PPE, Twitter, 7/31/2020 8:40:37 AM, 231472


FAQ | Problem?

PPE_2020-07-31_00-38-26.xlsx
PPE_2020-07-31_00-38-26.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
July 31, 2020
Short Description:
PPE via NodeXL https://bit.ly/3hS2CMH
@criscre123
@myanc
@ponkie007
@david_makhura
@pphetole
@jacobmamabolosa
@safmradio
@teamnews24
@plmyburgh
@castlenqaba

Top hashtags:
#করোনায়ব্যর্থমমতা
#ppe
#mamatabanerjee
#covid19
#kdppe
#perthtanapon
#coronavirus
#cskagwecares

Description:
Description
The graph represents a network of 5,435 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 Friday, 31 July 2020 at 07:42 UTC.

The requested start date was Friday, 31 July 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 1-day, 0-hour, 47-minute period from Wednesday, 29 July 2020 at 11:30 UTC to Thursday, 30 July 2020 at 12:17 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 : 5435
Unique Edges : 2657
Edges With Duplicates : 8422
Total Edges : 11079
Number of Edge Types : 5
Retweet : 3987
MentionsInRetweet : 4594
Replies to : 486
Mentions : 1079
Tweet : 933
Self-Loops : 976
Reciprocated Vertex Pair Ratio : 0.00704709522172568
Reciprocated Edge Ratio : 0.0139955623826592
Connected Components : 880
Single-Vertex Connected Components : 262
Maximum Vertices in a Connected Component : 1996
Maximum Edges in a Connected Component : 4327
Maximum Geodesic Distance (Diameter) : 23
Average Geodesic Distance : 7.567632
Graph Density : 0.00019838293696813
Modularity : 0.53871
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 5,435 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 Friday, 31 July 2020 at 07:42 UTC.

The requested start date was Friday, 31 July 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 1-day, 0-hour, 47-minute period from Wednesday, 29 July 2020 at 11:30 UTC to Thursday, 30 July 2020 at 12:17 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:
[15] https://bylinetimes.com/2020/07/29/another-strange-trio-of-ppe-contracts-emerge/
[14] http://ppe-m.homeplus.co.kr/product/info.do?good_id=149394771
[10] https://www.dailymail.co.uk/news/article-8571779/Nurse-Wuhans-coronavirus-hospital-falls-death-PPE-quarrel.html?ito=social-twitter_mailonline
[8] https://whyy.org/articles/meet-the-trash-man-working-to-solve-phillys-trash-woes-with-ppe-and-instagram/?utm_source=dlvr.it&utm_medium=twitter
[7] https://www.thesouthafrican.com/news/gauteng-ppe-tenders-list-companies-who-isnomvula-mokonyane-daughter/?utm_source=dlvr.it&utm_medium=twitter
[6] https://ewn.co.za/2020/07/30/mboweni-treasury-looking-at-centralising-ppe-purchases-to-prevent-corruption?utm_source=dlvr.it&utm_medium=twitter
[6] https://twitter.com/criscre123/status/1288535079048814593
[6] https://www.scmp.com/economy/china-economy/article/3095363/us-mask-and-ventilator-imports-plummet-despite-soaring?utm_content=article&utm_medium=Social&utm_source=Twitter#Echobox=1596110922
[6] https://ewn.co.za/2020/07/30/makhura-we-could-not-effect-open-tender-system-for-ppe-because-of-covid-19?utm_source=dlvr.it&utm_medium=twitter
[6] https://twitter.com/ernstroets/status/1288423379394076672

Top URLs in Tweet in G1:
[5] https://www.washingtonpost.com/politics/va-health-chief-acknowledges-a-shortage-of-protective-gear-for-its-hospital-workers/2020/04/24/4c1bcd5e-84bf-11ea-ae26-989cfce1c7c7_story.html
[1] https://twitter.com/glennkirschner2/status/1288802664550203393

Top URLs in Tweet in G2:
[6] https://ewn.co.za/2020/07/30/mboweni-treasury-looking-at-centralising-ppe-purchases-to-prevent-corruption?utm_source=dlvr.it&utm_medium=twitter
[2] https://ewn.co.za/2020/07/30/makhura-we-could-not-effect-open-tender-system-for-ppe-because-of-covid-19?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.moneyweb.co.za/news-fast-news/ramaphosas-ousted-spokeswoman-regrets-ppe-contract/
[1] https://twitter.com/sayentrepreneur/status/1288696469592186880
[1] https://www.timeslive.co.za/sunday-times/news/2020-07-26-black-business-chief-blasts-covidpreneurs-as-ppe-scandal-grows/?utm_medium=Social&utm_source=Twitter#Echobox=1595736983
[1] https://www.westerncape.gov.za/provincial-treasury/news/procurement-disclosure-report-commitment-clean-governance
[1] https://ewn.co.za/2020/07/30/wc-treasury-launches-report-on-ppe-procurement-and-expenditure
[1] https://twitter.com/Mzilikaziwam/status/1288808015542595585
[1] https://bit.ly/3fdylpU
[1] https://twitter.com/DA_GPL/status/1288392548692762624

Top URLs in Tweet in G4:
[4] https://www.livelaw.in/news-updates/pil-on-private-hospitals-overcharging-covidnon-covid-patients-for-ppe-kits-bombay-hc-seeks-states-reply-160691
[2] https://www.foxbusiness.com/money/ivanka-trump-duluth-pack-mn
[2] https://www.justgiving.com/fundraising/dawnsio
[2] https://twitter.com/criscre123/status/1288535079048814593
[1] https://www.healthissuesindia.com/2020/07/29/prime-minister-narendra-modi-speaks-out-on-covid/
[1] https://www.instagram.com/accounts/login/?next=/p/CDOXDtSjojG/%3Figshid%3D2hjfphwuoeyy
[1] https://ppehq.co.uk/
[1] https://ppehq.co.uk/product/5-ce-certified-disposable-3-ply-adult-face-masks/
[1] https://uk.nyrorganic.com/shop/PositivelyPampered/area/shop-online/category/facial-masks/product/0097/reviving-white-tea-face-mask-50g/
[1] https://www.abc.net.au/news/2020-07-29/coronavirus-victoria-hotel-quarantine-security-contract/12503466

Top URLs in Tweet in G5:
[2] http://DO.NOT.TRY.TO
[1] https://twitter.com/RT_com/status/1288801513360494592
[1] https://twitter.com/criscre123/status/1288535079048814593
[1] https://couriernewsroom.com/2020/06/30/personal-protective-equipment-shortage-continues/
[1] https://twitter.com/drdavidsamadi/status/1288223397802061830
[1] https://www.linkedin.com/in/drjoelgelfand/
[1] https://blog.prochoice.com.au/personal-protective-equipment/ppe-lifespan-expiry-date/
[1] https://twitter.com/Acyn/status/1288225055248273408
[1] https://bit.ly/2X1c8oF
[1] https://www.usatoday.com/in-depth/news/investigations/2020/07/07/covid-19-contracts-overlook-fraud-claims-masks-sanitizer-and-ppe/5352886002/

Top URLs in Tweet in G6:
[1] https://www.businessinsider.com/photos-faulty-ppe-sent-to-us-care-homes-gowns-masks-2020-7
[1] https://www.mlive.com/public-interest/2020/07/michigan-senator-asks-fema-to-help-school-districts-buy-masks-cover-costs-related-to-reopening.html
[1] https://www.medscape.com/viewarticle/934778?src=soc_tw_share

Top URLs in Tweet in G7:
[1] https://twitter.com/stefsimanowitz/status/1286946529446699008
[1] https://twitter.com/russincheshire/status/1288475850434912256

Top URLs in Tweet in G9:
[2] https://www.health.gov.au/sites/default/files/documents/2020/07/guidance-on-the-use-of-personal-protective-equipment-ppe-in-hospitals-during-the-covid-19-outbreak.pdf
[1] https://www.abc.net.au/news/2020-07-28/doctors-at-melbourne-hospital-say-ppe-for-covid-19-inadequate/12497390
[1] https://www.dhhs.vic.gov.au/coronavirus-update-victoria-30-july-2020
[1] https://www.health.gov.au/committees-and-groups/australian-health-protection-principal-committee-ahppc#members
[1] https://www.health.gov.au/news/health-alerts/novel-coronavirus-2019-ncov-health-alert/coronavirus-covid-19-advice-for-the-health-and-aged-care-sector/personal-protective-equipment-ppe-for-the-health-workforce-during-covid-19
[1] https://twitter.com/nishaobgyn/status/1288798192444649472
[1] https://twitter.com/linseymarr/status/1287097996153425920
[1] https://twitter.com/YouAreLobbyLud/status/1288359773088473088
[1] https://twitter.com/djoll/status/1288437758936023042
[1] https://www.metajournal.com/blog/100/thoughts-on-ppe

Top URLs in Tweet in G10:
[7] https://www.thesouthafrican.com/news/gauteng-ppe-tenders-list-companies-who-isnomvula-mokonyane-daughter/?utm_source=dlvr.it&utm_medium=twitter
[6] https://twitter.com/ernstroets/status/1288423379394076672
[4] https://ewn.co.za/2020/07/30/makhura-we-could-not-effect-open-tender-system-for-ppe-because-of-covid-19?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.iol.co.za/news/politics/king-madzikane-ii-diko-says-he-has-no-regrets-about-ppe-tender-507bc546-cfc3-4d12-a888-b4661c04866a
[2] https://www.power987.co.za/news/anc-gauteng-pec-to-consider-integrity-committees-ppe-corruption-allegations-report/
[1] https://www.news24.com/citypress/news/dikos-on-ppe-tender-we-regret-error-of-judgment-20200729
[1] https://www.news24.com/news24/southafrica/news/the-dikos-speak-ppe-tender-was-an-error-of-judgement-20200729
[1] https://www.sowetanlive.co.za/news/south-africa/2020-07-30-gauteng-health-mec-told-to-take-leave-of-absence-as-ppe-scandal-unfolds/?utm_source=dlvr.it&utm_medium=twitter
[1] https://www.iol.co.za/news/politics/gauteng-health-mec-bandile-masuku-and-wife-take-leave-of-absence-over-controversial-r125m-ppe-scandal-8a130b5f-dce0-444d-a7ff-24ab4f71fc39
[1] https://www.power987.co.za/news/my-conscious-is-clear-masuku-on-gauteng-health-ppe-procurement/

Top Domains
Top Domains in Tweet in Entire Graph:
[131] twitter.com
[55] co.za
[49] co.uk
[15] bylinetimes.com
[14] co.kr
[13] bit.ly
[12] thesouthafrican.com
[10] youtube.com
[8] scmp.com
[8] whyy.org

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

Top Domains in Tweet in G2:
[13] co.za
[3] twitter.com
[1] gov.za
[1] bit.ly

Top Domains in Tweet in G4:
[44] twitter.com
[11] co.uk
[10] co.za
[5] marketserengeti.com
[4] livelaw.in
[3] instagram.com
[3] line.me
[3] org.uk
[2] facebook.com
[2] foxbusiness.com

Top Domains in Tweet in G5:
[5] twitter.com
[2] try.to
[1] couriernewsroom.com
[1] linkedin.com
[1] com.au
[1] bit.ly
[1] usatoday.com

Top Domains in Tweet in G6:
[1] businessinsider.com
[1] mlive.com
[1] medscape.com

Top Domains in Tweet in G7:
[2] twitter.com

Top Domains in Tweet in G9:
[5] gov.au
[5] twitter.com
[1] net.au
[1] metajournal.com

Top Domains in Tweet in G10:
[12] co.za
[7] thesouthafrican.com
[7] twitter.com
[4] news24.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[285] করোনায়ব্যর্থমমতা
[149] ppe
[120] mamatabanerjee
[111] covid19
[46] kdppe
[39] perthtanapon
[28] coronavirus
[26] cskagwecares
[21] biden2020
[21] election2020



Top Hashtags in Tweet in G1:
[1] ppe
[1] covid19

Top Hashtags in Tweet in G2:
[7] ppe
[2] diko
[2] moneywebnews
[2] ppecorruption
[1] khuseladiko
[1] masuku
[1] covid19sa
[1] stopcorruption

Top Hashtags in Tweet in G3:
[250] করোনায়ব্যর্থমমতা
[119] mamatabanerjee
[6] করোনায়ব্যর্থমমতাস্বাস্থ্যকর্মীদের
[3] কেরানায়ব্যর্থমমতা
[2] রিপরিবর্তনচাই
[1] করোনায়ব্যর্থমমতাকরো

Top Hashtags in Tweet in G4:
[53] ppe
[26] করোনায়ব্যর্থমমতা
[22] covid19
[9] masks
[7] jobs
[6] facemasks
[5] coronavirus
[5] makhura
[5] sales
[5] mba

Top Hashtags in Tweet in G5:
[6] ppe
[2] covid19
[2] doctors
[2] nurses
[2] s3599
[2] healsact
[2] trumpfailedamerica
[2] testing
[2] contacttracing
[2] masks

Top Hashtags in Tweet in G6:
[2] ppe
[1] potus
[1] defenceproductionact

Top Hashtags in Tweet in G7:
[3] nhs
[2] covid19

Top Hashtags in Tweet in G9:
[10] covid19
[9] ppe
[6] airborne
[5] covid19australia
[5] hcw
[5] fittesting
[3] ppenow
[3] healthcareworkers
[2] getusppe
[2] covid19vic

Top Hashtags in Tweet in G10:
[5] masuku
[5] ppe
[4] gautengcovid19
[4] onair
[4] safmlifehappens
[2] gauteng
[2] davidmakhura
[2] bandilemasuku
[2] dstv403
[1] covid19

Top Words
Top Words in Tweet in Entire Graph:
[4184] ppe
[2340] র
[2155] স
[1879] district
[1794] য
[1756] ব
[1066] থ
[1050] supplies
[1048] criscre123
[1038] ন

Top Words in Tweet in G1:
[1851] district
[1036] criscre123
[1010] ppe
[985] supplies
[935] confiscated
[929] fema
[927] school
[925] ordered
[925] clorox
[925] wipes

Top Words in Tweet in G2:
[436] ppe
[419] gauteng
[304] company
[296] contract
[295] called
[294] nomvula
[294] mokonyane
[294] daughter
[294] katleho
[294] tuwo

Top Words in Tweet in G3:
[2059] র
[1904] স
[1558] য
[1552] ব
[940] থ
[914] ন
[757] দ
[652] যকর
[652] ম
[638] জ

Top Words in Tweet in G4:
[228] ppe
[155] র
[150] য
[133] স
[116] ব
[75] ন
[67] থ
[66] দ
[52] #ppe
[45] ত

Top Words in Tweet in G5:
[72] ppe
[43] realdonaldtrump
[16] more
[14] trump
[14] china
[13] need
[11] pandemic
[11] obama
[10] potus
[10] please

Top Words in Tweet in G6:
[298] need
[116] care
[107] ppe
[101] joebiden
[100] testing
[98] effective
[98] coordinated
[98] nationwide
[98] tracing
[98] program

Top Words in Tweet in G7:
[155] need
[77] exactly
[77] national
[77] newspapers
[77] journalists
[77] gone
[77] hour
[77] more
[77] puff
[77] pieces

Top Words in Tweet in G8:
[101] meet
[101] 'covid
[101] hunter'
[101] houston
[101] coronavirus
[101] unit
[101] wore
[101] layers
[101] ppe
[101] masks

Top Words in Tweet in G9:
[48] ppe
[25] hcw
[20] nishaobgyn
[18] 512
[18] 549
[18] 500
[15] risk
[15] 20
[14] criminally
[14] negligent

Top Words in Tweet in G10:
[93] ppe
[48] makhura
[41] gauteng
[29] procurement
[29] health
[25] teamnews24
[23] mec
[15] department
[15] masuku
[14] audit

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1088] স,ব
[1065] ব,স
[1065] স,থ
[993] ppe,supplies
[940] school,district
[939] fema,confiscated
[938] district,ordered
[938] ordered,ppe
[938] clorox,wipes
[936] supplies,clorox

Top Word Pairs in Tweet in G1:
[971] ppe,supplies
[926] school,district
[925] district,ordered
[925] ordered,ppe
[925] supplies,clorox
[925] clorox,wipes
[925] wipes,1000s
[925] 1000s,large
[925] large,district
[925] district,fema

Top Word Pairs in Tweet in G2:
[296] ppe,contract
[294] nomvula,mokonyane
[294] mokonyane,daughter
[294] daughter,katleho
[294] katleho,company
[294] company,called
[294] called,tuwo
[294] tuwo,rhodesia
[294] rhodesia,scored
[294] scored,r2

Top Word Pairs in Tweet in G3:
[964] স,ব
[940] ব,স
[940] স,থ
[652] থ,যকর
[652] যকর,ম
[652] ম,দ
[652] দ,র
[638] র,জ
[588] ন,য
[444] ত,র

Top Word Pairs in Tweet in G4:
[66] ব,স
[66] স,থ
[65] স,ব
[48] ন,য
[44] থ,যকর
[44] যকর,ম
[44] ম,দ
[44] দ,র
[44] ত,র
[44] র,জ

Top Word Pairs in Tweet in G5:
[8] trump,sent
[8] sent,18
[8] 18,tons
[8] tons,ppe
[7] need,more
[6] johnjharwood,trump
[5] pandemic,time
[5] time,worse
[5] worse,spiraled
[5] spiraled,control

Top Word Pairs in Tweet in G6:
[98] need,effective
[98] effective,coordinated
[98] coordinated,nationwide
[98] nationwide,testing
[98] testing,tracing
[98] tracing,program
[98] program,need
[98] need,more
[98] more,ppe
[98] ppe,health

Top Word Pairs in Tweet in G7:
[77] exactly,national
[77] national,newspapers
[77] newspapers,journalists
[77] journalists,gone
[77] gone,hour
[77] hour,need
[77] need,need
[77] need,more
[77] more,puff
[77] puff,pieces

Top Word Pairs in Tweet in G8:
[101] meet,'covid
[101] 'covid,hunter'
[101] hunter',houston
[101] houston,coronavirus
[101] coronavirus,unit
[101] unit,wore
[101] wore,layers
[101] layers,ppe
[101] ppe,masks
[101] masks,gloves

Top Word Pairs in Tweet in G9:
[14] criminally,negligent
[13] 441,512
[13] 512,549
[13] 549,those
[13] those,numbers
[13] numbers,sink
[13] sink,criminally
[13] negligent,put
[13] put,hcw
[13] hcw,lives

Top Word Pairs in Tweet in G10:
[16] procurement,ppe
[15] department,health
[13] health,mec
[12] van1go,makhura
[12] cyril,ppe
[12] ppe,business
[12] business,ve
[12] ve,thought
[11] treasury,centralised
[11] centralised,procurement

Top Replied-To
Top Replied-To in Entire Graph:
@criscre123
@realdonaldtrump
@todayshow
@jdpoohbear
@acyn
@whitehouse
@glennkirschner2
@matthancock
@bbcscotlandnews
@dame_agnes

Top Replied-To in G1:
@criscre123
@eileeno
@sr_hampton
@threejuniormnts
@berniejodonnell
@alandexter2020
@oregongovbrown
@natemcdermott

Top Replied-To in G2:
@ewnupdates
@nelmohlomi
@cathymohlahlana
@landnoli
@charlottekhuma3

Top Replied-To in G3:
@teambabulbjp

Top Replied-To in G4:
@businesstechaf2

Top Replied-To in G5:
@realdonaldtrump
@whitehouse
@thehill
@johnjharwood
@bucksexton
@presssec
@senatemajldr
@realtuckfrumper
@erinmperrine
@sgtdgumby

Top Replied-To in G6:
@captmarkkelly
@ktjune4th

Top Replied-To in G7:
@laffterman
@babylonpink
@starsparkle_uk
@christi64914989

Top Replied-To in G9:
@drdayasharma
@snouzin
@aliciatdennis
@nishaobgyn
@theage
@drpieterpeach
@djoll
@an_leavy
@drgrinzi

Top Replied-To in G10:
@teamnews24
@masagwadi
@tshidi_lee

Top Mentioned
Top Mentioned in Entire Graph:
@criscre123
@plmyburgh
@cathymohlahlana
@joebiden
@larrymadowo
@supriyobabul
@mattprescott
@bjphooghly
@bittuverma7
@sabitamandal8

Top Mentioned in G1:
@criscre123
@eileeno
@irishrygirl
@sr_hampton
@trschmidt85
@chickilopiccolo
@ee_oulo
@majoad5
@sandyjamison3
@threejuniormnts

Top Mentioned in G2:
@plmyburgh
@cathymohlahlana
@floydshivambu
@ewnupdates
@ramsbythehorns
@errolbsk
@westerncapegov
@ewnreporter
@da_gpl
@sundaytimesza

Top Mentioned in G3:
@supriyobabul
@bjphooghly
@bittuverma7
@sabitamandal8
@sujanmo79812397
@khansaumitra
@premmon00995716
@susanta79879839
@indraji22585884
@sandips19519012

Top Mentioned in G4:
@bidhanc34009838
@gilty1978
@aritramaity_
@mantosh_singh1
@nnavajojohn
@stiffmidlefinga
@wrightsgpx
@frontlinemap
@cardenasny1

Top Mentioned in G5:
@realdonaldtrump
@potus
@thedemocrats
@cnn
@johnjharwood
@whitehouse
@cleavon_md
@senatemajldr
@tj_melon
@reaganbabe

Top Mentioned in G6:
@joebiden
@safetypindaily
@rashidatlaib
@criscre123
@garypeters
@medscape
@detroitjean
@sengarypeters
@senstabenow
@replawrence

Top Mentioned in G7:
@mattprescott
@russincheshire
@christi64914989
@stefsimanowitz
@fuflunspw
@nyeannebevan
@laffterman
@mydentist_uk

Top Mentioned in G8:
@larrymadowo

Top Mentioned in G9:
@nishaobgyn
@aliciatdennis
@djoll
@exortho
@drajm
@drpieterpeach
@inquisitivegyn
@an_leavy
@thelancet
@linseymarr

Top Mentioned in G10:
@teamnews24
@van1go
@daanbarnard
@sabreakingnews
@alexmitchley
@tshidi_lee
@news24
@city_press
@phemelomotene
@iol

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@scarletmonahan
@mnoonygi
@leratomannya
@independent
@yusufyuie
@billm9
@inspiteoftrump
@debilu2
@yarosisnancy

Top Tweeters in G1:
@inspiteoftrump
@yarosisnancy
@joannecangal
@phendricks71
@monakinkcurlz
@maryalicebisho2
@wechoosewisdom
@winglessbird_
@deathtocrazy
@jim_b60

Top Tweeters in G2:
@alettaha
@zintle_mkwela
@ewnupdates
@ewnreporter
@landnoli
@zhitovic
@thapz_cfc
@ughthesehoes
@benjiseitlhamo
@ati_makwati

Top Tweeters in G3:
@akg316arvind
@ajayprakashojh1
@dk8012
@bittuverma7
@sn_ojha
@vishal_verma_11
@binaniyash4
@bjp4bengal
@supriyobabul
@imsaffronashu

Top Tweeters in G4:
@scarletmonahan
@rantoshak
@stiffmidlefinga
@tolajobjobs
@news365coza
@nnavajojohn
@capetalk
@cassandra17lina
@tolatender
@andreww66619812

Top Tweeters in G5:
@debilu2
@thehill
@cnn
@marietitus9
@gma
@susemgf
@realtuckfrumper
@looby007
@johnjharwood
@dvillella

Top Tweeters in G6:
@safetypindaily
@avonan
@rosemariebrown3
@gmarie55
@helpforbear
@gperry70
@solivitaguy
@charlescollier
@honeste82021993
@blocht574

Top Tweeters in G7:
@starsparkle_uk
@cleggy261
@marypcbuk
@clarknat
@meallyhen
@michael33495998
@knitagran
@vjl2
@ianrslack2
@jjs999jjs

Top Tweeters in G8:
@i_amtelvin
@tsharz
@drizzie
@jooels
@owenabong
@jessekenya
@gakurusonia
@irungu_
@mssheilakimani
@mutambaya

Top Tweeters in G9:
@msmwatchdog2013
@ketaminh
@aldamir
@theage
@an_leavy
@drdayasharma
@gonggasgirl
@inquisitivegyn
@davemcrae
@emergency_cns

Top Tweeters in G10:
@sabreakingnews
@world_news_eng
@chatlas
@enca
@iol
@news24
@city_press
@shilawuri
@powerfm987
@safmradio