jama_current, Twitter, 3/6/2021 7:49:47 PM, 250216


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jama_current_2021-03-06_04-03-07.xlsx
jama_current_2021-03-06_04-03-07.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
March 06, 2021
Short Description:
jama_current via NodeXL https://bit.ly/2O7mO40
@jama_current
@erictopol
@uche_blackstock
@emezones
@jamanetwork
@braincures
@jocelynbordador
@hellokidneymd
@cla_cor
@theresa_chapple

Top hashtags:
#covid19
#vaccines
#sarscov2
#vaccinoanticovid
#sepsis
#medtwitter

Description:
Description
The graph represents a network of 6,603 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, 06 March 2021 at 12:08 UTC.

The requested start date was Saturday, 06 March 2021 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 9-day, 16-hour, 26-minute period from Wednesday, 24 February 2021 at 06:20 UTC to Friday, 05 March 2021 at 22:47 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 : 6603
Unique Edges : 7783
Edges With Duplicates : 16064
Total Edges : 23847
Number of Edge Types : 5
Replies to : 1699
Mentions : 8034
Retweet : 4974
MentionsInRetweet : 9093
Tweet : 47
Self-Loops : 110
Reciprocated Vertex Pair Ratio : 0.0350029291154071
Reciprocated Edge Ratio : 0.0676383189472195
Connected Components : 33
Single-Vertex Connected Components : 16
Maximum Vertices in a Connected Component : 6540
Maximum Edges in a Connected Component : 23784
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.834724
Graph Density : 0.000324226321993028
Modularity : 0.382919
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 6,603 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, 06 March 2021 at 12:08 UTC.

The requested start date was Saturday, 06 March 2021 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 9-day, 16-hour, 26-minute period from Wednesday, 24 February 2021 at 06:20 UTC to Friday, 05 March 2021 at 22:47 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:
[75] https://ja.ma/2NImRmQ
[56] https://jamanetwork.com/journals/jama/fullarticle/2777059
[53] https://jamanetwork.com/journals/jama/fullarticle/2777342
[52] https://jamanetwork.com/journals/jamainternalmedicine/fullarticle/2772943
[51] https://jamanetwork.com/journals/jama/fullarticle/2777389
[43] https://jamanetwork.com/journals/jama/articlepdf/2777059/jama_creech_2021_it_210016_1614276857.10781.pdf
[34] https://jamanetwork.com/journals/jama/fullarticle/2776667?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022621#.YDkfVc6H1hQ.twitter
[30] https://jamanetwork.com/journals/jama/fullarticle/2777059#.YDuio4nTzgU.twitter
[24] https://ja.ma/3dSF2Rp
[23] https://ja.ma/3bbQ4zv

Top URLs in Tweet in G1:
[23] https://ja.ma/3bbQ4zv
[22] https://jamanetwork.com/journals/jama/fullarticle/2777172?guestAccessKey=0745a32f-6a73-4cad-81de-cb29572aa794&utm_source=twitter&utm_medium=social_jama&utm_term=4531661202&utm_campaign=article_alert&linkId=112380925
[19] https://jamanetwork.com/journals/jama/fullarticle/2777025?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022621#.YDlWeFzwC4o.twitter
[7] https://ja.ma/3dOsmed
[6] https://jamanetwork.com/journals/jama/fullarticle/2777025?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022521#.YDc2KP0nF4E.twitter
[5] https://twitter.com/shirlywhirlmd/status/1367434497080385545
[5] https://ja.ma/3bIk6d0
[5] https://jamanetwork.com/journals/jama/fullarticle/2777059?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022621#.YDlrUMjrf0k.twitter
[4] https://jamanetwork.com/journals/jama/fullarticle/2777059?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022621#.YDkkeii8FSA.twitter
[4] https://jamanetwork.com/journals/jama/fullarticle/2776936?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022221#.YDQ4ADU8xMg.twitter

Top URLs in Tweet in G2:
[4] https://twitter.com/jama_current/status/1367546743789862912
[4] https://www.ama-assn.org/press-center/ama-statements/ama-statement-jama-podcast-and-tweet
[4] https://twitter.com/tamarasurin/status/1367100410020978693
[3] https://jamanetwork.com/SsoTokenHandler.ashx?returnUrl=https%3a%2f%2fedhub.ama-assn.org%2fjn-learning%2faudio-player%2f18587774&instSigninUrl=&referralUrlKey=
[3] https://twitter.com/JAMA_current/status/1367546743789862912
[2] https://www.nychealthandhospitals.org/pressrelease/statement-of-mitch-katz-in-response-of-jama-discussion-on-structural-racism/
[2] https://jamanetwork.com/SsoTokenHandler.ashx?returnUrl=https%3a%2f%2fedhub.ama-assn.org%2fjn-learning%2faudio-player%2f18587774%3futm_source%3dtwitter%26utm_medium%3dsocial_jama%26utm_term%3d4514464209%26utm_campaign%3darticle_alert%26linkId%3d111964313&instSigninUrl=&referralUrlKey=
[2] https://www.nejm.org/doi/full/10.1056/NEJMms2025396?cookieSet=1
[2] https://twitter.com/AmerMedicalAssn/status/1367551058256531459
[1] https://twitter.com/amolaverma/status/1367684526969921536

Top URLs in Tweet in G3:
[36] https://jamanetwork.com/journals/jama/fullarticle/2777389
[33] https://jamanetwork.com/journals/jama/fullarticle/2776667?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022621#.YDkfVc6H1hQ.twitter
[28] https://jamanetwork.com/journals/jama/fullarticle/2777059#.YDuio4nTzgU.twitter
[23] https://ja.ma/3dSF2Rp
[21] https://ja.ma/2ObLtUy
[17] https://ja.ma/3b5N2MQ
[13] https://ja.ma/3r5BrD4
[12] https://ja.ma/3kC9tN0
[10] https://ja.ma/2Mv1k02
[9] https://jamanetwork.com/journals/jama/fullarticle/2777059?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022621#.YDllGTIYGys.twitter

Top URLs in Tweet in G4:
[44] https://jamanetwork.com/journals/jamainternalmedicine/fullarticle/2772943
[43] https://jamanetwork.com/journals/jama/fullarticle/2777342
[2] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flandig%2Farticle%2FPIIS2589-7500%2819%2930108-6%2Ffulltext&rc=0
[2] https://jamanetwork.com/journals/jama/fullarticle/2777389
[2] https://buff.ly/3syISD5
[2] https://jamanetwork.com/journals/jama/fullarticle/2777389?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030421#.YEHKwTRTu8A.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2776557?guestAccessKey=b2690d5a-5e0b-4d0b-8bcb-e4ba5bc96218&utm_source=For_The_Media&utm_medium=referral&utm_campaign=ftm_links&utm_content=tfl&utm_term=021221
[1] https://jamanetwork.com/journals/jama/fullarticle/2777171?guestAccessKey=1a418d2e-661f-444c-acd5-90df3fb0e140&utm_source=For_The_Media&utm_medium=referral&utm_campaign=ftm_links&utm_content=tfl&utm_term=030121
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-00460-x
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41586-020-2923-3

Top URLs in Tweet in G5:
[72] https://ja.ma/2NImRmQ
[4] https://medicalxpress.com/news/2021-02-barrier-opioid-disorder-treatment.html
[4] https://medicalxpress.com/news/2021-03-countries-drug-companies-vaccine-know-how.html
[3] https://medicalxpress.com/news/2021-03-high-dose-vitamin-d-covid-.html
[3] https://edhub.ama-assn.org/jn-learning/video-player/18589197
[2] https://medicalxpress.com/news/2021-03-reveals-impact-lockdown-violence-uk.html
[2] https://medicalxpress.com/news/2021-03-ivermectin-symptom-resolution-mild-covid-.html
[2] https://jamanetwork.com/journals/jama/fullarticle/2776543?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022421#.YDZyC7Jwzdk.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2777342
[2] https://www.obgproject.com/2021/02/25/an-update-on-covid-19-vaccine-related-anaphylaxis-cases-remain-rare/

Top URLs in Tweet in G6:
[2] https://jamanetwork.com/journals/jama/fullarticle/2777059
[1] https://ja.ma/2OkZZtw
[1] https://onlinelibrary.wiley.com/doi/10.1002/jmv.26880?cookieSet=1
[1] https://040e95c1-357a-4dd5-b188-53b74f41fa8a.filesusr.com/ugd/86bf6b_34ecde7b27d048b8b52b7d1adbbd0b83.pdf
[1] https://www.youtube.com/watch?v=75EPZQYynCA&feature=youtu.be

[1] https://twitter.com/DrIanWeissman/status/1367679767638642690?s=20
[1] https://twitter.com/MiyerTorresA/status/1348431803921686529?s=19

Top URLs in Tweet in G7:
[2] https://jamanetwork.com/journals/jama/fullarticle/2777389?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030421#.YEENJMwggDY.twitter
[2] https://www.researchsquare.com/article/rs-289381/v1
[2] https://twitter.com/edoajoeric/status/1367566996380991497?s=21
[2] https://jamanetwork.com/journals/jama/fullarticle/2776229?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=020421#.YBs3R4VNHvk.twitter
[1] https://twitter.com/stkirsch/status/1367552329445044226
[1] https://twitter.com/boulware_dr/status/1365702406219120649?s=20
[1] https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2776305
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7790108/
[1] https://www.togethertrial.com/
[1] https://jamanetwork.com/journals/jama/fullarticle/2773108

Top URLs in Tweet in G8:
[11] https://jamanetwork.com/journals/jama/fullarticle/2777389?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030421#.YEGR5K2ZYa0.twitter
[9] https://jamanetwork.com/journals/jama/fullarticle/2777389?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030421#.YEENJMwggDY.twitter
[7] https://ja.ma/3bQqm2e
[2] https://jamanetwork.com/journals/jama/fullarticle/2776936?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022321#.YDQ6HtWn27U.twitter
[1] https://ja.ma/3bVFStM
[1] https://pubmed.ncbi.nlm.nih.gov/33511898/
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.jtcvs.org%2Farticle%2FS0022-5223%2820%2931795-5%2Ffulltext&rc=0
[1] https://jamanetwork.com/journals/jama/article-abstract/2776688
[1] https://www.npr.org/2021/02/23/970672328/vitamin-c-apparently-not-useful-for-sepsis-after-all
[1] https://twitter.com/gsmartinmd/status/1364253718577876995

Top URLs in Tweet in G9:
[44] https://jamanetwork.com/journals/jama/fullarticle/2777059
[4] https://ja.ma/3rdS93l
[2] https://www.linkedin.com/pulse/myths-missteps-nutrition-evidence-implications-lucan-md-mph-ms?utm_content=buffer34afb&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] https://ja.ma/3bPDC7r
[2] https://jamanetwork.com/journals/jama/fullarticle/2777342
[2] https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2770975#:~:text=As%20stay-at-home%20orders,sales%20increased%20262%25%20from%202019
[1] https://buff.ly/3sDVZmD
[1] https://jamanetwork.com/journals/jama/fullarticle/2776543?guestAccessKey=cb822f8d-1e4f-4037-9b73-b62567cce180&utm_source=silverchair&utm_medium=email&utm_campaign=article_alert-jama&utm_content=olf&utm_term=021121
[1] https://jamanetwork.com/journals/jama/fullarticle/2777060?guestAccessKey=85e8b3c7-6ae9-4dea-bd20-9d9b076a7997&utm_source=silverchair&utm_campaign=jama_network&utm_content=covid_weekly_highlights&utm_medium=email
[1] https://jamanetwork.com/journals/jama/fullarticle/2777172

Top URLs in Tweet in G10:
[4] https://blogs.bmj.com/medical-humanities/2021/03/05/apologies-alone-wont-solve-structural-racism-we-need-a-reckoning-with-the-racist-roots-of-u-s-medicine/
[2] https://threadreaderapp.com/thread/1367701863143858177.html
[1] https://threadreaderapp.com/thread/1367522300493373440.html
[1] https://threadreaderapp.com/thread/1367100410020978693.html

Top Domains
Top Domains in Tweet in Entire Graph:
[1037] jamanetwork.com
[627] ja.ma
[177] twitter.com
[35] ama-assn.org
[20] medicalxpress.com
[18] nih.gov
[13] youtube.com
[12] nytimes.com
[9] amaedhub.org
[8] google.com

Top Domains in Tweet in G1:
[248] jamanetwork.com
[124] ja.ma
[69] twitter.com
[7] ama-assn.org
[5] nih.gov
[3] youtu.be
[2] bit.ly
[2] medrxiv.org
[2] youtube.com
[2] childrenshospital.org

Top Domains in Tweet in G2:
[37] twitter.com
[11] ama-assn.org
[8] jamanetwork.com
[2] nychealthandhospitals.org
[2] nejm.org
[1] researchgate.net
[1] marketwatch.com
[1] healthaffairs.org
[1] threadreaderapp.com
[1] nih.gov

Top Domains in Tweet in G3:
[380] jamanetwork.com
[339] ja.ma
[11] twitter.com
[4] ama-assn.org
[3] dlvr.it
[3] eurekalert.org
[3] google.com
[2] clinicaltrials.gov
[2] news-medical.net
[2] covid19criticalcare.com

Top Domains in Tweet in G4:
[106] jamanetwork.com
[4] ja.ma
[3] nature.com
[3] buff.ly
[2] elsevierhealth.com
[2] sciencemag.org
[1] cdc.gov
[1] jacc.org
[1] fh-muenster.de
[1] has-sante.fr

Top Domains in Tweet in G5:
[78] ja.ma
[20] medicalxpress.com
[17] jamanetwork.com
[5] twitter.com
[3] ama-assn.org
[3] obgproject.com
[1] ivmmeta.com
[1] healio.com
[1] womeninmedicinesummit.org
[1] nih.gov

Top Domains in Tweet in G6:
[2] jamanetwork.com
[2] twitter.com
[1] ja.ma
[1] wiley.com
[1] filesusr.com
[1] youtube.com

Top Domains in Tweet in G7:
[16] twitter.com
[9] jamanetwork.com
[4] ja.ma
[4] youtube.com
[2] nih.gov
[2] researchsquare.com
[1] togethertrial.com
[1] wustl.edu
[1] nejm.org
[1] google.com

Top Domains in Tweet in G8:
[31] jamanetwork.com
[10] ja.ma
[4] twitter.com
[1] nih.gov
[1] elsevierhealth.com
[1] npr.org
[1] childrenshospital.org
[1] pedsanesthesia.net
[1] picujournalwatch.com
[1] lww.com

Top Domains in Tweet in G9:
[53] jamanetwork.com
[9] ja.ma
[4] twitter.com
[2] linkedin.com
[1] buff.ly
[1] nytimes.com
[1] fda.gov
[1] journalofhospitalinfection.com
[1] bbc.com

Top Domains in Tweet in G10:
[4] bmj.com
[4] threadreaderapp.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[533] covid19
[52] vaccines
[48] sarscov2
[46] vaccinoanticovid
[38] sepsis
[37] medtwitter
[33] covid
[33] vitaminc
[32] misc
[31] racisminmedicine



Top Hashtags in Tweet in G1:
[120] covid19
[15] ivermectina
[13] medtwitter
[11] sarscov2
[11] coronavirus
[11] structuralracism
[11] mobileintegratedhealth
[9] covidー19
[8] mostcited
[8] obesity

Top Hashtags in Tweet in G2:
[31] racisminmedicine
[10] structuralracism
[7] blackandbrownphysicians
[3] covid19
[3] drdennar
[3] medtwitter
[2] neverforget
[2] howardmustgo
[2] ourama
[2] leadership

Top Hashtags in Tweet in G3:
[92] covid19
[21] vaccines
[20] mrna
[19] pfizer
[19] moderna
[17] children
[15] pfizerbiontech
[15] jama
[15] adolescents
[13] death

Top Hashtags in Tweet in G4:
[9] covid19
[7] sarscov2
[3] vaccines
[2] ai
[2] overview
[2] vaccine
[1] ivermectin
[1] plasma
[1] vaccination
[1] vaccinatie

Top Hashtags in Tweet in G5:
[80] covid19
[8] weight
[6] sepsis
[5] vaccine
[4] medtwitter
[3] vitamin
[3] vaccination
[3] grandrounds
[2] lockdown
[2] violence

Top Hashtags in Tweet in G6:
[33] covid19
[1] ivermectinlovers
[1] zoofilia

Top Hashtags in Tweet in G7:
[9] ivermectin
[8] covid19
[1] idtwitter
[1] medtwitter
[1] stopcovid
[1] stopthespread
[1] vaccinessavelives
[1] coviddenialists
[1] vaccines
[1] sarscov2

Top Hashtags in Tweet in G8:
[58] covid19
[28] misc
[26] sepsis
[25] victastrial
[25] vitaminc
[12] pedsicu
[9] covid
[9] sarscov2
[9] vaccines
[8] pimsts

Top Hashtags in Tweet in G9:
[44] vaccinoanticovid
[10] covid19
[3] vaccine
[2] food
[2] unhelpful
[2] reductionism
[2] vaccination
[1] priority
[1] immunity
[1] antibodies

Top Hashtags in Tweet in G10:
[14] histmed

Top Words
Top Words in Tweet in Entire Graph:
[5272] jama_current
[1254] covid
[1010] jamanetwork
[911] erictopol
[798] 19
[777] part
[612] racism
[597] vaccine
[577] cov
[565] sars

Top Words in Tweet in G1:
[1259] jama_current
[195] vaccines
[191] sars
[191] cov
[189] covid
[167] very
[166] table
[162] lucasmorin_eolc
[158] summary
[157] feel

Top Words in Tweet in G2:
[1133] jama_current
[418] racism
[368] podcast
[367] physicians
[361] yes
[278] racist
[216] uche_blackstock
[203] tamarasurin
[193] structural
[186] editorial

Top Words in Tweet in G3:
[978] jama_current
[630] jamanetwork
[506] part
[435] covid
[382] 19
[227] cov
[218] sars
[200] patients
[168] treatment
[165] overview

Top Words in Tweet in G4:
[840] erictopol
[360] restaurants
[356] top
[356] venues
[356] multiple
[355] rid
[355] superspreaders
[355] incriminated
[355] independent
[355] replications

Top Words in Tweet in G5:
[194] johnson
[184] jama_current
[144] âœ
[140] absteward
[131] preetinmalani
[129] vaccine
[95] patient
[91] jama
[80] #covid19
[75] ehljama

Top Words in Tweet in G6:
[166] emezones
[107] estudio
[106] clínico
[104] propósito
[95] jama_current
[82] drajrodriguezm
[53] ivermectin
[42] jamanetwork
[35] gipeit
[35] blogdenotas

Top Words in Tweet in G7:
[277] jama_current
[124] boulware_dr
[112] joex92_
[112] jamanetwork
[111] filipe_rafaeli
[88] abdenurflavio
[71] ulissespsampaio
[66] covid
[66] ethanjweiss
[64] gkierzek

Top Words in Tweet in G8:
[88] jama_current
[58] #covid19
[44] ivermectin
[39] ja
[35] jama_
[35] children
[33] patients
[31] effect
[29] outcomes
[29] vslanziotti

Top Words in Tweet in G9:
[147] jama_current
[76] johnson
[54] cartabellotta
[49] vaccine
[45] tabella
[44] #vaccinoanticovid
[44] eccellente
[44] comparativa
[38] idrawpicsallday
[37] approved

Top Words in Tweet in G10:
[147] physicians
[90] racist
[50] tweet
[47] jama_current
[45] podcast
[43] yesterday
[39] need
[39] know
[39] history
[38] jaivirdi

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[781] covid,19
[715] jama_current,part
[610] part,jamanetwork
[562] sars,cov
[378] jama_current,jamanetwork
[363] rid,superspreaders
[363] superspreaders,top
[363] top,incriminated
[363] incriminated,venues
[363] venues,multiple

Top Word Pairs in Tweet in G1:
[189] sars,cov
[161] table,sars
[157] vaccines,jama_current
[155] cov,vaccines
[153] very,convenient
[153] convenient,summary
[153] summary,table
[153] jama_current,feel
[153] feel,bit
[153] bit,lost

Top Word Pairs in Tweet in G2:
[346] yes,physicians
[184] structural,racism
[174] absolutely,racist
[173] physicians,absolutely
[173] racist,yes
[173] physicians,complicit
[173] complicit,upholding
[173] upholding,practices
[172] uche_blackstock,yes
[172] practices,polic

Top Word Pairs in Tweet in G3:
[499] jama_current,part
[469] part,jamanetwork
[374] covid,19
[217] sars,cov
[145] jama_current,jamanetwork
[139] cov,vaccinesâ
[138] vaccinesâ,overview
[135] overview,jama_current
[123] convalescent,plasma
[112] 19,jama_current

Top Word Pairs in Tweet in G4:
[355] rid,superspreaders
[355] superspreaders,top
[355] top,incriminated
[355] incriminated,venues
[355] venues,multiple
[355] multiple,independent
[355] independent,replications
[355] replications,restaurants
[354] erictopol,rid
[336] restaurants,gy

Top Word Pairs in Tweet in G5:
[97] johnson,johnson
[96] johnson,vaccine
[75] ehljama,preetinmalani
[72] âœ,jama
[72] jama,patient
[72] patient,âœ
[72] âœ,johnson
[72] vaccine,#covid19
[72] #covid19,ehljama
[71] absteward,âœ

Top Word Pairs in Tweet in G6:
[104] propósito,estudio
[104] estudio,clínico
[103] emezones,propósito
[41] jama_current,jamanetwork
[34] jama_current,gipeit
[34] blogdenotas,cmp_peru
[34] cmp_peru,jaimechincha
[34] jaimechincha,ralphzapata
[34] ralphzapata,juanmoreb
[34] juanmoreb,recisneros

Top Word Pairs in Tweet in G7:
[107] jama_current,jamanetwork
[105] joex92_,jama_current
[101] filipe_rafaeli,joex92_
[68] abdenurflavio,filipe_rafaeli
[61] ethanjweiss,jama_current
[45] gkierzek,jama_current
[43] marikasboros,dylanarmbruste3
[43] luomoalto,ethanjweiss
[40] dylanarmbruste3,luomoalto
[38] ulissespsampaio,abdenurflavio

Top Word Pairs in Tweet in G8:
[32] #covid19,jama_
[24] #vitaminc,thiamine
[24] thiamine,steroids
[23] dr_michaelmarks,ivermectin
[23] ivermectin,given
[23] given,25
[23] 25,000
[23] 000,people
[23] people,trials
[23] trials,completely

Top Word Pairs in Tweet in G9:
[44] #vaccinoanticovid,eccellente
[44] eccellente,tabella
[44] tabella,comparativa
[44] comparativa,jama_current
[43] cartabellotta,#vaccinoanticovid
[38] johnson,johnson
[38] johnson,vaccine
[35] curious,newly
[35] newly,approved
[35] approved,johnson

Top Word Pairs in Tweet in G10:
[39] physicians,need
[39] need,know
[39] know,history
[39] history,physicians
[39] physicians,racist
[39] racist,physicians
[38] jaivirdi,physicians
[29] yesterday,jama_current
[29] jama_current,took
[29] took,down

Top Replied-To
Top Replied-To in Entire Graph:
@jama_current
@boulware_dr
@erictopol
@tamarasurin
@theresa_chapple
@lebon80
@jakekushnermd
@uche_blackstock
@drajrodriguezm
@gkierzek

Top Replied-To in G1:
@jama_current
@hommel_b
@medpeloavesso
@arte_tributaria
@otavio_ranzani
@veedubbeljoe
@antiracistsouth
@ibs_maastricht
@mribeirodantas
@tsengjennifer

Top Replied-To in G2:
@jama_current
@tamarasurin
@theresa_chapple
@uche_blackstock
@drbonesmd
@dralethamaybank
@omednews
@drbryanleyva
@qaalihussein1
@amolaverma

Top Replied-To in G3:
@weselymd
@jama_current
@markslifka
@2021warning
@ghersibruno
@dr_michaelmarks
@sandywright999
@srrezaie
@drajrodriguezm
@vourcm

Top Replied-To in G4:
@erictopol
@eccemarco
@massimosandal
@jvalaball
@jama_current
@matias_kaplan
@mmalmeida
@bstolichny
@novellignovelli
@sulian102

Top Replied-To in G5:
@meekslisa
@absteward
@paulsaxmd
@drtoddlee
@futuredocs
@drjessigold
@jama_current
@laskerfdn
@germhuntermd
@jlagrits

Top Replied-To in G6:
@drajrodriguezm
@emezones
@yanevaldezt
@eellppgg
@mgdpenrique
@footballaam
@2021warning
@wiilmp
@ghersibruno
@sandywright999

Top Replied-To in G7:
@boulware_dr
@lebon80
@jakekushnermd
@gkierzek
@abdenurflavio
@ulissespsampaio
@luomoalto
@szetoinsitu
@ninaeunice4
@dylanarmbruste3

Top Replied-To in G8:
@jama_current
@absteward
@openacademics
@gsmartinmd
@germhuntermd
@mikekruskamp
@mfkuepp
@finegoulden
@picjournalwatch
@joemd

Top Replied-To in G9:
@jama_current
@cartabellotta
@rennysonbriick
@idrawpicsallday
@dancerdad
@theodoreleidman
@shaywineglass
@ehljama
@grayvillada
@mnrmkrider

Top Replied-To in G10:
@public_health00
@drkyliesmith
@theresa_chapple
@bschillace
@lindo_lh
@kath2cats
@lmacthompson1

Top Mentioned
Top Mentioned in Entire Graph:
@jama_current
@jamanetwork
@erictopol
@uche_blackstock
@tamarasurin
@lucasmorin_eolc
@emezones
@dralethamaybank
@absteward
@ehljama

Top Mentioned in G1:
@jama_current
@lucasmorin_eolc
@otavio_ranzani
@jamanetwork
@randy_vincejr
@hommel_b
@alvarezmorenoc
@dremilyrsmith
@boticariors
@jenabbasi

Top Mentioned in G2:
@jama_current
@uche_blackstock
@tamarasurin
@dralethamaybank
@theresa_chapple
@oni_blackstock
@amermedicalassn
@ehljama
@doccrearperry
@qaalihussein1

Top Mentioned in G3:
@jama_current
@jamanetwork
@lghemkens
@srrezaie
@age_matters
@novellignovelli
@swexner
@roberta_zanchi
@hananianick
@carlosdelrio7

Top Mentioned in G4:
@erictopol
@jama_current
@nature
@jamanetwork
@uclahealth
@mschumm90
@buddycreech
@kittychi
@reshmajagsi
@sushilberiwal

Top Mentioned in G5:
@jama_current
@preetinmalani
@absteward
@ehljama
@meekslisa
@jamanetwork
@futuredocs
@evebmd
@erictopol

Top Mentioned in G6:
@emezones
@jama_current
@drajrodriguezm
@jamanetwork
@gipeit
@blogdenotas
@cmp_peru
@ralphzapata
@jaimechincha
@juanmoreb

Top Mentioned in G7:
@jama_current
@jamanetwork
@joex92_
@filipe_rafaeli
@abdenurflavio
@ethanjweiss
@ulissespsampaio
@boulware_dr
@marikasboros
@dylanarmbruste3

Top Mentioned in G8:
@jama_current
@ja
@jama_
@vslanziotti
@gsmartinmd
@dr_michaelmarks
@jamanetwork
@finegoulden
@cingolani_oscar
@boulware_dr

Top Mentioned in G9:
@jama_current
@cartabellotta
@idrawpicsallday
@cdcgov
@lizszabo
@pfizer
@jnjnews
@healthyfla
@jamanetwork

Top Mentioned in G10:
@jama_current
@jaivirdi
@drkyliesmith
@lmacthompson1
@gsu_healthlaw
@byeliseam
@histgeoghealth
@antiquatedmeds
@jackiantonovich
@ayahnerd

Top Tweeters
Top Tweeters in Entire Graph:
@paoloigna1
@threadreaderapp
@s9tmt
@chidambara09
@femtech_
@evankirstel
@thehill
@rosenchild
@lizditz
@johnjoechad

Top Tweeters in G1:
@billieo2
@ngourd
@censelio
@yutakama
@vernapolitics
@golwgymor
@rioslade
@joaosergio
@drkikig
@playmogeek

Top Tweeters in G2:
@tadrow
@rolandsmartin
@pearlfectchassi
@aplemkseriously
@uneekdiva
@dropoutnation
@pkanagaratnam
@knowledgispowa
@jonesseeker
@dudette9t9

Top Tweeters in G3:
@s9tmt
@femtech_
@thehill
@gooochin
@ketaminh
@mariacabadas
@dr_shibley
@hidukihikari
@galarole08
@nytimes

Top Tweeters in G4:
@rosenchild
@johnjoechad
@njdoc
@globeandmail
@lawgirl318
@upuouo
@vivmilano
@laurendownsouth
@dollymad1812
@demiurgotuiter

Top Tweeters in G5:
@viralvideovlogs
@ochreblue
@wsj
@suelouises
@mdaware
@physorg_health
@basuashis
@jozpina
@phillyinquirer
@lluis1966

Top Tweeters in G6:
@robert_latino
@aynrandtaughtme
@schonso17
@alonzocadillo
@cristinfs3
@dranajrit
@blogdenotas
@claudiacisneros
@beamc27
@toniovr

Top Tweeters in G7:
@lizditz
@academicchatter
@4litanglilou67
@cathe6915
@famartinez2001
@flsatoday
@proftimnoakes
@julien0686
@scicommbot
@reddit

Top Tweeters in G8:
@drshahrul80
@npr
@pawinpawin
@e01_9
@watsenaam
@dariogurvich
@thartman2u
@jamestitcombe
@denvern3
@sharaadkuttan

Top Tweeters in G9:
@paoloigna1
@aldoceccarelli
@miti_vigliero
@bbcnews
@washingtonpost
@laporres
@elleallever
@copticdisco
@thatvdovault
@lily04022018

Top Tweeters in G10:
@threadreaderapp
@capeannsky
@_everbright_
@canettoyant
@thetattooedprof
@donnalanclos
@chris_levesque_
@untonuggan
@prof_goldberg
@littlevioletbel


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