PPE, Twitter, 1/18/2021 10:20:31 PM, 245932


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PPE_2021-01-18_01-20-51.xlsx
PPE_2021-01-18_01-20-51.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 18, 2021
Short Description:
PPE via NodeXL https://bit.ly/2N8hKLM
@b20e
@affleckquine
@jolyonmaugham
@tomo79303695
@jonjonessnr
@trackntracer
@doctor_oxford
@artemis0801
@mojos55
@peterstefanovi2

Top hashtags:
#गुजरात_आरोग्य_महासंघ_ग्रेडपे_लडत
#bbcqt
#ppe
#nhs
#kdppe
#perthtanapon
#johnson

Description:
Description
The graph represents a network of 8,437 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 Monday, 18 January 2021 at 09:30 UTC.

The requested start date was Monday, 18 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, 2-hour, 19-minute period from Thursday, 14 January 2021 at 11:29 UTC to Sunday, 17 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 : 8437
Unique Edges : 4845
Edges With Duplicates : 12111
Total Edges : 16956
Number of Edge Types : 5
Retweet : 5492
MentionsInRetweet : 6785
Tweet : 1429
Replies to : 1218
Mentions : 2032
Self-Loops : 1457
Reciprocated Vertex Pair Ratio : 0.0123550449766988
Reciprocated Edge Ratio : 0.0244085215715662
Connected Components : 1407
Single-Vertex Connected Components : 433
Maximum Vertices in a Connected Component : 3666
Maximum Edges in a Connected Component : 8545
Maximum Geodesic Distance (Diameter) : 19
Average Geodesic Distance : 5.797409
Graph Density : 0.000131240764603833
Modularity : 0.555513
NodeXL Version : 1.0.1.442
Data Import : The graph represents a network of 8,437 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 Monday, 18 January 2021 at 09:30 UTC.

The requested start date was Monday, 18 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, 2-hour, 19-minute period from Thursday, 14 January 2021 at 11:29 UTC to Sunday, 17 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:
[167] https://www.mirror.co.uk/news/uk-news/ppe-wearing-nhs-staff-protest-23321993?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[43] https://www.youtube.com/watch?v=7Qr5JqmqNB8&feature=youtu.be

[32] https://www.mirror.co.uk/news/uk-news/ppe-wearing-nhs-staff-protest-23321993
[22] https://www.youtube.com/watch?v=e9m0-UZhtbI&feature=youtu.be

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

[21] https://www.dailymaverick.co.za/article/2021-01-17-saps-ppe-scandal-clash-of-top-brass-amid-claims-of-massive-corruption/
[20] https://ppe-for-usa.com/Made-In-USA-N95-Box-of-25-Face-Masks-for-Consumers-p266110077
[13] https://www.cbc.ca/news/world/marketplace-overseas-personal-protective-equipment-manufacturing-working-conditions-1.5873213
[11] https://www.cbc.ca/news/world/marketplace-overseas-personal-protective-equipment-manufacturing-working-conditions-1.5873213?__vfz=medium%3Dsharebar
[9] https://www.dailymaverick.co.za/article/2021-01-15-kzn-probe-expanded-contracts-worth-r600m-now-also-being-investigated/

Top URLs in Tweet in G1:
[1] https://www.seattle.gov/opa
[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
[1] https://www.cbc.ca/news/world/marketplace-overseas-personal-protective-equipment-manufacturing-working-conditions-1.5873213

Top URLs in Tweet in G2:
[5] https://www.union-news.co.uk/gmb-demands-all-nhs-and-social-care-workers-are-given-full-access-to-ppe/
[3] https://petition.parliament.uk/petitions/561476
[3] https://nursingnotes.co.uk/news/workforce/phe-and-dhsc-reject-nurses-plea-for-a-higher-level-ppe/
[3] https://twitter.com/nurses_united/status/1349073850085072898
[2] https://www.bma.org.uk/news-and-opinion/call-for-enhanced-ppe
[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://www.rcn.org.uk/news-and-events/news/uk-higher-level-ppe-protect-against-new-variant-covid-19-050121
[2] https://www.bbc.co.uk/news/health-55537624
[2] https://www.nursesunited.org.uk/stories/frontline-nhs-workers-demand-better-ppe/
[2] https://www.gmb.org.uk/news/proper-ppe-health-social-care-workers

Top URLs in Tweet in G3:
[8] https://www.cbc.ca/news/world/marketplace-overseas-personal-protective-equipment-manufacturing-working-conditions-1.5873213?__vfz=medium%3Dsharebar
[6] https://www.cbc.ca/news/world/marketplace-overseas-personal-protective-equipment-manufacturing-working-conditions-1.5873213
[5] https://wowplus.net/hidden-camera-reveals-appalling-conditions-in-overseas-ppe-factory-supplying-canadian-hospitals-expert-says/
[4] https://www.mirror.co.uk/news/uk-news/ppe-wearing-nhs-staff-protest-23321993?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[4] https://www.dailymaverick.co.za/article/2021-01-17-saps-ppe-scandal-clash-of-top-brass-amid-claims-of-massive-corruption/
[3] https://twitter.com/anthraxxxx/status/1350484559062732801
[3] https://amruthatechnologies.blogspot.com/2020/08/covid-19-and-great-reset-for.html#more
[3] https://amruthatechnologies.blogspot.com/2020/03/how-do-pneumatic-actuator-operated.html
[2] https://www.washingtongrantmakers.org/events/corporate-philanthropy-new-year-discussion
[2] https://www.cbc.ca/news/canada/saskatchewan/speers-funeral-covid-19-regina-1.5872039?cmp=rss

Top URLs in Tweet in G4:
[2] https://www.theguardian.com/fashion/2020/sep/20/time-to-try-out-some-luxury-ppe-now-that-covid-face-masks-are-so-last-spring
[2] https://twitter.com/JolyonMaugham/status/1350059077557235713
[1] https://twitter.com/JolyonMaugham/status/1322501561860456448
[1] https://www.bbc.com/news/uk-55693020
[1] https://nursingnotes.co.uk/news/workforce/phe-and-dhsc-reject-nurses-plea-for-a-higher-level-ppe/
[1] https://twitter.com/douglas4moray/status/1349676122313785344
[1] https://twitter.com/jolyonmaugham/status/1350059077557235713
[1] https://globalnews.ca/news/7075024/mask-wearing-fewer-coronavirus-deaths/

Top URLs in Tweet in G5:
[21] https://www.mirror.co.uk/news/uk-news/ppe-wearing-nhs-staff-protest-23321993
[6] 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/Conservatives/status/1350772505728974849
[1] https://www.dailymaverick.co.za/article/2021-01-17-saps-ppe-scandal-clash-of-top-brass-amid-claims-of-massive-corruption/
[1] https://twitter.com/JolyonMaugham/status/1350059077557235713

Top URLs in Tweet in G6:
[1] 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/paulewart23/status/1350791861426913280
[1] https://www.change.org/p/boris-johnson-boris-johnson-rishi-sunak-don-t-cut-universal-credit?recruiter=45894422&utm_source=share_petition&utm_medium=twitter&utm_campaign=psf_combo_share_initial&utm_term=share_petition&recruited_by_id=deeb4e90-7d46-0130-4c05-3c764e044346

Top URLs in Tweet in G7:
[4] https://www.thetopfamous.com/perth-tanapon-vs-gulf-kanawut-who-is-the-best-actor-in-2021/
[3] https://m.weibo.cn/status/4593314471090524?
[2] https://www.facebook.com/login/?next=https%3A%2F%2Fwww.facebook.com%2F100256918708182%2Fposts%2F106480248085849%2F
[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://twitter.com/MMuragirl/status/1349671231457423360?s=19
[2] https://www.youtube.com/watch?v=XFefg9FS_w0&feature=youtu.be

[2] https://allareaentertainment.com/archives/38823
[2] https://www.daradaily.com/news/95848/read
[1] https://twitter.com/perthppe/status/1349633884976152578

Top URLs in Tweet in G8:
[134] https://www.mirror.co.uk/news/uk-news/ppe-wearing-nhs-staff-protest-23321993?utm_source=twitter.com&utm_medium=social&utm_campaign=sharebar
[4] http://newsofthesouth.com/nhs-staff-clad-in-ppe-chant-boris-must-go-outside-10-downing-street/
[1] https://www.bbc.co.uk/sounds/play/p0943djg
[1] https://twitter.com/JolyonMaugham/status/1350059077557235713

Top URLs in Tweet in G9:
[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/ConcernedofBri1/status/1350499606250082304
[1] https://nursingnotes.co.uk/news/workforce/phe-and-dhsc-reject-nurses-plea-for-a-higher-level-ppe/
[1] https://www.bbc.com/news/uk-england-nottinghamshire-55653966

Top URLs in Tweet in G10:
[1] https://twitter.com/ThakorB26532606/status/1350319178993987585
[1] https://twitter.com/nikhilparmar28/status/1350703388174938118

Top Domains
Top Domains in Tweet in Entire Graph:
[286] co.uk
[260] twitter.com
[112] youtube.com
[39] co.za
[37] cbc.ca
[24] ppe-for-usa.com
[23] marketserengeti.com
[23] org.uk
[10] theguardian.com
[9] instagram.com

Top Domains in Tweet in G1:
[1] seattle.gov
[1] fox5vegas.com
[1] cbc.ca

Top Domains in Tweet in G2:
[18] co.uk
[17] twitter.com
[10] org.uk
[4] parliament.uk
[3] theguardian.com
[2] thelondoneconomic.com
[1] google.com
[1] hey-mp.uk
[1] fal.cn
[1] medrxiv.org

Top Domains in Tweet in G3:
[83] twitter.com
[25] co.uk
[18] cbc.ca
[7] blogspot.com
[6] co.za
[5] wowplus.net
[3] eosarmor.com
[2] theguardian.com
[2] gujaratexclusive.in
[2] google.com

Top Domains in Tweet in G4:
[5] twitter.com
[2] theguardian.com
[1] bbc.com
[1] co.uk
[1] globalnews.ca

Top Domains in Tweet in G5:
[27] co.uk
[2] twitter.com
[1] co.za

Top Domains in Tweet in G6:
[1] co.uk
[1] twitter.com
[1] change.org

Top Domains in Tweet in G7:
[11] twitter.com
[7] youtube.com
[5] facebook.com
[4] thetopfamous.com
[3] weibo.cn
[2] allareaentertainment.com
[2] daradaily.com
[1] samsung.com
[1] google.com
[1] thestarsociety.net

Top Domains in Tweet in G8:
[135] co.uk
[4] newsofthesouth.com
[1] twitter.com

Top Domains in Tweet in G9:
[3] co.uk
[1] twitter.com
[1] bbc.com

Top Domains in Tweet in G10:
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[372] गुजरात_आरोग्य_महासंघ_ग्रेडपे_लडत
[342] bbcqt
[295] ppe
[185] nhs
[183] kdppe
[161] perthtanapon
[149] johnson
[119] covid19
[71] thisweek
[56] covid



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

Top Hashtags in Tweet in G2:
[43] ppe
[17] nhs
[8] thunderclapforcarers
[5] bbcqt
[4] covid19
[4] nhspay15
[4] covidisairborne
[4] rms
[3] freshairnhs
[3] lambstotheslaughter

Top Hashtags in Tweet in G3:
[67] ppe
[24] covid19
[8] osha
[7] nhs
[7] ndt
[6] covid
[6] 麒麟がくる
[6] mfg
[6] sme
[6] industrial

Top Hashtags in Tweet in G4:
[9] bbcqt
[3] covid19
[1] freeschoolmeals

Top Hashtags in Tweet in G5:
[304] bbcqt
[6] nhs
[5] johnson
[4] ppe
[3] johnsonhasfailedthenation
[3] johnsonresign
[2] torycorruption
[1] marr
[1] ridge
[1] thisweek

Top Hashtags in Tweet in G6:
[64] thisweek
[2] torycronyism
[2] bbcqt
[1] marr
[1] ridge
[1] shameonyoutories
[1] nhs
[1] johnson
[1] torycorruption
[1] corruption

Top Hashtags in Tweet in G7:
[180] kdppe
[158] perthtanapon
[25] บอกโลกให้รู้ว่ากูรักมึง
[20] perthsaintsation
[15] telltheworldiloveyou
[15] บาสเด็กอ้วนที่แท้จริง
[13] yniverseawards2020
[13] bbrightvc
[11] bb0un
[9] บุ๋นเปรม

Top Hashtags in Tweet in G8:
[133] nhs
[133] johnson
[4] bbcqt
[1] thisweek

Top Hashtags in Tweet in G9:
[5] bbcqt
[2] nhs
[2] johnson
[1] thunderclapforcarers

Top Hashtags in Tweet in G10:
[372] गुजरात_आरोग्य_महासंघ_ग्रेडपे_लडत
[8] 2800gradepay_mphw_fhw
[3] 2800gradpay_mphw_fhw_health_gujarat
[2] 2800gradepay_mphw_fhw_health_gujarat
[2] fhw_mphw_2800gp

Top Words
Top Words in Tweet in Entire Graph:
[5096] ppe
[1409] ર
[1193] ગ
[1167] covid
[1038] क
[983] स
[935] र
[876] ટ
[874] પ
[813] b20e

Top Words in Tweet in G1:
[803] b20e
[576] ppe
[520] covid
[519] times
[517] spread
[516] spent
[516] several
[516] months
[515] taken
[515] precaution

Top Words in Tweet in G2:
[307] ppe
[79] trace
[75] track
[65] nhs
[63] never
[63] staff
[51] matthancock
[51] people
[48] government
[44] contracts

Top Words in Tweet in G3:
[367] ppe
[67] #ppe
[64] covid
[55] क
[41] more
[38] न
[31] staff
[31] 19
[26] र
[26] स

Top Words in Tweet in G4:
[472] ppe
[444] jolyonmaugham
[356] sent
[356] masks
[355] screenshot
[355] contact
[355] world
[355] offering
[355] iir
[355] facemasks

Top Words in Tweet in G5:
[308] never
[307] being
[306] school
[306] scandal
[305] mention
[305] centre
[304] #bbcqt
[304] despite
[304] private
[304] company

Top Words in Tweet in G6:
[137] ppe
[134] being
[112] doctor_oxford
[112] well
[112] covid
[111] gloves
[110] pair
[110] vaccinated
[109] govt
[109] counted

Top Words in Tweet in G7:
[222] ร
[180] #kdppe
[176] น
[158] #perthtanapon
[138] ว
[134] ก
[122] perthppe
[114] ง
[106] ด
[104] ส

Top Words in Tweet in G8:
[180] ppe
[159] staff
[144] wearing
[138] outside
[138] 10
[135] mojos55
[134] protest
[134] chanting
[134] 'boris
[134] go'

Top Words in Tweet in G9:
[124] ppe
[115] jon_trickett
[107] better
[106] appalling
[106] doctors
[106] demand
[106] airprort
[106] cv19
[106] tests
[106] delayed

Top Words in Tweet in G10:
[1358] ર
[1174] ગ
[866] પ
[816] ટ
[744] 2800
[738] ડ
[537] મ
[475] ન
[461] ય
[461] કર

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[766] ગ,ર
[738] 2800,ગ
[738] ર,ડ
[526] several,times
[525] layers,ppe
[524] ppe,several
[523] taken,precaution
[523] precaution,mitigate
[523] mitigate,covid
[523] covid,spread

Top Word Pairs in Tweet in G1:
[515] taken,precaution
[515] precaution,mitigate
[515] mitigate,covid
[515] covid,spread
[515] spread,spent
[515] spent,12hrs
[515] 12hrs,layers
[515] layers,ppe
[515] ppe,several
[515] several,times

Top Word Pairs in Tweet in G2:
[66] track,trace
[22] never,needed
[22] needed,trust
[22] trust,government
[22] government,never
[22] never,less
[22] less,reason
[22] reason,politics
[22] politics,before
[22] before,people

Top Word Pairs in Tweet in G3:
[27] covid,19
[19] hidden,camera
[19] ppe,factory
[19] supplying,canadian
[19] canadian,hospitals
[18] camera,reveals
[18] conditions,overseas
[18] overseas,ppe
[18] factory,supplying
[18] hospitals,expert

Top Word Pairs in Tweet in G4:
[355] sent,screenshot
[355] screenshot,contact
[355] contact,ppe
[355] ppe,world
[355] world,offering
[355] offering,iir
[355] iir,facemasks
[355] facemasks,039
[355] 039,150m
[355] 150m,masks

Top Word Pairs in Tweet in G5:
[304] #bbcqt,despite
[304] despite,mention
[304] mention,private
[304] private,company
[304] company,being
[304] being,centre
[304] centre,school
[304] school,lunch
[304] lunch,scandal
[304] scandal,never

Top Word Pairs in Tweet in G6:
[109] items,ppe
[108] remember,govt
[108] govt,counted
[108] counted,gloves
[108] gloves,pair
[108] pair,two
[108] two,separate
[108] separate,items
[108] ppe,well
[108] well,vaccinated

Top Word Pairs in Tweet in G7:
[131] #kdppe,#perthtanapon
[41] เพ,ร
[32] ร,กม
[31] perthppe,knock
[31] knock,dm
[31] dm,wrong
[31] wrong,wanna
[31] wanna,share
[31] share,ppe
[31] ppe,style

Top Word Pairs in Tweet in G8:
[138] outside,10
[134] ppe,wearing
[134] staff,protest
[134] protest,outside
[134] 10,chanting
[134] chanting,'boris
[133] wearing,#nhs
[133] #nhs,staff
[133] 'boris,#johnson
[133] #johnson,go'

Top Word Pairs in Tweet in G9:
[106] appalling,doctors
[106] doctors,demand
[106] demand,better
[106] better,ppe
[106] ppe,airprort
[106] airprort,cv19
[106] cv19,tests
[106] tests,delayed
[106] delayed,another
[106] another,week

Top Word Pairs in Tweet in G10:
[758] ગ,ર
[738] 2800,ગ
[738] ર,ડ
[467] ડ,પ
[416] આર,ગ
[416] ગ,ય
[416] ય,કર
[416] કર,મચ
[416] મચ,ર
[391] ppe,ક

Top Replied-To
Top Replied-To in Entire Graph:
@douglas4moray
@co_ppe_pan_
@trk__ppe
@format_ppe
@ko___ppe
@grace_ktcy
@matthancock
@conservatives
@mollonlaw
@neildotobrien

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

Top Replied-To in G2:
@douglas4moray
@matthancock
@conservatives
@neildotobrien
@borisjohnson
@lbc
@stevebakerhw
@drericding
@bbcnews
@alanduncan1971

Top Replied-To in G4:
@jolyonmaugham
@rem831119
@yvonneburdett3
@disruptivepoltx
@westlondonftg
@walletzerosan
@huguenothouse

Top Replied-To in G5:
@chelleryn99
@roystonterrier
@affleckquine
@mirrormirror007
@reith1000
@toadmeister
@nursingnotesuk
@kennethheal1
@louiserawauthor

Top Replied-To in G6:
@10downingstreet
@doctor_oxford
@dramirkhangp
@jennyflower
@johnwest_jaws
@timerich

Top Replied-To in G7:
@moo_katoon_ppe
@ing__ppe
@perthppe
@gonghive24
@wine_zorory
@bompaphada
@md_ppe
@boomytorao
@loverperth_ppp
@bplannnnn

Top Replied-To in G8:
@karl_trotsky
@thebernician
@barrypacarroll
@tsnozzle
@collinsmikeyc
@jmartnyt
@bbcleicester

Top Replied-To in G9:
@jon_trickett
@thealiceroberts
@hawkins2mac

Top Mentioned
Top Mentioned in Entire Graph:
@b20e
@jolyonmaugham
@affleckquine
@seattlepd
@mojos55
@johnpurakal
@doctor_oxford
@jon_trickett
@perthppe
@mirrormirror007

Top Mentioned in G1:
@b20e
@seattlepd
@pnwres
@drsupersalty
@thomasdolphin
@mar100sfa
@healthyfort
@kathmarsh
@govinslee
@jayinslee

Top Mentioned in G2:
@matthancock
@borisjohnson
@bbcnews
@nurses_united
@thebma
@dalbideu
@davidshukmanbbc
@rishisunak
@mjb302
@phe_uk

Top Mentioned in G3:
@italyhightech
@theonlypeterkay
@ripclearusa
@myshield_jp
@sealofgod7not1
@joshi_sushma

Top Mentioned in G4:
@jolyonmaugham
@mathie_dan
@affleckquine
@_jd_black
@greenpeteru
@ht4ecosocialism
@divadarlings1
@naoorguk
@madgie1941
@lprivileged

Top Mentioned in G5:
@affleckquine
@mirrormirror007
@myarrse
@virgosam70
@hobbitoncentral
@technicallyron
@toadmeister
@mojos55
@donaldjudge
@mmaher70

Top Mentioned in G6:
@doctor_oxford
@strongerstabler
@shirleymush
@jolyonmaugham
@peterpetermac1
@scotwedphotos
@jennyflower
@vintiquesmark
@andrewmarr9
@paul_till1

Top Mentioned in G7:
@perthppe
@kdppestyle
@telltheworldilu
@gonghive24
@bplannnnn
@bowppe
@wine_zorory
@sspptnp
@crushonperth
@nanadeardeer

Top Mentioned in G8:
@mojos55
@jolyonmaugham
@bbcleicester
@big_headers
@neilclark66
@affleckquine
@newsofthesouth
@julievwillis
@karl_trotsky
@doctor_oxford

Top Mentioned in G9:
@jon_trickett
@uvwunion
@toryfibs
@hepworthclare
@jasonoruairc
@hawkins2mac
@longreenparty
@affleckquine
@socialisthb
@hildapalmer

Top Mentioned in G10:
@cmoguj
@nitinbhai_patel
@pmoindia
@vijayrupanibjp
@jigneshmevani80
@vinapat23367569
@alkapra67026060
@maleksabir13
@pikupat14396686
@rohitsolanki44

Top Tweeters
Top Tweeters in Entire Graph:
@amazonhelp
@virginmedia
@angelus_0923
@tesco
@robinsnewswire
@threadreaderapp
@s9tmt
@natransversal
@cagney1991
@phillip92321

Top Tweeters in G1:
@natransversal
@cagney1991
@phillip92321
@yarosisnancy
@girl4music
@beverly21811568
@bronxfanatic
@alllwftopic
@phillygirl1441
@docrocktex26

Top Tweeters in G2:
@royalmail
@mckinlay_liz
@godandthebear
@bbcnews
@standardnews
@kimbru49
@metrouk
@awarding_women
@gangstamovement
@dorothy90237074

Top Tweeters in G3:
@robinsnewswire
@frackhazreveal
@misslesegos
@danwibg
@gmarie55
@watchyourrepssc
@anarcho
@innobystander
@gareth0108
@scfcjosh96

Top Tweeters in G4:
@ferguson2811
@digitalmaverick
@ht4ecosocialism
@laizydaizey
@maurlind
@wingsscotparty
@havantacluotmp
@lprivileged
@cyril_matvech
@guse_guse

Top Tweeters in G5:
@suegray834
@alanlsg
@marigold1154
@cleggy261
@magapanthus
@againsthunting
@marionpfallon
@kernow4corbyn
@melaniekmelvin
@fydsy

Top Tweeters in G6:
@gr8musicvenues
@catwoman1979
@jbwhitesnake
@j_sutherland2
@marciaj64
@annetteashley61
@blondiesa
@danielalippke
@kevinpbreslin
@gracegrace90

Top Tweeters in G7:
@bumbimknok
@spraewchana
@tkmmtrigon
@toptrendthai
@52squared_
@md_ppe
@nongnappe
@8xwrvleoj0iurfd
@pudsa2603
@ys_ppe

Top Tweeters in G8:
@sandradunn1955
@mojos55
@curiocat13
@den_fabrizi
@timofnewbury
@boogwinchester
@suefew
@jackiekane
@amandajs11
@knitagran

Top Tweeters in G9:
@s9tmt
@thefabledaesop
@paulrogers002
@parsifel43
@terryelaineh1
@zidanesboots
@sallymos
@hepworthclare
@robinpaulinman
@tahirbinhussai2

Top Tweeters in G10:
@aajtak
@tv9gujarati
@vtvgujarati
@cmofficeup
@pmoindia
@cmoguj
@vijayrupanibjp
@isudan_gadhvi
@chauhanchirag62
@viveknariya2