healthcare, Twitter, 6/21/2021 10:44:49 AM, 257360


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healthcare_2021-06-20_21-52-52.xlsx
healthcare_2021-06-20_21-52-52.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 21, 2021
Short Description:
healthcare via NodeXL https://bit.ly/3wK6TKb
@cw4t7abs
@borisjohnson
@joebiden
@adamparkhomenko
@noodles282
@___incandescent
@andesue
@didoharding
@matthancock
@suesuezep

Top hashtags:
#healthcare
#covid19
#ai
#health
#socialistsunday
#machinelearning

Description:
Description
The graph represents a network of 10,199 Twitter users whose tweets in the requested range contained "healthcare", 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 05:05 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, 29-minute period from Thursday, 17 June 2021 at 10:42 UTC to Sunday, 20 June 2021 at 11:11 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 : 10199
Unique Edges : 5532
Edges With Duplicates : 11768
Total Edges : 17300
Number of Edge Types : 5
Mentions : 2521
Replies to : 828
Retweet : 5428
MentionsInRetweet : 6551
Tweet : 1972
Self-Loops : 2015
Reciprocated Vertex Pair Ratio : 0.0126825109240115
Reciprocated Edge Ratio : 0.0250473584508525
Connected Components : 2186
Single-Vertex Connected Components : 721
Maximum Vertices in a Connected Component : 2190
Maximum Edges in a Connected Component : 4531
Maximum Geodesic Distance (Diameter) : 28
Average Geodesic Distance : 10.472574
Graph Density : 9.13571255798586E-05
Modularity : 0.584364
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 10,199 Twitter users whose tweets in the requested range contained "healthcare", 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 05:05 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, 29-minute period from Thursday, 17 June 2021 at 10:42 UTC to Sunday, 20 June 2021 at 11:11 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 : healthcare
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:
[30] https://economictimes.indiatimes.com/news/india/ensure-safety-of-healthcare-workers-strictly-implement-epidemic-disease-act-says-centre/articleshow/83639000.cms?from=mdr
[20] https://thehill.com/policy/healthcare/559092-public-option-fades-with-little-outcry-from-progressives
[17] https://twinybots.ch/
[16] https://healthcare.gov/
[16] https://thehill.com/opinion/healthcare/558757-the-ill-advised-push-to-vaccinate-the-young
[13] https://www.npcindia.gov.in/NPC/User/webinar_registration?course_select_id=MTIzNA==
[13] https://www.npcindia.gov.in/NPC/Uploads/webinar/Webinar-LHM-NPC455646.pdf
[12] https://compass.healthcare-ops.org/entry/2019/06/11/213000
[11] https://www.reuters.com/business/healthcare-pharmaceuticals/united-airlines-union-agree-against-mandatory-covid-19-vaccinations-pilots-2021-05-25/
[8] https://www.cityam.com/nhs-to-receive-36m-injection-for-ai-tech-in-national-health-bounce-back/

Top URLs in Tweet in G1:
[4] https://www.wsj.com/articles/apple-struggles-in-push-to-make-healthcare-greatest-legacy-11623832200
[4] https://www.reuters.com/business/healthcare-pharmaceuticals/five-us-states-had-coronavirus-infections-even-before-first-reported-cases-study-2021-06-15/
[4] https://coruzant.com/blockchain/how-nfts-could-reshape-the-future-of-biotech/
[3] https://nedworks.net/royal-devon-and-exeter-nhs-foundation-trust-and-northern-devon-healthcare-nhs-trust-chair/
[3] https://twinybots.ch/
[3] https://business.tutsplus.com/articles/free-medical-healthcare-powerpoint-templates--cms-33539?utm_source=dlvr.it&utm_medium=twitter
[3] https://tweetedtimes.com/ahier/healthcare?s=rgp
[2] https://yourstory.com/socialstory/2021/06/google-grant-oxygen-plants-covid-19-giveindia/amp
[2] https://www.healthcare.omron.co.jp/corp/news/2021/0617.html
[2] https://www.gotogulf.com/PublicSearchView.aspx?Cat_Id=43

Top URLs in Tweet in G2:
[1] https://twitter.com/HuffPost/status/1404910320385019905

Top URLs in Tweet in G3:
[21] https://economictimes.indiatimes.com/news/india/ensure-safety-of-healthcare-workers-strictly-implement-epidemic-disease-act-says-centre/articleshow/83639000.cms?from=mdr
[2] https://youthexpress.in/back-pain-is-annoyed
[1] https://www.ndtv.com/delhi-news/3-293-vials-of-fake-black-fungus-injection-found-in-delhi-doctors-house-2468202
[1] https://www.deccanherald.com/amp/specials/insight/rise-in-violence-leaves-doctors-afraid-vulnerable-999380.html
[1] https://twitter.com/rishibagree/status/1405418737784606720
[1] https://twitter.com/drashwathcn/status/1400823047309778952
[1] https://transformingindia.mygov.in/7years/
[1] https://twitter.com/narendramodi/status/1405766012268531720
[1] https://www.organiser.org/Encyc/2021/6/18/Working-towards-preparing-1-lakh-frontline-Corona-Warriors-to-support-healthcare-system-PM-Modi.html
[1] https://pmindiawebcast.nic.in/

Top URLs in Tweet in G4:
[14] https://twinybots.ch/
[8] https://www.cityam.com/nhs-to-receive-36m-injection-for-ai-tech-in-national-health-bounce-back/
[6] https://www.infotechview.media/
[5] https://www.republicworld.com/india-news/general-news/govt-takes-up-assaults-on-healthcare-workers-tells-states-to-file-firs-fast-track-cases.html
[4] https://diptera.ai/
[4] https://darkweb.today/?p=30817
[4] https://aws.amazon.com/events/summits/online/emea/innovation-day/?sc_channel=sm&sc_campaign=emea21_summitonlineq2&sc_geo=emea&sc_country=mult&sc_outcome=sl&trkCampaign=emea21_summitonlineq2&trk=sm_emea21_summitonlineq2_Sally_Eaves
[4] https://entrepreneur.com/article/373927
[3] https://venturebeat.com/2020/10/21/the-2020-data-and-ai-landscape/
[3] https://dy.si/9yyHR

Top URLs in Tweet in G6:
[5] https://healthcare.gov/
[5] https://twitter.com/demgovs/status/1405642665555906567
[1] https://twitter.com/ddiamond/status/1405528064155471877
[1] https://twitter.com/demgovs/status/1405530841745219586
[1] https://twitter.com/lastcalifornian/status/1405725958905073670

Top URLs in Tweet in G7:
[4] https://www.thenational.scot/news/18255016.revealed-links-conservatives-private-healthcare/
[1] https://99-percent.org/what-is-the-market-fundamentalist-agenda/
[1] https://www.change.org/p/the-department-of-health-i-strongly-oppose-dido-harding-being-appointed-as-chief-executive-of-nhs-england
[1] https://www.independent.co.uk/news/health/nhs-emergency-hospital-patients-safety-b1868711.html?utm_content=Echobox&utm_medium=Social&utm_source=Facebook#Echobox=1624169804
[1] https://konpnortheast.com/privatisation/primary-care-northtyneside/

Top URLs in Tweet in G8:
[5] https://www.nice.org.uk/news/article/shared-decision-making-underpins-good-healthcare
[1] https://blogs.bmj.com/bmj/2021/06/11/david-wrigley-dont-call-us-resilient/?utm_source=twitter&utm_medium=social&utm_term=hootsuite&utm_content=sme&utm_campaign=usage
[1] https://www.bmj.com/content/373/bmj.n1430?utm_source=twitter&utm_medium=social&utm_term=hootsuite&utm_content=sme&utm_campaign=usage
[1] https://twitter.com/NICEComms/status/1405799694031155205
[1] https://www.gov.uk/government/news/36-million-boost-for-ai-technologies-to-revolutionise-nhs-care
[1] https://twitter.com/bmj_latest/status/1406312082446897162
[1] https://www.fph.org.uk/media/2515/fph-what-the-nhs-thinks-about-prevention-final.pdf
[1] https://www.wish.org.qa/wish-webinar/
[1] https://www.pslhub.org/learn/patient-engagement/shared-decision-making-nice-guideline-17-june-2021-r4761/
[1] https://twitter.com/HLCOVID19Com/status/1331909162683469825?s=20

Top URLs in Tweet in G9:
[1] https://twitter.com/ZweLwinMyanmar/status/1406484959989223428
[1] https://twitter.com/LeongWaiKitCNA/status/1406527490110095363

Top URLs in Tweet in G10:
[2] https://twitter.com/IsxzuddinMY/status/1406439942536929286
[1] https://twitter.com/kinitv/status/1405742195378823168

Top Domains
Top Domains in Tweet in Entire Graph:
[305] twitter.com
[107] reuters.com
[71] co.uk
[58] thehill.com
[45] indiatimes.com
[44] careerarc.com
[38] blogspot.com
[37] org.uk
[36] bit.ly
[27] gov.uk

Top Domains in Tweet in G1:
[77] twitter.com
[44] careerarc.com
[35] blogspot.com
[25] co.uk
[19] reuters.com
[14] linkedin.com
[8] ac.uk
[7] google.com
[6] gov.uk
[6] youtube.com

Top Domains in Tweet in G2:
[1] twitter.com

Top Domains in Tweet in G3:
[21] indiatimes.com
[5] twitter.com
[2] youthexpress.in
[1] ndtv.com
[1] deccanherald.com
[1] mygov.in
[1] organiser.org
[1] nic.in
[1] google.com
[1] co.in

Top Domains in Tweet in G4:
[14] twinybots.ch
[8] cityam.com
[7] infotechview.media
[6] twitter.com
[5] venturebeat.com
[5] swisscognitive.ch
[5] republicworld.com
[5] weforum.org
[4] diptera.ai
[4] darkweb.today

Top Domains in Tweet in G6:
[8] twitter.com
[5] healthcare.gov

Top Domains in Tweet in G7:
[4] thenational.scot
[1] 99-percent.org
[1] change.org
[1] co.uk
[1] konpnortheast.com

Top Domains in Tweet in G8:
[8] org.uk
[4] twitter.com
[3] bmj.com
[1] gov.uk
[1] org.qa
[1] pslhub.org
[1] nhs.uk
[1] clinicaltrials.gov
[1] bit.ly

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

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[718] healthcare
[180] covid19
[161] ai
[103] health
[58] socialistsunday
[50] machinelearning
[46] artificialintelligence
[46] healthtech
[41] technology
[40] digitalhealth



Top Hashtags in Tweet in G1:
[260] healthcare
[46] health
[45] covid19
[17] vaccine
[17] hcsm
[17] blog
[16] influencer
[15] technology
[15] marketing
[14] business

Top Hashtags in Tweet in G3:
[38] covid19
[29] skill4healthyindia
[25] savethesaviours
[16] 7yearsofseva
[16] india
[15] pm
[15] crash
[15] course
[15] programme
[14] healthcare

Top Hashtags in Tweet in G4:
[112] ai
[111] healthcare
[40] machinelearning
[33] artificialintelligence
[29] healthtech
[24] iot
[23] datascience
[21] health
[20] technology
[19] digitalhealth

Top Hashtags in Tweet in G5:
[2] btsmeal
[1] btsmealph

Top Hashtags in Tweet in G6:
[4] obamacare
[1] medicareforall
[1] gapol

Top Hashtags in Tweet in G7:
[2] didoharding
[1] brexit

Top Hashtags in Tweet in G8:
[9] healthcare
[7] nurses
[3] nursing
[3] pslhub
[2] nihr
[2] aiaward
[2] sdm
[1] universialhealthcoverage
[1] uhc
[1] nursingnowchallenge

Top Hashtags in Tweet in G9:
[6] whatshappeninginmyanmar
[4] june20coup
[2] covid19
[1] helpkayah

Top Hashtags in Tweet in G10:
[6] unpopularopinion

Top Words
Top Words in Tweet in Entire Graph:
[5301] healthcare
[1005] workers
[863] people
[722] health
[717] #healthcare
[691] nhs
[681] less
[610] covid
[542] more
[538] time

Top Words in Tweet in G1:
[596] healthcare
[260] #healthcare
[111] health
[81] more
[78] care
[64] covid
[61] people
[58] 2021
[54] workers
[53] 19

Top Words in Tweet in G2:
[636] less
[322] country
[318] honestly
[318] pissed
[318] time
[318] acts
[318] confused
[318] women
[318] having
[318] babies

Top Words in Tweet in G3:
[204] स
[140] र
[138] healthcare
[131] क
[123] कर
[106] workers
[104] narendramodi
[91] य
[90] म
[89] त

Top Words in Tweet in G4:
[112] #ai
[111] #healthcare
[96] healthcare
[40] #machinelearning
[40] ai
[37] artificial
[37] intelligence
[33] #artificialintelligence
[30] future
[29] #healthtech

Top Words in Tweet in G5:
[230] 000
[230] healthcare
[230] workers
[229] philippines
[229] first
[229] bts
[229] meal
[227] over
[227] dibs
[227] mcdonald's

Top Words in Tweet in G6:
[203] healthcare
[88] people
[88] away
[78] party
[74] republican
[66] care
[64] affordable
[59] americans
[59] million
[51] republicans

Top Words in Tweet in G7:
[323] nhs
[322] end
[321] reliance
[164] suesuezep
[163] dido
[163] harding
[159] foreigners
[159] shortly
[159] followed
[159] doctors

Top Words in Tweet in G8:
[91] healthcare
[39] much
[38] never
[38] history
[38] global
[38] damage
[38] done
[37] many
[28] george_ogden
[24] shared

Top Words in Tweet in G9:
[166] healthcare
[162] despite
[161] trying
[160] young
[160] cdm
[160] nurse
[160] became
[160] idp
[160] kyah
[160] state

Top Words in Tweet in G10:
[121] dah
[111] vaccinated
[95] isxzuddinmy
[79] covid
[76] healthcare
[54] goverment
[42] orang
[41] pun
[40] surgeon
[40] hospital

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[766] healthcare,workers
[335] end,nhs
[332] nhs,reliance
[322] honestly,pissed
[322] pissed,time
[322] time,country
[322] country,acts
[322] acts,confused
[322] confused,women
[322] women,having

Top Word Pairs in Tweet in G1:
[48] covid,19
[41] healthcare,workers
[32] 06,2021
[27] healthcare,professionals
[22] healthcare,system
[15] #health,#healthcare
[15] loc,healthcare
[15] healthcare,llp
[15] llp,pmc
[14] #healthcare,#health

Top Word Pairs in Tweet in G2:
[318] honestly,pissed
[318] pissed,time
[318] time,country
[318] country,acts
[318] acts,confused
[318] confused,women
[318] women,having
[318] having,babies
[318] babies,less
[318] less,less

Top Word Pairs in Tweet in G3:
[60] narendramodi,ji
[60] healthcare,workers
[57] crash,course
[41] ग,कर
[41] frontline,workers
[40] य,क
[39] स,व
[39] व,स
[39] स,थ
[39] थ,य

Top Word Pairs in Tweet in G4:
[37] artificial,intelligence
[18] #ai,#iot
[12] mobility,device
[12] device,helps
[12] helps,paraplegics
[12] paraplegics,stand
[12] stand,upright
[12] upright,mashable
[12] mashable,#ai
[12] #iot,#wearables

Top Word Pairs in Tweet in G5:
[230] healthcare,workers
[229] 000,healthcare
[229] workers,philippines
[229] philippines,first
[229] bts,meal
[227] over,000
[227] first,dibs
[227] dibs,bts
[227] meal,mcdonald's
[227] mcdonald's,much

Top Word Pairs in Tweet in G6:
[74] republican,party
[43] million,americans
[42] congratulations,34
[42] 34,million
[42] americans,didn
[42] didn,healthcare
[42] healthcare,taken
[42] taken,away
[42] away,republican
[41] adamparkhomenko,congratulations

Top Word Pairs in Tweet in G7:
[320] end,nhs
[320] nhs,reliance
[163] dido,harding
[159] harding,end
[159] reliance,foreigners
[159] foreigners,shortly
[159] shortly,followed
[159] followed,end
[159] reliance,doctors
[159] doctors,nurses

Top Word Pairs in Tweet in G8:
[38] never,history
[38] history,global
[38] global,healthcare
[38] healthcare,much
[38] much,damage
[38] damage,done
[37] done,many
[23] shared,decision
[21] decision,making
[17] angelasfreenews,flossyflange

Top Word Pairs in Tweet in G9:
[160] young,cdm
[160] cdm,nurse
[160] nurse,became
[160] became,idp
[160] idp,kyah
[160] kyah,state
[160] state,trying
[160] trying,provide
[160] provide,healthcare
[160] healthcare,idps

Top Word Pairs in Tweet in G10:
[40] surgeon,hospital
[40] hospital,dah
[40] dah,orang
[40] orang,dah
[40] dah,angkat
[40] angkat,kaki
[40] kaki,keluar
[40] keluar,sbb
[40] sbb,covid
[40] covid,dewan

Top Replied-To
Top Replied-To in Entire Graph:
@mrjamesob
@nytimes
@sathnam
@potus
@vmatiru
@rbreich
@dstiddypop43
@danpriceseattle
@didoharding
@i_am_spottacus

Top Replied-To in G3:
@narendramodi
@rahulgandhi
@ani
@anupamarmkrshn0
@indian__doctor
@sakshi_singh04
@hardeepspuri

Top Replied-To in G4:
@ojayfemi
@timesofindia
@wsj

Top Replied-To in G6:
@laraidergal
@palmdalepoliti1
@marciaarndt2
@nothoodlum
@teapainusa
@deronworld
@sxooby_snaxk
@wildomar9991
@caslernoel

Top Replied-To in G7:
@suesuezep
@kateferguson4
@marcuslove115
@uksophism
@eddystone506

Top Replied-To in G8:
@matthancock
@living_woman26
@sapiofoxxxxxxxy
@brighton_alan
@wordwhisperer
@angelasfreenews
@ukcitizen2021
@barbara_lampkin
@skybright77
@rosehat06008322

Top Replied-To in G9:
@leongwaikitcna
@un_pga

Top Replied-To in G10:
@isxzuddinmy

Top Mentioned
Top Mentioned in Entire Graph:
@___incandescent
@cnnphilippines
@suesuezep
@zwelwinmyanmar
@tevonblair
@isha_outreach
@aldosterone111
@narendramodi
@isxzuddinmy
@nicacomica

Top Mentioned in G1:
@davidbroderdo
@writinggifts
@enziavc
@drpathcare
@yourworldevent1
@cather435
@drdinakulik
@biz_healthcare
@neotropenews

Top Mentioned in G2:
@___incandescent
@bernietovest
@miaforsc

Top Mentioned in G3:
@narendramodi
@imaindiaorg
@ani
@nsdcindia
@deepak6682
@praveen96487299
@manoj_kotak
@skodineya
@profcong
@pmoindia

Top Mentioned in G4:
@ronald_vanloon
@nigewillson
@mashable
@spirosmargaris
@nicochan33
@jblefevre60
@lindagrass0
@ianljones98
@xbond49
@wef

Top Mentioned in G5:
@cnnphilippines
@mcdo_ph
@tanniekosmossss

Top Mentioned in G6:
@adamparkhomenko
@santiagomayer_
@caslernoel
@joebiden
@nikkifried
@whitehouse
@asp
@meidastouch
@alexpadilla4ca
@ethanmwolf

Top Mentioned in G7:
@suesuezep
@brown666w
@kateferguson4
@timolarch
@sandradunn1955
@dominic2306
@carrolljackie99
@eddystone506
@tory_uh
@greyjedi66

Top Mentioned in G8:
@george_ogden
@flossyflange
@angelasfreenews
@nicecomms
@matthancock
@bmj_latest
@wordwhisperer
@meurercommunity
@avidor
@financialevogrp

Top Mentioned in G9:
@zwelwinmyanmar
@dvbburmese
@giveoursback
@un_pga
@thandarwin01
@a48ju
@leongwaikitcna

Top Mentioned in G10:
@isxzuddinmy
@syubamalin
@aswaliaaa
@sinach_z

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@easy_branches
@pairsonnalites
@cybersec_feeds
@s9tmt
@chidambara09
@rk70534
@gambiste1
@easyjanjansen
@rjber15

Top Tweeters in G1:
@pairsonnalites
@schestowitz
@thedextazlab
@nationafrica
@twelvebot
@cryptocryptone3
@ollissya
@financialxpress
@livemint
@lise_latulippe

Top Tweeters in G2:
@uhhm__okay
@aceredband1t
@newsjunkie60
@bitchpudding_o
@_darthgayder_
@dontcallmeshan
@angstywhoure
@ms_espn87
@alajuwonurhero
@imnotkaren_ok

Top Tweeters in G3:
@ndtv
@viralvideovlogs
@aajtak
@ani
@nemityadav1
@viralvm69
@panjanya3
@raghuramanmenon
@zeenews
@ruchir2511

Top Tweeters in G4:
@sectest9
@chidambara09
@xaelbot
@evankirstel
@cybersecurityn8
@timesofindia
@calcaware
@hubofml
@artificialbra1n
@gezgintrk

Top Tweeters in G5:
@cnnphilippines
@yeontan_bang
@withluvforjm
@theatasshyra17
@alpacapacao7
@yenpres
@graceno14916164
@6kies34
@tyasselgis
@hollyoongi93_

Top Tweeters in G6:
@ecwpunk81
@fiyasturm
@zsarrina
@swirlosquirrel
@urocklive1
@svuearp
@mariatsevdos
@pineywoozle
@tabberann
@bonnie_london

Top Tweeters in G7:
@sandradunn1955
@childofalba
@ferguson2811
@aspiemum
@glynis_fisher
@philmorandi
@evolvedpeasant
@awarding_women
@hugh_canning
@guse_guse

Top Tweeters in G8:
@porridgeisgood
@isthisab0t
@mgt_coull26
@rospay15
@petermcc66
@mouldssylvia
@citizen_tammy
@vinaigrettegirl
@andineglia
@dizzidi67

Top Tweeters in G9:
@dvbburmese
@giveoursback
@ktrnjulie
@kurore7202
@tinhtwe17534324
@kyawlinhtay5
@mtk51195
@thiri59057719
@cold_sherry
@rita_w81

Top Tweeters in G10:
@azamjauhari_
@afis_farisxxvii
@yusurisan
@sseubtin
@mando_nandos
@nietzrid
@shiningjoonie_
@muhdkerolnidzam
@hfzis
@dayanaabdrahim


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