PPE, Twitter, 10/28/2021 3:45:46 PM, 264980


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PPE_2021-10-28_02-51-21.xlsx
PPE_2021-10-28_02-51-21.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 28, 2021
Short Description:
PPE via NodeXL https://bit.ly/3muVU4F
@cononeilluk
@dpjhodges
@trackntracer
@patrici89225734
@hughes_eilir
@privateeyenews
@imgrund
@ppetoheros
@buckiedim
@borisjohnson

Top hashtags:
#ppe
#kdppe
#perthtanapon
#ที่เป็นเพิร์ธ
#budget
#sewage
#covid
#covid19
#vaccine

Description:
Description
The graph represents a network of 8,017 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 Thursday, 28 October 2021 at 09:59 UTC.

The requested start date was Thursday, 28 October 2021 at 00:01 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, 7-hour, 26-minute period from Monday, 25 October 2021 at 04:55 UTC to Wednesday, 27 October 2021 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 : 8017
Unique Edges : 5817
Edges With Duplicates : 11412
Total Edges : 17229
Number of Edge Types : 5
Retweet : 4576
MentionsInRetweet : 6660
Tweet : 1828
Replies to : 1748
Mentions : 2417
Self-Loops : 1874
Reciprocated Vertex Pair Ratio : 0.0214480130647795
Reciprocated Edge Ratio : 0.0419953101684076
Connected Components : 1401
Single-Vertex Connected Components : 484
Maximum Vertices in a Connected Component : 2927
Maximum Edges in a Connected Component : 7239
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 6.342285
Graph Density : 0.000145990917005953
Modularity : 0.548634
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 8,017 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 Thursday, 28 October 2021 at 09:59 UTC.

The requested start date was Thursday, 28 October 2021 at 00:01 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, 7-hour, 26-minute period from Monday, 25 October 2021 at 04:55 UTC to Wednesday, 27 October 2021 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:
[20] https://actions.goodlawproject.org/recover_the_money_wasted_on_duff_ppe
[17] https://www.news24.com/news24/southafrica/news/ex-gauteng-health-cfo-loses-bid-to-have-premier-makhura-held-liable-for-ppe-scandal-20211025
[14] https://metro.co.uk/2021/10/21/mounting-waste-as-government-fails-to-sell-98000000-worth-of-ppe-15463030/
[13] https://twitter.com/rach0907/status/1452549586157965323
[10] https://ppe-for-usa.com/
[9] https://www.instagram.com/accounts/login/
[9] https://www.abc.net.au/news/2020-08-06/melbourne-nurse-contracts-coronavirus-after-denied-better-ppe/12526430
[8] https://www.wsws.org/en/articles/2021/10/16/oned-o16.html
[6] https://ppe-for-usa.com/Box-of-25-High-Filtration-Respirators-Made-In-USA-p297768194
[6] https://ewn.co.za/2021/10/25/ex-gauteng-health-dept-cfo-fails-to-have-makhura-held-liable-in-ppe-matter?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G1:
[5] https://twitter.com/rach0907/status/1452549586157965323
[2] https://www.derbytelegraph.co.uk/news/local-news/derbyshire-labourer-died-after-working-6101120
[2] https://www.cnn.com/2021/10/24/health/medical-gloves-us-thailand-investigation-cmd-intl/index.html
[2] https://twitter.com/DPJHodges/status/1452523408114208772
[2] https://www.news24.com/
[2] https://tnp.straitstimes.com/entertainment/tv/yvonne-lim-and-family-full-ppe-flight-back-taipei?utm_source=twitter&utm_medium=social-organic&utm_keyword=dlvr.it
[2] http://www.maskpro.us/
[2] https://www.dailymaverick.co.za/article/2021-10-25-former-gauteng-health-finance-chief-kabelo-lehloenya-fails-to-drag-premier-david-makhura-into-multimillion-rand-ppe-probe/
[2] https://twitter.com/imgrund/status/1452816640819802117
[2] http://www.thinksafety.nz/

Top URLs in Tweet in G2:
[2] https://bylinetimes.com/2020/10/25/500-million-government-ppe-deals-conservative-companies-donors/
[1] https://goodlawproject.org/update/patel-mirza-and-the-middlemen/
[1] https://twitter.com/TheSultan___/status/1453254252386820107
[1] https://twitter.com/borisjohnson/status/1453063745027051524
[1] https://www.opendemocracy.net/en/dark-money-investigations/record-profits-for-firm-involved-in-bungled-250m-ppe-deal/
[1] https://www.dailymail.co.uk/news/article-9630911/Priti-Patels-SECOND-bid-help-friend-win-PPE-deal-worth-millions.html
[1] https://www.independent.co.uk/news/uk/politics/covid-ppe-contract-conservative-donor-b1934073.html
[1] https://www.theguardian.com/world/2021/feb/11/uk-government-not-sure-where-billions-of-pounds-worth-of-ppe-is
[1] https://twitter.com/AlexTaylorNews/status/1452184063024979971
[1] https://twitter.com/hsjnews/status/1452531193589772289

Top URLs in Tweet in G3:
[2] https://www.theguardian.com/world/2021/oct/07/private-hospitals-treated-eight-covid-patients-a-day-during-pandemic-says-report
[2] https://www.nhsemployers.org/news/consultation-extending-free-ppe-health-and-care-sector
[1] https://twitter.com/DPJHodges/status/1452908725598105600
[1] https://twitter.com/cononeilluk/status/1452610535615344640
[1] https://twitter.com/slightlybilious/status/1452343636339855366
[1] https://twitter.com/SkyNews/status/1452544928580579331
[1] https://www.telegraph.co.uk/news/2021/07/25/government-wasted-21bn-ppe-useless-says-new-report/
[1] https://twitter.com/msjanebond007/status/1452579909591777281
[1] https://twitter.com/sajidjavid/status/1452572158144696322
[1] https://twitter.com/GedlingEye/status/1452539999413547014

Top URLs in Tweet in G4:
[7] https://www.wsws.org/en/articles/2021/10/16/oned-o16.html
[1] https://twitter.com/imgrund/status/1452711733987061766
[1] https://twitter.com/imgrund/status/1452816640819802117
[1] https://www.amazon.ca/dp/B08XN5W5ZR/ref=cm_sw_r_tw_dp_XB85PCG6R7BEBYRK90VW

Top URLs in Tweet in G5:
[9] https://www.abc.net.au/news/2020-08-06/melbourne-nurse-contracts-coronavirus-after-denied-better-ppe/12526430
[2] https://bc.ctvnews.ca/ceo-of-health-authority-leaves-organization-after-report-into-alleged-misspending-1.5302631
[2] https://twitter.com/qldaah/status/1348466421936738307?s=21
[1] https://twitter.com/hughes_eilir/status/1452767179406028806
[1] https://twitter.com/hughes_eilir/status/1452768019080437760
[1] https://twitter.com/heraldscotland/status/1452687902366998530
[1] https://www.authorea.com/users/421653/articles/527590-ffp3-respirators-protect-healthcare-workers-against-infection-with-sars-cov-2?commit=e567e67501cd6ee0dd1a6e8e4acdf2c4fd70e0ec
[1] https://twitter.com/LawtonTri/status/1452888771062599683
[1] https://twitter.com/mjb302/status/1409628852867850240?t=OIyzgg-k1cIZ-UmIcPuWbQ&s=19
[1] https://twitter.com/AntibioticDoc/status/1451711731869224964

Top URLs in Tweet in G6:
[2] https://allmanhall.co.uk/blog/support-and-advice-during-covid-19-case-study
[1] https://twitter.com/mancunianmedic/status/1453083209030381568
[1] https://twitter.com/Telegraph/status/1453100818215931905
[1] https://twitter.com/jeremy_hunt/status/1452563830974914560
[1] https://www.theguardian.com/environment/2021/jul/09/southern-water-fined-90m-for-deliberately-pouring-sewage-into-sea

Top URLs in Tweet in G7:
[8] https://www.instagram.com/accounts/login/
[4] https://www.youtube.com/watch?v=GSNAA6hKduA&feature=youtu.be

[3] https://www.youtube.com/watch?v=kKqLFYXSOF4&feature=youtu.be

[3] https://c.lazada.co.th/t/c.b5Ty3T?intent=false&fallback=true&url=https://s.lazada.co.th/s.fhtms
[2] http://khun.lp.makeup
[2] https://fb.watch/8T6h5SHakB/
[2] https://m.weibo.cn/status/4696176819700611?
[2] https://colorsculture.store/winter-break-collection.html
[2] https://t.tiktok.com/i18n/share/video/7023272805584112923/?_d=secCgYIASAHKAESPgo881CbFFtMX%2Bsyo%2FSUC%2F1vRC638rZfLZ%2Bi0pE9r%2F3213pUlmEiknrM5fjURhTokCZmtkn7gpGGQiIwkkxeGgA%3D&language=en&mid=7023272773078338330&preview_pb=0®ion=TH&sec_user_id=MS4wLjABAAAAcoLqrTEngW2YnTeZkajL465NVLsCl97UvHvZooWRrBUCW7njBJuNSjMr2KTki61N&share_app_id=1180&share_item_id=7023272805584112923&share_link_id=61DA1EB2-C369-4996-AB8C-B6E7D84B50CC&source=h5_t×tamp=1635233216&tt_from=copy&u_code=d816j89306d3gf&user_id=6729025948933260290&utm_campaign=client_share&utm_medium=ios&utm_source=copy
[2] https://www.youtube.com/watch?v=ppe-K15bz8w&feature=youtu.be


Top URLs in Tweet in G8:
[12] https://actions.goodlawproject.org/recover_the_money_wasted_on_duff_ppe
[4] https://goodlawproject.org/news/they-have-to-reveal-the-names/?utm_source=Twitter&utm_medium=social%20media&utm_campaign=Procurement%201810
[2] https://metro.co.uk/2021/10/21/mounting-waste-as-government-fails-to-sell-98000000-worth-of-ppe-15463030/
[2] https://www.theguardian.com/uk-news/2021/oct/18/uk-government-told-reveal-firms-given-vip-covid-contracts-ppe
[2] https://twitter.com/rach0907/status/1452549586157965323
[1] https://actions.goodlawproject.org/recover_the_money_wasted_on_duff_ppe?recruiter_id=209645
[1] https://twitter.com/RussellScott1/status/1433796844530831366?s=20
[1] https://actions.goodlawproject.org/recover_the_money_wasted_on_duff_ppe?recruiter_id=446274
[1] https://twitter.com/NickTorfaen/status/1453286570765733892
[1] https://metro.co.uk/2021/10/21/mounting-waste-as-government-fails-to-sell-98000000-worth-of-ppe-15463030/?ito=article.desktop.share.bottom.twitter

Top URLs in Tweet in G9:
[1] https://twitter.com/Rebeccasmt/status/1452665808518270977
[1] https://www.theguardian.com/politics/2021/oct/07/coronavirus-report-warned-of-impact-on-uk-four-years-before-pandemic
[1] https://twitter.com/rach0907/status/1452549586157965323

Top URLs in Tweet in G10:
[2] https://www.carolinelucas.com/caroline/parliament/letter/letter-to-health-minister-about-ppe-contracts
[1] https://twitter.com/nicktolhurst/status/1453104220954038284
[1] https://twitter.com/AllieHBNews/status/1447809207261143047
[1] https://twitter.com/DavidFoxon2/status/1453232068066951186
[1] https://twitter.com/ThatTimWalker/status/1453111247231143936
[1] https://twitter.com/SkyNews/status/1453225230474883072
[1] https://twitter.com/mrjamesob/status/1453290212524707840
[1] https://www.google.com/sorry/index?continue=https://www.youtube.com/watch%3Fv%3Dcx9nGnYhKr8%26list%3DPLQjcrZYLffOZMFuO_R84mkAt8hJ0XcV31%26index%3D2%26ab_channel%3DPeterCook&q=EgS4SO-bGJDm6YsGIhBzJ7O4MoEEZPYmTnxCmLkyMgFy

[1] http://www.msn.com/en-gb/news/uknews/sunak-snubs-rashfords-calls-to-continue-free-school-holiday-meals/ar-AAPTjo5?ocid=st
[1] https://spendmatters.com/uk/dhl-challenges-loss-of-nhs-logistics-contract-is-unipart-capable/

Top Domains
Top Domains in Tweet in Entire Graph:
[284] twitter.com
[72] co.uk
[43] goodlawproject.org
[30] ppe.pl
[28] ppe-for-usa.com
[25] youtube.com
[24] co.jp
[22] news24.com
[18] co.za
[11] theguardian.com

Top Domains in Tweet in G1:
[82] twitter.com
[24] co.uk
[7] co.za
[5] youtube.com
[4] mcrsafetyeurope.com
[3] com.au
[3] ppe.pl
[3] theguardian.com
[3] news24.com
[3] bitcoinmagazine.com

Top Domains in Tweet in G2:
[4] twitter.com
[2] co.uk
[2] bylinetimes.com
[1] goodlawproject.org
[1] opendemocracy.net
[1] theguardian.com

Top Domains in Tweet in G3:
[11] twitter.com
[3] co.uk
[2] theguardian.com
[2] nhsemployers.org
[1] google.com
[1] goodlawproject.org

Top Domains in Tweet in G4:
[7] wsws.org
[2] twitter.com
[1] amazon.ca

Top Domains in Tweet in G5:
[27] twitter.com
[9] net.au
[2] cbc.ca
[2] ctvnews.ca
[1] authorea.com
[1] albertahealthservices.ca
[1] ona.org
[1] statnews.com
[1] wiley.com
[1] co.uk

Top Domains in Tweet in G6:
[3] twitter.com
[2] co.uk
[1] theguardian.com

Top Domains in Tweet in G7:
[11] youtube.com
[11] twitter.com
[8] instagram.com
[4] co.th
[3] weibo.cn
[3] colorsculture.store
[2] lp.makeup
[2] fb.watch
[2] tiktok.com
[1] facebook.com

Top Domains in Tweet in G8:
[31] goodlawproject.org
[6] twitter.com
[3] co.uk
[2] theguardian.com

Top Domains in Tweet in G9:
[2] twitter.com
[1] theguardian.com

Top Domains in Tweet in G10:
[7] twitter.com
[2] carolinelucas.com
[1] google.com
[1] msn.com
[1] spendmatters.com
[1] gov.uk
[1] amazonaws.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[264] ppe
[112] kdppe
[102] perthtanapon
[101] ที่เป็นเพิร์ธ
[83] budget
[38] sewage
[35] covid
[33] covid19
[28] vaccine
[24] safety



Top Hashtags in Tweet in G1:
[80] ppe
[14] workwear
[8] safety
[7] construction
[7] covid19
[6] nhs
[5] gloves
[5] workgloves
[5] covid
[5] safetyfirst

Top Hashtags in Tweet in G2:
[9] nhs
[4] pritipatel
[4] israel
[4] brexshit
[3] ppe
[3] budget2021
[3] tories
[2] johnsonout
[2] torycorruption
[1] budget

Top Hashtags in Tweet in G3:
[6] jeremyvine
[3] brexitshambles
[2] ppe
[1] gmb
[1] votegreen
[1] lockdowns
[1] torycorruption
[1] wealthtax
[1] feedthehungry
[1] vulnerableadults

Top Hashtags in Tweet in G4:
[2] covidisairborne
[1] onted
[1] incompetence
[1] phushatekids
[1] worldseries2021
[1] commercial
[1] covid19
[1] ppe

Top Hashtags in Tweet in G5:
[6] covidisairborne
[3] ppe
[3] longcovid
[2] vaccineequity
[2] burnout
[2] healthworkers
[2] covid19
[2] ripbrianbeattie
[1] freshairnhs
[1] covid19nsw

Top Hashtags in Tweet in G6:
[15] sercotrackandtrace
[1] budget
[1] ppe
[1] covid_19

Top Hashtags in Tweet in G7:
[112] kdppe
[102] perthtanapon
[100] ที่เป็นเพิร์ธ
[19] อย่าใกล้เกินนะเสือ
[15] แพทริค
[15] into1patrick
[12] เนเน่
[11] นายท่านกรชิต
[10] เรื่องเล่าเช้านี้xจากสูญถึงสิบ
[9] บวงสรวงแอบหลงรัก5925

Top Hashtags in Tweet in G8:
[4] ppe
[2] cameron
[1] nastiz
[1] tories
[1] lbc
[1] torysewageparty
[1] fcukthedailymail
[1] vipcontracts
[1] toryshambles
[1] auspol

Top Hashtags in Tweet in G9:
[1] torysewageparty
[1] gtto
[1] turdreich
[1] torycorruption
[1] autumnbudget

Top Hashtags in Tweet in G10:
[29] sewage
[11] ppe
[5] toryturds
[4] torycorruption
[3] gov
[2] plymouthbrethrenchristianchurch
[2] cop26
[2] exclusivebrethren
[2] parents
[2] scientists

Top Words
Top Words in Tweet in Entire Graph:
[3844] ppe
[550] ร
[545] trace
[531] supply
[484] น
[471] test
[388] covid
[372] nhs
[366] contracts
[360] many

Top Words in Tweet in G1:
[425] ppe
[80] #ppe
[46] covid
[41] more
[35] full
[26] health
[24] money
[24] time
[24] sa
[24] work

Top Words in Tweet in G2:
[262] dpjhodges
[213] trace
[192] test
[189] spent
[162] nhs
[147] serco
[139] except
[135] went
[133] actually
[132] really

Top Words in Tweet in G3:
[203] ppe
[89] trace
[89] billions
[79] track
[63] borisjohnson
[62] given
[57] money
[53] democracy
[53] deaths
[51] anymore

Top Words in Tweet in G4:
[243] imgrund
[192] school
[164] ppe
[161] pay
[117] ontario
[116] boards
[112] fighting
[112] back
[111] teachers
[97] superior

Top Words in Tweet in G5:
[238] ppe
[76] being
[58] hughes_eilir
[45] covid
[40] mjb302
[39] airborne
[39] vicleungiddoc
[37] both
[37] denied
[36] prevent

Top Words in Tweet in G6:
[411] supply
[220] uk
[218] ppe
[206] contract
[205] privateeyenews
[205] banned
[205] suspected
[205] slavery
[205] chain
[205] gave

Top Words in Tweet in G7:
[511] ร
[440] น
[311] ก
[261] ม
[228] เป
[208] ไม
[193] ว
[189] ท
[175] ต
[169] อ

Top Words in Tweet in G8:
[115] goodlawproject
[111] ppe
[73] government
[66] companies
[55] opendemocracy
[47] morning
[45] work
[45] roll
[44] firstly
[44] still

Top Words in Tweet in G9:
[171] many
[171] water
[170] interesting
[170] tories
[170] saying
[170] voted
[170] raw
[170] sewage
[170] pumped
[170] systems

Top Words in Tweet in G10:
[74] ppe
[56] nhs
[41] promised
[41] 18
[36] tories
[34] people
[32] many
[32] contract
[31] interesting
[31] saying

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[383] test,trace
[296] ppe,contracts
[238] contract,supply
[231] supply,chain
[228] supply,ppe
[224] interesting,many
[224] many,tories
[224] tories,saying
[224] saying,voted
[224] voted,raw

Top Word Pairs in Tweet in G1:
[23] full,ppe
[14] personal,protective
[14] protective,equipment
[13] ด,ppe
[11] ppe,contracts
[11] ช,ด
[10] covid,19
[8] equipment,ppe
[8] last,year
[7] gauteng,health

Top Word Pairs in Tweet in G2:
[152] test,trace
[130] dpjhodges,except
[130] except,really
[130] really,spent
[130] spent,nhs
[130] nhs,28bn
[130] 28bn,went
[130] went,test
[130] trace,actually
[130] actually,serco

Top Word Pairs in Tweet in G3:
[72] track,trace
[51] democracy,anymore
[51] anymore,alex
[51] alex,borisjohnson
[51] borisjohnson,overseen
[51] overseen,10
[51] 10,000s
[51] 000s,deaths
[51] deaths,given
[51] given,billions

Top Word Pairs in Tweet in G4:
[113] school,boards
[112] fighting,back
[97] superior,ppe
[81] allowing,teachers
[80] teachers,use
[78] school,board
[77] boards,happy
[77] happy,pay
[77] pay,rapid
[77] rapid,testing

Top Word Pairs in Tweet in G5:
[36] ppe,being
[34] being,denied
[33] brian,beattie
[33] made,complaints
[33] complaints,ppe
[33] denied,stockpile
[33] stockpile,n95s
[33] n95s,being
[33] being,expired
[33] expired,locked

Top Word Pairs in Tweet in G6:
[206] contract,supply
[205] banned,suspected
[205] suspected,slavery
[205] slavery,supply
[205] supply,chain
[205] chain,uk
[205] uk,gave
[205] gave,312m
[205] 312m,contract
[205] supply,ppe

Top Word Pairs in Tweet in G7:
[141] ร,ธ
[138] นเพ,ร
[114] เป,นเพ
[100] #ท,เป
[76] เพ,ร
[52] #kdppe,#perthtanapon
[43] #perthtanapon,#kdppe
[32] ไม,ใช
[31] แล,ว
[28] าใกล,เก

Top Word Pairs in Tweet in G8:
[53] goodlawproject,opendemocracy
[44] firstly,still
[44] still,morning
[44] morning,night
[44] night,come
[44] come,work
[44] work,donn
[44] donn,ppe
[44] ppe,roll
[43] danielgoyal,firstly

Top Word Pairs in Tweet in G9:
[170] interesting,many
[170] many,tories
[170] tories,saying
[170] saying,voted
[170] voted,raw
[170] raw,sewage
[170] sewage,pumped
[170] pumped,water
[170] water,systems
[169] cononeilluk,interesting

Top Word Pairs in Tweet in G10:
[31] interesting,many
[31] many,tories
[31] tories,saying
[31] saying,voted
[31] voted,raw
[31] pumped,water
[31] water,systems
[29] raw,#sewage
[29] #sewage,pumped
[28] britain_people,interesting

Top Replied-To
Top Replied-To in Entire Graph:
@monyo_ppe
@dpjhodges
@jucilnacional
@toryboypierce
@fai_ppe
@imgrund
@t0m00210
@skynews
@jeffmusk
@ao_ppe

Top Replied-To in G2:
@dpjhodges
@johnredwood
@bbcpolitics
@daviddavismp
@shambles151
@karlmccartney
@chembabe1966
@martinremains
@beany_1
@mimij9

Top Replied-To in G3:
@skynews
@jeremyvineon5
@lbc
@gmb
@dpjhodges
@philmyers53
@mrjamesob
@emmakennedy
@speakingsatan
@feargal_sharkey

Top Replied-To in G4:
@imgrund
@dgurdasani1
@gots_stewart
@colindmello
@cristina_cp24
@liadepauw
@maryjonabuurs
@artkorenevsky
@jbradshaw01
@swooshinc

Top Replied-To in G5:
@andymoz78
@hughes_eilir
@cathnoakes
@cpita3
@ladyscorcher
@skepticalzebra
@lawtontri
@laughingsmurf
@youarelobbylud
@mcdevonmd

Top Replied-To in G6:
@aaronbastani
@ericdun19416783

Top Replied-To in G7:
@perthppe
@goldenpup_ppe
@0netwozeee
@moo_katoon_ppe
@bplannnnn
@wine_zorory
@gmmshow_th
@bb0un
@dasingerbambam
@ben_ppe

Top Replied-To in G8:
@opendemocracy
@jujuliagrace
@fascinatorfun
@goodlawproject
@globalhlthtwit
@elaine_patten
@lbc
@evolvepolitics
@jonesyfay
@nearlynana

Top Replied-To in G9:
@guardian
@mcm_home
@casawolf
@willshome

Top Replied-To in G10:
@rebeccasmt
@rishisunak
@carolinelucas
@peterstefanovi2
@bbclaurak
@davidfoxon2
@thattimwalker
@skynews
@pippamusgrave1
@pickardje

Top Mentioned
Top Mentioned in Entire Graph:
@imgrund
@dpjhodges
@privateeyenews
@cononeilluk
@buckiedim
@mac_puck
@pertubuhanbakti
@ppe
@goodlawproject
@cs_europa

Top Mentioned in G1:
@0nsgckcp6wf49dj
@bastard_bot87
@gollingerh
@thenewpaper
@jeffperera
@spidey_e
@tapestrycare

Top Mentioned in G2:
@dpjhodges
@mac_puck
@beany_1
@bbcpolitics
@suesuezep
@ledredman
@conservatives
@william24625705
@sf_chris
@franziipan

Top Mentioned in G3:
@borisjohnson
@mi6rogue
@iancoll94354676
@gmb
@richardm56
@filfoot
@sajidjavid
@dpjhodges
@skynews
@jeremyvineon5

Top Mentioned in G4:
@imgrund
@sflecce
@gator_gum
@wcdsb_nottenl
@fordnation
@dgurdasani1
@hurleyochucupe
@samuelmcconkey1
@jbradshaw01
@cristina_cp24

Top Mentioned in G5:
@hughes_eilir
@mjb302
@vicleungiddoc
@cpita3
@cathnoakes
@imgrund
@leyladasadi
@lawtontri
@ladyscorcher
@suss_mark

Top Mentioned in G6:
@privateeyenews
@libdemhealth
@lizzyjprice
@markpopay
@jeremy_hunt
@drrosena
@iamlistening666
@ft
@andysuthers
@educatormaguk

Top Mentioned in G7:
@perthppe
@ps_officialth
@bplannnnn
@nongderrr
@ppetrends
@voteforperthppe
@loveinppe
@bowppe
@modtano16350891
@ppe2003perth

Top Mentioned in G8:
@goodlawproject
@opendemocracy
@danielgoyal
@govuk
@iconews
@fascinatorfun
@bestforbritain
@jolyonmaugham
@commonsspeaker
@drssj

Top Mentioned in G9:
@cononeilluk
@privateeyenews
@asymetricjockey
@guardian
@lucypascoe1984
@willshome
@danielgoyal
@russellscott1
@karenju62258050
@chriswalmsley5

Top Mentioned in G10:
@britain_people
@richardhewison
@harrybu20084568
@peterstefanovi2
@brexitrage
@rishisunak
@independent
@iamlistening666
@bbcr4today
@bbclaurak

Top Tweeters
Top Tweeters in Entire Graph:
@japan_lawson
@akiko_lawson
@asahibeer_jp
@suntory
@caramelcorn1971
@kfc_jp
@asahiinryo_jp
@kattemiru
@ichiban_kirin
@s9tmt

Top Tweeters in G1:
@prpnews
@linda_u_w_a
@sabreakingnews
@newsafricanow
@iamjoelee
@danwibg
@champsblue
@dwiz882
@pleasureethics
@trcfwtt

Top Tweeters in G2:
@s9tmt
@fleming77
@curiocat13
@mariamuser
@telegraph
@safarisara
@kimbru49
@shambles151
@blondiesa
@gwinniejones

Top Tweeters in G3:
@roblwilson
@allchanges
@pingachoo
@marionste
@paulpaul49
@skynews
@cleggy261
@irisstylosa
@chunkymark
@hawkins_carole

Top Tweeters in G4:
@pqpolitics
@meeksvs
@hopealdridge
@kathy73921688
@lise_latulippe
@torontostar
@dmacottawa
@starterpat
@musingsbyshe
@teach_n_travel

Top Tweeters in G5:
@joannecangal
@katcapps
@wildwalkerwoman
@dawnroseturner
@ant1988
@washingtonpost
@forgerat
@raesnape
@angie_rejoineu
@marypgkeating

Top Tweeters in G6:
@sandradunn1955
@gallimaufrey777
@parsifel43
@carolehope2
@hugorelly
@ft
@gareth0108
@woolhatwoman
@ianrslack2
@largewlarge63

Top Tweeters in G7:
@noonathty
@_callmebabyyy
@bumbimknok
@schinarat
@boonzoonlee
@tkmmtrigon
@nunamaki_kyumin
@kajia0816
@52squared_
@moonbackk

Top Tweeters in G8:
@roadwarrior29
@suegray834
@jorichardskent
@golwgymor
@magapanthus
@jfjabbo
@miftyjackson
@davieboy0906
@fascinatorfun
@countryskills

Top Tweeters in G9:
@guardian
@tartancobweb
@margymayell
@60sparkle
@loonylaura
@willshome
@msalliance
@brookebay21
@thewallstbull
@iammardikins

Top Tweeters in G10:
@independent
@lesleygsmith3
@mojos55
@christinejameis
@iloveautumn2
@meallyhen
@awarding_women
@bexbitchley
@paulduffy1192
@jennyjones1313