PPE, Twitter, 12/6/2022 9:15:04 PM, 285677
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PPE_2022-12-06_04-15-01.xlsx
PPE_2022-12-06_04-15-01.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
December 06, 2022
Short Description:
PPE via NodeXL https://bit.ly/3FxPvz9
@angelarayner
@jolyonmaugham
@gabriel_pogrund
@danielgoyal
@carolvorders
@andyburnhamgm
@david__osland
@michaelrosenyes
@goodlawproject
@withorpe

Top hashtags:
#ppescandal
#ppe
#brexit
#ygカバーアワード
#michellemone
#perthtanapon

Description:
Description
The graph represents a network of 6,079 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 06 December 2022 at 12:19 UTC.

The requested start date was Tuesday, 06 December 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 3-day, 2-hour, 4-minute period from Friday, 02 December 2022 at 10:17 UTC to Monday, 05 December 2022 at 12:21 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".

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 : 6079
Unique Edges : 2178
Edges With Duplicates : 14136
Total Edges : 16314
Number of Edge Types : 5
Retweet : 6789
MentionsInRetweet : 7690
Replies to : 623
Tweet : 613
Mentions : 599
Self-Loops : 627
Reciprocated Vertex Pair Ratio : 0.00311414540663553
Reciprocated Edge Ratio : 0.0062089552238806
Connected Components : 349
Single-Vertex Connected Components : 104
Maximum Vertices in a Connected Component : 4919
Maximum Edges in a Connected Component : 14346
Maximum Geodesic Distance (Diameter) : 12
Average Geodesic Distance : 4.22654
Graph Density : 0.000226668920635349
Modularity : 0.417105
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,079 Twitter users whose tweets in the requested range contained "PPE", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Tuesday, 06 December 2022 at 12:19 UTC.

The requested start date was Tuesday, 06 December 2022 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 3-day, 2-hour, 4-minute period from Friday, 02 December 2022 at 10:17 UTC to Monday, 05 December 2022 at 12:21 UTC.

Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
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:
[145] https://www.thetimes.co.uk/article/boss-paid-himself-13m-for-covid-ppe-that-went-unused-5flkv8cmp?shareToken=6d7b6eec8eff2491b9944ff09334f348
[44] https://www.thetimes.co.uk/article/boss-paid-himself-13m-for-covid-ppe-that-went-unused-5flkv8cmp
[36] https://www.youtube.com/watch?v=HeknYagvxTY&feature=youtu.be

[16] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[14] https://www.theguardian.com/uk-news/2022/dec/03/michelle-mone-accused-of-trying-to-bully-ministers-over-ppe-contracts
[13] https://www.theguardian.com/uk-news/2022/dec/03/michelle-mone-accused-of-trying-to-bully-ministers-over-ppe-contracts?CMP=share_btn_tw
[12] https://www.youtube.com/watch?v=QQGxNIyks6s&feature=youtu.be

[9] https://www.dailyrecord.co.uk/news/scottish-news/michelle-mone-ppe-lords-petition-28624021?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[9] https://twitter.com/gabriel_pogrund/status/1599312163037884416
[9] https://www.thetimes.co.uk/article/michelle-mone-ppe-medpro-contracts-bullying-tory-peer-vb5gp2xtr

Top URLs in Tweet in G1:
[7] https://www.thetimes.co.uk/article/boss-paid-himself-13m-for-covid-ppe-that-went-unused-5flkv8cmp?shareToken=6d7b6eec8eff2491b9944ff09334f348
[3] https://www.thetimes.co.uk/article/boss-paid-himself-13m-for-covid-ppe-that-went-unused-5flkv8cmp
[2] https://twitter.com/gabriel_pogrund/status/1599312163037884416
[2] https://www.theguardian.com/uk-news/2022/dec/03/michelle-mone-accused-of-trying-to-bully-ministers-over-ppe-contracts?CMP=share_btn_tw
[1] https://www.thetimes.co.uk/article/dde89ed0-7281-11ed-a107-df8b1c5e158a?shareToken=5c6e9ed1a4d58853be1015e3d5ed60f4
[1] https://www.bbc.co.uk/news/uk-england-shropshire-52369173
[1] https://twitter.com/mialp/status/1599401626837491712
[1] https://twitter.com/michaelgove/status/1599071723852275712
[1] https://www.thetimes.co.uk/article/dde89ed0-7281-11ed-a107-df8b1c5e158a?shareToken=1ac7ce17d09416fa45c5062a8ca652ee
[1] https://twitter.com/Gabriel_Pogrund/status/1599334740951113728

Top URLs in Tweet in G2:
[4] https://www.thetimes.co.uk/article/boss-paid-himself-13m-for-covid-ppe-that-went-unused-5flkv8cmp?shareToken=6d7b6eec8eff2491b9944ff09334f348
[3] https://www.theguardian.com/uk-news/2022/dec/03/michelle-mone-accused-of-trying-to-bully-ministers-over-ppe-contracts?CMP=Share_iOSApp_Other
[2] https://www.theguardian.com/uk-news/2022/dec/03/michelle-mone-accused-of-trying-to-bully-ministers-over-ppe-contracts?CMP=share_btn_tw
[1] https://www.thetimes.co.uk/article/df853138-73f6-11ed-be91-363346a310de
[1] https://www.thetimes.co.uk/article/michelle-mone-ppe-medpro-contracts-bullying-tory-peer-vb5gp2xtr
[1] https://twitter.com/gabriel_pogrund/status/1599312163037884416
[1] https://www.thetimes.co.uk/article/boss-paid-himself-13m-for-covid-ppe-that-went-unused-5flkv8cmp
[1] https://twitter.com/glewzzz2010/status/1599322020214284288
[1] https://www.mirror.co.uk/news/politics/thousands-call-tory-peer-michelle-28624826?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar

Top URLs in Tweet in G3:
[7] https://www.thetimes.co.uk/article/boss-paid-himself-13m-for-covid-ppe-that-went-unused-5flkv8cmp?shareToken=6d7b6eec8eff2491b9944ff09334f348
[5] https://www.theguardian.com/uk-news/2022/dec/03/michelle-mone-accused-of-trying-to-bully-ministers-over-ppe-contracts
[3] https://www.theguardian.com/uk-news/2022/nov/23/the-yacht-the-wedding-and-29m-michelle-mones-life-during-the-covid-crisis
[3] https://www.mirror.co.uk/news/politics/thousands-call-tory-peer-michelle-28624826
[2] https://www.mirror.co.uk/news/politics/piles-unused-ppe-costing-1million-25391211
[1] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm?CMP=Share_AndroidApp_Other
[1] https://www.theguardian.com/education/2022/dec/02/school-leaders-report-rise-in-pupils-not-on-free-meals-going-hungry?CMP=Share_AndroidApp_Other
[1] https://www.mirror.co.uk/news/politics/firm-run-ex-associate-tory-22810575?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://ted.europa.eu/udl?uri=TED:NOTICE:494877-2020:TEXT:EN:HTML&src=0
[1] https://twitter.com/JolyonMaugham/status/1314100463835414529

Top URLs in Tweet in G4:
[4] https://www.thetimes.co.uk/article/boss-paid-himself-13m-for-covid-ppe-that-went-unused-5flkv8cmp?shareToken=6d7b6eec8eff2491b9944ff09334f348
[2] https://www.theguardian.com/uk-news/2022/dec/03/michelle-mone-accused-of-trying-to-bully-ministers-over-ppe-contracts?CMP=share_btn_tw
[2] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[2] https://www.thetimes.co.uk/article/boss-paid-himself-13m-for-covid-ppe-that-went-unused-5flkv8cmp
[2] https://www.theguardian.com/uk-news/2022/dec/03/michelle-mone-accused-of-trying-to-bully-ministers-over-ppe-contracts?CMP=Share_AndroidApp_Other
[1] https://www.dailymail.co.uk/news/article-11500789/Matt-Hancock-accuses-Michelle-Mone-wild-accusations-try-help-firm-win-Covid-contract.html
[1] https://twitter.com/JolyonMaugham/status/1599652753675931648?utm_source=dlvr.it&utm_medium=twitter
[1] https://twitter.com/13sarahmurphy/status/1598593322532192257?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.theguardian.com/uk-news/2022/nov/27/ministers-pressure-explain-ppe-medpro-contracts-decision-michelle-mone?CMP=Share_iOSApp_Other
[1] https://www.theguardian.com/uk-news/audio/2022/dec/05/michelle-mone-lobbied-for-ppe-medpro-but-was-she-enriched-by-its-profits-podcast?CMP=Share_iOSApp_Other

Top URLs in Tweet in G5:
[7] https://www.thetimes.co.uk/article/boss-paid-himself-13m-for-covid-ppe-that-went-unused-5flkv8cmp?shareToken=6d7b6eec8eff2491b9944ff09334f348
[1] https://drive.google.com/file/d/16oWiAwsYP7Vl-hW_LYHDL_sIHjK1JXr1/view?usp=share_link
[1] https://twitter.com/jolyonmaugham/status/1599668664948576258

Top URLs in Tweet in G6:
[6] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[2] https://www.theguardian.com/uk-news/2022/dec/03/michelle-mone-accused-of-trying-to-bully-ministers-over-ppe-contracts?CMP=share_btn_tw
[2] https://www.thetimes.co.uk/article/dde89ed0-7281-11ed-a107-df8b1c5e158a?shareToken=381fb94c751a63bce87330587e0eb957
[1] https://twitter.com/ArtBear1000/status/1509469244735512576?s=20&t=TvDhoELZ4q5dEB3iOOqBCw
[1] https://twitter.com/andalg1/status/1599678788408725504
[1] https://twitter.com/paulfromglasgow/status/1599514001867612160
[1] https://www.thetimes.co.uk/article/df853138-73f6-11ed-be91-363346a310de?shareToken=5e3522d0ac1f9fa759affc9d0f7bc901
[1] https://www.thetimes.co.uk/article/0ebefd8a-7320-11ed-9810-4f6146eab184?shareToken=7697435ec539fc66e1d63d8e627d179e
[1] https://goodlawproject.org/special-procurement-channels/
[1] https://www.theguardian.com/politics/2022/sep/01/michelle-mone-hmrc-winding-up-petition-against-ppe-firm

Top URLs in Tweet in G7:
[87] https://www.thetimes.co.uk/article/boss-paid-himself-13m-for-covid-ppe-that-went-unused-5flkv8cmp?shareToken=6d7b6eec8eff2491b9944ff09334f348
[5] https://www.thetimes.co.uk/article/michelle-mone-ppe-medpro-contracts-bullying-tory-peer-vb5gp2xtr
[3] https://www.thetimes.co.uk/article/boss-paid-himself-13m-for-covid-ppe-that-went-unused-5flkv8cmp
[2] https://www.liverpoolecho.co.uk/news/liverpool-news/mersey-company-forced-lay-staff-19311174?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://bit.ly/3Vx4FtK
[1] https://www.bbc.co.uk/news/uk-politics-63851251
[1] https://www.dailyrecord.co.uk/news/scottish-news/michelle-mone-ppe-lords-petition-28624021?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://twitter.com/LBC/status/1599340710242750466
[1] https://twitter.com/goodlawproject/status/1599313561800658944
[1] https://twitter.com/michaelgove/status/1599071723852275712

Top URLs in Tweet in G8:
[4] https://www.theguardian.com/world/2022/nov/27/we-need-a-public-inquiry-into-profiteering-on-ppe?CMP=share_btn_tw
[2] https://www.nao.org.uk/reports/supplying-the-nhs-and-adult-social-care-sector-with-personal-protective-equipment-ppe/
[2] https://www.thetimes.co.uk/article/boss-paid-himself-13m-for-covid-ppe-that-went-unused-5flkv8cmp?shareToken=6d7b6eec8eff2491b9944ff09334f348
[1] https://www.independent.co.uk/news/uk/politics/matt-hancock-covid-cummings-pandemic-b2238384.html
[1] https://www.telegraph.co.uk/news/uknews/9875660/Mid-Staffs-Labour-Government-ignored-MP-requests-for-public-inquiry-into-deaths.html
[1] https://twitter.com/Gabriel_Pogrund/status/1599312163037884416
[1] https://www.theguardian.com/uk-news/2022/dec/01/calls-for-sunak-to-withdraw-tory-whip-from-michelle-mone-in-lords?CMP=share_btn_tw
[1] https://www.civilserviceworld.com/professions/article/dhsc-accelerating-disposal-ppe-4bn-stockpile-unusable

Top URLs in Tweet in G9:
[2] https://twitter.com/stevebarclay/status/1598045693805232128
[2] https://www.theguardian.com/uk-news/2022/apr/29/nca-launches-investigation-ppe-firm-linked-to-michelle-mone
[2] https://www.thetimes.co.uk/article/boss-paid-himself-13m-for-covid-ppe-that-went-unused-5flkv8cmp
[1] https://twitter.com/SteveBarclay/status/1598045693805232128
[1] https://www.mirror.co.uk/news/politics/thousands-call-tory-peer-michelle-28624826
[1] https://twitter.com/Gabriel_Pogrund/status/1599312163037884416
[1] https://www.theguardian.com/world/2022/nov/27/we-need-a-public-inquiry-into-profiteering-on-ppe?CMP=share_btn_tw
[1] https://www.thetimes.co.uk/article/boss-paid-himself-13m-for-covid-ppe-that-went-unused-5flkv8cmp?shareToken=6d7b6eec8eff2491b9944ff09334f348

Top URLs in Tweet in G10:
[23] https://www.thetimes.co.uk/article/boss-paid-himself-13m-for-covid-ppe-that-went-unused-5flkv8cmp
[7] https://www.thetimes.co.uk/article/boss-paid-himself-13m-for-covid-ppe-that-went-unused-5flkv8cmp?shareToken=6d7b6eec8eff2491b9944ff09334f348
[2] https://www.dailymail.co.uk/news/article-10529007/How-UK-couple-paid-1-85-BILLION-NHS-PPE-splashed-30m-paradise-Caribbean-villa.html
[2] https://www.theguardian.com/uk-news/2022/nov/23/revealed-tory-peer-michelle-mone-secretly-received-29m-from-vip-lane-ppe-firm
[1] https://twitter.com/gabriel_pogrund/status/1599312163037884416
[1] https://www.thetimes.co.uk/article/michelle-mone-ppe-medpro-contracts-bullying-tory-peer-vb5gp2xtr

Top Domains
Top Domains in Tweet in Entire Graph:
[278] co.uk
[129] twitter.com
[112] theguardian.com
[66] youtube.com
[10] oraclecloud.com
[7] dmm.com
[7] square-enix.com
[7] instagram.com
[5] t.ly
[5] org.uk

Top Domains in Tweet in G1:
[13] co.uk
[5] twitter.com
[2] theguardian.com

Top Domains in Tweet in G2:
[8] co.uk
[5] theguardian.com
[2] twitter.com

Top Domains in Tweet in G3:
[17] theguardian.com
[17] co.uk
[15] twitter.com
[1] europa.eu
[1] stock.so
[1] channel4.com
[1] bylinetimes.com
[1] thelondoneconomic.com

Top Domains in Tweet in G4:
[13] theguardian.com
[12] co.uk
[7] twitter.com

Top Domains in Tweet in G5:
[7] co.uk
[1] google.com
[1] twitter.com

Top Domains in Tweet in G6:
[10] theguardian.com
[8] twitter.com
[6] co.uk
[1] goodlawproject.org

Top Domains in Tweet in G7:
[99] co.uk
[6] twitter.com
[3] theguardian.com
[1] bit.ly

Top Domains in Tweet in G8:
[5] theguardian.com
[4] co.uk
[2] org.uk
[1] twitter.com
[1] civilserviceworld.com

Top Domains in Tweet in G9:
[4] twitter.com
[4] co.uk
[3] theguardian.com

Top Domains in Tweet in G10:
[33] co.uk
[2] theguardian.com
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[174] ppescandal
[75] ppe
[44] brexit
[30] ygカバーアワード
[25] michellemone
[25] perthtanapon
[21] r4today
[21] kdppe
[18] torycorruption
[17] bbcqt



Top Hashtags in Tweet in G1:
[10] ppescandal
[1] torycriminalsunfittogovern

Top Hashtags in Tweet in G2:
[109] ppescandal

Top Hashtags in Tweet in G3:
[8] ppescandal
[5] colchester
[4] torycorruption
[4] uk
[4] ppe
[4] michellemone
[3] cronies
[2] mone
[2] rishisunak
[2] suellabraverman

Top Hashtags in Tweet in G4:
[6] r4today
[5] loancharge
[5] ppescandal
[4] ppe
[2] bbcgms
[2] torycorruption
[2] brexit
[1] bbclaurak
[1] toriesout151
[1] torycriminalsunfittogovern

Top Hashtags in Tweet in G5:
[3] ppescandal
[3] nadhimzahawi
[3] christmas
[1] brexit
[1] government
[1] covid
[1] ppe
[1] toriesout151

Top Hashtags in Tweet in G6:
[6] michellemone
[3] ppe
[1] torycorruption
[1] torycriminalsunfittogovern
[1] ppescandal
[1] toryscum

Top Hashtags in Tweet in G7:
[11] ppescandal
[4] brexit
[2] bbcqt

Top Hashtags in Tweet in G8:
[2] ppescandal

Top Hashtags in Tweet in G9:
[1] toriescostlives
[1] ppescandal
[1] michellemone
[1] brexit
[1] bbcqt

Top Hashtags in Tweet in G10:
[8] michellemone
[5] covid
[5] ppe
[5] nhs
[4] ppescandal
[2] jeremyvine
[2] torycostofgreedcrisis
[1] torycorruption
[1] healthcareworkers
[1] agp

Top Words
Top Words in Tweet in Entire Graph:
[5461] ppe
[1686] mone
[1459] made
[1424] michelle
[1258] contract
[1161] tory
[1045] masks
[1030] care
[964] contracts
[954] firm

Top Words in Tweet in G1:
[372] million
[364] gabriel_pogrund
[345] ppe
[288] contract
[282] story
[264] made
[259] unused
[257] profit
[257] 70
[257] businessman

Top Words in Tweet in G2:
[497] masks
[497] same
[447] angelarayner
[439] ppe
[376] tory
[366] mone
[365] michelle
[358] firm
[268] company
[267] made

Top Words in Tweet in G3:
[500] ppe
[290] jolyonmaugham
[172] tell
[169] police
[118] medpro
[113] michelle
[107] mone
[94] fraud
[88] tory
[83] protests

Top Words in Tweet in G4:
[530] ppe
[389] mone
[367] michelle
[295] carolvorders
[200] contracts
[197] company
[187] hancock
[169] test
[167] 221m
[167] 'helping'

Top Words in Tweet in G5:
[395] ppe
[306] care
[253] made
[250] dodgy
[250] david__osland
[250] 29m
[225] seeker
[225] asylum
[225] benefits
[225] disabled

Top Words in Tweet in G6:
[514] ppe
[326] danielgoyal
[247] procurement
[236] govt
[232] staff
[230] ask
[228] chums
[228] delay
[227] frontline
[227] donors

Top Words in Tweet in G7:
[323] ppe
[196] contract
[185] goodlawproject
[168] good
[122] paullewismoney
[122] company
[118] pandemic
[115] made
[103] people
[102] profit

Top Words in Tweet in G8:
[348] ppe
[282] care
[281] andyburnhamgm
[280] still
[278] contracts
[277] pay
[277] without
[276] workers
[274] hours
[274] zero

Top Words in Tweet in G9:
[254] precedent
[127] braverman
[127] ago
[127] committee
[127] dangerous
[127] time
[127] 13sarahmurphy
[127] sets
[127] set
[127] reappointment

Top Words in Tweet in G10:
[281] ppe
[181] withorpe
[175] contract
[162] firm
[158] govt
[156] ramfoam
[154] found
[154] 149m
[153] 108m
[152] awarded

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1395] michelle,mone
[661] contract,ppe
[614] ppe,medpro
[531] tory,peer
[519] ppe,contracts
[507] 38,5p
[505] same,masks
[505] masks,made
[505] peer,michelle
[500] profit,contract

Top Word Pairs in Tweet in G1:
[266] contract,ppe
[257] profit,contract
[250] ppe,70
[250] 70m,profit
[250] exclusive,businessman
[250] made,70m
[250] unused,celebrated
[250] 70,unused
[250] businessman,made
[250] celebrated,birthday

Top Word Pairs in Tweet in G2:
[365] michelle,mone
[260] tory,peer
[254] peer,michelle
[248] masks,ppe
[248] firm,linked
[248] 38,5p
[248] made,same
[248] face,masks
[248] same,company
[248] 5p,same

Top Word Pairs in Tweet in G3:
[168] tell,police
[116] ppe,medpro
[93] michelle,mone
[90] ppe,fraud
[83] police,protests
[83] gets,tell
[83] police,ppe
[83] protests,tell
[83] fraud,partygate
[82] jolyonmaugham,gets

Top Word Pairs in Tweet in G4:
[362] michelle,mone
[183] ppe,contracts
[171] contracts,michelle
[167] flow,test
[167] 221m,ppe
[167] 'helping',flow
[167] mone,threatened
[167] threatened,hancock
[167] company,'helping'
[167] 2nd,company

Top Word Pairs in Tweet in G5:
[250] dodgy,ppe
[225] fired,entire
[225] benefits,disabled
[225] asylum,seeker
[225] made,29m
[225] ppe,illegally
[225] entire,workforce
[225] cut,benefits
[225] illegally,fired
[225] seeker,made

Top Word Pairs in Tweet in G6:
[227] ask,question
[227] question,again
[227] ppe,frontline
[227] staff,chums
[227] frontline,staff
[227] delay,procurement
[227] govt,delay
[227] procurement,ppe
[227] chums,donors
[227] again,govt

Top Word Pairs in Tweet in G7:
[112] contract,ppe
[101] profit,contract
[87] people,very
[87] very,good
[87] good,pandemic
[86] paullewismoney,people
[81] good,law
[81] ramfoam,order
[81] law,project
[81] leaked,figures

Top Word Pairs in Tweet in G8:
[276] andyburnhamgm,care
[276] care,workers
[274] zero,hours
[274] hours,contracts
[274] ppe,sick
[274] sick,pay
[274] minimum,wage
[274] still,best
[274] workers,left
[274] left,without

Top Word Pairs in Tweet in G9:
[127] precedent,set
[127] dangerous,precedent
[127] committee,finds
[127] set,time
[127] ago,patel
[127] braverman,sets
[127] reappointment,braverman
[127] sets,dangerous
[127] finds,reappointment
[127] time,ago

Top Word Pairs in Tweet in G10:
[150] contract,supply
[150] supply,71m
[150] ramfoam,149m
[150] nhs,firm
[150] found,unusable
[150] 71m,ppe
[150] awarded,ramfoam
[150] visors,51m
[150] worth,found
[150] 149m,contract

Top Replied-To
Top Replied-To in Entire Graph:
@danielgoyal
@johnredwood
@stevebarclay
@michaelrosenyes
@matthancock
@rishisunak
@carolvorders
@michaelgove
@jolyonmaugham
@emergmeddr

Top Replied-To in G1:
@gabriel_pogrund
@10downingstreet
@g_gosden
@alexwickham

Top Replied-To in G2:
@angelarayner
@philt2403
@lincolnshire191
@guidofawkes
@___mezzala
@drrosena
@martin44032601
@hypnoticrocket

Top Replied-To in G3:
@michaelgove
@jolyonmaugham
@michellemone
@thejeremyvine
@philliphodson
@richardjmurphy
@suellabraverman
@ali__samson
@mrjamesob
@nickferrarilbc

Top Replied-To in G4:
@carolvorders
@fascinatorfun
@bbclaurak
@jolyonmaugham
@drositamba
@morrispexmouth
@pennymordaunt
@mmgeissler
@hcsick
@andyemorrison

Top Replied-To in G5:
@clairebubblepop
@grampospath
@david__osland
@danielgoyal
@alderleymel

Top Replied-To in G6:
@danielgoyal
@helen_spirit1
@anthonyfstevens
@roydavies46
@rainie1410
@dvatw
@martinremains
@timesradio
@davewvero53
@lordrennard

Top Replied-To in G7:
@goodlawproject
@lucywoodslucy70
@privateeyenews
@gabriel_pogrund
@danielgoyal
@bbcarticles
@1calps
@martleshamman

Top Replied-To in G8:
@andyburnhamgm
@paullewismoney
@russellscott1
@jabs247
@lbc
@bea_johanssen
@conradburgess5

Top Replied-To in G9:
@emergmeddr
@mettlesome_teri
@helen_barnowl
@paintthesky4
@13sarahmurphy
@jolyonmaugham
@wheresoscar

Top Replied-To in G10:
@withorpe
@jeremyvineon5
@danneidle
@oliajimeher
@nickabbott

Top Mentioned
Top Mentioned in Entire Graph:
@angelarayner
@gabriel_pogrund
@jolyonmaugham
@danielgoyal
@carolvorders
@david__osland
@andyburnhamgm
@goodlawproject
@michaelrosenyes
@withorpe

Top Mentioned in G1:
@gabriel_pogrund
@alexwickham
@angelarayner
@goodlawproject
@paullewismoney
@withorpe
@carolvorders
@pacarnahan
@russellscott1
@danielgoyal

Top Mentioned in G2:
@angelarayner
@gabriel_pogrund
@jolyonmaugham
@carolvorders
@paullewismoney
@tpensions
@sonofr
@nulasuchet
@defpenguin
@wigstonfox

Top Mentioned in G3:
@jolyonmaugham
@premnsikka
@michaelgove
@michellemone
@lbc
@goodlawproject
@thejeremyvine
@angelarayner
@jamesefoster
@paullewismoney

Top Mentioned in G4:
@carolvorders
@guardian
@thetimes
@alistaircampbel
@jolyonmaugham
@angelarayner
@goodlawproject
@danielgoyal
@david__osland
@kit_yates_maths

Top Mentioned in G5:
@david__osland
@clairebubblepop
@angelarayner
@bladeofthes
@jolyonmaugham
@sandratofriends
@danielgoyal
@gabriel_pogrund
@michaelrosenyes
@carolvorders

Top Mentioned in G6:
@danielgoyal
@jolyonmaugham
@david__osland
@angelarayner
@anthonyfstevens
@carolvorders
@artbear1000
@glenlyon17
@dvatw
@iain_reynolds

Top Mentioned in G7:
@goodlawproject
@paullewismoney
@gabriel_pogrund
@russellscott1
@angelarayner
@rachelsmethers
@jolyonmaugham
@susie_mccabe
@brexit_sham
@alexwickham

Top Mentioned in G8:
@andyburnhamgm
@gabriel_pogrund
@80_mcswan
@angelarayner
@danielgoyal
@keithmullin
@fascinatorfun
@david__osland
@carolvorders
@jolyonmaugham

Top Mentioned in G9:
@13sarahmurphy
@mirrorpolitics
@emergmeddr
@jolyonmaugham
@topnewsworks
@vintiquesmark
@danielgoyal
@gabriel_pogrund
@angelarayner
@cyclelizzy

Top Mentioned in G10:
@withorpe
@royandrew6
@jeremyvineon5
@angelarayner
@gabriel_pogrund
@toryfibs
@goodlawproject
@jolyonmaugham
@paullewismoney
@danielgoyal

Top Tweeters
Top Tweeters in Entire Graph:
@suntory
@biccamerae
@rk70534
@roblwilson
@independent
@lizditz
@daily_express
@lesleygsmith3
@allchanges
@nittele_ntv

Top Tweeters in G1:
@hazelglasgow
@fleming77
@iam_tomilade
@argyllseaglass
@tsunami65
@londonyc
@walegates
@karenkts11
@treesey
@firehorsep

Top Tweeters in G2:
@idontmind64
@scout342
@steveredwolf
@josiedunne1
@mick_boss
@lawloreajlawlor
@nevillesouthall
@mr_lawrence4
@protest_when
@guidofawkes

Top Tweeters in G3:
@davidlance3
@leocullen4
@dawneryans
@aunty_shirley
@justmebeingme4
@caz5697
@telegraph
@david96212152
@unojen_wood
@dorothy90237074

Top Tweeters in G4:
@daily_express
@lesleygsmith3
@guardian
@sandoly
@princessofwails
@pppatticake
@vespasian91
@juliecuninghame
@starterpat
@brookebay21

Top Tweeters in G5:
@roblwilson
@jan_s_b_459
@bernardmceldown
@evolvedpeasant
@davieboy0906
@tristramwyatt
@actorx
@positiveimagep
@drtommartinphd
@rambo82ave

Top Tweeters in G6:
@allchanges
@tartancobweb
@ferguson2811
@peterdilworth1
@piyakhanna
@daisybelll
@steceng22
@knitagran
@ianrslack2
@brown666w

Top Tweeters in G7:
@christinejameis
@terryelaineh1
@davelawson35
@philipjtaylor1
@ameliaaber
@k1482
@gj1023
@mags0611
@bickypeg
@ricmontg

Top Tweeters in G8:
@dr_shibley
@kingsmeadmrt
@robinhadley1
@lcabbabeh
@johnmerro1
@turracoo1
@lapps100
@crednescodpeace
@snookerbacker
@wafzal

Top Tweeters in G9:
@lizditz
@jackalsbynight
@sallymos
@duncanmacmartin
@vintiquesmark
@brokentwitty
@gl650_lynneg
@rcpwells
@antonywalker9
@stiptop1

Top Tweeters in G10:
@childofalba
@catwoman1979
@60sleigh
@quixoticgeek
@ofdresistance
@leftgrassroots
@nw_nicholas
@beith123
@lanibeno
@globalbizdynam1


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