jama_current, Twitter, 1/29/2022 2:22:18 PM, 270924


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jama_current_2022-01-29_03-54-01.xlsx
jama_current_2022-01-29_03-54-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 29, 2022
Short Description:
jama_current via NodeXL https://bit.ly/3AEGlN7
@jama_current
@andre__damon
@erictopol
@drandrewb
@profmulugeta
@jamanetwork
@kimberlyblumen1
@jmarierenaudin
@angama_market
@absteward

Top hashtags:
#covid19
#sarscov2
#covidlong
#omicron
#copd
#medicine
#cannabis

Description:
Description
The graph represents a network of 6,740 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, 29 January 2022 at 12:02 UTC.

The requested start date was Saturday, 29 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 21-day, 7-hour, 3-minute period from Friday, 07 January 2022 at 12:56 UTC to Friday, 28 January 2022 at 20:00 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 : 6740
Unique Edges : 10503
Edges With Duplicates : 16887
Total Edges : 27390
Number of Edge Types : 5
Retweet : 4613
MentionsInRetweet : 11210
Mentions : 9815
Replies to : 1645
Tweet : 107
Self-Loops : 190
Reciprocated Vertex Pair Ratio : 0.0238648880186024
Reciprocated Edge Ratio : 0.0466172603394693
Connected Components : 62
Single-Vertex Connected Components : 22
Maximum Vertices in a Connected Component : 6585
Maximum Edges in a Connected Component : 27198
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 2.942587
Graph Density : 0.000368376996824807
Modularity : 0.440437
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 6,740 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, 29 January 2022 at 12:02 UTC.

The requested start date was Saturday, 29 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 21-day, 7-hour, 3-minute period from Friday, 07 January 2022 at 12:56 UTC to Friday, 28 January 2022 at 20:00 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:
[50] https://jamanetwork.com/journals/jama/fullarticle/2776536?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=012222#.Yev8HYS0_WA.twitter
[34] https://jamanetwork.com/journals/jama/fullarticle/2788347
[24] https://jamanetwork.com/journals/jama/fullarticle/2787947
[24] https://jamanetwork.com/journals/jama/fullarticle/2787944
[19] 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
[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
[12] https://jamanetwork.com/journals/jama/fullarticle/2788252?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011422#.YeFb_4r-QqA.twitter
[11] https://medicalemoji.org/
[10] 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
[10] 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

Top URLs in Tweet in G1:
[33] https://jamanetwork.com/journals/jama/fullarticle/2788347
[8] https://jamanetwork.com/journals/jama/article-abstract/2788136
[7] https://medicalxpress.com/news/2022-01-simple-screening-copd-relieve-millions.html
[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
[6] https://jamanetwork.com/journals/jama/fullarticle/2787944?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=010722#.YdgjfP7lCx4.twitter
[5] https://jamanetwork.com/journals/jama/article-abstract/2787907
[5] https://jamanetwork.com/journals/jama/fullarticle/2788067?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011622#.YeO3Vde4NbM.twitter
[5] 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/2788346
[4] https://jamanetwork.com/journals/jama/fullarticle/2788104

Top URLs in Tweet in G2:
[10] 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
[8] https://jamanetwork.com/journals/jama/fullarticle/2788154?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011822#.YeeVQxw3Afw.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
[6] https://jamanetwork.com/journals/jama/fullarticle/2788064?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=010822#.YdkJnrWSU2o.twitter
[5] https://jamanetwork.com/journals/jama/fullarticle/2788065?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=010722#.Ydiedw-1tz4.twitter
[5] https://jamanetwork.com/journals/jama/fullarticle/2787743?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=010722#.YdgFLtx_2rw.twitter
[4] http://dlvr.it/SHbpsP
[4] https://jamanetwork.com/journals/jama/fullarticle/2788351?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=012722#.YfMBAbXZhuY.twitter
[4] https://jamanetwork.com/journals/jama/fullarticle/2788067?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=010722#.Ydhlm8kHJeo.twitter
[4] https://jamanetwork.com/journals/jama/fullarticle/2787929?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011322#.Yd_hQemT0rE.twitter

Top URLs in Tweet in G3:
[49] https://jamanetwork.com/journals/jama/fullarticle/2776536?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=012222#.Yev8HYS0_WA.twitter
[15] https://jamanetwork.com/journals/jama/fullarticle/2787944
[11] 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
[10] 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/2788254?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011422#.YeGf92v8miw.twitter
[6] 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
[6] 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
[4] https://twitter.com/celinegounder/status/1480189355113295872?s=20
[4] https://jamanetwork.com/journals/jama/fullarticle/2787945
[4] https://jamanetwork.com/journals/jama/fullarticle/2788354?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=012522#.YfBnWUe8H6I.twitter

Top URLs in Tweet in G4:
[2] https://www.wsws.org/en/articles/2022/01/08/pers-j08.html
[1] https://jamanetwork.com/journals/jama/fullarticle/2769034
[1] https://jamanetwork.com/journals/jama/fullarticle/2787944
[1] https://www.wsws.org/en/articles/2021/03/30/pers-m30.html
[1] https://twitter.com/kissane/status/1482140736636129282
[1] https://twitter.com/DataDrivenMD/status/1482101988955353088?s=20
[1] https://healthdata.gov/stories/s/kjst-g9cm
[1] https://covid.cdc.gov/covid-data-tracker/#trends_dailydeaths
[1] https://twitter.com/kissane/status/1482142631773687813?s=20
[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#.YeGf92v8miw.twitter

Top URLs in Tweet in G5:
[3] https://jamanetwork.com/journals/jama/fullarticle/2777342
[2] https://jamanetwork.com/journals/jama/fullarticle/2778234#.Ye5gbgwZldo.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2768532
[2] https://jamanetwork.com/journals/jama/fullarticle/2788105?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011522#.YeLnV5zhkVg.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2785919?guestAccessKey=d6d49995-b0f4-4849-bcb5-1a486171137a&utm_source=For_The_Media&utm_medium=referral&utm_campaign=ftm_links&utm_content=tfl&utm_term=110121
[1] https://jamanetwork.com/journals/jama/fullarticle/2788485
[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
[1] https://jamanetwork.com/journals/jama/fullarticle/2776937
[1] https://www.acpjournals.org/doi/10.7326/M21-3700?cookieSet=1

Top URLs in Tweet in G6:
[6] https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2788307
[3] https://jamanetwork.com/journals/jama/fullarticle/2788105?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011522#.YeLnV5zhkVg.twitter
[2] https://www.medmen.com/blog/health/how-to-detox-from-thc?utm_sq=g8gq1iv8lv
[2] https://www.popsugar.com/fitness/Why-Doesnt-CBD-Do-Anything-Me-44899342?utm_sq=fs2ax362eb#comments
[2] https://energyandresourcesdigest.com/cannabiz-now/can-cannabis-cure-cancer-dr-jordan-tishler/?utm_sq=fzn2q88c7f
[2] https://inhalemd.com/blog/top-ten-questions-about-cannabis/?utm_sq=gp1cjv3rzl
[2] https://lfpress.com/cannabis-health/cannabis-and-hpv-a-treatment-or-a-cause/wcm/a73f6574-59d6-4953-abb4-d2a8e3cbd4c9?utm_sq=g88rw6cnxd
[2] https://inhalemd.com/blog/top-ten-questions-about-cannabis/
[2] https://inhalemd.com/blog/how-marijuana-legalization-will-harm-patient-care/?utm_sq=gfd7e29ern
[2] https://www.thegrowthop.com/cannabis-health/does-marijuana-work-better-than-sleeping-pills-for-insomnia?utm_sq=g68sc4i02o

Top URLs in Tweet in G7:
[1] https://www.beckershospitalreview.com/infection-control/harvard-stanford-physicians-call-for-universal-use-of-n95s-in-hospitals.html
[1] https://jamanetwork.com/journals/jamainternalmedicine/fullarticle/2769441
[1] https://jamanetwork.com/journals/jama/fullarticle/2788104?guestAccessKey=fa388b5a-15ec-4c36-8a64-0515ddb786c8&utm_source=silverchair&utm_medium=email&utm_campaign=article_alert-jama&utm_content=olf&utm_term=011022
[1] https://jamanetwork.com/journals/jama/fullarticle/2788503
[1] https://jamanetwork.com/journals/jama/fullarticle/2788334?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=012722#.YfHYnVzia3g.twitter
[1] https://www.forbes.com/sites/stephenbrozak/2022/01/06/jama-publishes-the-most-important-covid-19-plan-to-datethe-new-normal/
[1] https://news.sky.com/resources/favicon.ico
[1] https://twitter.com/jneill/status/1479066859270025219
[1] https://jamanetwork.com/journals/jama/fullarticle/2788503?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=012522#.Ye-ZtrkSRx8.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2788503?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=012422#.Ye8Xd4yWKsM.twitter

Top URLs in Tweet in G8:
[1] https://twitter.com/lcvresearch/status/1486527973335384066
[1] https://twitter.com/profmulugeta/status/1486535656356646915

Top URLs in Tweet in G9:
[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
[1] https://jamanetwork.com/journals/jama/fullarticle/2788712?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=012822#.YfQfyu0GoZg.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2788621?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=012722#.YfKPBI5uAAU.twitter
[1] https://twitter.com/georgebest1969/status/1480150355203670016
[1] https://jamanetwork.com/journals/jama/fullarticle/2788621?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=012822#.YfM_qdxn-Kp.twitter
[1] https://www.reuters.com/business/healthcare-pharmaceuticals/doctors-say-lives-are-lost-hospitals-ethiopias-tigray-due-dwindling-supplies-2022-01-05/
[1] https://jamanetwork.com/journals/jama/fullarticle/2788067?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011022#.Ydxj2k7pJnA.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2788233?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=011322#.YeCkjDgWLVA.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2788408?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=012022#.YendxBPtG2s.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2788485?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=012122#.YerpxMNPM5Q.twitter

Top URLs in Tweet in G10:
[1] https://jamanetwork.com/journals/jama/fullarticle/2787495?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=122821#.YcuQPfqo7V8.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2787495
[1] https://twitter.com/jamanetworkopen/status/1481717687864676355
[1] https://twitter.com/TuraEmanuela/status/1449624384482603012?s=20

Top Domains
Top Domains in Tweet in Entire Graph:
[1432] jamanetwork.com
[150] twitter.com
[29] medicalxpress.com
[28] dlvr.it
[25] ama-assn.org
[23] nih.gov
[11] inhalemd.com
[11] medicalemoji.org
[9] healio.com
[8] co.jp

Top Domains in Tweet in G1:
[366] jamanetwork.com
[36] twitter.com
[28] medicalxpress.com
[22] ama-assn.org
[9] nih.gov
[7] dlvr.it
[4] obgproject.com
[2] yahoo.com
[2] substack.com
[2] isanidad.com

Top Domains in Tweet in G2:
[586] jamanetwork.com
[18] dlvr.it
[11] nih.gov
[7] twitter.com
[3] bmj.com
[2] elsevierhealth.com
[2] ac.nz
[2] wiley.com
[1] bjgp.org
[1] tiktok.com

Top Domains in Tweet in G3:
[162] jamanetwork.com
[26] twitter.com
[2] ama-assn.org
[2] chcradio.com
[2] newsweek.com
[2] youtube.com
[1] wbur.org
[1] theatlantic.com
[1] thehill.com
[1] benryan.net

Top Domains in Tweet in G4:
[3] wsws.org
[3] jamanetwork.com
[3] twitter.com
[1] healthdata.gov
[1] cdc.gov

Top Domains in Tweet in G5:
[23] jamanetwork.com
[4] twitter.com
[2] nature.com
[1] acpjournals.org
[1] cdc.gov
[1] hopkinsmedicine.org
[1] substack.com
[1] gov.au
[1] epicresearch.org
[1] podclips.com

Top Domains in Tweet in G6:
[19] jamanetwork.com
[11] inhalemd.com
[11] twitter.com
[3] cannabis-specialist.org
[3] howbad.info
[2] medmen.com
[2] popsugar.com
[2] neurology.org
[2] thinkingoutsidethebud.com
[2] energyandresourcesdigest.com

Top Domains in Tweet in G7:
[9] jamanetwork.com
[7] twitter.com
[1] beckershospitalreview.com
[1] forbes.com
[1] sky.com
[1] washingtonpost.com
[1] builtenvironmentplus.org

Top Domains in Tweet in G8:
[2] twitter.com

Top Domains in Tweet in G9:
[12] jamanetwork.com
[4] twitter.com
[1] reuters.com
[1] inquirer.com
[1] arphahub.com
[1] science.org
[1] elsevierhealth.com
[1] mdcalc.com
[1] wikipedia.org
[1] acc.org

Top Domains in Tweet in G10:
[2] jamanetwork.com
[2] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[452] covid19
[223] sarscov2
[67] covidlong
[66] omicron
[62] copd
[53] medicine
[47] cannabis
[44] patients
[41] doctors
[38] covid



Top Hashtags in Tweet in G1:
[128] covid19
[24] sarscov2
[19] ivermectin
[15] richwunderink
[15] machinelearning
[12] semaglutide
[12] medtwitter
[12] vaccine
[11] internalmedicine
[10] afib

Top Hashtags in Tweet in G2:
[67] covid19
[18] jamanetworkinthenews
[13] dxerror
[12] p2y12
[6] healthcare
[6] rct
[6] anticoagulant
[6] wegovi
[5] sars
[5] ai

Top Hashtags in Tweet in G3:
[90] covid19
[43] omicron
[11] sarscov2
[6] icymi
[6] covid
[5] covaxin
[4] booster
[3] omicronvariant
[3] vaccine
[2] shoutout

Top Hashtags in Tweet in G4:
[2] covid19
[1] closeschoolsandcolleges
[1] omicron

Top Hashtags in Tweet in G5:
[10] sarscov2
[9] omicron
[5] covid19
[2] digitalhealthequity
[1] potus
[1] misinformation
[1] False
[1] providers
[1] callmephysician
[1] wearephysicians

Top Hashtags in Tweet in G6:
[67] covidlong
[47] cannabis
[45] medicine
[43] patients
[41] doctors
[7] longcovid
[5] thc
[5] cbd
[4] covid19
[4] apresj20

Top Hashtags in Tweet in G7:
[153] sarscov2
[72] covid19
[1] michaelklompas
[1] longcovid
[1] covidpersistente
[1] covid
[1] publichealth
[1] corsirosenthalbox
[1] hypocrites
[1] hypocrisy

Top Hashtags in Tweet in G8:
[1] tigray
[1] tigraygenocide
[1] tigraycantwait
[1] callitagenocide

Top Hashtags in Tweet in G9:
[5] ebm
[3] covid
[3] koronafi
[2] ems
[2] covid19
[2] hepariini
[1] medtwitter
[1] call2action
[1] fluvoxamine
[1] peerreview

Top Hashtags in Tweet in G10:
[7] sarscov2

Top Words
Top Words in Tweet in Entire Graph:
[4945] jama_current
[2016] covid
[1133] 19
[1002] jamanetwork
[916] published
[864] part
[576] andre__damon
[564] vs
[561] datadrivenmd
[537] same

Top Words in Tweet in G1:
[1382] jama_current
[193] covid
[185] study
[159] vaccination
[150] 2021
[147] mrna
[141] myocarditis
[137] 2020
[136] rates
[128] #covid19

Top Words in Tweet in G2:
[779] jama_current
[723] jamanetwork
[546] part
[400] covid
[321] 19
[125] mrna
[123] vaccination
[113] patients
[96] cov
[92] strategy

Top Words in Tweet in G3:
[625] jama_current
[374] rickabright
[368] zekeemanuel
[368] celinegounder
[296] mtosterholm
[282] llborio
[271] drdavidmichaels
[250] covid
[146] viewpoints
[139] carlosdelrio7

Top Words in Tweet in G4:
[571] andre__damon
[558] datadrivenmd
[463] covid
[450] published
[444] death
[441] reporting
[440] same
[437] 19
[435] document
[435] hospitals

Top Words in Tweet in G5:
[455] erictopol
[334] vs
[324] dose
[314] jama_current
[222] covid
[204] risk
[198] myocarditis
[188] much
[187] doses
[183] cases

Top Words in Tweet in G6:
[264] jama_current
[141] kimberlyblumen1
[133] nejm
[130] jamainternalmed
[83] jamanetworkopen
[83] jamaderm
[83] jaciinpractice
[79] research
[79] vaccine
[70] jmarierenaudin

Top Words in Tweet in G7:
[319] jama_current
[264] abraarkaran
[214] piece
[154] healthcare
[153] #sarscov2
[144] transmission
[144] settings
[142] three
[141] serious
[141] concern

Top Words in Tweet in G8:
[286] profmulugeta
[152] research
[152] statin
[152] use
[152] differences
[152] veterans
[152] sex
[152] gender
[152] recently
[152] published

Top Words in Tweet in G9:
[205] 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
[70] covid

Top Words in Tweet in G10:
[158] drandrewb
[157] children
[156] multisystem
[156] inflammatory
[156] syndrome
[156] covid
[155] two
[155] doses
[155] developed
[155] case

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1122] covid,19
[827] jama_current,part
[674] part,jamanetwork
[547] andre__damon,datadrivenmd
[436] death,reporting
[436] same,day
[435] calling,hospitals
[435] hospitals,end
[435] end,covid
[435] 19,death

Top Word Pairs in Tweet in G1:
[123] maryannedemasi,jama_current
[118] expected,rates
[118] mrna,vaccination
[115] jama_current,myocarditis
[115] myocarditis,reports
[115] reports,dec
[115] dec,2020
[115] 2020,aug
[115] aug,2021
[115] 2021,days

Top Word Pairs in Tweet in G2:
[545] jama_current,part
[533] part,jamanetwork
[320] covid,19
[162] jama_current,jamanetwork
[88] 19,vaccination
[88] sars,cov
[82] cases,reported
[80] reported,mrna
[80] mrna,based
[80] based,covid

Top Word Pairs in Tweet in G3:
[260] zekeemanuel,mtosterholm
[240] mtosterholm,llborio
[238] llborio,rickabright
[224] rickabright,drdavidmichaels
[200] celinegounder,zekeemanuel
[111] published,viewpoints
[96] drdavidmichaels,jama_current
[93] jama_current,part
[85] covid,19
[84] sars,cov

Top Word Pairs in Tweet in G4:
[544] andre__damon,datadrivenmd
[437] covid,19
[433] death,reporting
[432] datadrivenmd,hhs
[432] hhs,document
[432] document,calling
[432] calling,hospitals
[432] hospitals,end
[432] end,covid
[432] 19,death

Top Word Pairs in Tweet in G5:
[181] myocarditis,covid
[178] reports,myocarditis
[178] covid,vaccines
[178] vaccines,hong
[178] hong,kong
[178] kong,review
[178] review,160
[178] 160,cases
[178] cases,risk
[178] risk,pfizer

Top Word Pairs in Tweet in G6:
[128] jama_current,jamainternalmed
[83] jamainternalmed,jamanetworkopen
[83] jamanetworkopen,nejm
[83] nejm,jamaderm
[83] jamaderm,jaciinpractice
[79] kimberlyblumen1,jama_current
[65] cette,étude
[64] adverse,effects
[63] félicitations,aux
[63] aux,chercheurs

Top Word Pairs in Tweet in G7:
[152] #sarscov2,healthcare
[141] piece,jama_current
[141] jama_current,transmission
[141] transmission,#sarscov2
[141] healthcare,settings
[141] settings,serious
[141] serious,concern
[141] concern,outline
[141] outline,three
[140] abraarkaran,piece

Top Word Pairs in Tweet in G8:
[152] research,statin
[152] statin,use
[152] use,differences
[152] differences,veterans
[152] veterans,sex
[152] sex,gender
[152] gender,recently
[152] recently,published
[152] published,please
[152] please,look

Top Word Pairs in Tweet in G9:
[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
[61] covid,19
[59] 19,common

Top Word Pairs in Tweet in G10:
[156] multisystem,inflammatory
[156] inflammatory,syndrome
[155] children,two
[155] two,doses
[155] doses,developed
[155] developed,multisystem
[155] syndrome,case
[155] case,covid
[155] covid,vaccine
[154] drandrewb,children

Top Replied-To
Top Replied-To in Entire Graph:
@jama_current
@celinegounder
@erictopol
@andre__damon
@paolomaggioni
@abraarkaran
@rickabright
@jamanetwork
@piainmypants
@carlosdelrio7

Top Replied-To in G1:
@jama_current
@paolomaggioni
@kthorborg
@schoterbos
@judbrewer
@iainsforrest
@maryannedemasi
@nebraskamed
@jennbdiaz
@nlfd_org

Top Replied-To in G2:
@jamanetwork
@laurensanders81
@wolfhautz
@monicagandhi9
@drjkahn
@ccarlsonin
@drekstrom
@louisearonson
@katieoneallsu
@ashwin_b_gupta

Top Replied-To in G3:
@celinegounder
@rickabright
@zekeemanuel
@carlosdelrio7
@jama_current
@s_c_h_u_m
@absteward
@drmt
@ericasmombubbe3
@abraarkaran

Top Replied-To in G4:
@andre__damon
@boobyjargon
@getupgetfree
@desty_tiara
@rickabright
@aquiynoaqui
@candi_harris66
@kevinredifer
@rolloburner
@karen_eggleson

Top Replied-To in G5:
@erictopol
@marksladdr
@cunninghamwhip
@fahyted
@trumpisthefire
@mbobbish
@drlejarazu
@jbtspodcast_
@breezemountains
@britten_johnson

Top Replied-To in G6:
@kimberlyblumen1
@320squadron
@sxpxaxcxe
@jama_current
@troycoverdale
@_lucibee
@chsdoctor
@msood99m
@olavoamaral
@elisaperego78

Top Replied-To in G7:
@abraarkaran
@pstorm2020
@jljcolorado
@nauscopio
@drianweissman
@ciclodas
@tonigarias
@emilylevymd
@kj_seung
@kamalapearl

Top Replied-To in G8:
@profmulugeta

Top Replied-To in G9:
@piainmypants
@jusimd
@karitikkinen
@ramos262740691
@tostadas_md_phd
@eijasaloranta
@sameerkadri12
@toi_kouhou
@carlosdelrio7
@nih

Top Replied-To in G10:
@drandrewb
@theophanesrex

Top Mentioned
Top Mentioned in Entire Graph:
@jama_current
@jamanetwork
@datadrivenmd
@andre__damon
@erictopol
@rickabright
@zekeemanuel
@mtosterholm
@llborio
@profmulugeta

Top Mentioned in G1:
@jama_current
@maryannedemasi
@drmcecconi
@alvarezmorenoc
@jamanetwork
@iainsforrest
@peter_vd_voort
@jnmafi
@americancancer

Top Mentioned in G2:
@jama_current
@jamanetwork
@kateandtheboys
@drcarmelcrock
@realgeoffnorman
@laurensanders81
@mbotana
@washingtonpost
@carlosdelrio7
@bylenasun

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

Top Mentioned in G4:
@datadrivenmd
@andre__damon
@jama_current
@rolloburner
@getupgetfree
@candi_harris66
@rickabright
@karen_eggleson
@aquiynoaqui
@grandmasterfei

Top Mentioned in G5:
@erictopol
@jama_current
@cdcgov
@annalsofim
@jamanetwork
@abraarkaran
@drlejarazu
@epiren
@when2moon
@ajv67

Top Mentioned in G6:
@jama_current
@nejm
@jamainternalmed
@kimberlyblumen1
@jamanetworkopen
@jamaderm
@jaciinpractice
@jmarierenaudin
@thelancet
@cannaspecialist

Top Mentioned in G7:
@jama_current
@abraarkaran
@beckershr
@_miriku_
@cdcgov
@harvard
@stanford
@yale
@dukeu
@ucla

Top Mentioned in G8:
@profmulugeta
@jama_current
@wdd
@cdcdiabetes
@americanmedic10
@adahouston
@lcvresearch
@jeffreyekorte
@musc_cgs
@muschealth

Top Mentioned in G9:
@jama_current
@who
@mainichikurashi
@toi_kouhou
@ramos262740691
@angama_market
@hsfi
@laakariportaali
@saga_wiklund
@amutanen

Top Mentioned in G10:
@drandrewb
@jama_current
@doctoreonline
@abraarkaran
@dfisman
@enirenberg
@jamanetwork
@79jonjon
@thatbronaghone
@ipapanicolas

Top Tweeters
Top Tweeters in Entire Graph:
@filafresh
@threadreaderapp
@dichristine
@unamuhiduki
@geoffrey_payne
@remindme_ofthis
@sippomagari
@citrus_kyoto
@bannerite
@debilu2

Top Tweeters in G1:
@remindme_ofthis
@ary_antipt
@baronianconsult
@paulsorrentino3
@unitedspacecats
@ricardocipago
@drdind
@rijin_nakamura
@emgfind
@thecuriousluke

Top Tweeters in G2:
@meruemgi
@artificialbra1n
@reuters
@helperstream
@benishii_
@sampson_elaine
@bbcnews
@rospay15
@carolehope2
@washingtonpost

Top Tweeters in G3:
@threadreaderapp
@bannerite
@lizditz
@rosenchild
@maybel65
@monty_chadha
@cotey_mary
@carrybeyond
@cnbsnana
@markplackett1

Top Tweeters in G4:
@viralvideovlogs
@copyofone
@b1e56df9ce6549f
@n7irl
@princessbibirf_
@oldsalz
@samhainnight
@blike_dante
@redboybroken
@mariayells

Top Tweeters in G5:
@debilu2
@kak089
@vedehimajumdar
@pas5974
@joanisparkles
@ken_crichlow
@ansisegle
@rhonda_harbison
@donnadiane1970
@npazderski

Top Tweeters in G6:
@geoffrey_payne
@lllwry
@ketaminh
@debsomewhere
@geoffypjohnston
@wrap02
@bbddpp
@pash22
@basuashis
@joejaggi

Top Tweeters in G7:
@joannecangal
@adekleine
@pqpolitics
@laurahennesse11
@dianeeugenio
@mtnbvan
@alisonborealis
@juneymb
@donaldverger
@laurietmiller

Top Tweeters in G8:
@ruftaaraya
@letebrhangebre1
@protect_tigray
@bepositive76
@voicetigray2021
@awtash4
@elshada37075062
@un
@neeshtey_n
@gebrihethg

Top Tweeters in G9:
@filafresh
@unamuhiduki
@sippomagari
@citrus_kyoto
@chiemma44
@bb45_colorado
@nioumasashi
@seki_yo
@uchida_kawasaki
@yunishio

Top Tweeters in G10:
@hopealdridge
@marciasgreen
@meredithheron
@sousleradar
@teach_n_travel
@annaanthro
@broyletim
@scooterissima
@tikisrose
@tend2wobble


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