PPE, Twitter, 2/13/2021 6:50:56 PM, 248653
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PPE_2021-02-13_01-14-49.xlsx
PPE_2021-02-13_01-14-49.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
February 13, 2021
Short Description:
PPE via NodeXL https://bit.ly/2Os1AgW
@davidschneider
@peterstefanovi2
@angelarayner
@matthancock
@richardburgon
@writesbright
@jolyonmaugham
@allthecitizens
@bill_esterson
@doctor_oxford

Top hashtags:
#ppe
#bbcbreakfast
#kdppe
#perthtanapon
#covid19
#brexitdaydiary

Description:
Description
The graph represents a network of 8,157 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 Saturday, 13 February 2021 at 09:23 UTC.

The requested start date was Saturday, 13 February 2021 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 2-day, 0-hour, 50-minute period from Wednesday, 10 February 2021 at 12:58 UTC to Friday, 12 February 2021 at 13:49 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 : 8157
Unique Edges : 4324
Edges With Duplicates : 12505
Total Edges : 16829
Number of Edge Types : 5
Retweet : 5867
MentionsInRetweet : 7209
Tweet : 1275
Replies to : 935
Mentions : 1543
Self-Loops : 1295
Reciprocated Vertex Pair Ratio : 0.00825369244135534
Reciprocated Edge Ratio : 0.016372253339078
Connected Components : 1172
Single-Vertex Connected Components : 379
Maximum Vertices in a Connected Component : 4459
Maximum Edges in a Connected Component : 11202
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 4.83789
Graph Density : 0.000139549232530327
Modularity : 0.522646
NodeXL Version : 1.0.1.443
Data Import : The graph represents a network of 8,157 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 Saturday, 13 February 2021 at 09:23 UTC.

The requested start date was Saturday, 13 February 2021 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 2-day, 0-hour, 50-minute period from Wednesday, 10 February 2021 at 12:58 UTC to Friday, 12 February 2021 at 13:49 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:
[575] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/
[181] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is
[75] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is?CMP=Share_AndroidApp_Other
[69] https://www.politicshome.com/news/article/ministers-accused-of-cronyism-for-refusing-six-times-to-release-details-of-ppe-suppliers-given-highpriority-status
[21] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is?CMP=Share_iOSApp_Other
[16] https://www.youtube.com/watch?v=I7QL3nd2zTA&feature=youtu.be

[14] https://www.rt.com/uk/515297-uk-audit-ppe-supplies-missing/
[12] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/?fbclid=IwAR294AjDHrOW7q3fxLWtyMD6Ma4mXdnoUOh_PDnYJT4ZLVprf3mTnLsWeag
[9] https://twitter.com/JolyonMaugham/status/1359484513567571968
[8] https://www.youtube.com/watch?v=eVgjyms2twc&feature=youtu.be


Top URLs in Tweet in G1:
[40] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/
[9] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is
[9] https://www.politicshome.com/news/article/ministers-accused-of-cronyism-for-refusing-six-times-to-release-details-of-ppe-suppliers-given-highpriority-status
[3] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is?CMP=Share_AndroidApp_Other
[2] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is?fbclid=IwAR0hhf0ggd-VayOgs_pLVqp5fEN82DLjUAbcCn2tDtBazopz3iHMTSi2pMI
[1] https://twitter.com/PeterStefanovi2/status/1359268195929047040
[1] https://buff.ly/3703DPZ
[1] https://www.dailymail.co.uk/news/article-8961343/Fury-18bn-PPE-scandal.html
[1] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/?s=08
[1] https://twitter.com/AngelaRayner/status/1359521901996085248

Top URLs in Tweet in G2:
[8] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/
[4] https://www.theguardian.com/society/2021/feb/10/care-homes-failed-by-lack-of-ppe-during-uk-covid-first-wave-say-mps?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is?CMP=Share_AndroidApp_Other
[2] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is
[1] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is?CMP=Share_iOSApp_Other
[1] https://twitter.com/BBCPolitics/status/1358824884315561992
[1] https://twitter.com/GoodLawProject/status/1359943921707720709
[1] https://www.theguardian.com/world/2020/apr/22/revealed-private-firm-running-uk-ppe-stockpile-was-sold-in-middle-of-pandemic
[1] https://www.rt.com/uk/515297-uk-audit-ppe-supplies-missing/
[1] https://www.politicshome.com/news/article/ministers-accused-of-cronyism-for-refusing-six-times-to-release-details-of-ppe-suppliers-given-highpriority-status

Top URLs in Tweet in G3:
[88] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/
[9] https://twitter.com/JolyonMaugham/status/1359484513567571968
[4] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is?CMP=Share_AndroidApp_Other
[2] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is
[2] https://twitter.com/JolyonMaugham/status/1358825259357585413
[2] https://www.bbc.co.uk/programmes/m000s19p
[2] https://bylinetimes.com/2020/11/12/miami-vice-florida-fashion-designer-awarded-new-ppe-contracts-worth-197-million/
[2] https://www.crowdjustice.com/case/the-jeweller-middleman-ppe/?utm_source=backer_social&utm_campaign=the-jeweller-middleman-ppe&utm_reference=f3eeb3d15f7250f5c1d7e92aaa6b5cb7&utm_medium=Twitter&utm_content=post_pledge_page
[2] https://bylinetimes.com/2020/10/25/500-million-government-ppe-deals-conservative-companies-donors/
[1] https://www.crowdjustice.com/case/the-jeweller-middleman-ppe/

Top URLs in Tweet in G4:
[135] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/
[7] http://shared.upday.com/index.html?streamType=ntk&edition=en&teaserId=298dcc3c-1540-43f9-89a5-e8389ccbd621&articleUrl=https://www.politicshome.com/news/article/diamond-dealer-nhs-ppe-contract-procurement?utm_source%3Dupday%26utm_medium%3Dreferral
[6] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is
[1] https://twitter.com/wchc_nhs/status/1359848132209688576
[1] http://shared.upday.com/index.html?streamType=archivedNtk&edition=en&teaserId=298dcc3c-1540-43f9-89a5-e8389ccbd621&articleUrl=https://www.politicshome.com/news/article/diamond-dealer-nhs-ppe-contract-procurement?utm_source%3Dupday%26utm_medium%3Dreferral
[1] https://twitter.com/RefugeeAction/status/1359789002426089478
[1] https://leftfootforward.org/2021/02/cross-party-report-finds-politicans-contacts-were-favoured-for-ppe-contracts/
[1] https://www.eadt.co.uk/news/coronavirus-ppe-stockpile-fuels-felixstowe-delays-6549934
[1] https://twitter.com/BmsMatrix/status/1359529606064312325?s=19
[1] https://twitter.com/NHSSTAFFCOVID19/status/1359973383430148099

Top URLs in Tweet in G5:
[20] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/
[20] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is
[3] https://covid19communitytracing.wordpress.com/2021/02/10/governments-failure-to-protect-frontline-staff-because-of-shambolic-ppe-supply-management/
[2] https://www.bbc.co.uk/news/uk-56005980
[2] https://twitter.com/yourfairybabe/status/1359736241902612480
[2] https://twitter.com/Mistywoman1/status/1360192134482165766
[2] https://www.cbc.ca/news/politics/n95-masks-not-a-priority-documents-1.5910829
[2] https://twitter.com/BremainInSpain/status/1360216885787308034
[2] https://aquatech-usa.com/
[2] https://aquatech-usa.com/covid-19/

Top URLs in Tweet in G6:
[12] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/
[3] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is?CMP=Share_AndroidApp_Other
[1] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is

Top URLs in Tweet in G7:
[54] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is?CMP=Share_AndroidApp_Other
[7] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/
[7] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is?CMP=Share_iOSApp_Other
[2] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is
[1] https://www.politicshome.com/news/article/diamond-dealer-nhs-ppe-contract-procurement
[1] https://www.theguardian.com/society/2020/jun/08/uk-ministers-face-legal-challenge-for-refusal-to-order-ppe-inquiry

Top URLs in Tweet in G9:
[51] https://www.politicshome.com/news/article/ministers-accused-of-cronyism-for-refusing-six-times-to-release-details-of-ppe-suppliers-given-highpriority-status
[10] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/
[7] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is
[3] https://www.politicshome.com/news/article/diamond-dealer-nhs-ppe-contract-procurement
[2] https://www.theguardian.com/society/2021/feb/10/care-homes-failed-by-lack-of-ppe-during-uk-covid-first-wave-say-mps
[1] https://www.politicshome.com/news/article/diamond-dealer-nhs-ppe-contract-procurement#.YCVxBPsUMjU.twitter
[1] https://twitter.com/JolyonMaugham/status/1359262445869613059
[1] https://www.independent.co.uk/news/health/coronavirus-hospitals-nhs-masks-infection-b1798425.html
[1] https://www.9news.com.au/national/melbourne-hotel-quarantine-staff-appear-to-be-working-without-mask-or-ppe/98f1a2a9-c95b-4c9b-ad4e-b51a6e9a8888
[1] https://twitter.com/scarlettpeach/status/1360144890357768200

Top URLs in Tweet in G10:
[10] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/?fbclid=IwAR294AjDHrOW7q3fxLWtyMD6Ma4mXdnoUOh_PDnYJT4ZLVprf3mTnLsWeag
[7] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is
[7] https://bylinetimes.com/2021/02/10/friend-of-matt-hancock-wins-14-4-million-ppe-contract/
[1] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is?CMP=Share_AndroidApp_Other
[1] https://find-tender.service.gov.uk/Notice/002630-2021
[1] https://www.skysports.com/racing/news/12040/10326840/town-plate-begins-2016-july-meeting-at-newmarket?keepThis=true&TB_iframe=true&height=650&width=850&caption=SkySports+%7C+News
[1] https://twitter.com/allthecitizens/status/1355124277746552833?s=20
[1] https://bylinetimes.com/2020/09/18/firm-meller-designs-conservative-donor-nets-millions-government-ppe-deals/
[1] https://bylinetimes.com/2020/04/02/disaster-capitalism-conservative-party-donor-cashes-in-on-uk-government-made-ppe-shortages-amidst-covid19-crisis/
[1] https://bylinetimes.com/2020/09/16/company-conservative-donations-government-ppe-procurement-deal/

Top Domains
Top Domains in Tweet in Entire Graph:
[610] bylinetimes.com
[298] theguardian.com
[184] twitter.com
[82] politicshome.com
[78] co.uk
[34] youtube.com
[22] co.za
[17] gov.uk
[14] rt.com
[12] marketserengeti.com

Top Domains in Tweet in G1:
[42] bylinetimes.com
[15] theguardian.com
[9] politicshome.com
[5] twitter.com
[1] buff.ly
[1] co.uk

Top Domains in Tweet in G2:
[10] theguardian.com
[8] bylinetimes.com
[3] twitter.com
[1] rt.com
[1] politicshome.com

Top Domains in Tweet in G3:
[94] bylinetimes.com
[13] twitter.com
[7] theguardian.com
[5] crowdjustice.com
[4] co.uk
[2] gov.uk
[1] thelondoneconomic.com
[1] nhsnewdeal.org
[1] parliament.uk

Top Domains in Tweet in G4:
[135] bylinetimes.com
[8] upday.com
[7] theguardian.com
[4] twitter.com
[1] leftfootforward.org
[1] co.uk

Top Domains in Tweet in G5:
[53] twitter.com
[25] theguardian.com
[24] co.uk
[23] bylinetimes.com
[4] wordpress.com
[4] politicshome.com
[4] aquatech-usa.com
[3] gov.uk
[3] mailchi.mp
[3] google.com

Top Domains in Tweet in G6:
[12] bylinetimes.com
[4] theguardian.com

Top Domains in Tweet in G7:
[64] theguardian.com
[7] bylinetimes.com
[1] politicshome.com

Top Domains in Tweet in G9:
[56] politicshome.com
[10] theguardian.com
[10] bylinetimes.com
[3] twitter.com
[1] co.uk
[1] com.au
[1] thelondoneconomic.com
[1] parliamentlive.tv

Top Domains in Tweet in G10:
[20] bylinetimes.com
[9] theguardian.com
[2] twitter.com
[1] gov.uk
[1] skysports.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[176] ppe
[132] bbcbreakfast
[107] kdppe
[82] perthtanapon
[70] covid19
[53] brexitdaydiary
[38] hypersonicxบุ๋นเปรม
[34] torycorruption
[30] whatshappeninginmyanmar
[23] covid



Top Hashtags in Tweet in G1:
[10] bbcbreakfast
[4] coronavirus
[3] pmqs
[3] excludeduk
[3] universalcredit
[2] mattwanksock
[2] nhspay15
[2] ppe
[2] covid19
[1] waterprotectors

Top Hashtags in Tweet in G2:
[4] ppe
[3] torycorruption
[3] nhs
[3] covid19
[1] excludeduk
[1] torycovidcatastrophe

Top Hashtags in Tweet in G3:
[4] nhs
[4] covid
[2] bromsgrove
[2] pmqs
[1] nhsnewdeal
[1] brexitdaydiary
[1] borisjohnsonmustgo
[1] ppe
[1] hs2
[1] 50swomen

Top Hashtags in Tweet in G4:
[97] bbcbreakfast
[2] ppe
[1] torycorruption
[1] nhspay15
[1] thunderclapforcarers
[1] trackandtrace
[1] covidvaccine
[1] bigpharma
[1] bigtech
[1] carbonzero

Top Hashtags in Tweet in G5:
[54] ppe
[17] covid19
[5] nhs
[5] facemask
[5] medicalsupplies
[5] healthcare
[4] torycorruption
[4] coronavirus
[4] staysafe
[4] procurement

Top Hashtags in Tweet in G6:
[2] bbcbreakfast

Top Hashtags in Tweet in G7:
[47] brexitdaydiary
[2] bbcbreakfast
[2] politicslive
[1] nhsreform
[1] torycovidcatastrophe
[1] torycorruption
[1] toryliars

Top Hashtags in Tweet in G8:
[1] feb11coup
[1] whatshappeninginmyanmar

Top Hashtags in Tweet in G9:
[5] bbcbreakfast
[2] brexitdaydiary
[1] torycorruptioncatastrophe
[1] bftwni

Top Hashtags in Tweet in G10:
[1] bbcbreakfast
[1] torycorruption

Top Words
Top Words in Tweet in Entire Graph:
[4180] ppe
[1693] friend
[1562] matt
[1466] government
[1401] contract
[1264] 14
[1259] hancock
[975] gives
[795] family
[785] worth

Top Words in Tweet in G1:
[696] gives
[619] angelarayner
[502] matthancock
[481] friend
[477] matt
[447] family
[379] hancock
[371] 14
[346] 000
[343] wife

Top Words in Tweet in G2:
[440] davidschneider
[218] corruption
[205] friend
[199] failed
[195] corrupt
[194] reading
[194] state
[194] health
[194] minister
[194] gives

Top Words in Tweet in G3:
[249] contract
[216] writesbright
[213] ppe
[171] government
[169] 14
[162] jolyonmaugham
[124] firm
[117] bylinetimes
[114] matt
[114] hancock

Top Words in Tweet in G4:
[341] peterstefanovi2
[287] ppe
[242] billions
[241] government
[236] worth
[232] pounds
[229] sure
[221] equipment
[216] personal
[216] protective

Top Words in Tweet in G5:
[300] ppe
[54] #ppe
[51] covid
[43] government
[30] care
[24] billions
[23] 19
[23] contract
[22] uk
[22] need

Top Words in Tweet in G6:
[248] ppe
[242] friend
[236] matt
[236] contract
[231] partner
[225] richardburgon
[201] find
[201] hancock's
[201] 14m
[201] donated

Top Words in Tweet in G7:
[139] years
[84] ppe
[82] goodlawproject
[76] beckettunite
[73] front
[72] breaking
[72] many
[71] 10
[71] line
[70] rules

Top Words in Tweet in G8:
[224] democracy
[223] doing
[223] best
[223] way
[223] asking
[223] daytime
[223] wearing
[223] ppe
[222] byun_sori6104
[222] protes

Top Words in Tweet in G9:
[93] ppe
[81] friend
[77] rachelreevesmp
[75] health
[73] government
[72] doctor_oxford
[70] family
[67] director
[66] pub
[66] landlord

Top Words in Tweet in G10:
[207] ppe
[201] contract
[176] allthecitizens
[172] 14
[158] company
[157] 4m
[157] director
[151] breaking
[151] back
[149] covid19

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1210] matt,hancock
[773] ppe,contract
[767] family,friend
[511] billions,pounds
[488] pounds,worth
[452] sure,billions
[451] government,sure
[412] 14,million
[376] friend,matt
[372] million,ppe

Top Word Pairs in Tweet in G1:
[447] family,friend
[379] matt,hancock
[341] peter,stanley
[341] stanley,gives
[341] gives,matthancock
[341] matthancock,000
[341] 000,matt
[341] hancock,gives
[341] gives,peter's
[341] peter's,wife

Top Word Pairs in Tweet in G2:
[194] reading,failed
[194] failed,state
[194] state,corrupt
[194] corrupt,friend
[194] friend,health
[194] health,minister
[194] minister,gives
[194] gives,5k
[194] 5k,rewarded
[193] davidschneider,reading

Top Word Pairs in Tweet in G3:
[153] ppe,contract
[111] matt,hancock
[111] firm,owned
[107] contract,firm
[104] sometimes,think
[104] think,papers
[104] papers,haven't
[104] haven't,covered
[104] covered,stories
[104] stories,absurd

Top Word Pairs in Tweet in G4:
[232] billions,pounds
[228] pounds,worth
[223] government,sure
[223] sure,billions
[216] worth,personal
[216] personal,protective
[216] protective,equipment
[216] equipment,ppe
[216] ppe,located
[216] located,head

Top Word Pairs in Tweet in G5:
[23] covid,19
[19] ppe,contract
[18] matt,hancock
[17] worth,ppe
[16] government,sure
[16] sure,billions
[15] friend,matt
[15] 14,million
[15] uk,government
[15] billions,pounds'

Top Word Pairs in Tweet in G6:
[232] ppe,contract
[201] matt,hancock's
[200] today,find
[200] find,firm
[200] firm,run
[200] run,matt
[200] hancock's,friend
[200] friend,won
[200] won,14m
[200] 14m,ppe

Top Word Pairs in Tweet in G7:
[71] front,line
[70] many,years
[69] 10,years
[69] years,travellers
[69] travellers,breaking
[69] breaking,rules
[69] rules,many
[69] years,politicians
[69] politicians,allowed
[69] allowed,cheltenham

Top Word Pairs in Tweet in G8:
[223] doing,best
[223] best,way
[223] way,asking
[223] asking,democracy
[223] democracy,daytime
[223] daytime,wearing
[223] wearing,ppe
[222] byun_sori6104,doing
[222] ppe,protes

Top Word Pairs in Tweet in G9:
[70] family,friend
[66] pub,landlord
[66] director,newmarket
[66] newmarket,racecourse
[65] first,pub
[65] landlord,family
[65] friend,director
[65] racecourse,chum
[65] chum,health
[64] doctor_oxford,first

Top Word Pairs in Tweet in G10:
[157] 14,4m
[157] 4m,ppe
[149] breaking,covid19
[149] covid19,contract
[149] contract,lands
[149] lands,today
[149] today,14
[149] ppe,back
[149] back,company
[149] company,ch

Top Replied-To
Top Replied-To in Entire Graph:
@matthancock
@ppe_ppo
@fai_ppe
@perthppe
@mrjamesob
@angelarayner
@davidschneider
@trk__ppe
@morning_joe
@realkatiejow

Top Replied-To in G1:
@matthancock
@angelarayner
@amandamilling
@nazirafzal
@countrybeagle
@sebmadraszek
@debbie_abrahams
@peterstefanovi2
@johndstirling
@skynews

Top Replied-To in G2:
@davidschneider
@getnorthern

Top Replied-To in G3:
@jolyonmaugham
@hairyloon
@greenbadgesi
@writesbright
@blacknbritish1
@bbcnewspr
@mrjamesob
@meloni1961
@elizebiermann
@allthecitizens

Top Replied-To in G4:
@chrisgpackham
@peterstefanovi2
@jonjonessnr
@oldtrotter

Top Replied-To in G5:
@bunzlcss

Top Replied-To in G6:
@richardburgon
@writersroompub
@datalovergirl
@yardleyshooting

Top Replied-To in G7:
@goodlawproject
@jeffcotton911
@hjo1403
@helengothel
@dre8440
@maddsfrench
@politicswatch15
@nulasuchet
@angelarayner
@sbattrawden

Top Replied-To in G9:
@rachelreevesmp
@yvonneburdett3
@doctor_oxford
@cocoonedpenguin
@huguenothouse
@daviddavismp
@londoneconomic
@jayneinspain
@bolsoverbeast
@adyd321

Top Replied-To in G10:
@allthecitizens
@mellors_karen
@sallysu50926124

Top Mentioned
Top Mentioned in Entire Graph:
@angelarayner
@davidschneider
@matthancock
@peterstefanovi2
@richardburgon
@writesbright
@byun_sori6104
@jolyonmaugham
@bill_esterson
@allthecitizens

Top Mentioned in G1:
@angelarayner
@matthancock
@conservatives
@davidschneider
@peterstefanovi2
@bill_esterson
@colinm1956
@rachelreevesmp
@richardburgon
@martinremains

Top Mentioned in G2:
@davidschneider
@suewilson91
@jolyonmaugham
@angelarayner
@karl_trotsky
@peterstefanovi2
@nhsstaffcovid19
@societyguardian
@paulonbooks
@pritipatel

Top Mentioned in G3:
@writesbright
@jolyonmaugham
@bylinetimes
@nickcohen4
@williamduguid1
@peterjukes
@elizebiermann
@peterstefanovi2
@mylastrollo
@byline_media

Top Mentioned in G4:
@peterstefanovi2
@davidschneider
@jonjonessnr
@jolyonmaugham
@pippacrerar
@lizzyjprice
@jewel_thin
@updayuk
@hepworthclare
@angelarayner

Top Mentioned in G5:
@bop_osteo
@pathway_team
@annalisachirico
@steve_jorbz

Top Mentioned in G6:
@richardburgon
@zarahsultana
@davidschneider
@peterstefanovi2
@metpoliceuk
@angelarayner
@goodlawproject
@gplondon
@beckettunite
@yardleyshooting

Top Mentioned in G7:
@goodlawproject
@beckettunite
@snb19692
@bellribeiroaddy
@peterstefanovi2
@davidschneider
@sbattrawden
@jolyonmaugham
@nulasuchet
@piersmorgan

Top Mentioned in G8:
@byun_sori6104

Top Mentioned in G9:
@rachelreevesmp
@doctor_oxford
@georgemonbiot
@davidschneider
@peterstefanovi2
@adampayne26
@angelarayner
@jolyonmaugham
@putneypolitics
@80_mcswan

Top Mentioned in G10:
@allthecitizens
@mellors_karen
@respectisvital
@writesbright
@peterstefanovi2
@davidschneider
@jolyonmaugham
@hullphilt
@angelarayner
@beckettunite

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@cas_2050001283
@caramelcorn1971
@zazoomblog
@tesco
@s9tmt
@ryo694
@roblwilson
@independent
@thepoliticalcat

Top Tweeters in G1:
@skynews
@ft
@angep1969
@david96212152
@jennyjones1313
@myzlilith
@robinhadley1
@amjsutherland
@sanyeh1
@neils46

Top Tweeters in G2:
@tartancobweb
@childofalba
@loonylaura
@ppiixx
@laizydaizey
@tsunami65
@dbashby
@kingmark1st
@mrichalan
@innerfury4k

Top Tweeters in G3:
@roblwilson
@allchanges
@euethnic
@mckinlay_liz
@sandoly
@djsiri
@margymayell
@laurendownsouth
@jailingtrump
@petermccue1

Top Tweeters in G4:
@lesleygsmith3
@roadwarrior29
@peterpobjecky
@peradventur3
@samljpage
@hawkins_carole
@evolvedpeasant
@awarding_women
@clarknat
@nooouch

Top Tweeters in G5:
@cas_2050001283
@zazoomblog
@mothupiii
@therightarticle
@rogerablackwell
@philt5116
@super_choinemo
@adsfxx
@idw_online_de
@ladymercia

Top Tweeters in G6:
@magapanthus
@justpapnow
@shubblington
@annbank41695841
@rolo_tamasi
@michaelbarnes54
@plantmaureen
@petebestuk
@rebetikowalrus
@soundabuse

Top Tweeters in G7:
@themingford
@mrconnies
@dorothy90237074
@idontmind64
@jazzaoxon
@rositastef
@harding_keith
@politicswatch15
@woolhatwoman
@ljr1626

Top Tweeters in G8:
@sueindra
@byun_sori6104
@thawthawzin814
@shweyeea
@zuezue44157022
@nangnaung
@yuu22827394
@taehyungists95
@suthwe_chimchim
@lyaharu

Top Tweeters in G9:
@sandradunn1955
@fleming77
@curiocat13
@catherinemginn
@j_sutherland2
@uncleprober
@natalie91231732
@gordon1000
@philipjtaylor1
@paolimichele

Top Tweeters in G10:
@pingachoo
@christinejameis
@lillylyle
@carolehope2
@robertgedge
@inclinepress
@maelysdervenn
@madeleine_1115
@jagxjr40
@k4rmarules


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