jama_current, Twitter, 3/8/2021 6:50:42 AM, 250321
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jama_current_2021-03-07_04-03-07.xlsx
jama_current_2021-03-07_04-03-07.xlsx
View an interactive version of this graph (experimental)
From:
NodeXLExcelAutomator
Uploaded on:
March 08, 2021
Short Description:
jama_current via NodeXL https://bit.ly/3qrxaZq
@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 6,556 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 Sunday, 07 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, 13-hour, 19-minute period from Wednesday, 24 February 2021 at 11:41 UTC to Saturday, 06 March 2021 at 01:00 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 : 6556
Unique Edges : 7846
Edges With Duplicates : 16201
Total Edges : 24047
Number of Edge Types : 5
Mentions : 8183
MentionsInRetweet : 9144
Retweet : 4930
Replies to : 1744
Tweet : 46
Self-Loops : 108
Reciprocated Vertex Pair Ratio : 0.0352194837392446
Reciprocated Edge Ratio : 0.0680425441994788
Connected Components : 31
Single-Vertex Connected Components : 15
Maximum Vertices in a Connected Component : 6496
Maximum Edges in a Connected Component : 23988
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.82624
Graph Density : 0.000330358086105786
Modularity : 0.377783
NodeXL Version : 1.0.1.444
Data Import : The graph represents a network of 6,556 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 Sunday, 07 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, 13-hour, 19-minute period from Wednesday, 24 February 2021 at 11:41 UTC to Saturday, 06 March 2021 at 01:00 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/jama/fullarticle/2777389
[52] https://jamanetwork.com/journals/jamainternalmedicine/fullarticle/2772943
[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:
[39] https://jamanetwork.com/journals/jama/fullarticle/2777389
[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
[12] https://ja.ma/3kC9tN0
[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://jamanetwork.com/journals/jama/fullarticle/2777343?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030421#.YECab0GhOLI.twitter
[5] https://jamanetwork.com/SsoTokenHandler.ashx?returnUrl=https%3a%2f%2fedhub.ama-assn.org%2fjn-learning%2faudio-player%2f18587774&instSigninUrl=&referralUrlKey=
[5] https://twitter.com/shirlywhirlmd/status/1367434497080385545

Top URLs in Tweet in G2:
[3] https://twitter.com/jama_current/status/1367546743789862912
[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/tamarasurin/status/1367100410020978693
[2] https://twitter.com/uche_blackstock/status/1367504962968772617
[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://twitter.com/AmerMedicalAssn/status/1367551058256531459
[1] https://www.ama-assn.org/delivering-care/public-health/qa-why-jamas-editor-finds-pandemic-answers-conversation?utm_source=twitter&utm_medium=social_ama&utm_term=4517264611&utm_campaign=Public+Health
[1] https://www.ama-assn.org/press-center/ama-statements/ama-statement-jama-podcast-and-tweet?utm_source=twitter&utm_medium=social_ama&utm_term=4544294937&utm_campaign=Board+of+Trustees&utm_effort=FBB001
[1] https://www.ama-assn.org/delivering-care/public-health/qa-why-jamas-editor-finds-pandemic-answers-conversation?utm_source=twitter&utm_medium=social_ama&utm_term=4496781602&utm_campaign=Public+Health

Top URLs in Tweet in G3:
[26] https://jamanetwork.com/journals/jama/fullarticle/2777059#.YDuio4nTzgU.twitter
[20] https://ja.ma/2ObLtUy
[10] https://jamanetwork.com/journals/jama/fullarticle/2777025?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022521#.YDcyNOQTHY0.twitter
[9] https://ja.ma/3rfgDtb
[8] 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
[6] https://jamanetwork.com/journals/jama/fullarticle/2776936?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022521#.YDe9aBj3OGc.twitter
[6] https://ja.ma/2NOQGSB
[6] https://jamanetwork.com/journals/jama/fullarticle/2777059?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022621#.YDknkG4KjVF.twitter
[5] https://jamanetwork.com/journals/jama/fullarticle/2777343?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030321#.YEATsGJkHus.twitter
[5] https://jamanetwork.com/journals/jama/fullarticle/2777389?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030521#.YEG-7DBoRK8.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://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://med.nyu.edu/departments-institutes/population-health/divisions-sections-centers/biostatistics/research/nih-neurodatabank-neurobiobank
[1] https://www.cytodyn.com/newsroom/press-releases/detail/501/cytodyns-phase-3-trial-demonstrates-safety-a-24
[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

Top URLs in Tweet in G5:
[27] 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
[22] https://ja.ma/3dSF2Rp
[14] https://jamanetwork.com/journals/jama/fullarticle/2777171?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030221#.YD4whSTMUpc.twitter
[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
[10] https://ja.ma/2Mv1k02
[9] https://ja.ma/3r5BrD4
[8] https://ja.ma/3bQqm2e
[8] https://ja.ma/3b0Wdyh
[8] https://jamanetwork.com/journals/jama/fullarticle/2777389?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030421#.YEFvI4uhnhI.twitter
[7] https://jamanetwork.com/journals/jama/fullarticle/2777389?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030421#.YEGKps9nc5Q.twitter

Top URLs in Tweet in G6:
[75] 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 G7:
[2] https://www.nejm.org/doi/full/10.1056/NEJMms2025396?cookieSet=1
[2] https://energyandresourcesdigest.com/cannabiz-now/can-cannabis-cure-cancer-dr-jordan-tishler/?utm_sq=fzn2q88c7f
[2] https://inhalemd.com/blog/medical-marijuana-glaucoma/?utm_sq=ggy40jtskl
[2] https://news.weedmaps.com/2019/03/studies-patients-using-cannabis-for-pain-relief-depend-less-on-opioids/?utm_sq=g0zheyh1hr
[2] https://www.youtube.com/watch?v=BAeIskxCnSc&feature=youtu.be

[2] https://www.drugdiscoverytrends.com/semaglutide-paired-with-behavioral-therapy-tripled-weight-loss-in-trial/
[1] https://jamanetwork.com/journals/jama/fullarticle/2776693
[1] https://www.ama-assn.org/press-center/ama-statements/ama-statement-jama-podcast-and-tweet
[1] https://bit.ly/3r7rNjs
[1] https://www.cannabis-specialists.org/join/?utm_sq=fuhwhfpw6q

Top URLs in Tweet in G8:
[45] https://jamanetwork.com/journals/jama/fullarticle/2777059
[4] https://ja.ma/3rdS93l
[4] https://jamanetwork.com/journals/jama/fullarticle/2777023?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=022521#.YDdG7aMbtis.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2777389?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030521#.YEHl9kzULRg.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2777172
[2] https://ja.ma/3bPDC7r
[2] https://jamanetwork.com/journals/jama/fullarticle/2777342
[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://jamanetwork.com/journals/jama/fullarticle/2777389?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=030421#.YEExP7WigsV.twitter
[2] https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2770975#:~:text=As%20stay-at-home%20orders,sales%20increased%20262%25%20from%202019

Top URLs in Tweet in G9:
[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#.YEENJMwggDY.twitter
[2] https://www.youtube.com/watch?v=h4y3xWCaPhw&feature=youtu.be

[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/2777389
[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://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 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:
[1047] jamanetwork.com
[601] ja.ma
[178] twitter.com
[35] ama-assn.org
[20] medicalxpress.com
[18] nih.gov
[14] youtube.com
[11] nytimes.com
[9] amaedhub.org
[8] google.com

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

Top Domains in Tweet in G2:
[34] twitter.com
[10] jamanetwork.com
[6] ama-assn.org
[2] nychealthandhospitals.org
[2] ja.ma
[1] researchgate.net
[1] marketwatch.com
[1] healthaffairs.org
[1] threadreaderapp.com
[1] nih.gov

Top Domains in Tweet in G3:
[245] jamanetwork.com
[216] ja.ma
[5] twitter.com
[4] dlvr.it
[2] eurekalert.org
[2] covid19criticalcare.com
[2] c19ivermectin.com
[2] medpagetoday.com
[2] youtube.com
[1] wiley.com

Top Domains in Tweet in G4:
[106] jamanetwork.com
[3] nature.com
[3] buff.ly
[2] elsevierhealth.com
[2] ja.ma
[2] sciencemag.org
[1] nyu.edu
[1] cytodyn.com
[1] cdc.gov
[1] jacc.org

Top Domains in Tweet in G5:
[155] jamanetwork.com
[103] ja.ma
[13] twitter.com
[4] google.com
[3] ama-assn.org
[2] nih.gov
[2] nytimes.com
[2] youtube.com
[1] eurekalert.org
[1] umn.edu

Top Domains in Tweet in G6:
[85] ja.ma
[20] medicalxpress.com
[16] jamanetwork.com
[4] 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 G7:
[3] weedmaps.com
[2] jamanetwork.com
[2] nejm.org
[2] ama-assn.org
[2] energyandresourcesdigest.com
[2] inhalemd.com
[2] youtube.com
[2] drugdiscoverytrends.com
[1] bit.ly
[1] cannabis-specialists.org

Top Domains in Tweet in G8:
[66] jamanetwork.com
[11] ja.ma
[3] twitter.com
[2] linkedin.com
[1] nytimes.com
[1] buff.ly
[1] fda.gov
[1] journalofhospitalinfection.com
[1] bbc.com

Top Domains in Tweet in G9:
[19] jamanetwork.com
[17] twitter.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 G10:
[4] bmj.com
[4] threadreaderapp.com

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



Top Hashtags in Tweet in G1:
[113] covid19
[16] ivermectina
[13] structuralracism
[12] sarscov2
[12] osteoarthritis
[11] coronavirus
[11] mobileintegratedhealth
[10] medtwitter
[9] covidー19
[8] mostcited

Top Hashtags in Tweet in G2:
[29] racisminmedicine
[6] blackandbrownphysicians
[5] medtwitter
[4] structuralracism
[3] covid19
[2] neisvoid
[2] chronicillness
[2] neverforget
[2] ourama
[1] blackhistorymonth

Top Hashtags in Tweet in G3:
[91] covid19
[14] pfizerbiontech
[11] dhpsp
[10] sars
[8] ivermectin
[7] eccr21
[6] jamanetworkinthenews
[5] covid
[4] ivermectina
[4] vaccine

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

Top Hashtags in Tweet in G5:
[73] covid19
[28] sepsis
[28] misc
[27] victastrial
[27] vitaminc
[20] sarscov2
[16] covid
[15] children
[14] jama
[14] adolescents

Top Hashtags in Tweet in G6:
[82] covid19
[8] weight
[6] sepsis
[5] vaccine
[4] medtwitter
[3] vitamin
[3] vaccination
[3] grandrounds
[2] lockdown
[2] violence

Top Hashtags in Tweet in G7:
[18] cannabis
[17] patients
[15] medicine
[13] doctors
[5] structuralracism
[4] medical
[3] medtwitter
[2] drdennar
[2] howardmustgo
[2] recreational

Top Hashtags in Tweet in G8:
[45] vaccinoanticovid
[9] covid19
[3] vaccine
[2] food
[2] unhelpful
[2] reductionism
[2] vaccination
[1] medartrollcall
[1] amidiversity
[1] womeninmedart

Top Hashtags in Tweet in G9:
[42] covid19
[10] ivermectin
[1] idtwitter
[1] medtwitter
[1] urm
[1] vaccines
[1] stopcovid
[1] stopthespread
[1] vaccinessavelives
[1] coviddenialists

Top Hashtags in Tweet in G10:
[14] histmed

Top Words
Top Words in Tweet in Entire Graph:
[5340] jama_current
[1258] covid
[1019] jamanetwork
[826] erictopol
[800] 19
[767] part
[629] racism
[600] vaccine
[579] physicians
[575] cov

Top Words in Tweet in G1:
[1282] jama_current
[224] covid
[202] 19
[197] sars
[197] cov
[185] vaccines
[170] very
[167] table
[164] lucasmorin_eolc
[161] summary

Top Words in Tweet in G2:
[978] jama_current
[400] racism
[365] physicians
[358] yes
[351] podcast
[272] racist
[216] uche_blackstock
[208] tamarasurin
[183] structural
[179] absolutely

Top Words in Tweet in G3:
[766] jama_current
[599] jamanetwork
[395] part
[285] covid
[206] 19
[168] emezones
[159] cov
[150] sars
[124] ivermectin
[117] estudio

Top Words in Tweet in G4:
[755] erictopol
[324] jama_current
[282] restaurants
[280] top
[280] venues
[280] multiple
[279] rid
[279] superspreaders
[279] incriminated
[279] independent

Top Words in Tweet in G5:
[427] jama_current
[229] covid
[197] 19
[144] patients
[143] jamanetwork
[118] part
[107] treatment
[96] compared
[94] plasma
[88] convalescent

Top Words in Tweet in G6:
[194] johnson
[193] jama_current
[150] âœ
[149] absteward
[133] preetinmalani
[132] vaccine
[96] patient
[96] jama
[82] #covid19
[78] ehljama

Top Words in Tweet in G7:
[221] jama_current
[152] dralethamaybank
[129] jama
[125] editorial
[123] ama
[121] independence
[116] thread
[116] complete
[115] come
[115] team

Top Words in Tweet in G8:
[152] jama_current
[78] johnson
[55] cartabellotta
[50] vaccine
[46] tabella
[45] #vaccinoanticovid
[45] eccellente
[45] comparativa
[38] idrawpicsallday
[37] approved

Top Words in Tweet in G9:
[244] jama_current
[136] boulware_dr
[112] joex92_
[111] filipe_rafaeli
[88] abdenurflavio
[72] ethanjweiss
[71] ulissespsampaio
[71] jamanetwork
[67] ivermectin
[60] lebon80

Top Words in Tweet in G10:
[163] physicians
[96] racist
[51] tweet
[50] jama_current
[46] podcast
[44] need
[44] know
[44] history
[44] yesterday
[43] jaivirdi

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[784] covid,19
[705] jama_current,part
[604] part,jamanetwork
[560] sars,cov
[392] jama_current,jamanetwork
[358] yes,physicians
[286] rid,superspreaders
[286] superspreaders,top
[286] top,incriminated
[286] incriminated,venues

Top Word Pairs in Tweet in G1:
[197] covid,19
[195] sars,cov
[162] table,sars
[157] vaccines,jama_current
[156] cov,vaccines
[154] very,convenient
[154] convenient,summary
[154] summary,table
[154] jama_current,feel
[154] feel,bit

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

Top Word Pairs in Tweet in G3:
[393] jama_current,part
[380] part,jamanetwork
[211] jama_current,jamanetwork
[202] covid,19
[149] sars,cov
[106] propósito,estudio
[106] estudio,clínico
[105] emezones,propósito
[101] cov,vaccinesâ
[100] vaccinesâ,overview

Top Word Pairs in Tweet in G4:
[279] rid,superspreaders
[279] superspreaders,top
[279] top,incriminated
[279] incriminated,venues
[279] venues,multiple
[279] multiple,independent
[279] independent,replications
[279] replications,restaurants
[278] erictopol,rid
[260] restaurants,gy

Top Word Pairs in Tweet in G5:
[194] covid,19
[114] jama_current,part
[102] part,jamanetwork
[88] convalescent,plasma
[73] patients,covid
[63] sars,cov
[49] treatment,convalescent
[48] meta,analysis
[48] plasma,compared
[47] analysis,jama_current

Top Word Pairs in Tweet in G6:
[97] johnson,johnson
[96] johnson,vaccine
[78] ehljama,preetinmalani
[75] âœ,jama
[75] jama,patient
[75] patient,âœ
[75] âœ,johnson
[75] vaccine,#covid19
[75] #covid19,ehljama
[74] absteward,âœ

Top Word Pairs in Tweet in G7:
[121] jama_current,jama
[121] editorial,independence
[114] thread,jama_current
[114] jama,complete
[114] complete,editorial
[114] independence,ama
[114] ama,come
[114] come,team
[113] dralethamaybank,thread
[113] team,fo

Top Word Pairs in Tweet in G8:
[45] #vaccinoanticovid,eccellente
[45] eccellente,tabella
[45] tabella,comparativa
[45] comparativa,jama_current
[44] cartabellotta,#vaccinoanticovid
[39] johnson,johnson
[39] johnson,vaccine
[35] curious,newly
[35] newly,approved
[35] approved,johnson

Top Word Pairs in Tweet in G9:
[105] joex92_,jama_current
[101] filipe_rafaeli,joex92_
[68] abdenurflavio,filipe_rafaeli
[67] ethanjweiss,jama_current
[67] jama_current,jamanetwork
[45] marikasboros,dylanarmbruste3
[43] luomoalto,ethanjweiss
[40] ninaeunice4,marikasboros
[40] dylanarmbruste3,luomoalto
[38] ulissespsampaio,abdenurflavio

Top Word Pairs in Tweet in G10:
[44] physicians,need
[44] need,know
[44] know,history
[44] history,physicians
[44] physicians,racist
[44] racist,physicians
[43] jaivirdi,physicians
[30] yesterday,jama_current
[30] jama_current,took
[30] took,down

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

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

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

Top Replied-To in G3:
@drajrodriguezm
@gkierzek
@emezones
@mauri_perez
@2021warning
@ghersibruno
@sandywright999
@markslifka
@yanevaldezt
@footballaam

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

Top Replied-To in G5:
@weselymd
@jama_current
@absteward
@alkhourinaim
@swexner
@dharmen46587056
@openacademics
@lastweekinmed
@patrickowenphd
@lghemkens

Top Replied-To in G6:
@meekslisa
@absteward
@drtoddlee
@paulsaxmd
@futuredocs
@drjessigold
@jama_current
@laskerfdn
@whydoctorswrite
@dusetzinas

Top Replied-To in G7:
@dralethamaybank
@jama_current
@ansakhuja
@nephondemand
@nhlbi_translate
@carolinefichte1
@neghassi
@leslieodomjr
@ruthcarlosmd
@craftydiem

Top Replied-To in G8:
@jama_current
@cartabellotta
@rennysonbriick
@idrawpicsallday
@dancerdad
@theodoreleidman
@shaywineglass
@mnrmkrider
@ehljama
@grayvillada

Top Replied-To in G9:
@boulware_dr
@lebon80
@jakekushnermd
@abdenurflavio
@ulissespsampaio
@luomoalto
@szetoinsitu
@ethanjweiss
@dylanarmbruste3
@ninaeunice4

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
@dralethamaybank
@emezones
@absteward
@ehljama

Top Mentioned in G1:
@jama_current
@lucasmorin_eolc
@otavio_ranzani
@jamanetwork
@randy_vincejr
@srrezaie
@hommel_b
@alvarezmorenoc
@boticariors
@hmkyale

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

Top Mentioned in G3:
@jama_current
@jamanetwork
@emezones
@drajrodriguezm
@gkierzek
@gipeit
@blogdenotas
@cmp_peru
@ralphzapata
@jaimechincha

Top Mentioned in G4:
@erictopol
@jama_current
@nature
@jamanetwork
@uclahealth
@mschumm90
@buddycreech
@kittychi
@nih
@nindsnews

Top Mentioned in G5:
@jama_current
@jamanetwork
@lghemkens
@ja
@vslanziotti
@dremilyrsmith
@age_matters
@gsmartinmd
@swexner
@hananianick

Top Mentioned in G6:
@jama_current
@absteward
@preetinmalani
@ehljama
@meekslisa
@jamanetwork
@futuredocs
@erictopol
@evebmd

Top Mentioned in G7:
@jama_current
@dralethamaybank
@nejm
@cannaspecialist
@amermedicalassn
@solnatamd
@jasn_news
@jackresneckmd
@jordantishlermd
@biorxivpreprint

Top Mentioned in G8:
@jama_current
@cartabellotta
@idrawpicsallday
@cdcgov
@lizszabo
@pfizer
@jamanetwork
@jama
@jnjnews

Top Mentioned in G9:
@jama_current
@joex92_
@filipe_rafaeli
@abdenurflavio
@jamanetwork
@boulware_dr
@ethanjweiss
@ulissespsampaio
@marikasboros
@dylanarmbruste3

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
@femtech_
@evankirstel
@thehill
@rosenchild
@lizditz
@johnjoechad
@foggybottomgal

Top Tweeters in G1:
@galarole08
@ngourd
@censelio
@yutakama
@vernapolitics
@golwgymor
@rioslade
@joaosergio
@drkikig
@playmogeek

Top Tweeters in G2:
@tadrow
@debeauxos1
@rolandsmartin
@pearlfectchassi
@uneekdiva
@dropoutnation
@pkanagaratnam
@knowledgispowa
@jonesseeker
@dudette9t9

Top Tweeters in G3:
@s9tmt
@gooochin
@mariacabadas
@dr_shibley
@rijin_nakamura
@washingtonpost
@mutalabala
@monibhachu
@m7m5ea
@4litanglilou67

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

Top Tweeters in G5:
@billieo2
@hidukihikari
@nytimes
@annfinster
@grumpeoldman
@mdaware
@drshahrul80
@mimi_13nica
@hyhutriangle
@npr

Top Tweeters in G6:
@viralvideovlogs
@ochreblue
@natricer
@wsj
@suelouises
@physorg_health
@basuashis
@jozpina
@phillyinquirer
@lluis1966

Top Tweeters in G7:
@latimes
@yuki_2_1
@mrtachilles
@adriene26
@dianez123
@stephan04999557
@jesslahey
@melmeldc
@soozlemcdoozle
@meganranney

Top Tweeters in G8:
@paoloigna1
@aldoceccarelli
@miti_vigliero
@bbcnews
@laporres
@elleallever
@copticdisco
@thatvdovault
@lily04022018
@_bvm

Top Tweeters in G9:
@lizditz
@academicchatter
@famartinez2001
@flsatoday
@watsenaam
@proftimnoakes
@julien0686
@scicommbot
@reddit
@saraart4

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


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