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PPE_2021-06-21_01-37-47.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
June 21, 2021
Short Description:
PPE via NodeXL https://bit.ly/3d2kPan
@jolyonmaugham
@dalbideu
@jimmfelton
@jujuliagrace
@haveigotnews
@richardburgon
@dominic2306
@trackntracer
@mangotree_books
@susanchubb1

Top hashtags:
#ppe
#ร้องไปเรื่อยx7project
#ออฟกัน
#เบบี๋
#eu
#7songs7project
#kdppe

Description:
Description
The graph represents a network of 7,733 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, 21 June 2021 at 08:41 UTC.

The requested start date was Monday, 21 June 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 3-day, 0-hour, 41-minute period from Thursday, 17 June 2021 at 11:42 UTC to Sunday, 20 June 2021 at 12:24 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 : 7733
Unique Edges : 3513
Edges With Duplicates : 13417
Total Edges : 16930
Number of Edge Types : 5
Retweet : 6027
MentionsInRetweet : 7038
Tweet : 1384
Replies to : 859
Mentions : 1622
Self-Loops : 1414
Reciprocated Vertex Pair Ratio : 0.012933568489124
Reciprocated Edge Ratio : 0.0255368543238537
Connected Components : 890
Single-Vertex Connected Components : 269
Maximum Vertices in a Connected Component : 3277
Maximum Edges in a Connected Component : 7316
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 4.984424
Graph Density : 0.000144083890374086
Modularity : 0.50932
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 7,733 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, 21 June 2021 at 08:41 UTC.

The requested start date was Monday, 21 June 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 3-day, 0-hour, 41-minute period from Thursday, 17 June 2021 at 11:42 UTC to Sunday, 20 June 2021 at 12:24 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:
[22] https://www.npcindia.gov.in/NPC/User/webinar_registration?course_select_id=MTMzMg==
[12] https://www.thelondoneconomic.com/politics/dido-harding-vows-to-end-nhs-reliance-on-foreign-workers-277237/
[11] https://www.youtube.com/watch?v=R5FjicvXwgo&feature=youtu.be

[9] https://www.instagram.com/accounts/login/
[8] https://twitter.com/montie/status/1405806789841588225
[8] https://www.youtube.com/watch?v=Ob0RhDLgaDA&feature=youtu.be

[7] https://www.telegraph.co.uk/politics/2021/06/17/snp-accused-catastrophic-failure-costly-handling-ppe-supplies/
[7] https://bylinetimes.com/2021/06/18/the-transparency-gap-government-publishes-4-2-billion-in-ppe-contracts-a-year-late/
[6] https://www.youtube.com/watch?v=eIyruFYqvH4&feature=youtu.be

[6] https://bidstats.uk/tenders/?q=collaborative+procurement+partnership&scope=buyer#753074175-752943482-58

Top URLs in Tweet in G1:
[1] https://twitter.com/robparsonsyp/status/1405773200101842953

Top URLs in Tweet in G3:
[5] https://www.bbc.com/news/uk-52671814

Top URLs in Tweet in G4:
[12] https://www.thelondoneconomic.com/politics/dido-harding-vows-to-end-nhs-reliance-on-foreign-workers-277237/
[3] https://twitter.com/davidschneider/status/1402956759241740288
[2] https://bidstats.uk/tenders/?q=collaborative+procurement+partnership&scope=buyer#753074175-752943482-58
[1] https://www.dailymail.co.uk/news/article-9580491/Priti-Patel-20m-PPE-lobbying-storm.html
[1] https://twitter.com/robparsonsyp/status/1405773200101842953
[1] https://twitter.com/JolyonMaugham/status/1405788366533189632
[1] https://www.cbc.ca/player/play/1910139971514

Top URLs in Tweet in G5:
[1] https://twitter.com/LloydAMelville/status/1405458298736836610
[1] https://dominiccummings.substack.com/p/the-pm-on-hancock-totally-fucking

Top URLs in Tweet in G6:
[4] https://twitter.com/bakerstherald/status/1406575304483684356?s=20
[2] https://uk.news.yahoo.com/just-beginning-says-good-law-175135652.html?guccounter=1&guce_referrer=aHR0cHM6Ly93d3cuZ29vZ2xlLmNvbS8&guce_referrer_sig=AQAAANF_UKhHhLNco5R8uCHuOyMxzkfXtbJrF-daw0fd0iWB0zCxdZYjoAz05hl1_tm_3MK1za8S8MkXBSLGqv3TSVCaaNIyQiLEW2ka8eZDtl0U4ceKJ-ri6GOjv9TMK35F0p-IjUpgOmA-zHe35lkW27Xo8Lm1-1kbO-OvUwlr9hLx
[1] https://www.thetimes.co.uk/article/dido-harding-end-nhs-reliance-on-foreigners-0t6mq9w2b
[1] https://twitter.com/sophie_e_hill/status/1329070590309830658?s=19
[1] https://twitter.com/bakerstherald/status/1406583315910598667
[1] https://twitter.com/WinstonCProject/status/1404135461287833604
[1] https://actionnetwork.org/petitions/whats-the-plan-matt-sign-our-open-letter?source=twitter-organic
[1] https://bylinetimes.com/2021/06/15/uk-has-highest-health-worker-covid-deaths-in-europe-and-third-highest-worldwide/

Top URLs in Tweet in G7:
[4] https://www.youtube.com/watch?v=UDeyKpWJOcI&utm_source=twitter&utm_campaign=advocacy&utm_medium=organicsocial&campid=59887&cmcid=25604243&cmpid=300226994&cid=s%3Adg%3Aall%3Aspkladv%3Aq221%3Asprinklradvocacy%3A2021%3Asn%3Aform

[3] https://metlabppe.co.uk/
[2] http://www.dibrium.com?
[1] http://reporterly.net/live/newsfeed/thursday-june-17-2021/ppe-kits-medical-equipment-arrive-in-afghanistan-from-pakistan/?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.plain-t-shirts.co.uk/Face-Masks-PPE%20/Charcoal-Tape-Printed-Face-Masks
[1] https://www.heraldscotland.com/news/19377741.letters-australia-deal-shows-ppe-lessons-not-learned/
[1] https://dewipe.com/plant-machinery-construction-equipment/
[1] https://trib.al/r1AmR8q
[1] https://twitter.com/Joseph_Morong/status/1405371764113248268
[1] https://www.newsweekjapan.jp/stories/woman/2021/06/post-541.php

Top URLs in Tweet in G8:
[3] https://news.stv.tv/politics/ppe-stocks-very-low-early-in-pandemic-report-finds
[2] https://www.thescottishsun.co.uk/news/7282583/scots-gp-tory-covid-ban-bags-ppe/?utm_medium=Social&utm_campaign=scottishsuntwitter&utm_source=Twitter#Echobox=1624141315
[2] https://www.thetimes.co.uk/article/covid-in-scotland-snp-ignored-pre-pandemic-warnings-over-supply-of-ppe-6xhkxl6lj
[2] https://www.scotsman.com/news/politics/uk-overseas-networks-told-not-help-scotland-ppe-says-jeane-freeman-2846818
[1] https://www.bbc.com/news/uk-scotland-57503432
[1] https://www.theguardian.com/world/2020/may/07/government-confirms-400000-turkish-gowns-are-useless-for-nhs
[1] https://www.youtube.com/watch?v=IGRdoxm7ruY&feature=youtu.be

[1] https://twitter.com/BBCGaryR/status/1405412997980360706
[1] https://inews.co.uk/culture/television/together-bbc2-review-sharon-horgan-dennis-kelly-james-mcavoy-covid-lockdown-coronavirus-1058660
[1] https://twitter.com/ScotTories/status/1405452019675156483

Top URLs in Tweet in G9:
[11] https://www.youtube.com/watch?v=R5FjicvXwgo&feature=youtu.be

[4] https://h5.m.taobao.com/taolive/video.html?id=312280932281&livesource=anchor_pc_share&spm=a2141.live_waitou&userId=2211739233680
[2] https://music.apple.com/th/album/social-distancing/1571865827?i=1571866277
[2] https://www.joox.com/common_redirect.html?page=playsong&songid=LwdClBcvQ9U6hWTIbC9hFg==&songMid=Z01ed352bca7e7&appshare=iphone&area=th&lang=th
[2] https://www.instagram.com/accounts/login/
[2] https://twitter.com/feed_4_future/status/1405833203617652740
[2] https://www.youtube.com/watch?v=rMuAfzG184Q&feature=youtu.be

[2] https://www.facebook.com/StudiowabisabiTH/videos/921769108669808/
[2] https://t.tiktok.com/i18n/share/video/6975054940905524481/?_d=secCgYIASAHKAESMgowKzVA6%2FCn4MIwy7rgffZzDncx%2FGV3xK4TmLOxZLG2Tq%2FJa%2F1lurHziCXoqwGFjoegGgA%3D&checksum=446f919ffac89e04a36b72b7d4838061e5f455a54b3972285bb03e381ebed730&language=th&mid=6967567731533236993&preview_pb=0®ion=TH&sec_user_id=MS4wLjABAAAA5nBXi3ro4iDk9MCVDgJasfzWpeA_QxrhPgvG21urGtS-dy9GeF3l1voiOQvbs3uv&share_app_id=1180&share_item_id=6975054940905524481&share_link_id=59683d57-437d-4e43-8b92-411004c2f835&source=h5_t×tamp=1624007835&u_code=dbi7l2a2egmgh7&user_id=6811012150414296066&utm_campaign=client_share&utm_medium=android&utm_source=twitter
[2] https://www.youtube.com/watch?v=T9fd8SKBbwg&feature=youtu.be


Top URLs in Tweet in G10:
[2] https://pm.eventnetworking.com/auth/login
[1] https://twitter.com/BBCPolitics/status/1402913251499859970
[1] https://twitter.com/tonyhinton2016/status/1405786747473125385
[1] https://twitter.com/montie/status/1405806789841588225
[1] https://twitter.com/TheMankster/status/1405499818160668676
[1] https://twitter.com/DmodosCutter/status/1406537753475616768
[1] https://twitter.com/moggylana/status/1406523456376635394
[1] https://www.heraldscotland.com/news/19377788.coronavirus-scotland-ppe-stocks-close-running-april-2020/?ref=twtrec
[1] https://www.youtube.com/watch?v=n4uYYMzRpAk&feature=youtu.be

[1] https://www.allegrooptical.co.uk/safety-glasses-and-ppe-for-the-nhs-staff-by-dispensing-optician-kim-walker/

Top Domains
Top Domains in Tweet in Entire Graph:
[199] twitter.com
[63] co.uk
[49] youtube.com
[26] gov.in
[15] bylinetimes.com
[12] thelondoneconomic.com
[11] facebook.com
[11] ppe.pl
[10] instagram.com
[8] co.jp

Top Domains in Tweet in G1:
[1] twitter.com

Top Domains in Tweet in G3:
[5] bbc.com

Top Domains in Tweet in G4:
[12] thelondoneconomic.com
[5] twitter.com
[2] bidstats.uk
[1] co.uk
[1] cbc.ca

Top Domains in Tweet in G5:
[1] twitter.com
[1] substack.com

Top Domains in Tweet in G6:
[7] twitter.com
[2] yahoo.com
[1] co.uk
[1] actionnetwork.org
[1] bylinetimes.com

Top Domains in Tweet in G7:
[45] twitter.com
[18] co.uk
[6] youtube.com
[2] ac.uk
[2] dibrium.com
[2] reedb.com
[2] co.za
[2] blogspot.com
[2] gotravelblogger.com
[2] triangledreamz.com

Top Domains in Tweet in G8:
[6] co.uk
[3] stv.tv
[2] twitter.com
[2] scotsman.com
[1] bbc.com
[1] theguardian.com
[1] youtube.com
[1] reddit.com
[1] bmj.com
[1] bit.ly

Top Domains in Tweet in G9:
[17] youtube.com
[10] twitter.com
[5] facebook.com
[4] taobao.com
[2] apple.com
[2] joox.com
[2] instagram.com
[2] tiktok.com
[2] weverse.io
[1] google.com

Top Domains in Tweet in G10:
[10] twitter.com
[2] eventnetworking.com
[1] heraldscotland.com
[1] youtube.com
[1] co.uk
[1] theguardian.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[484] ppe
[447] ร้องไปเรื่อยx7project
[403] ออฟกัน
[403] เบบี๋
[383] eu
[327] 7songs7project
[261] kdppe
[167] perthxtaro
[145] perthtanapon
[77] covid19



Top Hashtags in Tweet in G2:
[402] ออฟกัน
[402] เบบี๋

Top Hashtags in Tweet in G3:
[331] eu
[331] ppe
[5] toriesout
[5] torylies
[1] fmqs
[1] starmerout
[1] newsnight

Top Hashtags in Tweet in G4:
[2] eu
[2] ppe
[1] toryscum
[1] toryliars
[1] wallofshame
[1] bbcqt
[1] whatstheplanmatt
[1] torieslie
[1] torycorruption

Top Hashtags in Tweet in G5:
[7] eu
[7] ppe
[1] liarjohnson
[1] bbcqt

Top Hashtags in Tweet in G6:
[11] ppe
[8] eu
[2] covid19uk
[1] corruption
[1] toryshambles
[1] herdimmunity
[1] lockdown
[1] covid19
[1] nhs
[1] whatstheplanmatt

Top Hashtags in Tweet in G7:
[48] ppe
[20] bs2021
[12] skillindia
[12] skill4healthyindia
[8] covid19
[7] safety
[7] 青天を衝け
[5] health
[5] construction
[5] staysafe

Top Hashtags in Tweet in G8:
[12] fmqs
[7] ppe
[6] eu
[4] scottishtoadyparty
[3] bbcgms
[1] totallyfuckinguseless
[1] torycovidcatastrophe
[1] torycriminals
[1] scottishindependence
[1] covid19

Top Hashtags in Tweet in G9:
[447] ร้องไปเรื่อยx7project
[327] 7songs7project
[261] kdppe
[167] perthxtaro
[145] perthtanapon
[74] อย่าใกล้เกินxperth
[29] คนของแปลน
[18] planrathavit
[12] bb0un
[9] เรียนไปเรื่อยep4

Top Hashtags in Tweet in G10:
[6] excludeduk
[4] ppe
[3] hs2
[2] boristheinadvertentmisleader
[2] brexit
[2] connect2021
[1] ir35
[1] loanchargescandal
[1] politics
[1] phycology

Top Words
Top Words in Tweet in Entire Graph:
[4236] ppe
[1829] uk
[1187] น
[994] ท
[809] johnson
[788] ด
[774] offered
[690] trace
[685] deportation
[605] ว

Top Words in Tweet in G1:
[425] big
[424] millions
[424] substandard
[424] ppe
[424] mate
[424] pile
[424] cash
[424] 37bn
[424] track
[424] trace

Top Words in Tweet in G2:
[805] ท
[804] น
[404] บ
[403] ด
[402] ว
[402] นน
[402] ทางบ
[402] านเป
[402] นต
[402] วแทน

Top Words in Tweet in G3:
[1000] uk
[661] offered
[364] dalbideu
[331] #eu
[331] refused
[331] #ppe
[331] eu
[330] lest
[330] forget
[330] ventilators

Top Words in Tweet in G4:
[369] contracts
[366] jolyonmaugham
[365] boris
[365] record
[364] four
[364] months
[363] johnson
[363] falsely
[363] told
[363] parliament

Top Words in Tweet in G5:
[673] deportation
[356] johnson
[337] country
[336] gb
[336] news
[336] schedule
[336] 17th
[336] june
[336] 7pm
[336] escape

Top Words in Tweet in G6:
[581] uk
[287] jujuliagrace
[285] many
[278] foreigners
[277] made
[277] home
[277] committed
[277] cared
[277] patients
[277] frontlines

Top Words in Tweet in G7:
[212] ppe
[85] स
[84] क
[80] र
[77] य
[48] #ppe
[39] न
[38] म
[37] ट
[36] covid

Top Words in Tweet in G8:
[393] ppe
[221] scotland
[149] ran
[106] england
[101] never
[100] run
[96] scottish
[93] msm_monitor
[73] pandemic
[70] scottories

Top Words in Tweet in G9:
[468] #ร
[457] องไปเร
[447] อยx7project
[332] ร
[327] #7songs7project
[261] #kdppe
[248] น
[168] ว
[168] เก
[167] #perthxtaro

Top Words in Tweet in G10:
[108] ppe
[29] money
[28] trace
[25] track
[24] nhs
[23] tory
[22] hs2
[21] borisjohnson
[21] matthancock
[18] gbnews

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[526] ด,ppe
[478] track,trace
[457] #ร,องไปเร
[447] องไปเร,อยx7project
[447] substandard,ppe
[447] ppe,mate
[446] millions,substandard
[446] mate,big
[446] big,pile
[446] pile,cash

Top Word Pairs in Tweet in G1:
[424] millions,substandard
[424] substandard,ppe
[424] ppe,mate
[424] mate,big
[424] big,pile
[424] pile,cash
[424] cash,37bn
[424] 37bn,track
[424] track,trace
[424] trace,re

Top Word Pairs in Tweet in G2:
[402] ว,นน
[402] นน,ทางบ
[402] ทางบ,านเป
[402] านเป,นต
[402] นต,วแทน
[402] วแทน,#ออฟก
[402] #ออฟก,น
[402] น,และ
[402] และ,#เบบ
[402] #เบบ,ท

Top Word Pairs in Tweet in G3:
[331] uk,refused
[330] lest,forget
[330] forget,ventilators
[330] ventilators,#eu
[330] #eu,offered
[330] offered,uk
[330] refused,uk
[330] uk,#ppe
[330] #ppe,eu
[330] eu,offered

Top Word Pairs in Tweet in G4:
[364] four,months
[363] months,boris
[363] boris,johnson
[363] johnson,falsely
[363] falsely,told
[363] told,parliament
[363] parliament,contracts
[363] contracts,record
[363] record,everybody
[361] jolyonmaugham,four

Top Word Pairs in Tweet in G5:
[337] deportation,deportation
[336] gb,news
[336] news,schedule
[336] schedule,17th
[336] 17th,june
[336] june,7pm
[336] 7pm,escape
[336] escape,another
[336] another,country
[336] country,stanley

Top Word Pairs in Tweet in G6:
[277] foreigners,made
[277] made,home
[277] home,uk
[277] uk,committed
[277] committed,uk
[277] uk,cared
[277] cared,patients
[277] patients,frontlines
[277] frontlines,many
[276] jujuliagrace,foreigners

Top Word Pairs in Tweet in G7:
[24] स,न
[20] covid,19
[14] थ,य
[13] य,र
[13] द,न
[13] प,र
[12] स,व
[12] व,स
[12] स,थ
[12] य,म

Top Word Pairs in Tweet in G8:
[95] never,ran
[78] ppe,never
[52] run,ppe
[49] scottish,news
[49] news,teams
[49] teams,happy
[49] happy,again
[49] again,tae
[49] tae,slag
[49] slag,scotland

Top Word Pairs in Tweet in G9:
[457] #ร,องไปเร
[447] องไปเร,อยx7project
[277] อยx7project,#7songs7project
[104] #kdppe,#perthtanapon
[101] าใกล,เก
[81] เพ,ร
[74] #อย,าใกล
[74] เก,นxperth
[63] ร,ธ
[52] #7songs7project,#อย

Top Word Pairs in Tweet in G10:
[25] track,trace
[16] taxpayers,money
[11] normal,tory
[11] tory,voters
[11] voters,fed
[11] fed,government
[11] government,wasting
[11] wasting,taxpayers
[11] money,hs2
[9] right,normal

Top Replied-To
Top Replied-To in Entire Graph:
@tirathsrawat
@scottories
@ppe_ppe_
@56_ppe
@ko___ppe
@fai_ppe
@nao_ppe_
@ericgarcia637
@hoppe_ppe_
@humzayousaf

Top Replied-To in G3:
@dalbideu
@wewillbefree82
@billtully
@rodjgrimmer

Top Replied-To in G4:
@jolyonmaugham
@drewlawdesign
@rachelmann123
@jonathansimons
@allencopsey
@pastypower_mk2
@derekjames150

Top Replied-To in G5:
@abridgen
@admt62

Top Replied-To in G6:
@davidschneider
@jujuliagrace
@philmoorhouse76
@anna_soubry
@mattprescott
@bakerstherald
@sophie_e_hill
@theresa4talent
@angelamarston
@goodlawproject

Top Replied-To in G7:

Top Replied-To in G8:
@scottories
@msm_monitor
@michex69
@bbcgaryr
@daviddhenry
@douglas4moray
@murrayr74522030
@roadwarrior29
@kit_yates_maths

Top Replied-To in G9:
@karn_ppe
@2gether_ppe
@pa_prim
@a_yuhaini
@indomyfess
@convomf
@md_ppe
@4everangelsfly
@jeab_kt4
@enhypen_members

Top Replied-To in G10:
@borisjohnson
@doctor_oxford
@matthancock
@rec777777
@aaronbastani
@robparsonsyp
@uhp_nhs
@bethrigby
@realsellars
@kelli_dickinson

Top Mentioned
Top Mentioned in Entire Graph:
@jimmfelton
@jolyonmaugham
@dalbideu
@offgun_family
@haveigotnews
@jujuliagrace
@richardburgon
@drtandon07
@galexybrane
@poompat_project

Top Mentioned in G1:
@jimmfelton
@jujuliagrace

Top Mentioned in G2:
@offgun_family

Top Mentioned in G3:
@dalbideu
@christoclifford
@kazzacoey
@w4rn3r1969
@boffdogg
@jimmfelton
@seicilop
@gemmellsusie
@domelord
@thorpepark

Top Mentioned in G4:
@jolyonmaugham
@jamesgr49498338
@jujuliagrace
@jimmfelton
@dalbideu
@nhub40
@microlabdoc
@paisthorpe
@ghislainehull6
@jonathansimons

Top Mentioned in G5:
@haveigotnews
@jolyonmaugham
@dalbideu
@jujuliagrace
@anneliesedodds
@jimmfelton
@marcuschown
@keithbrownsnp
@magicsybille
@brown666w

Top Mentioned in G6:
@jujuliagrace
@bakerstherald
@dalbideu
@mattprescott
@everydoctoruk
@davidschneider
@anna_soubry
@goodlawproject
@jolyonmaugham
@msm_monitor

Top Mentioned in G7:
@plaintshirtsuk
@pairsonnalitesn
@liz_adore
@katynurse27
@grantgeek

Top Mentioned in G8:
@msm_monitor
@scottories
@weenell3
@bbcradioscot
@michex69
@sandeshgulhane
@thesnp
@scotgov
@stfilansdream
@dalbideu

Top Mentioned in G9:
@perthppe
@ppetrends
@allaroundperth
@voteforperthppe
@bowppe
@iam_treewi
@jeab_for_perth
@modtano16350891
@ppe2003perth
@crushonperth

Top Mentioned in G10:
@matthancock
@gbnews
@borisjohnson
@doctor_oxford
@hopesprings29
@bbcbreakfast
@nhsengland
@darrenflicker
@kelli_dickinson
@pbarrett8

Top Tweeters
Top Tweeters in Entire Graph:
@akiko_lawson
@kirin_brewery
@jurylady5
@s9tmt
@vivid_army_
@british_airways
@libertad717
@roblwilson
@_dammyb_
@cao58020

Top Tweeters in G1:
@berlinsandra78
@carolehope2
@paul_trembath
@countryskills
@peter_donnelly
@tone1923
@mamatealrose
@bloggerheads
@zarawesome
@jgraddon

Top Tweeters in G2:
@imauanalohaha
@piggiihyuk
@knkrn_e
@memii_o
@ging_mi_ni
@zol_long
@keymindg
@oom2u
@jjoyy8
@kanyarat1945

Top Tweeters in G3:
@catherinemginn
@forumeditor
@bernardmceldown
@christoclifford
@crazybob48
@guse_guse
@juliecuninghame
@mrsmlh
@phyl_jones
@philrandal

Top Tweeters in G4:
@jeannebartram
@littlemore20
@parsifel43
@magapanthus
@annetteashley61
@hausofrushdi
@cristinaprkr
@hawkins_carole
@awarding_women
@glebbern

Top Tweeters in G5:
@spanishdan1
@sarah07909750
@darkxaur
@iloveautumn2
@samljpage
@davidwcummins
@andyc2311
@tomsingleton4
@paulduffy1192
@jhinkley24

Top Tweeters in G6:
@jacqui703
@shobz
@csibike1
@kingsmeadmrt
@sianjasper
@maelysdervenn
@60sleigh
@quixoticgeek
@harding_keith
@wulf_9

Top Tweeters in G7:
@pairsonnalitesn
@stiripesurse_ro
@den_fabrizi
@immo_reedb
@abantenews
@heraldscotland
@nanyangpress
@cilvrnum
@anarchic_teapot
@avvmennillo

Top Tweeters in G8:
@roblwilson
@hazelglasgow
@roadwarrior29
@tartancobweb
@mckinlay_liz
@childofalba
@isthisab0t
@ferguson2811
@shirleyyoung2
@shoolyboo

Top Tweeters in G9:
@noonathty
@schinarat
@inaverland
@boonzoonlee
@tkmmtrigon
@nu_nalika
@dmeishappy_
@indomyfess
@convomf
@nongnappe

Top Tweeters in G10:
@dormousegirl
@trackntracer
@yorkshirepost
@jagxjr40
@stevepeers
@outoftweet123
@curnowbronwyn
@chriswadeevans
@sulaalice
@sarah_may1