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SARS-NCOV_2022-01-13_04-17-01.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
January 13, 2022
Short Description:
SARS-NCOV via NodeXL https://bit.ly/33pSkBz
@adamjkucharski
@voiceof81716176
@motoisuzuki
@monstercoyliar
@hrkz1985
@takethatct
@shimokawataku
@pyotr1840
@thechiefnerd
@jsaholmes

Top hashtags:
#covid19
#sarscov2
#covid
#coronavirus
#ncov
#novel
#コロナ
#sars
#新型コロナ

Description:
Description
The graph represents a network of 2,886 Twitter users whose tweets in the requested range contained "SARS-NCOV", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 13 January 2022 at 12:20 UTC.

The requested start date was Thursday, 13 January 2022 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 13-day, 10-hour, 38-minute period from Thursday, 30 December 2021 at 01:01 UTC to Wednesday, 12 January 2022 at 11:39 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 : 2886
Unique Edges : 1723
Edges With Duplicates : 2374
Total Edges : 4097
Number of Edge Types : 5
Retweet : 918
MentionsInRetweet : 1018
Tweet : 363
Replies to : 493
Mentions : 1305
Self-Loops : 390
Reciprocated Vertex Pair Ratio : 0.00440881763527054
Reciprocated Edge Ratio : 0.00877893056664006
Connected Components : 539
Single-Vertex Connected Components : 169
Maximum Vertices in a Connected Component : 771
Maximum Edges in a Connected Component : 1407
Maximum Geodesic Distance (Diameter) : 15
Average Geodesic Distance : 4.73169
Graph Density : 0.000300980890235656
Modularity : 0.626984
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 2,886 Twitter users whose tweets in the requested range contained "SARS-NCOV", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 13 January 2022 at 12:20 UTC.

The requested start date was Thursday, 13 January 2022 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 13-day, 10-hour, 38-minute period from Thursday, 30 December 2021 at 01:01 UTC to Wednesday, 12 January 2022 at 11:39 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 : SARS-NCOV
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:
[182] https://www.cdc.gov/coronavirus/2019-ncov/science/science-briefs/masking-science-sars-cov2.html
[88] https://www.niid.go.jp/niid/ja/2019-ncov/2551-cepr/10876-sars-cov-2-b-1-1-529.html
[34] https://www.cdc.gov/coronavirus/2019-ncov/science/science-briefs/sars-cov-2-transmission.html
[34] https://www.niid.go.jp/niid/ja/2019-ncov/2484-idsc/10880-covid19-66.html
[26] https://www.cdc.gov/coronavirus/2019-ncov/science/science-briefs/masking-science-sars-cov2.html#:~:text=A%20study%20of%20an%20outbreak,70%25%20reduced%20risk
[24] https://www.cdc.gov/csels/dls/locs/2021/07-21-2021-lab-alert-Changes_CDC_RT-PCR_SARS-CoV-2_Testing_1.html
[23] https://www.niid.go.jp/niid/ja/2019-ncov/2488-idsc/iasr-news/10885-504p01.html
[23] https://www.cdc.gov/coronavirus/2019-ncov/science/science-briefs/masking-science-sars-cov2.html#anchor_1634654801820
[22] https://www.niid.go.jp/niid/en/2019-ncov-e/10884-covid19-66-en.html
[22] https://journals.scholarsportal.info/search?q=((COVID-19)+OR+(2019-nCoV)+OR+(SARS-CoV-2))&search_in=anywhere&date_from=&date_to=&sort=relevance&sub=

Top URLs in Tweet in G1:
[1] https://nextstrain.org/ncov/gisaid/global
[1] https://twitter.com/UWVirology/status/1478125778889969668
[1] https://www.niaid.nih.gov/diseases-conditions/coronaviruses
[1] https://www.cdc.gov/coronavirus/2019-ncov/symptoms-testing/symptoms.html

Top URLs in Tweet in G2:
[36] https://www.niid.go.jp/niid/ja/2019-ncov/2551-cepr/10876-sars-cov-2-b-1-1-529.html
[22] https://www.niid.go.jp/niid/ja/2019-ncov/2484-idsc/10880-covid19-66.html
[22] https://journals.scholarsportal.info/search?q=((COVID-19)+OR+(2019-nCoV)+OR+(SARS-CoV-2))&search_in=anywhere&date_from=&date_to=&sort=relevance&sub=
[11] https://www.niid.go.jp/niid/en/2019-ncov-e/10884-covid19-66-en.html
[8] https://www.cdc.gov/csels/dls/locs/2021/07-21-2021-lab-alert-Changes_CDC_RT-PCR_SARS-CoV-2_Testing_1.html
[7] https://www.cdc.gov/coronavirus/2019-ncov/science/science-briefs/sars-cov-2-transmission.html
[6] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7324311/
[5] https://www.niid.go.jp/niid/ja/2019-ncov/2488-idsc/iasr-news/10885-504p01.html
[4] https://www.cdc.gov/coronavirus/2019-ncov/hcp/guidance-risk-assesment-hcp.html
[4] https://www.cdc.gov/coronavirus/2019-ncov/science/science-briefs/masking-science-sars-cov2.html

Top URLs in Tweet in G3:
[16] https://www.niid.go.jp/niid/ja/2019-ncov/2488-idsc/iasr-news/10885-504p01.html
[4] https://www.niid.go.jp/niid/ja/2019-ncov/2551-cepr/10876-sars-cov-2-b-1-1-529.html
[1] https://www.niid.go.jp/niid/ja/2019-ncov/2484-idsc/10880-covid19-66.html
[1] https://www.niid.go.jp/niid/ja/2019-ncov/2484-idsc/10880-covid19-66.html?fbclid=IwAR3gncpKyO54OOXanLToP2NU9Z0-II3FrU9I6GqGup1d5xbWxiSjTkBEdsM
[1] https://www.niid.go.jp/niid/en/2019-ncov-e/10884-covid19-66-en.html

Top URLs in Tweet in G4:
[1] https://www.cdc.gov/coronavirus/2019-ncov/hcp/duration-isolation.html
[1] https://www.cdc.gov/coronavirus/2019-ncov/lab/testing.html
[1] https://twitter.com/Cryptomally84/status/1478222244962787330?s=20
[1] https://www.publichealthontario.ca/-/media/documents/ncov/main/2020/09/cycle-threshold-values-sars-cov2-pcr.pdf?la=en
[1] https://www.ncbi.nlm.nih.gov/gene/54938

Top URLs in Tweet in G5:
[3] https://www.cdc.gov/coronavirus/2019-ncov/lab/multiplex.html
[1] https://www.cdc.gov/csels/dls/locs/2021/07-21-2021-lab-alert-Changes_CDC_RT-PCR_SARS-CoV-2_Testing_1.html?ACSTrackingID=USCDC_2146-DM62994&ACSTrackingLabel=Lab%20Alert%3A%20Clarifications%20about%20the%20Retirement%20of%20the%20CDC%202019%20Novel%20Coronavirus%20(2019-nCov)%20Real-Time%20RT-PCR%20Diagnostic%20Panel&deliveryName=USCDC_2146-DM62994
[1] https://www.pnas.org/content/118/4/e2014564118
[1] https://www.cdc.gov/coronavirus/2019-ncov/science/science-briefs/masking-science-sars-cov2.html#anchor_1634654801820
[1] https://www.bmj.com/content/375/bmj-2021-068302
[1] https://med.stanford.edu/news/all-news/2021/09/surgical-masks-covid-19.html
[1] https://www.cdc.gov/coronavirus/2019-ncov/science/science-briefs/masking-science-sars-cov2.html

Top URLs in Tweet in G6:
[6] https://www.cdc.gov/coronavirus/2019-ncov/science/science-briefs/masking-science-sars-cov2.html
[3] https://www.acpjournals.org/doi/10.7326/M21-2780?cookieSet=1
[2] https://www.cdc.gov/coronavirus/2019-ncov/more/science-and-research/surface-transmission.html
[2] https://www.cdc.gov/csels/dls/locs/2021/07-21-2021-lab-alert-Changes_CDC_RT-PCR_SARS-CoV-2_Testing_1.html
[1] https://www.cdc.gov/coronavirus/2019-ncov/science/science-briefs/masking-science-sars-cov2.html?CDC_AA_refVal=https%3A%2F%2Fwww.cdc.gov%2Fcoronavirus%2F2019-ncov%2Fmore%2Fmasking-science-sars-cov2.html#anchor_1634654832779
[1] https://www.cdc.gov/coronavirus/2019-ncov/science/science-briefs/masking-science-sars-cov2.html?CDC_AA_refVal=https%3A%2F%2Fwww.cdc.gov%2Fcoronavirus%2F2019-ncov%2Fmore%2Fmasking-science-sars-cov2.html
[1] https://www.cdc.gov/coronavirus/2019-ncov/hcp/guidance-risk-assesment-hcp.html
[1] https://www.cdc.gov/csels/dls/locs/2021/08-02-2021-lab-alert-Clarifications_about_Retirement_CDC_2019_Novel_Coronavirus_1.html

Top URLs in Tweet in G7:
[1] https://nextstrain.org/ncov/gisaid/global

Top URLs in Tweet in G8:
[1] https://www.cdc.gov/coronavirus/2019-ncov/science/science-briefs/masking-science-sars-cov2.html

Top URLs in Tweet in G9:
[4] https://www.cdc.gov/coronavirus/2019-ncov/science/science-briefs/masking-science-sars-cov2.html

Top URLs in Tweet in G10:
[1] https://www.cdc.gov/coronavirus/2019-ncov/science/science-briefs/masking-science-sars-cov2.html

Top Domains
Top Domains in Tweet in Entire Graph:
[431] cdc.gov
[197] go.jp
[44] scholarsportal.info
[33] nextstrain.org
[27] nih.gov
[26] twitter.com
[24] who.int
[12] flutrackers.com
[11] fda.gov
[11] sciencedirect.com

Top Domains in Tweet in G1:
[1] nextstrain.org
[1] twitter.com
[1] nih.gov
[1] cdc.gov

Top Domains in Tweet in G2:
[90] go.jp
[44] scholarsportal.info
[41] cdc.gov
[11] twitter.com
[11] nih.gov
[8] nextstrain.org
[4] genomediscovery.org
[4] google.com
[3] publichealthontario.ca
[2] fda.gov

Top Domains in Tweet in G3:
[23] go.jp

Top Domains in Tweet in G4:
[2] cdc.gov
[1] twitter.com
[1] publichealthontario.ca
[1] nih.gov

Top Domains in Tweet in G5:
[6] cdc.gov
[1] pnas.org
[1] bmj.com
[1] stanford.edu

Top Domains in Tweet in G6:
[14] cdc.gov
[3] acpjournals.org

Top Domains in Tweet in G7:
[1] nextstrain.org

Top Domains in Tweet in G8:
[1] cdc.gov

Top Domains in Tweet in G9:
[4] cdc.gov

Top Domains in Tweet in G10:
[1] cdc.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[115] covid19
[80] sarscov2
[52] covid
[52] coronavirus
[50] ncov
[48] novel
[46] コロナ
[44] sars
[42] 新型コロナ
[41] 2019ncov



Top Hashtags in Tweet in G2:
[23] covid19
[22] sarscov2
[2] covid
[2] オミクロン株
[2] europe
[2] omicron
[2] delta
[2] phylogenic
[2] sars_cov_2
[2] サキドリちゃん

Top Hashtags in Tweet in G3:
[1] covid19

Top Hashtags in Tweet in G5:
[1] donotcomply
[1] hardtoklll

Top Words
Top Words in Tweet in Entire Graph:
[1149] sars
[1077] cov
[694] delta
[472] omicron
[408] cdc
[365] lineage
[339] seen
[338] emerge
[337] far
[337] haven't

Top Words in Tweet in G1:
[658] delta
[331] sars
[330] cov
[330] emerge
[329] far
[329] haven't
[329] seen
[329] pattern
[329] omicron
[329] lineage

Top Words in Tweet in G2:
[155] sars
[140] cov
[86] covid
[74] 19
[66] ncov
[59] cdc
[54] 2019
[47] オミクロン株
[44] 529系統
[44] articles

Top Words in Tweet in G3:
[150] cov
[147] 529系統
[147] オミクロン株
[134] sars
[128] 感染による新型コロナウイルス感染症の積極的疫学調査
[128] 第1報
[128] 感染性持続期間の検討
[85] motoisuzuki
[72] 国立感染症研究所
[69] 令和4年1月5日

Top Words in Tweet in G4:
[13] sars
[8] ncov
[6] cov
[4] time
[3] omicron
[3] mcfunny
[3] covid
[3] 2020
[3] cdc
[3] 2019

Top Words in Tweet in G5:
[14] sars
[10] one
[9] ncov
[6] test
[5] cov
[5] virus
[4] viruses
[4] tests
[4] pcr
[3] antoniotweets2

Top Words in Tweet in G6:
[23] cdc
[15] fda
[14] december
[14] 31
[14] 2021
[14] withdraw
[14] request
[14] food
[14] drug
[14] administration

Top Words in Tweet in G7:
[56] sars
[56] cov
[56] omicron
[55] time
[55] lapse
[55] made
[55] genomic
[55] epidemiology
[55] 2020
[55] wuhan

Top Words in Tweet in G9:
[4] newzhq
[4] binghambg
[4] big_crusher1000
[4] sherrylynnww1
[4] quin4trump
[4] baby2thfairy
[4] nyywydd8c1pg6oc
[4] kesselmatty
[4] middlemolly
[4] nomoreblue1

Top Words in Tweet in G10:
[2] 9livez1
[2] strokeystratfo1
[2] uselogicplease1
[2] soyboyroy1
[2] sumatrasue
[2] jennie_sc1
[2] cleeseraymond
[2] wondersnorbit

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1021] sars,cov
[338] cov,omicron
[337] haven't,seen
[336] far,haven't
[336] seen,pattern
[336] pattern,sars
[336] omicron,emerge
[336] emerge,delta
[336] delta,lineage
[336] lineage,delta

Top Word Pairs in Tweet in G1:
[330] sars,cov
[329] far,haven't
[329] haven't,seen
[329] seen,pattern
[329] pattern,sars
[329] cov,omicron
[329] omicron,emerge
[329] emerge,delta
[329] delta,lineage
[329] lineage,delta

Top Word Pairs in Tweet in G2:
[129] sars,cov
[59] covid,19
[44] scholars,portal
[42] 529系統,オミクロン株
[34] 2019,ncov
[23] cov,2の変異株b
[23] cov,529系統
[22] cdc,2019
[22] novel,coronavirus
[22] 第1報,感染性持続期間の検討

Top Word Pairs in Tweet in G3:
[147] 529系統,オミクロン株
[134] sars,cov
[128] cov,529系統
[128] オミクロン株,感染による新型コロナウイルス感染症の積極的疫学調査
[128] 感染による新型コロナウイルス感染症の積極的疫学調査,第1報
[128] 第1報,感染性持続期間の検討
[70] motoisuzuki,sars
[69] 感染性持続期間の検討,令和4年1月5日
[69] 令和4年1月5日,国立感染症研究所
[69] 国立感染症研究所,国立国際医療研究センター

Top Word Pairs in Tweet in G4:
[6] sars,cov
[6] sars,ncov
[2] covid,19
[2] 2019,ncov
[2] time,pcr
[2] merrynsw,ollysmithtravel
[2] ncov,wards
[2] positive,tested
[2] tested,staff
[2] chrisjohnsonmd,chris_f_carson

Top Word Pairs in Tweet in G5:
[9] sars,ncov
[5] sars,cov
[3] covid,19
[3] batshit,conspiracy
[3] conspiracy,theories
[2] multiplex,test
[2] test,such
[2] first,generation
[2] authorised,pcr
[2] pcr,tests

Top Word Pairs in Tweet in G6:
[14] december,31
[14] 31,2021
[14] 2021,cdc
[14] cdc,withdraw
[14] withdraw,request
[14] request,food
[14] food,drug
[14] drug,administration
[14] administration,fda
[14] fda,emergency

Top Word Pairs in Tweet in G7:
[56] sars,cov
[55] time,lapse
[55] lapse,made
[55] made,genomic
[55] genomic,epidemiology
[55] epidemiology,sars
[55] cov,2020
[55] 2020,wuhan
[55] wuhan,strain
[55] strain,notice

Top Word Pairs in Tweet in G9:
[4] binghambg,big_crusher1000
[4] big_crusher1000,sherrylynnww1
[4] sherrylynnww1,quin4trump
[4] quin4trump,baby2thfairy
[4] baby2thfairy,nyywydd8c1pg6oc
[4] nyywydd8c1pg6oc,kesselmatty
[4] kesselmatty,middlemolly
[4] middlemolly,nomoreblue1
[4] nomoreblue1,kcinor
[4] firecandy08,murder_fancier

Top Word Pairs in Tweet in G10:
[2] 9livez1,strokeystratfo1
[2] strokeystratfo1,uselogicplease1
[2] uselogicplease1,soyboyroy1
[2] soyboyroy1,sumatrasue
[2] sumatrasue,jennie_sc1
[2] jennie_sc1,cleeseraymond
[2] cleeseraymond,wondersnorbit

Top Replied-To
Top Replied-To in Entire Graph:
@esztersmt
@artavuso
@jamesmi36448366
@coopcrismom
@rockets9394
@coolbird76
@binghambg
@nypost
@officematsunaga
@salome8326

Top Replied-To in G1:
@happyhexer

Top Replied-To in G4:
@takethatct
@seamusmacsuibh1
@modamerart
@scottadamssays
@bellawallerstei
@merrynsw
@jay_g46
@atyhans
@chrisjohnsonmd

Top Replied-To in G5:
@rychus81
@keithmacintyre
@destrymaycock
@blcartwright
@jason696959
@sian_condon
@chokingonwoke
@jeffreydavidphd
@michaelgrainge
@cryptojah2

Top Replied-To in G6:
@johnbok5
@jljcolorado
@trs_plvs_ultra
@andybrandy
@lottiebee77
@isabeloakeshott
@gbnews
@talkradio
@rando_shelly
@natasha_m_74

Top Replied-To in G8:
@surfercosmic

Top Replied-To in G9:
@binghambg
@newzhq

Top Replied-To in G10:
@9livez1

Top Mentioned
Top Mentioned in Entire Graph:
@adamjkucharski
@motoisuzuki
@hrkz1985
@thechiefnerd
@iloha_train
@drml350phd
@kagbro88
@sukunabikona7
@trishgreenhalgh
@bayoumaw

Top Mentioned in G1:
@adamjkucharski
@nicolejacobi4
@abraarkaran

Top Mentioned in G2:
@drml350phd
@marieaaow
@drlboominathan
@fprissert

Top Mentioned in G3:
@motoisuzuki
@hrkz1985
@adamjkucharski

Top Mentioned in G4:
@mcfunny
@ghoppe
@mdrisette
@kathmarval
@carlsmythe
@ollysmithtravel
@chris_f_carson
@frugalsues
@andylumm
@wjack76995

Top Mentioned in G5:
@antoniotweets2
@justintrudeau
@reaccionapr
@richarddunda
@ryanandrewgray
@rob_bristow_ca
@maxfawcett
@thayepema
@tinfoilhat83
@maximum_nice

Top Mentioned in G6:
@bayoumaw
@cdcgov
@nadhimzahawi
@kanton_thurgau
@juliahb1
@jljcolorado
@paulembery
@iamgoingtosleep
@primroseriordan
@darren_jones26

Top Mentioned in G7:
@thechiefnerd
@adamjkucharski

Top Mentioned in G8:
@ftfeofficial
@cvreug
@flerfsareidiots
@kanchristo
@denniswhalebone
@try_thinking
@runninghippo
@ptroubleshooter
@maidelk
@phaenomena12

Top Mentioned in G9:
@big_crusher1000
@sherrylynnww1
@quin4trump
@baby2thfairy
@nyywydd8c1pg6oc
@kesselmatty
@middlemolly
@nomoreblue1
@kcinor
@firecandy08

Top Mentioned in G10:
@strokeystratfo1
@uselogicplease1
@soyboyroy1
@sumatrasue
@jennie_sc1
@cleeseraymond
@wondersnorbit
@prm13001813
@9livez1

Top Tweeters
Top Tweeters in Entire Graph:
@kakusan_rt
@americanair
@myfavoritescene
@matiere
@littlebytesnews
@sosorasora3
@saki_tokyojapan
@madfall1213
@viralvideovlogs
@fusasippona

Top Tweeters in G1:
@myfavoritescene
@maybel65
@bassaces1
@fiona_fionnagal
@benishii_
@drrimmer
@pfanderson
@e2dot7182818284
@gwinniejones
@scottishfirst

Top Tweeters in G2:
@matiere
@gooochin
@peko409
@moetaxi
@shilohwalker
@donsw2
@za_yi
@nana0773nana
@r477mieyunoyama
@hagi220

Top Tweeters in G3:
@madfall1213
@fusasippona
@kiriyama_george
@otakutokkai
@slipperyrider
@thouautumn
@y_fujisaki
@zephyorg
@n_e_t_s_i_q_s
@ohtsune2nd

Top Tweeters in G4:
@adevotedyogi
@doritmi
@_mamadeb
@denutrients
@monstercoyliar
@wjack76995
@atyhans
@jsaholmes
@mcfunny
@frankdelia7

Top Tweeters in G5:
@redeemedseven
@doodlestrks
@denise_snively
@tex_968
@jellen805
@bigrfaze
@cara_txzeal
@jayvanorman
@politicalwilli
@debbie22210

Top Tweeters in G6:
@ggprez
@jonflombee
@scarlett_sandy
@maureen_oesch
@juliahb1
@gatorsdominate
@hammertoe
@talkradio
@pplatesrgrate
@ianbremmer

Top Tweeters in G7:
@s_total_s2
@annika1061
@equateall
@vicval182505
@lisamar91564392
@samurai_1967
@calichick777
@meow_meow923
@tracicneff
@imforthewhales

Top Tweeters in G8:
@prismprime
@wandaspangler2
@ieaffiliate
@logicalreterg
@jon_hill84
@try_thinking
@doctorbuttons
@surfercosmic
@_hiddenagenda
@ken_caudle

Top Tweeters in G9:
@quin4trump
@larryputt
@marilynlavala
@sassychickie
@theycallmedoc1
@icanplainlysee
@middlemolly
@pennslytckysue
@felixanchor__
@truthsearch1957

Top Tweeters in G10:
@lauriespoon
@michellmybell1
@0ryuge
@sumatrasue
@wookietim
@th1rt3en_tm
@republicanrehab
@whurensohn
@bluekomand
@usorthem3


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