PPE, Twitter, 1/20/2021 1:20:35 AM, 246012


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PPE_2021-01-19_00-51-25.xlsx
PPE_2021-01-19_00-51-25.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 20, 2021
Short Description:
PPE via NodeXL https://bit.ly/2XYrkDj
@b20e
@jonjonessnr
@tomo79303695
@jolyonmaugham
@doctor_oxford
@trackntracer
@starterpat
@bqueen73
@davidschneider
@seattlepd

Top hashtags:
#गुजरात_आरोग्य_महासंघ_ग्रेडपे_लडत
#2ล้าน1ฟอลของเพิ้ด
#ppe
#kdppe
#perthtanapon
#nhs

Description:
Description
The graph represents a network of 8,275 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, 19 January 2021 at 08:59 UTC.

The requested start date was Tuesday, 19 January 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 3-day, 1-hour, 7-minute period from Friday, 15 January 2021 at 12:41 UTC to Monday, 18 January 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 : 8275
Unique Edges : 4950
Edges With Duplicates : 12157
Total Edges : 17107
Number of Edge Types : 5
Retweet : 5484
MentionsInRetweet : 6794
Mentions : 2113
Tweet : 1496
Replies to : 1220
Self-Loops : 1517
Reciprocated Vertex Pair Ratio : 0.0116630669546436
Reciprocated Edge Ratio : 0.0230572160546541
Connected Components : 1384
Single-Vertex Connected Components : 443
Maximum Vertices in a Connected Component : 3174
Maximum Edges in a Connected Component : 7319
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.841299
Graph Density : 0.000136824340360771
Modularity : 0.556534
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 8,275 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, 19 January 2021 at 08:59 UTC.

The requested start date was Tuesday, 19 January 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 3-day, 1-hour, 7-minute period from Friday, 15 January 2021 at 12:41 UTC to Monday, 18 January 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:
[101] https://www.mirror.co.uk/news/uk-news/ppe-wearing-nhs-staff-protest-23321993?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[23] https://www.youtube.com/watch?v=e9m0-UZhtbI&feature=youtu.be

[23] https://www.youtube.com/watch?v=2LI02bSzIkw&feature=youtu.be

[23] https://www.dailymaverick.co.za/article/2021-01-17-saps-ppe-scandal-clash-of-top-brass-amid-claims-of-massive-corruption/
[14] https://www.cbc.ca/news/world/marketplace-overseas-personal-protective-equipment-manufacturing-working-conditions-1.5873213
[12] https://citywire.co.uk/funds-insider/news/monday-papers-lockdown-to-cost-uk-2-4bn-a-day/a1344005
[10] https://www.bmj.com/content/372/bmj.n146
[10] https://www.youtube.com/watch?v=soCmTuP47OE&feature=youtu.be

[9] https://www.mirror.co.uk/news/uk-news/ppe-wearing-nhs-staff-protest-23321993
[8] https://ppe-for-usa.com/Made-In-USA-N95-Box-of-25-Face-Masks-for-Consumers-p266110077

Top URLs in Tweet in G1:
[1] https://www.seattle.gov/opa
[1] https://hickenlooper.info/rt-b20e-this-er-has-taken-every-precaution-to-mitigate-covid-spread-ive-spent-12hrs-in-layers-of-ppe-several-times-a-week-fo/
[1] https://www.fox5vegas.com/coronavirus/las-vegas-police-see-nearly-1k-employee-covid-19-cases-2-deaths/article_5efdb766-51ec-11eb-ab5b-2b51e81a67e9.html

Top URLs in Tweet in G2:
[6] https://www.cbc.ca/news/world/marketplace-overseas-personal-protective-equipment-manufacturing-working-conditions-1.5873213
[5] https://www.dailymaverick.co.za/article/2021-01-17-saps-ppe-scandal-clash-of-top-brass-amid-claims-of-massive-corruption/
[4] https://www.cbc.ca/news/world/marketplace-overseas-personal-protective-equipment-manufacturing-working-conditions-1.5873213?__vfz=medium%3Dsharebar
[3] https://twitter.com/anthraxxxx/status/1350484559062732801
[2] https://www.gonorthumberland.ca/2021/01/15/sate-of-the-art-ppe-put-to-use-by-northumberland-paramedics/
[2] https://www.mirror.co.uk/news/uk-news/ppe-wearing-nhs-staff-protest-23321993?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[2] https://eosarmor.com/collections/nogun%E2%84%A2-non-invasive-thermal-scanning/products/nogun%E2%84%A2-non-invasive-temperature-reader
[2] https://www.instagram.com/accounts/login/
[2] https://twitter.com/JujuliaGrace/status/1351065941036163079
[2] https://twitter.com/Kevin_Maguire/status/1351068904471355392

Top URLs in Tweet in G3:
[2] https://twitter.com/JolyonMaugham/status/1350059077557235713
[1] https://twitter.com/JolyonMaugham/status/1322501561860456448
[1] https://twitter.com/jolyonmaugham/status/1350059077557235713
[1] https://www.bbc.com/news/uk-55693020

Top URLs in Tweet in G4:
[4] https://www.chartwellscanhelp.com/#intro
[2] https://petition.parliament.uk/petitions/561476
[1] https://twitter.com/peterstefanovi2/status/1350033678362177538
[1] https://nursingnotes.co.uk/news/workforce/phe-and-dhsc-reject-nurses-plea-for-a-higher-level-ppe/
[1] https://twitter.com/davidschneider/status/1351094701340975107
[1] https://twitter.com/laynesespresso/status/1350070582981906432
[1] https://twitter.com/PeterStefanovi2/status/1350925023540879364
[1] https://www.thetimes.co.uk/article/tory-steve-dechans-276m-in-ppe-contracts-lands-him-a-place-in-the-country-zgbmmtn8q
[1] https://www.independent.co.uk/voices/covid-ppe-contract-johnson-audit-report-b1749301.html
[1] https://twitter.com/socialisthb/status/1350552229875486725

Top URLs in Tweet in G5:
[4] https://www.thetopfamous.com/perth-tanapon-vs-gulf-kanawut-who-is-the-best-actor-in-2021/
[2] https://www.youtube.com/watch?v=87PTJVYkp3Y&feature=youtu.be

[2] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2F178057468903210%2Fposts%2F5163703150338592%2F%3Fd%3Dn
[2] https://www.instagram.com/accounts/login/
[2] https://www.facebook.com/watch/?v=180564237144082
[2] https://www.youtube.com/watch?v=XFefg9FS_w0&feature=youtu.be

[1] https://www.youtube.com/watch?v=R8s1DL4xNJA&feature=youtu.be

[1] https://twitter.com/schinarat/status/1348445121528754176
[1] https://www.samsung.com/th/s21ultra/
[1] https://www.instagram.com/perthppe?igshid=9kq55cr989s0

Top URLs in Tweet in G6:
[1] https://twitter.com/ThakorB26532606/status/1350319178993987585
[1] https://twitter.com/nikhilparmar28/status/1350703388174938118

Top URLs in Tweet in G7:
[1] https://twitter.com/trusselltrust/status/1350744754179485698
[1] https://metro.co.uk/2020/11/13/my-little-crony-map-shows-deals-between-government-mps-and-tory-donors-13587900/?ito=cbshare

Top URLs in Tweet in G8:
[2] https://www.mirror.co.uk/news/uk-news/ppe-wearing-nhs-staff-protest-23321993?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://twitter.com/DrOKaneAgain/status/1350903775653986306
[1] https://www.thelondoneconomic.com/news/thousands-of-people-will-die-unnecessarily-unless-health-and-social-care-workers-given-proper-ppe/12/01/#.X_7iQGsUMO0.twitter
[1] https://twitter.com/RHarrisonGMB/status/1349983303818997760?s=09

Top URLs in Tweet in G9:
[3] https://www.rcn.org.uk/news-and-events/news/uk-higher-level-ppe-protect-against-new-variant-covid-19-050121
[3] https://nursingnotes.co.uk/news/workforce/phe-and-dhsc-reject-nurses-plea-for-a-higher-level-ppe/
[2] https://twitter.com/justgeorgeous2/status/1306487779237396480?s=20
[1] https://fal.cn/3cJYj
[1] https://www.bmj.com/content/372/bmj.n30
[1] https://m.tiktok.com/v/6918866201053498626.html?_d=secCgYIASAHKAESMgow0h%2BU4IyeODJh5xPBMfI2sAdeR1ypAhxr2vNdD21YmQaIyjF77PD39T3mMeFKNLG0GgA%3D&language=en&preview_pb=0&sec_user_id=MS4wLjABAAAA6r5xyONANKltlXVWHZOewbnbyufeKZEd9FAByfjbGGKbIoGmyB3BKRx12RwOfF0L&share_item_id=6918866201053498626&share_link_id=F06135F2-D38E-4F04-ADA5-F4DC6D58C59C×tamp=1610924193&tt_from=whatsapp&u_code=dggbk0hgf380aj&user_id=6918843427237692422&utm_campaign=client_share&utm_medium=ios&utm_source=whatsapp
[1] https://www.health.gov.au/news/health-alerts/novel-coronavirus-2019-ncov-health-alert/coronavirus-covid-19-advice-for-the-health-and-disability-sector/personal-protective-equipment-ppe-for-the-health-workforce-during-covid-19#how-to-use-ppe
[1] https://www.wsws.org/en/articles/2021/01/16/nhsw-j16.html
[1] https://www.medrxiv.org/content/10.1101/2021.01.13.21249642v1
[1] https://www.dropbox.com/s/4cbn1uxij435i7d/Personal%20Protective%20Equipment%20%28PPE%29%20in%20the%20context%20of%20COVID-19_%20a%20view%20on%20the%20West%20Australian%20situation%20on%20April%2014th%202020.pdf?dl=0

Top URLs in Tweet in G10:
[5] https://www.mirror.co.uk/news/uk-news/ppe-wearing-nhs-staff-protest-23321993?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[1] https://twitter.com/JolyonMaugham/status/1350059077557235713
[1] https://www.reuters.com/article/us-health-coronavirus-palestinians-ereka/plos-erekat-on-ventilator-with-covid-19-israeli-hospital-says-idUSKBN2740PF
[1] https://nursingnotes.co.uk/news/workforce/phe-and-dhsc-reject-nurses-plea-for-a-higher-level-ppe/

Top Domains
Top Domains in Tweet in Entire Graph:
[229] twitter.com
[196] co.uk
[81] youtube.com
[38] cbc.ca
[36] co.za
[27] marketserengeti.com
[20] google.com
[13] bmj.com
[13] org.uk
[8] bit.ly

Top Domains in Tweet in G1:
[1] seattle.gov
[1] hickenlooper.info
[1] fox5vegas.com

Top Domains in Tweet in G2:
[83] twitter.com
[21] co.uk
[13] cbc.ca
[6] blogspot.com
[6] co.za
[5] linkedin.com
[5] ppe.pl
[2] gonorthumberland.ca
[2] ppe.exchange
[2] peing.net

Top Domains in Tweet in G3:
[4] twitter.com
[1] bbc.com

Top Domains in Tweet in G4:
[7] twitter.com
[6] co.uk
[4] chartwellscanhelp.com
[2] parliament.uk

Top Domains in Tweet in G5:
[6] youtube.com
[6] twitter.com
[4] thetopfamous.com
[4] instagram.com
[4] facebook.com
[1] samsung.com
[1] google.com

Top Domains in Tweet in G6:
[2] twitter.com

Top Domains in Tweet in G7:
[1] twitter.com
[1] co.uk

Top Domains in Tweet in G8:
[2] twitter.com
[2] co.uk
[1] thelondoneconomic.com

Top Domains in Tweet in G9:
[7] twitter.com
[5] org.uk
[3] co.uk
[2] tiktok.com
[2] parliament.uk
[1] fal.cn
[1] bmj.com
[1] gov.au
[1] wsws.org
[1] medrxiv.org

Top Domains in Tweet in G10:
[6] co.uk
[1] twitter.com
[1] reuters.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[534] गुजरात_आरोग्य_महासंघ_ग्रेडपे_लडत
[306] 2ล้าน1ฟอลของเพิ้ด
[284] ppe
[279] kdppe
[227] perthtanapon
[144] nhs
[133] covid19
[110] bbcqt
[97] johnson
[72] thisweek



Top Hashtags in Tweet in G1:
[2] healthcareworkers
[2] ppe
[1] policereform
[1] seattle
[1] spd
[1] cromaganon

Top Hashtags in Tweet in G2:
[55] ppe
[24] covid19
[8] covid
[6] osha
[6] 麒麟がくる
[5] facemasks
[5] mfg
[5] sme
[5] industrial
[5] valves

Top Hashtags in Tweet in G3:
[1] countlongcovid
[1] longcovid

Top Hashtags in Tweet in G4:
[20] ppe
[14] nhs
[4] rms
[2] politicslive
[2] nevertrustatory
[2] teachers
[2] earlyyears
[2] nhspay15
[1] bbcqt
[1] johnsonout

Top Hashtags in Tweet in G5:
[306] 2ล้าน1ฟอลของเพิ้ด
[278] kdppe
[226] perthtanapon
[28] bb0un
[21] perthsaintsation
[21] บอกโลกให้รู้ว่ากูรักมึง
[15] บุ๋นเปรม
[13] yniverseawards2020
[12] telltheworldiloveyou
[10] เพิร์ธบาส

Top Hashtags in Tweet in G6:
[534] गुजरात_आरोग्य_महासंघ_ग्रेडपे_लडत
[11] 2800gradepay_mphw_fhw
[3] 2800gradepay_mphw_fhw_health_gujarat
[3] 2800gradpay_mphw_fhw_health_gujarat
[2] fhw_mphw_2800gp

Top Hashtags in Tweet in G8:
[21] nhs
[8] ppe
[2] bbcqt
[2] brexit
[2] thisweek
[2] johnson
[1] toryscum
[1] torylies

Top Hashtags in Tweet in G9:
[17] ppe
[13] freshairnhs
[11] covid19
[8] covidisairborne
[7] covid
[5] healthcare
[3] seashanty
[3] lambstotheslaughter
[3] quarantine
[3] masks

Top Hashtags in Tweet in G10:
[107] bbcqt
[4] nhs
[4] johnson
[3] thisweek
[2] torycorruption
[2] ppe
[2] johnsonhasfailedthenation
[2] johnsonresign

Top Words
Top Words in Tweet in Entire Graph:
[5203] ppe
[2023] ર
[1708] ગ
[1354] स
[1295] क
[1285] ટ
[1273] પ
[1228] र
[1193] covid
[1068] 2800

Top Words in Tweet in G1:
[844] b20e
[607] ppe
[553] covid
[552] times
[550] spread
[549] spent
[548] taken
[548] precaution
[548] mitigate
[548] 12hrs

Top Words in Tweet in G2:
[378] ppe
[156] क
[99] म
[98] न
[89] स
[82] द
[69] र
[68] व
[63] ह
[62] covid

Top Words in Tweet in G3:
[397] ppe
[375] jolyonmaugham
[284] world
[282] sent
[282] screenshot
[282] contact
[282] offering
[282] iir
[282] facemasks
[282] 039

Top Words in Tweet in G4:
[175] ppe
[55] trace
[51] track
[45] matthancock
[34] contracts
[34] money
[31] borisjohnson
[27] conservatives
[27] nhs
[26] tory

Top Words in Tweet in G5:
[581] ด
[327] ร
[315] #2ล
[314] าน1ฟอลของเพ
[301] น
[278] #kdppe
[264] ก
[226] #perthtanapon
[199] ว
[193] ม

Top Words in Tweet in G6:
[1985] ર
[1684] ગ
[1261] પ
[1207] ટ
[1068] 2800
[1057] ડ
[824] મ
[700] ન
[676] ય
[676] કર

Top Words in Tweet in G7:
[181] ppe
[171] money
[170] test
[170] trace
[169] davidschneider
[169] 22bn
[169] failed
[169] 17bn
[169] dodgy
[169] deals

Top Words in Tweet in G8:
[136] money
[106] people
[74] look
[70] properly
[70] more
[69] give
[68] taxpayer
[68] foot
[68] bill
[67] jonjonessnr

Top Words in Tweet in G9:
[88] ppe
[22] health
[21] covid
[18] workers
[17] #ppe
[16] patientsafe3
[15] youarelobbylud
[13] re
[13] more
[13] #freshairnhs

Top Words in Tweet in G10:
[141] private
[113] being
[110] centre
[108] mention
[107] affleckquine
[107] #bbcqt
[107] despite
[107] company
[107] school
[107] lunch

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1108] ગ,ર
[1057] 2800,ગ
[1057] ર,ડ
[677] ડ,પ
[596] ક,ટ
[588] આર,ગ
[588] ગ,ય
[588] ય,કર
[588] કર,મચ
[588] મચ,ર

Top Word Pairs in Tweet in G1:
[548] taken,precaution
[548] precaution,mitigate
[548] mitigate,covid
[548] covid,spread
[548] spent,12hrs
[548] 12hrs,layers
[548] layers,ppe
[548] ppe,several
[548] several,times
[548] times,week

Top Word Pairs in Tweet in G2:
[40] व,क
[38] हम,र
[38] म,हम
[37] प,स
[37] नह,थ
[36] भ,द
[36] द,ख
[23] क,ट
[23] covid,19
[22] ppe,क

Top Word Pairs in Tweet in G3:
[282] sent,screenshot
[282] screenshot,contact
[282] contact,ppe
[282] ppe,world
[282] world,offering
[282] offering,iir
[282] iir,facemasks
[282] facemasks,039
[282] 039,150m
[282] 150m,masks

Top Word Pairs in Tweet in G4:
[45] track,trace
[16] ppe,contracts
[12] paulbranditv,'a
[12] 'a,reminder
[12] reminder,ons
[12] ons,morning
[12] morning,covid
[12] covid,risk
[12] risk,highly
[12] highly,associated

Top Word Pairs in Tweet in G5:
[313] าน1ฟอลของเพ,ด
[307] #2ล,าน1ฟอลของเพ
[186] #kdppe,#perthtanapon
[108] ด,#kdppe
[66] ย,นด
[47] ด,ใจท
[45] คนร,กเพ
[42] ม,คนร
[37] ร,ธ
[36] เพ,ร

Top Word Pairs in Tweet in G6:
[1096] ગ,ર
[1057] 2800,ગ
[1057] ર,ડ
[677] ડ,પ
[588] આર,ગ
[588] ગ,ય
[588] ય,કર
[588] કર,મચ
[588] મચ,ર
[572] ppe,ક

Top Word Pairs in Tweet in G7:
[169] money,22bn
[169] 22bn,failed
[169] failed,test
[169] test,trace
[169] trace,17bn
[169] 17bn,dodgy
[169] dodgy,ppe
[169] ppe,deals
[169] deals,cronies
[169] cronies,16bn

Top Word Pairs in Tweet in G8:
[68] taxpayer,foot
[68] foot,bill
[68] bill,people
[68] people,look
[68] look,money
[68] money,properly
[68] properly,give
[68] give,more
[68] more,money
[67] jonjonessnr,taxpayer

Top Word Pairs in Tweet in G9:
[10] 100dianne,vstmmjj
[8] andrewhewat,opus135
[8] vstmmjj,aliciatdennis
[8] sea,shanty
[8] public,health
[8] health,england
[7] patientsafe3,andrewhewat
[7] care,workers
[6] opus135,100dianne
[6] elouise_april3,rajah_mich

Top Word Pairs in Tweet in G10:
[107] #bbcqt,despite
[107] despite,mention
[107] mention,private
[107] private,company
[107] company,being
[107] being,centre
[107] centre,school
[107] school,lunch
[107] lunch,scandal
[107] scandal,never

Top Replied-To
Top Replied-To in Entire Graph:
@joebiden
@fai_ppe
@co_ppe_pan_
@matthancock
@jolyonmaugham
@foxnews
@trk__ppe
@ko___ppe
@afneil
@ppe_es_r

Top Replied-To in G1:
@b20e
@seattlepd
@joncoopertweets
@nursekboy
@mar100sfa
@smoke_nd_pearlz
@mckinleylynaya
@arkmzu

Top Replied-To in G3:
@jolyonmaugham
@thilldweller
@tony_tselepis
@longcovidsos
@yvonneburdett3
@disruptivepoltx
@westlondonftg
@walletzerosan

Top Replied-To in G4:
@matthancock
@borisjohnson
@conservatives
@neildotobrien
@jamieparkuk
@scottories
@toryboypierce
@deanlockhartmsp
@jimmorriss101
@reb_femme

Top Replied-To in G5:
@moo_katoon_ppe
@md_ppe
@kwanglll
@gonghive24
@agamous
@perthppe
@theforeverloves
@nanadeardeer
@boomytorao
@wine_zorory

Top Replied-To in G6:
@rahulgandhi

Top Replied-To in G7:
@themichaelmoran
@davidschneider
@mrsaitchbee

Top Replied-To in G8:
@johncleese
@antipolluters
@kevin_maguire
@danthemanpayne
@dr_amar_mashru
@rharrisongmb
@joemensor
@bbcpolitics
@brexit_sham
@ryanredmond87

Top Replied-To in G9:
@drokaneagain
@phe_uk
@shaunlintern
@subtlesigns
@ketaminh
@jolyonmaugham
@actinosproject
@opus135
@judyandhuahua
@freshair_spft

Top Replied-To in G10:
@thattimwalker
@simpsonanton21
@aimee60221197
@peterstefanovi2
@susanmichie
@michey_anne
@roystonterrier
@affleckquine

Top Mentioned
Top Mentioned in Entire Graph:
@b20e
@jolyonmaugham
@seattlepd
@davidschneider
@johnpurakal
@doctor_oxford
@affleckquine
@mojos55
@perthppe
@jonjonessnr

Top Mentioned in G1:
@b20e
@seattlepd
@pnwres
@drsupersalty
@thomasdolphin
@yonifreedhoff
@mar100sfa
@healthyfort
@johnpurakal
@kathmarsh

Top Mentioned in G2:
@rushpls
@sealofgod7not1
@joshi_sushma
@bunzara
@plastikmedia_uk
@togayther_es
@hubcovid19

Top Mentioned in G3:
@jolyonmaugham
@martinjkeatings
@greenpeteru
@darren19101029
@miftyjackson
@fascinatorfun
@matthancock
@divadarlings1
@naoorguk
@thilldweller

Top Mentioned in G4:
@matthancock
@iamlistening666
@borisjohnson
@conservatives
@lbc
@paulbranditv
@rishisunak
@jon_trickett
@juliahb1
@govuk

Top Mentioned in G5:
@perthppe
@telltheworldilu
@ppetrends
@nanadeardeer
@ppe2003perth
@iam_treewi
@roddbenz
@jeab_for_perth
@nanice7376
@allaroundppe

Top Mentioned in G6:
@cmoguj
@nitinbhai_patel
@pmoindia
@vijayrupanibjp
@jigneshmevani80
@alkapra67026060
@dharmes86317289
@hims_patel
@vinapat23367569
@maleksabir13

Top Mentioned in G7:
@davidschneider
@jolyonmaugham
@suesuezep
@nick_pettigrew
@borisjohnson

Top Mentioned in G8:
@jonjonessnr
@dalbideu
@bbcnews
@bbcpolitics
@hobbitoncentral
@gmb
@kevin_maguire
@almightymat
@uknogum
@nhsstaffcovid19

Top Mentioned in G9:
@patientsafe3
@youarelobbylud
@bprophetable
@thebma
@njbbari3
@opus135
@100dianne
@vstmmjj
@thercn
@andrewhewat

Top Mentioned in G10:
@affleckquine
@thattimwalker
@jolyonmaugham
@peterstefanovi2
@mojos55
@strongerstabler
@jonjonessnr
@mirrormirror007
@nwl88444048
@davidschneider

Top Tweeters
Top Tweeters in Entire Graph:
@caramelcorn1971
@tesco
@threadreaderapp
@natransversal
@cybersec_feeds
@cagney1991
@phillip92321
@mroopchand143
@independent
@evankirstel

Top Tweeters in G1:
@natransversal
@cagney1991
@phillip92321
@yarosisnancy
@girl4music
@beverly21811568
@msmwatchdog2013
@bronxfanatic
@alllwftopic
@phillygirl1441

Top Tweeters in G2:
@jornaldestak
@frackhazreveal
@danwibg
@watchyourrepssc
@anarcho
@innobystander
@affaritaliani
@gareth0108
@deletedbymps
@iillhsk

Top Tweeters in G3:
@tartancobweb
@ferguson2811
@digitalmaverick
@wingsscotparty
@havantacluotmp
@lprivileged
@lifelandlady
@peterandann
@miftyjackson
@zuperpie

Top Tweeters in G4:
@gracemurphy2
@standardnews
@suefew
@liarpoliticians
@h1llbillies
@bizthebuz
@davidagoodland
@starterpat
@edinburghpaper
@lbc

Top Tweeters in G5:
@noonathty
@schinarat
@spraewchana
@miintare
@boonzoonlee
@juthamas161
@52squared_
@smileforperth
@everthing_y
@md_ppe

Top Tweeters in G6:
@aajtak
@tv9gujarati
@vtvgujarati
@airindiain
@cmofficeup
@pmoindia_rc
@pmoindia
@cmoguj
@vijayrupanibjp
@isudan_gadhvi

Top Tweeters in G7:
@davidlance3
@loonylaura
@darkxaur
@patinkent
@idontmind64
@robinpaulinman
@georgebernhard
@webberc5webber
@themichaelmoran
@frankiescar

Top Tweeters in G8:
@johnjoechad
@catherinemginn
@bbcnews
@carolehope2
@shambles151
@jmjohnpj
@dbashby
@kingking3107
@saured6
@finkley1

Top Tweeters in G9:
@independent
@ketaminh
@bprophetable
@raesnape
@drjonesaa
@fatherbob
@nhswhistleblowr
@travinport
@theprojecttv
@byline_media

Top Tweeters in G10:
@suegray834
@paulpaul49
@alanlsg
@golwgymor
@againsthunting
@laizydaizey
@rosaselvagem93
@rositastef
@amandajs11
@michaelbarnes54


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