jama_current, Twitter, 1/15/2022 10:20:11 PM, 270079
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jama_current_2022-01-15_03-54-01.xlsx
jama_current_2022-01-15_03-54-01.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
January 15, 2022
Short Description:
jama_current via NodeXL https://bit.ly/3K8fld4
@jama_current
@jamanetwork
@rickabright
@andre__damon
@enirenberg
@mathieumolimard
@carlquintanilla
@cocobelladoodle
@ali_aminian_md
@causalab

Top hashtags:
#covid19
#longcovid
#apixaban
#cardiotwitter
#covid
#medicine

Description:
Description
The graph represents a network of 6,533 Twitter users whose tweets in the requested range contained "jama_current", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 15 January 2022 at 12:03 UTC.

The requested start date was Saturday, 15 January 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 31-day, 10-hour, 23-minute period from Tuesday, 14 December 2021 at 10:58 UTC to Friday, 14 January 2022 at 21:21 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 : 6533
Unique Edges : 11570
Edges With Duplicates : 19049
Total Edges : 30619
Number of Edge Types : 5
Retweet : 4051
MentionsInRetweet : 11690
Replies to : 2012
Mentions : 12753
Tweet : 113
Self-Loops : 227
Reciprocated Vertex Pair Ratio : 0.0289473684210526
Reciprocated Edge Ratio : 0.0562659846547315
Connected Components : 68
Single-Vertex Connected Components : 21
Maximum Vertices in a Connected Component : 6321
Maximum Edges in a Connected Component : 30358
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.779871
Graph Density : 0.000421478819341889
Modularity : 0.41672
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 6,533 Twitter users whose tweets in the requested range contained "jama_current", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 15 January 2022 at 12:03 UTC.

The requested start date was Saturday, 15 January 2022 at 01:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 31-day, 10-hour, 23-minute period from Tuesday, 14 December 2021 at 10:58 UTC to Friday, 14 January 2022 at 21:21 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 : jama_current
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:
[26] https://jamanetwork.com/journals/jama/fullarticle/2787944
[24] https://jamanetwork.com/journals/jama/fullarticle/2787947
[22] https://jamanetwork.com/journals/jama/fullarticle/2787495?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=010222#.YdCoPfjbInI.twitter
[20] https://jamanetwork.com/journals/jama/fullarticle/2785303
[19] https://jamanetwork.com/journals/jama/fullarticle/2787111?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=121521#.Ybm0QHaUlQM.twitter
[15] https://jamanetwork.com/journals/jama/fullarticle/2788254?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011422#.YeGf92v8miw.twitter
[15] https://jamanetwork.com/journals/jama/article-abstract/2787330
[13] https://jamanetwork.com/journals/jama/fullarticle/2788104?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011122#.Yd4Bj0jW-pk.twitter
[13] https://jamanetwork.com/journals/jama/fullarticle/2778487#.Ycjbymqitbw.twitter
[13] https://thesgem.com/2021/12/sgem353-at-the-coca-coca-for-ocha/

Top URLs in Tweet in G1:
[20] https://jamanetwork.com/journals/jama/fullarticle/2787495?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=010222#.YdCoPfjbInI.twitter
[15] https://jamanetwork.com/journals/jama/article-abstract/2787330
[9] http://jamanetwork.com/journals/jama/
[7] https://jamanetwork.com/journals/jama/fullarticle/2787451?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=121721#.YbzrSkAhY3w.twitter
[7] https://jamanetwork.com/journals/jama/fullarticle/2787943?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=010822#.Ydj4Od1MBNE.twitter
[5] https://jamanetwork.com/journals/jama/fullarticle/2787944?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=010622#.YdczcXJj2pI.twitter
[5] https://jamanetwork.com/journals/jama/article-abstract/211038
[4] https://jamanetwork.com/journals/jama/fullarticle/2788067?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011322#.YeDoqqIgCno.twitter
[4] https://jamanetwork.com/journals/jama/fullarticle/2787289?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=121621#.YbrZEuhGY38.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2777342

Top URLs in Tweet in G2:
[19] https://jamanetwork.com/journals/jama/fullarticle/2787111?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=121521#.Ybm0QHaUlQM.twitter
[13] https://jamanetwork.com/journals/jama/fullarticle/2778487#.Ycjbymqitbw.twitter
[12] https://medicalxpress.com/news/2021-12-breakthrough-infections-super-immunity-covid-.html
[10] https://jamanetwork.com/journals/jama/fullarticle/2787241?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=121621#.YbtZj8X0ixw.twitter
[8] https://jamanetwork.com/journals/jama/fullarticle/2788254?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011422#.YeGf92v8miw.twitter
[7] https://jamanetwork.com/journals/jama/fullarticle/2787905?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011222#.Yd72Bm4tD0c.twitter
[7] https://medicalxpress.com/news/2022-01-simple-screening-copd-relieve-millions.html
[6] https://jamanetwork.com/journals/jama/fullarticle/2777389?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=122721#.YcnbI_Qn2KI.twitter
[6] https://jamanetwork.com/journals/jama/fullarticle/2787609?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=122321#.YcQZlsMpUo4.twitter
[6] https://jamanetwork.com/journals/jama/fullarticle/2787207?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=121321#.YbezxTI-d7k.twitter

Top URLs in Tweet in G3:
[23] https://jamanetwork.com/journals/jama/fullarticle/2787947
[16] https://jamanetwork.com/journals/jama/fullarticle/2787944
[10] https://jamanetwork.com/journals/jama/fullarticle/2788104?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011122#.Yd4Bj0jW-pk.twitter
[9] https://jamanetwork.com/journals/jama/fullarticle/2787944?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=010822#.YdmsMKsJHLk.twitter
[7] https://jamanetwork.com/journals/jama/fullarticle/2787065?resultClick=1
[6] https://jamanetwork.com/journals/jama/fullarticle/2787758?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=122921#.YczrysqaAPE.twitter
[5] https://jamanetwork.com/journals/jama/fullarticle/2787945
[5] https://jamanetwork.com/journals/jama/fullarticle/2787946?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=010822#.Ydm-VYITQ0E.twitter
[5] https://jamanetwork.com/journals/jama/fullarticle/2787943
[4] https://jamanetwork.com/journals/jama/fullarticle/2788253?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011422#.YeFmloPb6WU.twitter

Top URLs in Tweet in G4:
[3] https://jamanetwork.com/journals/jama/fullarticle/2787609?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=122221#.YcNR1tyHLjo.twitter
[3] https://twitter.com/inabster/status/1471957087827726343
[2] https://jamanetwork.com/journals/jama/fullarticle/2788104?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011422#.YeEzrhrQj4M.twitter
[2] Dive
[1] https://jamanetwork.com/journals/jama/fullarticle/2788255?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011422#.YeHSEeQKVHI.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2787065?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=122821#.YctAqSceTNs.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2787776?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=123021#.Yc3ZLTUCIMU.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2788254?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011422#.YeGhtXHxbWc.twitter
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7003633/
[1] https://jamanetwork.com/journals/jama/fullarticle/2787776#.YdJ8PWBThVk.twitter

Top URLs in Tweet in G5:
[3] https://jamanetwork.com/journals/jama/article-abstract/2787319
[3] https://jamanetwork.com/journals/jama/article-abstract/2787253
[2] https://jamanetwork.com/journals/jama/article-abstract/2786831
[2] https://jamanetwork.com/journals/jamasurgery/fullarticle/2788012
[2] https://jamanetwork.com/journals/jama/article-abstract/2787115
[2] https://paper.li/CMichaelGibson/1356220442?edition_id=1bcf2ce0-67d5-11ec-bf9d-fa163e6ccaff
[2] https://news.vumc.org/2021/12/21/study-finds-pixaban-eliquis-is-preferable-to-rivaroxaban-xarelto-for-stroke-prevention-reduced-bleeding-complications/
[2] https://news.vumc.org/2021/12/15/similar-success-rates-two-devices-breathing-tube-placement/
[2] https://jamanetwork.com/journals/jama/fullarticle/2786831?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=121321#.YbeCC9sOnE0.twitter
[1] https://mailchi.mp/thepagernews/011322

Top URLs in Tweet in G6:
[9] https://www.nbcdfw.com/news/health/new-benefits-of-bariatric-surgery-beyond-weight-loss-new-study/2844609/?_osource=db_npd_nbc_kxas_twt_shr
[6] https://twitter.com/longcovidspain/status/1478342462989029376?s=20
[6] https://www.medscape.com/viewarticle/965970?src=soc_tw_share
[5] https://www.newsweek.com/weight-loss-associated-better-covid-outcomes-obesity-study-cleveland-1664388
[4] https://aebb7c2a-1c1c-4c76-a18e-345afc30d502.filesusr.com/ugd/9a4913_e4a9bc115c4540d0a4035d1486c04f34.pdf
[4] https://medika.life/breakthrough-immunity/
[3] https://twitter.com/sTeamTraen/status/1472908859211714566
[3] https://twitter.com/sTeamTraen/status/1472908859211714566?s=20
[3] https://jamanetwork.com/journals/jamasurgery/article-abstract/2787397
[2] https://twitter.com/dysclinic/status/1478458641451790337?s=20

Top URLs in Tweet in G7:
[4] https://jamanetwork.com/journals/jama/fullarticle/2788254?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011422#.YeGf92v8miw.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2787757?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=122921#.YczvpuFsFnw.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2788254?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011422#.YeGyr0hbliE.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2787111?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=121521#.YbpnJAMG8uc.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2788253
[2] https://twitter.com/kaopingchua/status/1481658302480064517
[2] https://jamanetwork.com/journals/jama/fullarticle/2787447?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=121621#.Ybuylhr-fA4.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2787609?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=010122#.YdB28iHNlEo.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2787542?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=010222#.YdHwulwHxxM.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2787504?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=122121#.YcJRbkqQmlw.twitter

Top URLs in Tweet in G8:
[1] https://www.youtube.com/watch?v=eAdanPfQdCA&feature=youtu.be

[1] https://twitter.com/WBahnfleth/status/1477488025038905344
[1] https://jamanetwork.com/journals/jama/fullarticle/2768396
[1] https://twitter.com/eliowa/status/1433943504166789122
[1] https://twitter.com/jneill/status/1479066859270025219
[1] https://twitter.com/svillapol/status/1476472787476832266
[1] https://twitter.com/fmoral1959/status/1479152967005708289
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-03495-2
[1] https://twitter.com/PrevencinDocen1/status/1475076342676926464
[1] https://twitter.com/PrevencinDocen1/status/1360851511761244162

Top URLs in Tweet in G9:
[1] https://jamanetwork.com/journals/jama/fullarticle/2787451?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=121821#.Yb0HI2iViVo.twitter
[1] https://twitter.com/graememaclaren/status/1471963645294743552
[1] https://jamanetwork.com/journals/jamanetworkopen/articlepdf/2783550/harmon_2021_ld_210198_1632843037.93529.pdf?resultClick=1
[1] https://jamanetwork.com/journals/jama-health-forum/fullarticle/2787078
[1] https://jamanetwork.com/journals/jama/fullarticle/2787447#.Ybv6kktdBbU.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2788104?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011022#.YdyNsVshPTI.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2788253?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011322#.YeCuRzcAHbE.twitter
[1] https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2787394?utm_source=For_The_Media&utm_medium=referral&utm_campaign=ftm_links&utm_term=122221
[1] https://thesgem.com/2021/12/sgem353-at-the-coca-coca-for-ocha/
[1] https://jamanetwork.com/journals/jama/fullarticle/2787320?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011022#.Ydun03wqn_s.twitter

Top URLs in Tweet in G10:
[1] https://www.nbcnews.com/science/science-news/health-care-workers-hurting-doctor-wants-see-psychedelic-can-help-rcna8281
[1] https://jamanetwork.com/journals/jama/fullarticle/2787944
[1] https://www.acpjournals.org/doi/pdf/10.7326/J21-0007
[1] https://twitter.com/JoeBiden/status/1316894374500962305?s=20
[1] https://joebiden.com/joe-bidens-4-point-plan-for-our-essential-workers/
[1] https://nypost.com/2021/12/18/nfl-changes-covid-testing-protocols-for-vaccinated-players/
[1] https://twitter.com/cwt_news/status/1472266769842774024?s=12
[1] https://twitter.com/atlrey/status/1472000945001271298?s=21

Top Domains
Top Domains in Tweet in Entire Graph:
[1718] jamanetwork.com
[185] twitter.com
[37] nih.gov
[37] medicalxpress.com
[18] ama-assn.org
[17] bmj.com
[16] inhalemd.com
[15] thesgem.com
[13] medscape.com
[10] dlvr.it

Top Domains in Tweet in G1:
[488] jamanetwork.com
[36] twitter.com
[17] ama-assn.org
[7] healio.com
[7] nih.gov
[3] medscape.com
[2] nature.com
[2] yale.edu
[2] eurekalert.org
[2] upi.com

Top Domains in Tweet in G2:
[766] jamanetwork.com
[35] medicalxpress.com
[10] dlvr.it
[10] nih.gov
[6] twitter.com
[3] bmj.com
[2] wiley.com
[1] medrxiv.org
[1] jhu.edu
[1] adamcifu.com

Top Domains in Tweet in G3:
[147] jamanetwork.com
[22] twitter.com
[4] nytimes.com
[4] threadreaderapp.com
[3] youtube.com
[2] nih.gov
[2] chcradio.com
[2] newsweek.com
[1] wbur.org
[1] washingtonpost.com

Top Domains in Tweet in G4:
[25] jamanetwork.com
[18] twitter.com
[2] nih.gov
[1] ama-assn.org
[1] blogspot.com
[1] nbcnews.com
[1] cdc.gov
[1] linkedin.com
[1] nejm.org
[1] healthcaredive.com

Top Domains in Tweet in G5:
[26] jamanetwork.com
[8] twitter.com
[5] vumc.org
[2] tctmd.com
[2] paper.li
[1] mailchi.mp
[1] altmetric.com
[1] ajconline.org
[1] ciberobn.es
[1] clinicbarcelona.org

Top Domains in Tweet in G6:
[36] twitter.com
[9] jamanetwork.com
[9] nbcdfw.com
[8] medscape.com
[7] filesusr.com
[5] newsweek.com
[4] medika.life
[3] medrxiv.org
[2] thesciencebit.net
[2] forbes.com

Top Domains in Tweet in G7:
[42] jamanetwork.com
[11] twitter.com
[1] nih.gov
[1] reuters.com
[1] science.org
[1] bloomberg.com
[1] npr.org
[1] theguardian.com
[1] presscore.ca

Top Domains in Tweet in G8:
[9] twitter.com
[2] jamanetwork.com
[1] youtube.com
[1] nature.com
[1] elpais.com
[1] uw.edu

Top Domains in Tweet in G9:
[10] jamanetwork.com
[4] twitter.com
[1] thesgem.com
[1] mayoclinic.org

Top Domains in Tweet in G10:
[3] twitter.com
[1] nbcnews.com
[1] jamanetwork.com
[1] acpjournals.org
[1] joebiden.com
[1] nypost.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[332] covid19
[150] longcovid
[124] apixaban
[123] cardiotwitter
[117] covid
[75] medicine
[69] cannabis
[67] patients
[62] omicron
[61] doctors



Top Hashtags in Tweet in G1:
[97] covid19
[19] longcovid
[18] omicronvariant
[17] sarscov2
[12] omicron
[12] semaglutide
[11] covid
[9] obesity
[9] boosterdose
[9] cancer

Top Hashtags in Tweet in G2:
[38] covid19
[24] depression
[20] covid
[13] dxerror
[13] omega3
[10] graphicmedicine
[9] jamanetworkinthenews
[7] blackwomen
[7] preeclampsia
[7] screening

Top Hashtags in Tweet in G3:
[51] covid19
[41] covid
[41] omicron
[8] epitwitter
[5] icymi
[4] vaccines
[3] vaccine
[3] booster
[2] sarscov2
[2] covid_19

Top Hashtags in Tweet in G4:
[32] covid19
[6] pedsicu
[4] pedscicu
[4] neuropicu
[4] some4mv
[4] ecmo
[4] ecls
[4] resuscitation
[4] sandwich
[3] anticoagulation

Top Hashtags in Tweet in G5:
[114] apixaban
[111] cardiotwitter
[7] oac
[7] af
[7] neoebm
[6] semaglutide
[6] liraglutide
[6] drphilipgreenland
[6] jamaviewpoint
[6] afib

Top Hashtags in Tweet in G6:
[28] longcovid
[24] apresj20
[18] covidlong
[10] covid19
[8] retract
[6] howdareyou
[5] covid
[4] medtwitter
[3] covidpersistente
[3] meded

Top Hashtags in Tweet in G7:
[13] covid19
[11] sarscov2
[6] acne
[4] ivermectin
[4] omicronvariant
[2] deltavariant
[2] covid
[2] covaxin
[1] semaglutide
[1] liraglutide

Top Hashtags in Tweet in G8:
[78] longcovid
[6] covid19
[6] misc
[1] covidpersistente
[1] ventilacionnatural
[1] loscolessonseguros
[1] elcontagioencolesesseguro
[1] euskadi
[1] aerosol

Top Hashtags in Tweet in G9:
[38] covid19
[24] ecmo
[7] sccmdiscovery
[1] ivermectin
[1] sccmsome
[1] ebm
[1] longcovid

Top Hashtags in Tweet in G10:
[1] medtwitter
[1] medicalcollege
[1] medicine
[1] racialjustice
[1] blacktwitter
[1] blacklivesmatter
[1] psychedelics
[1] paxlovid

Top Words
Top Words in Tweet in Entire Graph:
[5899] jama_current
[1358] jamanetwork
[1244] covid
[997] part
[632] rickabright
[631] 19
[608] zekeemanuel
[562] study
[559] patients
[475] drdavidmichaels

Top Words in Tweet in G1:
[1339] jama_current
[276] covid
[159] study
[151] jramonfernandez
[134] care
[131] bien
[130] pacientes
[128] artículo
[127] reciente
[127] embarazo

Top Words in Tweet in G2:
[1169] jama_current
[1035] jamanetwork
[708] part
[406] covid
[298] 19
[128] strategy
[118] patients
[116] national
[90] omicron
[88] normal

Top Words in Tweet in G3:
[733] jama_current
[620] rickabright
[593] zekeemanuel
[472] drdavidmichaels
[462] celinegounder
[376] mtosterholm
[344] llborio
[233] covid
[172] viewpoints
[146] published

Top Words in Tweet in G4:
[253] jama_current
[134] toi_kouhou
[134] mainichikurashi
[130] ramos262740691
[120] 2022年にさすがにこれはダメです
[120] 最初にpcr特異度デマが広まった時も
[120] 日本の医者はバカだなぁ
[120] とpcrの原理から
[119] 検査の感度と特
[58] patients

Top Words in Tweet in G5:
[307] jama_current
[134] enricoferromd
[118] editorial
[114] #apixaban
[113] question
[111] #cardiotwitter
[110] tackle
[110] timely
[110] recommend
[109] #rivarox

Top Words in Tweet in G6:
[512] jama_current
[419] jamainternalmed
[128] study
[86] elisaperego78
[67] apresj20
[49] ali_aminian_md
[48] covid
[45] asmbs
[42] patients
[40] c'est

Top Words in Tweet in G7:
[194] jama_current
[69] picardonhealth
[55] peterhotez
[51] covid
[50] drandrewb
[50] ipapanicolas
[50] cdavidnaylor
[50] bogochisaac
[50] kirstypatrick
[50] rosiebarton

Top Words in Tweet in G8:
[284] jljcolorado
[282] jama_current
[196] harvard
[195] nauscopio
[195] cdcgov
[195] stanford
[195] yale
[193] _miriku_
[193] dukeu
[193] ucla

Top Words in Tweet in G9:
[131] jama_current
[101] zapateroantonio
[87] test
[80] antígenos
[78] estudio
[78] demuestra
[78] realización
[78] forma
[78] repetida
[78] equiparable

Top Words in Tweet in G10:
[140] carlquintanilla
[113] jama_current
[63] nytimes
[61] hotlinejosh
[48] johnspall247
[41] biden
[37] one
[36] pandemic
[35] six
[35] strategy

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[960] jama_current,part
[840] part,jamanetwork
[611] covid,19
[477] jama_current,jamanetwork
[416] jama_current,jamainternalmed
[298] zekeemanuel,mtosterholm
[275] llborio,rickabright
[264] celinegounder,zekeemanuel
[256] mtosterholm,llborio
[255] rickabright,drdavidmichaels

Top Word Pairs in Tweet in G1:
[127] reciente,artículo
[127] artículo,jama_current
[127] jama_current,embarazo
[127] embarazo,covid
[127] covid,pacientes
[127] pacientes,creo
[127] creo,útil
[127] útil,resume
[127] resume,bien
[126] jramonfernandez,reciente

Top Word Pairs in Tweet in G2:
[707] jama_current,part
[668] part,jamanetwork
[363] jama_current,jamanetwork
[285] covid,19
[113] national,strategy
[84] serapsimsekyvz,jama_current
[81] sars,cov
[80] strategy,normal
[79] normal,life
[78] life,covid

Top Word Pairs in Tweet in G3:
[297] zekeemanuel,mtosterholm
[273] llborio,rickabright
[261] celinegounder,zekeemanuel
[255] mtosterholm,llborio
[254] rickabright,drdavidmichaels
[153] rickabright,jama_current
[144] drdavidmichaels,rickabright
[110] published,viewpoints
[104] national,strategy
[104] viewpoints,jama_current

Top Word Pairs in Tweet in G4:
[134] toi_kouhou,mainichikurashi
[134] mainichikurashi,jama_current
[125] ramos262740691,toi_kouhou
[120] jama_current,2022年にさすがにこれはダメです
[120] 2022年にさすがにこれはダメです,最初にpcr特異度デマが広まった時も
[120] 最初にpcr特異度デマが広まった時も,日本の医者はバカだなぁ
[120] 日本の医者はバカだなぁ,とpcrの原理から
[119] とpcrの原理から,検査の感度と特
[22] therapeutics,nonhospitalized
[22] nonhospitalized,patients

Top Word Pairs in Tweet in G5:
[115] enricoferromd,jama_current
[112] jama_current,editorial
[110] editorial,tackle
[110] tackle,timely
[110] timely,question
[110] question,#cardiotwitter
[110] #cardiotwitter,recommend
[110] recommend,#apixaban
[109] #apixaban,#rivarox
[35] jama_current,ebneo

Top Word Pairs in Tweet in G6:
[409] jama_current,jamainternalmed
[65] elisaperego78,jama_current
[45] jamainternalmed,study
[33] weight,loss
[31] jamainternalmed,dear
[31] dear,jama_current
[26] bariatric,surgery
[24] clarerayner6,jama_current
[23] study,question
[20] l'étude,viciée

Top Word Pairs in Tweet in G7:
[50] jama_current,ipapanicolas
[50] ipapanicolas,cdavidnaylor
[50] cdavidnaylor,bogochisaac
[50] bogochisaac,kirstypatrick
[50] kirstypatrick,rosiebarton
[50] rosiebarton,pgfor
[49] pgfor,picardonhealth
[47] picardonhealth,meganranney
[47] meganranney,peterhotez
[42] drandrewb,jama_current

Top Word Pairs in Tweet in G8:
[195] cdcgov,harvard
[195] harvard,stanford
[195] stanford,yale
[193] nauscopio,_miriku_
[193] _miriku_,cdcgov
[193] yale,dukeu
[193] dukeu,ucla
[179] ucla,jama_current
[161] jljcolorado,nauscopio
[84] jama_current,tonigarias

Top Word Pairs in Tweet in G9:
[80] test,antígenos
[78] estudio,jama_current
[78] jama_current,demuestra
[78] demuestra,realización
[78] realización,test
[78] antígenos,forma
[78] forma,repetida
[78] repetida,equiparable
[77] zapateroantonio,estudio
[24] #ecmo,#covid19

Top Word Pairs in Tweet in G10:
[102] carlquintanilla,jama_current
[62] jama_current,nytimes
[58] nytimes,hotlinejosh
[48] jama_current,johnspall247
[34] six,former
[34] former,wh
[34] wh,advisers
[34] advisers,calling
[34] calling,mr
[34] mr,biden

Top Replied-To
Top Replied-To in Entire Graph:
@jama_current
@celinegounder
@carlquintanilla
@zekeemanuel
@rickabright
@drandrewb
@8bitsdepoder
@peter_vd_voort
@serapsimsekyvz
@roberto24051974

Top Replied-To in G1:
@jama_current
@peter_vd_voort
@kthorborg
@erictopol
@schoterbos
@jramonfernandez
@alvarezmorenoc
@rthc_home
@carol_perelman
@azevedo_lcp

Top Replied-To in G2:
@8bitsdepoder
@serapsimsekyvz
@roberto24051974
@professorlou1
@eceaykultas
@laurensanders81
@adamcifu
@wolfhautz
@scottsimanski
@alexandrajalva4

Top Replied-To in G3:
@celinegounder
@zekeemanuel
@rickabright
@carlosdelrio7
@drdavidmichaels
@s_c_h_u_m
@mskathleenquinn
@ericasmombubbe3
@covid19_alex
@chadgoldsmith

Top Replied-To in G4:
@jama_current
@ramos262740691
@absteward
@tostadas_md_phd
@drsandypants
@mukandrita
@amolnavathe
@toi_kouhou
@carlosdelrio7
@whitehouse

Top Replied-To in G5:
@enricoferromd
@nbamat
@cmichaelgibson
@drabdulrazak_md
@3hkam
@atul_monash
@davidlbrownmd
@dhambrick63
@jama_current
@tufts_pace

Top Replied-To in G6:
@jama_current
@elisaperego78
@ali_aminian_md
@_lucibee
@apresj20
@shaneywright
@pernicesandrine
@longcovidaragon
@clarerayner6
@covidsolidarit1

Top Replied-To in G7:
@drandrewb
@jama_current
@abraarkaran
@vidyavis
@kaopingchua
@denniskendel
@preetinmalani
@bnodesk
@theophanesrex
@bernardog911

Top Replied-To in G8:
@jljcolorado
@tonigarias
@ciclodas
@nauscopio
@s3ld0n
@t_ellenripley
@merz
@bwlng8
@depedro_jose
@prevencindocen1

Top Replied-To in G9:
@zapateroantonio
@covid19registry
@jdensonmd
@juancaminante12
@josmanuelram
@snigdhajain89
@hzendal
@jotitaese1

Top Replied-To in G10:
@carlquintanilla
@franklin19788
@waivedsap
@brrrzooka
@angrybklynmom
@libguy1066
@najaranne1
@mdfacep
@savedemocracynw
@topgun1188

Top Mentioned
Top Mentioned in Entire Graph:
@jama_current
@jamanetwork
@rickabright
@zekeemanuel
@drdavidmichaels
@jamainternalmed
@mtosterholm
@llborio
@celinegounder
@jljcolorado

Top Mentioned in G1:
@jama_current
@jramonfernandez
@erictopol
@jamanetwork
@alvarezmorenoc
@peter_vd_voort
@americancancer
@drsethpt
@ritarubin

Top Mentioned in G2:
@jama_current
@jamanetwork
@povedajb
@rossai13
@serapsimsekyvz
@alexandrajalva4
@enirenberg
@medical_xpress
@drcarmelcrock
@g33kgurli

Top Mentioned in G3:
@jama_current
@rickabright
@zekeemanuel
@drdavidmichaels
@mtosterholm
@llborio
@celinegounder
@carlosdelrio7
@jamanetwork
@newday

Top Mentioned in G4:
@jama_current
@who
@mainichikurashi
@toi_kouhou
@ramos262740691
@absteward
@nejm
@thelancet
@cdcgov
@jamanetwork

Top Mentioned in G5:
@jama_current
@enricoferromd
@ebneo
@drabdulrazak_md
@profsomashekhar
@ccroehr
@nicu_musings
@nicupodcast
@calumtheroberts
@neonatalresearc

Top Mentioned in G6:
@jamainternalmed
@jama_current
@elisaperego78
@apresj20
@asmbs
@easoobesity
@shaneywright
@jamasurgery
@ali_aminian_md
@jamanetwork

Top Mentioned in G7:
@jama_current
@picardonhealth
@peterhotez
@ipapanicolas
@cdavidnaylor
@bogochisaac
@kirstypatrick
@rosiebarton
@pgfor
@meganranney

Top Mentioned in G8:
@jama_current
@jljcolorado
@cdcgov
@harvard
@stanford
@yale
@_miriku_
@dukeu
@ucla
@nauscopio

Top Mentioned in G9:
@jama_current
@zapateroantonio
@stead_christine
@elsoorg
@graememaclaren
@profdalefisher
@nusmedicine
@jdensonmd
@nychealthcommr
@sccm

Top Mentioned in G10:
@jama_current
@carlquintanilla
@nytimes
@hotlinejosh
@johnspall247
@lizaries2024
@angrybklynmom
@macleanethics
@hastingscenter
@nejm

Top Tweeters
Top Tweeters in Entire Graph:
@jornalistavitor
@threadreaderapp
@dichristine
@edinburghwatch
@littlebytesnews
@inabster
@citrus_kyoto
@bannerite
@evankirstel
@meruemgi

Top Tweeters in G1:
@jornalistavitor
@ary_antipt
@maybel65
@amyayers16
@bassaces1
@njdoc
@amazingchevvolt
@ricardocipago
@ygjumi
@drdind

Top Tweeters in G2:
@edinburghwatch
@meruemgi
@artificialbra1n
@oldsalz
@estarianne
@ken_crichlow
@helperstream
@baronianconsult
@redboybroken
@4suvariii

Top Tweeters in G3:
@threadreaderapp
@bannerite
@rosenchild
@jjj5819
@cotey_mary
@carrybeyond
@cnbsnana
@whirledcitizen_
@cheryl_marlin
@bjcrochet

Top Tweeters in G4:
@inabster
@citrus_kyoto
@menabster
@chiemma44
@bb45_colorado
@seki_yo
@uchida_kawasaki
@yunishio
@fearless_taisho
@lamohkun

Top Tweeters in G5:
@lavanguardia
@wordfinga
@pash22
@trumwill
@gurdur
@dhambrick63
@cvspharmacy
@drskharlamov
@drmarthagulati
@ecologicalnet

Top Tweeters in G6:
@littlebytesnews
@wrap02
@forbes
@benoit_gregory
@newsweek
@drferdowsi
@nbcdfw
@mimij9
@soundcube
@ramblingproses

Top Tweeters in G7:
@reuters
@guardian
@drseid
@huffpost
@washingtonpost
@jdignum
@time
@politico
@abcnews
@nbcnews

Top Tweeters in G8:
@lapergris
@ignotolugar
@4evrstardancer
@francodespecho
@caracola7mares
@rginvest
@aledevalpito
@sandymmv
@mirasanjuan
@igra_ine

Top Tweeters in G9:
@dichristine
@viralvideovlogs
@aramirezsym
@arcange52536129
@drshahrul80
@iceman_ex
@v_neverever
@javiercaso
@alejandrasaku
@rickybrown75

Top Tweeters in G10:
@zeeshan_shah_dc
@nytimes
@rigotordoc
@hotlinejosh
@prchovanec
@ebizarch
@endmoronism
@lizpere75
@newyorker
@franklin19788


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