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DrHowardLiu_2020-05-26_17-50-56.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
May 27, 2020
Short Description:
DrHowardLiu via NodeXL https://bit.ly/36y7Sk9
@drhowardliu
@drjessigold
@drvantilburg
@epflcswccm
@jmills1955
@1of2vics
@drdanijackson
@docbasia
@judgewren
@ktamirisamd

Top hashtags:
#covid19
#stopsuicide
#beheretomorrow
#weareallinthistogether
#covid_19

Description:
Description
The graph represents a network of 2,378 Twitter users whose tweets in the requested range contained "DrHowardLiu", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 27 May 2020 at 00:51 UTC.

The requested start date was Wednesday, 27 May 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 13-day, 21-hour, 5-minute period from Wednesday, 13 May 2020 at 00:21 UTC to Tuesday, 26 May 2020 at 21:26 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 : 2378
Unique Edges : 11047
Edges With Duplicates : 17261
Total Edges : 28308
Number of Edge Types : 5
MentionsInRetweet : 4681
Mentions : 21572
Retweet : 872
Replies to : 1120
Tweet : 63
Self-Loops : 74
Reciprocated Vertex Pair Ratio : 0.104328603009342
Reciprocated Edge Ratio : 0.188944853415989
Connected Components : 13
Single-Vertex Connected Components : 9
Maximum Vertices in a Connected Component : 2358
Maximum Edges in a Connected Component : 28282
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.097223
Graph Density : 0.00273966980309265
Modularity : 0.340716
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 2,378 Twitter users whose tweets in the requested range contained "DrHowardLiu", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Wednesday, 27 May 2020 at 00:51 UTC.

The requested start date was Wednesday, 27 May 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 13-day, 21-hour, 5-minute period from Wednesday, 13 May 2020 at 00:21 UTC to Tuesday, 26 May 2020 at 21:26 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 : DrHowardLiu
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:
[8] https://www.nbcnews.com/news/asian-america/icu-doctor-finds-time-create-donate-health-worker-wellness-bags-n1202306
[7] https://news.un.org/en/story/2020/05/1063882
[6] https://www.wizmnews.com/2020/05/25/rural-background-helps-mental-health-expert-connect-with-farmers/
[6] https://www.linkedin.com/groups/4172177/
[6] https://www.freep.com/in-depth/news/local/michigan/2020/05/17/coronavirus-teen-milestones-mental-health/3107771001/
[5] https://www.nytimes.com/2020/05/14/well/mind/coronavirus-work-stress-unemployment-depression-anxiety.html?smid=tw-share
[5] https://www.hhs.gov/hipaa/for-professionals/special-topics/emergency-preparedness/notification-enforcement-discretion-telehealth/index.html#.XsO-hlhQS3M.twitter
[5] https://www.nytimes.com/2020/05/13/arts/music/coronavirus-hospital-radio.html?smid=tw-share
[4] https://www.elizabethkelleylaw.com/mentaldisabilityblog/report-released-on-psychological-effects-of-family-separation
[4] https://www.sideeffectspublicmedia.org/post/some-doctors-struggle-guilt-amid-covid-19-crisis

Top URLs in Tweet in G1:
[8] https://www.nbcnews.com/news/asian-america/icu-doctor-finds-time-create-donate-health-worker-wellness-bags-n1202306
[7] https://news.un.org/en/story/2020/05/1063882
[6] https://www.linkedin.com/groups/4172177/
[6] https://www.freep.com/in-depth/news/local/michigan/2020/05/17/coronavirus-teen-milestones-mental-health/3107771001/
[5] https://www.hhs.gov/hipaa/for-professionals/special-topics/emergency-preparedness/notification-enforcement-discretion-telehealth/index.html#.XsO-hlhQS3M.twitter
[5] https://www.nytimes.com/2020/05/13/arts/music/coronavirus-hospital-radio.html?smid=tw-share
[5] https://www.nytimes.com/2020/05/14/well/mind/coronavirus-work-stress-unemployment-depression-anxiety.html?smid=tw-share
[4] https://www.sideeffectspublicmedia.org/post/some-doctors-struggle-guilt-amid-covid-19-crisis
[4] https://www.youtube.com/watch?v=qaVJuk1ojIc&feature=youtu.be

[4] https://www.fiercehealthcare.com/payer/cvs-subsidiary-omnicare-to-pay-15m-to-settle-allegations-it-improperly-dispensed-opioids

Top URLs in Tweet in G2:
[1] https://ethics.harvard.edu/Covid-Roadmap
[1] https://twitter.com/i/web/status/1262409794708742144
[1] https://www.apa.org/monitor/2019/04/mentor-ethically
[1] https://twitter.com/ACPinternists/status/1261341869218414592
[1] https://twitter.com/ktamirisamd/status/1264561481951129600
[1] https://twitter.com/rakheebhayanimd/status/1262165530313711616?s=21
[1] https://twitter.com/rakheebhayanimd/status/1262165530313711616
[1] https://twitter.com/i/web/status/1264604101985415168
[1] https://twitter.com/WomenAs1/status/1261014801884610565
[1] https://www.nytimes.com/2020/05/06/well/move/kids-exercise-teenagers-children-virus.html?smid=tw-share

Top URLs in Tweet in G3:
[1] https://twitter.com/i/web/status/1262914818568261635
[1] https://twitter.com/i/web/status/1261800313691889664
[1] https://twitter.com/i/web/status/1261801092452478976
[1] https://twitter.com/i/web/status/1261802318795689984
[1] https://twitter.com/i/web/status/1261817878719819777
[1] https://twitter.com/i/web/status/1261782899327676417
[1] https://twitter.com/i/lists/215923281
[1] https://twitter.com/i/lists/747909815725363200
[1] https://twitter.com/i/web/status/1261890876105768961

Top URLs in Tweet in G4:
[1] https://twitter.com/Comm_in_Care/status/1258921012151762945
[1] http://sheleadshealthcare.com/wp-content/uploads/2018/10/Be_Ethical_Campaign_101418.pdf
[1] https://twitter.com/DrHowardLiu/status/1262851425719255046
[1] https://www.sephora.com/product/clear-improvement-active-charcoal-mask-to-clear-pores-P297524
[1] https://www.amazon.com/dp/B07L7FDTZF/ref=cm_sw_r_cp_api_i_b7kVEbPW3M1ZV

Top URLs in Tweet in G5:
[1] http://www.randolphnesse.com/good-reasons-book-info
[1] https://twitter.com/i/web/status/1263381931531448322
[1] https://twitter.com/i/web/status/1263379471710556161
[1] https://twitter.com/i/web/status/1263378714970058752
[1] https://twitter.com/i/web/status/1263378994847608833
[1] https://twitter.com/i/web/status/1263375301465309189

Top URLs in Tweet in G6:
[1] https://twitter.com/jamapsych/status/1264262319720280064

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1264527309354270727

Top URLs in Tweet in G9:
[1] https://twitter.com/Alliance4ClinEd/status/1260570496845910016

Top URLs in Tweet in G10:
[1] http://www.audible.com/pd/The-Power-of-Vulnerability-Audiobook/B00CYKDYBQ
[1] http://www.nytimes.com/2019/06/08/opinion/sunday/hospitals-doctors-nurses-burnout.html
[1] https://www.surveymonkey.com/r/T78FJRZ

Top Domains
Top Domains in Tweet in Entire Graph:
[254] twitter.com
[20] nytimes.com
[8] nbcnews.com
[7] un.org
[6] wizmnews.com
[6] linkedin.com
[6] freep.com
[5] cnn.com
[5] youtube.com
[5] hhs.gov

Top Domains in Tweet in G1:
[187] twitter.com
[18] nytimes.com
[8] nbcnews.com
[7] un.org
[6] linkedin.com
[6] freep.com
[5] cnn.com
[5] hhs.gov
[5] youtube.com
[4] sideeffectspublicmedia.org

Top Domains in Tweet in G2:
[14] twitter.com
[1] harvard.edu
[1] apa.org
[1] nytimes.com
[1] pdxmonthly.com
[1] lww.com

Top Domains in Tweet in G3:
[9] twitter.com

Top Domains in Tweet in G4:
[2] twitter.com
[1] sheleadshealthcare.com
[1] sephora.com
[1] amazon.com

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

Top Domains in Tweet in G6:
[1] twitter.com

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

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

Top Domains in Tweet in G10:
[1] audible.com
[1] nytimes.com
[1] surveymonkey.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[60] covid19
[34] stopsuicide
[33] beheretomorrow
[24] weareallinthistogether
[23] covid_19
[20] mentalhealth
[19] womeninmedicine
[17] womeninstem
[16] meded
[16] covid



Top Hashtags in Tweet in G1:
[49] covid19
[34] stopsuicide
[33] beheretomorrow
[23] weareallinthistogether
[21] covid_19
[14] mentalhealth
[14] covid
[13] womeninstem
[13] memorialday
[13] healthcareheroes

Top Hashtags in Tweet in G2:
[8] womeninmedicine
[7] heforshe
[3] covid19
[2] staysafe
[2] wearethelift
[2] sheforshe
[2] lasttripbeforelockdown
[2] nbfsquad
[2] mentalhealth
[2] hcw

Top Hashtags in Tweet in G3:
[3] covid19
[2] strongertogether
[2] medtwitter
[2] camhs
[1] frontline
[1] weareallinthistogether
[1] rehabpsych
[1] physicaldistancing
[1] covid_19
[1] hispanic

Top Hashtags in Tweet in G4:
[5] heforshe
[2] genderbias
[2] beethical
[2] needherscience
[2] 500womensci
[2] neurohub
[2] timesuphc
[2] womeninstem
[2] womeninmedicine
[2] womeninvascular

Top Hashtags in Tweet in G8:
[1] telehealth
[1] covid19

Top Hashtags in Tweet in G9:
[7] mededchat
[1] covidー19

Top Hashtags in Tweet in G10:
[2] pandemic
[1] clinicians
[1] sacrifice
[1] care
[1] shame
[1] rest
[1] healthcare
[1] exploitation
[1] physicians
[1] burnout

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[887] drhowardliu
[350] drjessigold
[209] jack_turban
[177] arghavan_salles
[161] tylerblack32
[149] poojalakshmin
[142] drvantilburg
[137] health
[136] kazjnelson
[135] chandan_khandai

Top Words in Tweet in G2:
[366] drhowardliu
[278] boggildlab
[273] docbasia
[257] ktamirisamd
[219] usnehal
[218] drdanijackson
[207] drjessigold
[197] drvantilburg
[194] drjcofthedc
[183] drmarthagulati

Top Words in Tweet in G3:
[83] ahmedhankir
[81] moghraby
[76] drjessigold
[76] sameerjauhar
[75] ayesharahimccio
[74] jack_turban
[72] sameihuda
[71] drhowardliu
[61] ardem_c
[51] poojalakshmin

Top Words in Tweet in G4:
[48] manelwatchus
[47] vascularmd
[46] liangrhea
[46] comm_in_care
[46] div_exec
[45] charter4values
[45] manelwatchau
[45] drhowardliu
[43] wlgore
[43] wovass

Top Words in Tweet in G5:
[20] drhowardliu
[18] riadhabed1
[17] randynesse
[17] danielnettle
[15] allenfrancesmd
[14] got_anxiety
[14] isemph
[14] evmedasu
[14] humbehevosoc
[9] anxietyuk

Top Words in Tweet in G6:
[10] ptsd
[10] 11
[5] harmful
[5] heart
[5] work
[5] past
[5] disasters
[5] gives
[5] warning
[5] survivors

Top Words in Tweet in G7:
[9] drhowardliu
[9] brain_lupus
[8] jwpoweryourlife
[6] gary_hensel
[6] ciaracalnan2gm2
[6] havenlust
[6] johnrhamilton2
[5] happy
[5] sunday
[5] karijoys

Top Words in Tweet in G8:
[4] drhowardliu
[2] children
[2] ariafiat
[2] slippers
[2] words

Top Words in Tweet in G9:
[7] looking
[7] forward
[7] #mededchat
[7] tonight
[7] arghavan_salles
[7] tchanmd
[7] kristinadzara
[7] hur2buzy
[7] shhealthbeat
[7] spectrumhealth

Top Words in Tweet in G10:
[10] acgme
[8] laxswamy
[8] massgeneralnews
[8] theihi
[8] choo_ek
[8] wheezynurse
[8] futuredocs
[8] pccm_doc
[8] amaliacochranmd
[6] coherencemed

Top Word Pairs
Top Word Pairs in Tweet in G2:
[95] drjcofthedc,drhowardliu
[92] drhowardliu,drvantilburg
[80] drjessigold,ayesha_mian1
[70] drvantilburg,drjessigold
[69] ayesha_mian1,saadomer3
[68] saadomer3,robincogan
[61] ktamirisamd,boggildlab
[60] robincogan,iamn0tthe1
[57] iamritu,drmarthagulati
[48] usnehal,drjcofthedc

Top Word Pairs in Tweet in G3:
[190] ahmedhankir,sameerjauhar
[186] sameerjauhar,sameihuda
[180] moghraby,ahmedhankir
[179] sameihuda,jack_turban
[168] jack_turban,drjessigold
[161] ayesharahimccio,moghraby
[157] drjessigold,ardem_c
[155] ardem_c,poojalakshmin
[146] poojalakshmin,chandan_khandai
[145] chandan_khandai,tylerblack32

Top Word Pairs in Tweet in G4:
[72] liangrhea,comm_in_care
[72] comm_in_care,manelwatchus
[70] manelwatchus,div_exec
[70] div_exec,vascularmd
[67] charter4values,liangrhea
[65] vascularmd,manelwatchau
[61] manelwatchau,wlgore
[51] wlgore,wovass
[49] wovass,womensurgeons
[47] juliesilvermd,drrgebhard

Top Word Pairs in Tweet in G5:
[46] drhowardliu,riadhabed1
[46] riadhabed1,danielnettle
[46] danielnettle,allenfrancesmd
[46] allenfrancesmd,got_anxiety
[45] got_anxiety,isemph
[43] isemph,evmedasu
[43] evmedasu,humbehevosoc
[41] randynesse,drhowardliu
[37] humbehevosoc,anxietyuk
[25] anxietyuk,profpaulgilbert

Top Word Pairs in Tweet in G6:
[17] ptsd,harmful
[17] harmful,heart
[14] heart,work
[14] work,past
[14] past,disasters
[14] disasters,gives
[14] gives,warning
[13] warning,11
[9] 11,survivors
[9] survivors,11

Top Word Pairs in Tweet in G7:
[5] gary_hensel,ciaracalnan2gm2
[5] ciaracalnan2gm2,havenlust
[5] havenlust,johnrhamilton2
[5] johnrhamilton2,drhowardliu
[5] drhowardliu,jwpoweryourlife
[5] happy,sunday
[5] jwpoweryourlife,karijoys
[5] dlhampton,glasgow_bruce
[5] glasgow_bruce,topcashsaving
[5] topcashsaving,bnightscrps

Top Word Pairs in Tweet in G8:

Top Word Pairs in Tweet in G9:
[] looking,forward
[] forward,#mededchat
[] #mededchat,tonight
[] tonight,arghavan_salles
[] arghavan_salles,tchanmd
[] tchanmd,kristinadzara
[] kristinadzara,hur2buzy
[] hur2buzy,shhealthbeat
[] shhealthbeat,spectrumhealth
[] mvdridder,looking

Top Word Pairs in Tweet in G10:
[7] laxswamy,massgeneralnews
[7] massgeneralnews,acgme
[7] acgme,theihi
[7] theihi,choo_ek
[7] choo_ek,wheezynurse
[7] wheezynurse,futuredocs
[7] futuredocs,pccm_doc
[7] pccm_doc,amaliacochranmd
[7] amaliacochranmd,coherencemed
[6] healthcarewen,laxswamy

Top Replied-To
Top Replied-To in Entire Graph:
@drhowardliu
@drjessigold
@drvantilburg
@docbasia
@ktamirisamd
@tomfolanmd
@jenniferleahmd
@jack_turban
@jmills1955
@drdanijackson

Top Replied-To in G1:
@drhowardliu
@drjessigold
@drvantilburg
@jenniferleahmd
@jack_turban
@tylerblack32
@drdanijackson
@doctortennyson
@shawnsidhumd
@drmarleydoyle

Top Replied-To in G2:
@docbasia
@tomfolanmd
@ktamirisamd
@rakheebhayanimd
@shrimplingsoup
@maryfernando_
@boggildlab
@fitmslax
@drhowardliu
@drbartacus

Top Replied-To in G3:
@bhavyarehanimd
@moghraby
@lewis_derv
@drjulespsych
@ahmedhankir
@arghavan_salles
@drhowardliu
@alice_seabourne
@alvie_barr
@ayesharahimccio

Top Replied-To in G4:
@jmills1955
@charter4values
@agnessolberg
@jjcolemanmd
@iancballard
@tomvarghesejr
@liangrhea
@acepnow
@kari_jerge
@stefanie_hild

Top Replied-To in G5:
@randynesse
@nathaliefranc2
@berci
@rcpsych

Top Replied-To in G6:
@haroldpollack
@neelajan
@relewiss

Top Replied-To in G7:
@brain_lupus

Top Replied-To in G8:
@drhowardliu
@drvantilburg

Top Replied-To in G9:
@kwasson2

Top Replied-To in G10:
@drvinnytran
@laxswamy
@healthcarewen
@drhowardliu

Top Mentioned
Top Mentioned in Entire Graph:
@drhowardliu
@drjessigold
@arghavan_salles
@drvantilburg
@drdanijackson
@boggildlab
@jack_turban
@usnehal
@ktamirisamd
@docbasia

Top Mentioned in G1:
@drhowardliu
@drjessigold
@jack_turban
@arghavan_salles
@tylerblack32
@poojalakshmin
@kazjnelson
@chandan_khandai
@judgewren
@amybarnhorst

Top Mentioned in G2:
@drhowardliu
@boggildlab
@docbasia
@ktamirisamd
@drdanijackson
@usnehal
@drjessigold
@drjcofthedc
@drvantilburg
@drmarthagulati

Top Mentioned in G3:
@ahmedhankir
@drjessigold
@moghraby
@sameerjauhar
@jack_turban
@ayesharahimccio
@sameihuda
@drhowardliu
@ardem_c
@poojalakshmin

Top Mentioned in G4:
@manelwatchus
@comm_in_care
@div_exec
@vascularmd
@liangrhea
@manelwatchau
@drhowardliu
@wlgore
@charter4values
@wovass

Top Mentioned in G5:
@drhowardliu
@riadhabed1
@danielnettle
@allenfrancesmd
@got_anxiety
@isemph
@evmedasu
@humbehevosoc
@anxietyuk
@profpaulgilbert

Top Mentioned in G6:
@drhowardliu
@bernardchangmd
@jack_turban
@kit_delgadomd
@srrezaie
@erictopol
@pjtomaselli
@tomvarghesejr
@benzabar
@ultrasoundjelly

Top Mentioned in G7:
@drhowardliu
@jwpoweryourlife
@brain_lupus
@gary_hensel
@ciaracalnan2gm2
@havenlust
@johnrhamilton2
@karijoys
@dlhampton
@glasgow_bruce

Top Mentioned in G8:
@ariafiat
@ipveducators
@theartofebm
@alisoncessary
@docphx
@swapnareddy01
@stephrstarr
@sharonnehayes
@hvanspall
@mmamas1973

Top Mentioned in G9:
@arghavan_salles
@tchanmd
@kristinadzara
@hur2buzy
@shhealthbeat
@spectrumhealth
@mvdridder
@drhowardliu
@mededdoc
@sherbino

Top Mentioned in G10:
@acgme
@massgeneralnews
@theihi
@choo_ek
@wheezynurse
@futuredocs
@pccm_doc
@amaliacochranmd
@laxswamy
@coherencemed

Top Tweeters
Top Tweeters in Entire Graph:
@lindaleeking
@mhall55nine
@mccarrenbill
@john_siracusa
@brontyman
@lizditz
@femtech_
@frecklesxx20
@adunlea
@mstepczyk

Top Tweeters in G1:
@lindaleeking
@mccarrenbill
@john_siracusa
@brontyman
@lizditz
@adunlea
@mstepczyk
@njdoc
@nytimes
@lkafle

Top Tweeters in G2:
@mhall55nine
@janesepmeier
@matyldastein
@wordfinga
@drferdowsi
@hragy
@bhartiya_savi
@sminaev2015
@cancergeek
@mhpoison1

Top Tweeters in G3:
@sameihuda
@rubiaabrar
@bengoldacre
@leobeletsky
@raj_psyc
@ch
@pookyh
@autismspeaks
@matthewrbroome
@dancingthemind

Top Tweeters in G4:
@femtech_
@cocacola
@borederdoc
@potato_chip
@cardioian
@mbeisen
@logghemd
@womensurgeons
@withyoudrwu
@markhertling

Top Tweeters in G5:
@mancunianmedic
@karensalitis
@pcribbett
@berci
@cacaskata
@drjanaway
@drpsybuffy
@sexyisntsexist
@ryanmruark
@debiecjacek

Top Tweeters in G6:
@frecklesxx20
@iceman_ex
@eugene_scott
@ffolliet
@haroldpollack
@apoxalyps1
@mbaram
@andrewjtagg
@precordialthump
@aslavitt

Top Tweeters in G7:
@karijoys
@gary_hensel
@lovegoldenheart
@jsimoncavage
@dlhampton
@susanjmccann
@havenlust
@bnightscrps
@johnrhamilton2
@dra_teraizamesa

Top Tweeters in G8:
@onco_cardiology
@drasifqasim
@samrrazamd
@erinmichos
@docphx
@heartdoc530
@djc795
@shelleyzieroth
@alisoncessary
@stephrstarr

Top Tweeters in G9:
@tchanmd
@vladduthierscbs
@queenofironyrn
@kristinadzara
@joemd
@akkaufman
@hedy_wald
@spectrumhealth
@kwasson2
@sherbino

Top Tweeters in G10:
@joebabaian
@kevinmd
@mikemooredo
@healthcarewen
@drericlevi
@coherencemed
@pccm_doc
@gardner_dave
@timlaheymd
@theihi


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