm
[30] fellow
[30] 50m
[30] peer
[30] linked
[30] helped
[30] conservative
[28] land

Top Words in Tweet in G10:
[130] ppe
[55] tory
[46] contract
[43] 50m
[41] peer
[40] money
[40] conservative
[39] land
[39] helped
[38] another

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1277] conservative,peer
[1172] ppe,contract
[1114] peer,helped
[1112] 50m,ppe
[863] land,50m
[863] helped,land
[834] fellow,tory
[831] contract,firm
[830] firm,linked
[828] linked,fellow

Top Word Pairs in Tweet in G1:
[338] junior,doctors
[337] approximately,1b
[337] pay,restoration
[337] runswick,junior
[337] cost,full
[337] chair,bma
[337] dr,emma
[337] bma,cost
[337] full,pay
[337] emma,runswick

Top Word Pairs in Tweet in G2:
[279] ppe,contract
[278] peer,helped
[278] 50m,ppe
[246] inquiry,#tory
[246] public,inquiry
[244] #conservative,peer
[243] helped,50m
[243] #sunakout,#conservative
[241] contract,public
[240] #tory,conservatives

Top Word Pairs in Tweet in G3:
[322] conservative,peer
[307] ppe,contracts
[305] company,secure
[305] peer,advising
[305] coronavirus,pandemic
[305] advising,government
[305] government,during
[305] pandemic,helped
[305] secure,ppe
[305] during,coronavirus

Top Word Pairs in Tweet in G4:
[271] conservative,peer
[220] 50m,ppe
[219] fellow,tory
[213] peer,helped
[213] land,50m
[213] helped,land
[211] ppe,contract
[210] firm,linked
[210] contract,firm
[210] linked,fellow

Top Word Pairs in Tweet in G5:
[224] conservative,peer
[214] fellow,tory
[213] helped,land
[213] firm,linked
[213] ppe,contract
[213] linked,fellow
[213] 50m,ppe
[213] land,50m
[213] peer,helped
[213] contract,firm

Top Word Pairs in Tweet in G6:
[149] ppe,medpro
[137] michelle,mone
[105] breaking,michelle
[103] carolvorders,breaking
[78] mone,ppe
[77] safety,document
[75] document,knowingly
[75] ppe,safety
[75] medpro,referred
[75] watchdog,faking

Top Word Pairs in Tweet in G7:
[213] useless,ppe
[107] tory,peer
[106] mone,200mill
[106] ppe,tory
[106] never,forget
[106] forget,9bill
[106] peer,michelle
[106] 9bill,wasted
[106] delivered,useless
[106] wasted,useless

Top Word Pairs in Tweet in G8:
[120] includes,money
[120] money,gave
[120] tories,boast
[120] please,aware
[120] aware,includes
[120] gave,dido
[120] 'giving',nhs
[120] money,'giving'
[120] boast,money
[120] nhs,please

Top Word Pairs in Tweet in G9:
[30] fellow,tory
[29] conservative,peer
[28] firm,linked
[28] linked,fellow
[28] contract,firm
[28] helped,land
[28] land,50m
[28] peer,helped
[28] 50m,ppe
[27] ppe,contract

Top Word Pairs in Tweet in G10:
[44] ppe,contract
[40] conservative,peer
[39] helped,land
[39] land,50m
[39] 50m,ppe
[37] peer,helped
[32] contract,firm
[31] track,trace
[22] firm,linked
[22] linked,fellow

Top Replied-To
Top Replied-To in Entire Graph:
@conspost
@stevebarclay
@angrymanbirdapp
@rishisunak
@format_ppe
@sunick51
@carolvorders
@conservatives
@skynews
@dave43law

Top Replied-To in G1:
@haggis_uk
@bookedbusy
@sianharries_
@jwlbrace
@ponkbutler
@bucc_na39

Top Replied-To in G2:
@conspost
@rishisunak
@stevebarclay
@conservatives
@skynews
@leeandersonmp_
@dave43law
@danielgoyal
@chirpychet
@marinapurkiss

Top Replied-To in G3:
@clockendsniper
@lawlorthomas
@nhsmillion
@thetrawlpodcast

Top Replied-To in G4:
@josephbloggs141
@carolinelucas
@alexburghart
@chirpychet
@2ears2wheels
@smithfield60

Top Replied-To in G5:
@premnsikka
@witandwhiz
@bbmorg

Top Replied-To in G6:
@carolvorders
@carolhu43989992
@swaahbunison
@angryscotland
@simsbeezy
@thefreds

Top Replied-To in G7:
@sandratofriends
@alexandermckir1
@scottcjmckelvie

Top Replied-To in G8:
@jolyonmaugham
@xxander1968
@lovebeachboys
@publicpriestley

Top Replied-To in G10:
@scottories
@darrengrimes_
@ukhomeoffice
@peston
@writesbright
@bbcnews
@andyburnhamgm
@roller1004
@joinedupthinker
@antoniozola6

Top Mentioned
Top Mentioned in Entire Graph:
@haggis_uk
@nhsmillion
@conservatives
@premnsikka
@goodlawproject
@michellemone
@carolvorders
@nca_uk
@suesuezep
@hewitson10

Top Mentioned in G1:
@haggis_uk
@richardkelham
@bullcock_steve
@phil_free_
@petertatchell
@thrungeco
@greenjjnews
@withorpe
@counsellingsam
@maryanslow

Top Mentioned in G2:
@conservatives
@michellemone
@nca_uk
@chrispduck
@chirpychet
@stevebarclay
@rishisunak
@conspost
@gov2uk

Top Mentioned in G3:
@nhsmillion
@clockendsniper
@haggis_uk
@goodlawproject
@buckiedim
@hewitson10
@premnsikka
@ongov
@mattwrack

Top Mentioned in G4:
@goodlawproject
@ferrifrump
@catofbengals
@kit_yates_maths
@haggis_uk
@sen_j59
@nhsmillion
@david_conn
@grouse_beater
@premnsikka

Top Mentioned in G5:
@premnsikka
@haggis_uk
@goodlawproject
@nhsmillion
@leftgrassroots
@crimetalked
@jojowildblonde
@witandwhiz
@davidheadviews
@carolvorders

Top Mentioned in G6:
@carolvorders
@nhs
@doctor_oxford
@thefreds
@fascinatorfun
@elemjay1
@mikegalsworthy
@pointlesspi
@marspioneer
@ft

Top Mentioned in G7:
@clairebubblepop
@scotnational
@rambo82ave
@haggis_uk
@jennife94501468
@philmyers53
@nhsmillion
@premnsikka
@goodlawproject
@stormysturgeon

Top Mentioned in G8:
@suesuezep
@jorjoby
@haggis_uk
@premnsikka
@moirajenkins1
@miasc
@clairebubblepop
@judyrei94920181
@nhsmillion
@penninevale

Top Mentioned in G9:
@sasswashere
@lindada26721761
@melissa_que_
@reallyfrustrate

Top Mentioned in G10:
@guardian
@truthhurtsaok
@sussex_police
@paultempleman6
@bbcnews
@scottories
@ukhomeoffice
@haggis_uk
@jujuliagrace
@goodlawproject

Top Tweeters
Top Tweeters in Entire Graph:
@dennys_pr
@sanyobussan
@linemo_official
@jurylady5
@g123_jp
@cybersecurityn8
@moonbootica
@sandradunn1955
@cao58020
@allchanges

Top Tweeters in G1:
@wally_wests
@curiocat13
@cleggy261
@aunty_shirley
@las2950
@willshome
@maurlind
@phil_free_
@zuperpie
@rolo_tamasi

Top Tweeters in G2:
@vg123e
@skynews
@j_sutherland2
@telegraph
@ladyjules_cath
@hugorelly
@glynis_fisher
@maelysdervenn
@daisybelll
@60sleigh

Top Tweeters in G3:
@tartancobweb
@childofalba
@leocullen4
@gwinniejones
@bugjudy
@micksterl_1
@rdgresident
@mlvalentino1
@caroleevans
@glenmexted

Top Tweeters in G4:
@ferguson2811
@sinemetuvivere
@stop1984
@hscampoy
@heather63262308
@sashasimic
@innerfury4k
@tsunami65
@themingford
@sallymos

Top Tweeters in G5:
@david96212152
@davidheadviews
@ellih53
@mauriceg88
@2_wheeled_wolf
@curlyclaretoo
@sallywe98901725
@fluxcapdoodah
@urbanwitch9
@leftgrassroots

Top Tweeters in G6:
@alanlsg
@jwahjwah
@knittedkittie
@inclinepress
@fascinatorfun
@paolimichele
@vjl2
@ft
@allanukscotland
@marspioneer

Top Tweeters in G7:
@terryelaineh1
@uncleprober
@jackalsbynight
@kevthecheff
@eu_remain_2017
@julie_dutto
@rambo82ave
@mortimer4kim
@educatingdonna
@frances86878358

Top Tweeters in G8:
@hawkins_carole
@forumeditor
@kevinpascoe
@birdonthewire3
@labourblackrose
@lindahurrell
@jeanid123
@annemacrae4
@joa_becker
@lynnelwhite

Top Tweeters in G9:
@moonbootica
@irishtimes
@hephaestus7
@pharmiwebjobs
@nexusdog_uk
@allanskerratt
@asiaonecom
@g_m_hodgson
@kiddy_bell
@ze5zykxuwy6zy37

Top Tweeters in G10:
@guardian
@mckinlay_liz
@fiona_fionnagal
@bbcnews
@magapanthus
@trackntracer
@darini001
@itvnews
@chriswadeevans
@minghowriter


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