jama_current, Twitter, 11/20/2021 12:21:09 PM, 266750


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jama_current_2021-11-20_03-54-01.xlsx
jama_current_2021-11-20_03-54-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 20, 2021
Short Description:
jama_current via NodeXL https://bit.ly/3kUXWd0
@jama_current
@weselymd
@doctorsoumya
@profmulugeta
@jamanetwork
@tonybaduy
@profdavidhunter
@braincures
@dcgreenzone1
@cocobelladoodle

Top hashtags:
#longcovid
#covid19
#stoptigrayfamine
#stoptigraysiege
#covid

Description:
Description
The graph represents a network of 6,846 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, 20 November 2021 at 12:00 UTC.

The requested start date was Saturday, 20 November 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 29-day, 7-hour, 12-minute period from Thursday, 21 October 2021 at 14:03 UTC to Friday, 19 November 2021 at 21:16 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 : 6846
Unique Edges : 9711
Edges With Duplicates : 16872
Total Edges : 26583
Number of Edge Types : 5
Retweet : 4659
MentionsInRetweet : 10458
Mentions : 9857
Replies to : 1544
Tweet : 65
Self-Loops : 172
Reciprocated Vertex Pair Ratio : 0.0272715687523894
Reciprocated Edge Ratio : 0.0530951494851755
Connected Components : 44
Single-Vertex Connected Components : 13
Maximum Vertices in a Connected Component : 6736
Maximum Edges in a Connected Component : 26440
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.899291
Graph Density : 0.000344039707329377
Modularity : 0.425045
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 6,846 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, 20 November 2021 at 12:00 UTC.

The requested start date was Saturday, 20 November 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 29-day, 7-hour, 12-minute period from Thursday, 21 October 2021 at 14:03 UTC to Friday, 19 November 2021 at 21:16 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:
[158] https://jamanetwork.com/journals/jama/fullarticle/2785918?guestAccessKey=6ee768d4-0daf-47a1-8177-ab636e03c6d3&utm_source=For_The_Media&utm_medium=referral&utm_campaign=ftm_links&utm_content=tfl&utm_term=110121
[103] https://jamanetwork.com/journals/jama/fullarticle/2785530?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=102321#.YXQ8ETMBD3M.twitter
[46] https://resettinghealthcare.com/
[30] https://jamanetwork.com/journals/jama/fullarticle/2785943?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=110921#.YYqqx8WikvY.twitter
[29] https://jamanetwork.com/journals/jama/fullarticle/2785529
[22] https://jamanetwork.com/journals/jama/fullarticle/2785583
[19] https://twitter.com/swiftlaw1/status/1455814855269752839
[18] https://jamanetwork.com/journals/jamainternalmedicine/fullarticle/2785832
[16] https://jamanetwork.com/journals/jama/article-abstract/2737687
[15] https://insidemedicine.bulletin.com/218980100282796/

Top URLs in Tweet in G1:
[151] https://jamanetwork.com/journals/jama/fullarticle/2785918?guestAccessKey=6ee768d4-0daf-47a1-8177-ab636e03c6d3&utm_source=For_The_Media&utm_medium=referral&utm_campaign=ftm_links&utm_content=tfl&utm_term=110121
[102] https://jamanetwork.com/journals/jama/fullarticle/2785530?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=102321#.YXQ8ETMBD3M.twitter
[16] https://jamanetwork.com/journals/jama/article-abstract/2737687
[16] https://jamanetwork.com/journals/jamainternalmedicine/fullarticle/2785832
[15] https://insidemedicine.bulletin.com/218980100282796/
[8] https://jamanetwork.com/journals/jama/article-abstract/2752750?guestAccessKey=b44c93b5-74c6-401b-917b-8391c2ad9f6f&utm_source=silverchair&utm_medium=email&utm_campaign=article_alert-jama&utm_content=olf&utm_term=100419
[7] https://news.unchealthcare.org/2021/10/anthony-charles-appointed-associate-editor-of-jama/
[6] https://www.news-medical.net/news/20211103/Prior-SARS-CoV-2-infection-and-risk-of-breakthrough-infection-following-mRNA-vaccination.aspx
[6] https://jamanetwork.com/journals/jama/fullarticle/2785583
[5] https://pubmed.ncbi.nlm.nih.gov/27115263/

Top URLs in Tweet in G2:
[46] https://resettinghealthcare.com/
[19] https://twitter.com/swiftlaw1/status/1455814855269752839
[12] https://jamanetwork.com/journals/jama/fullarticle/2785583
[9] https://jamanetwork.com/journals/jama/fullarticle/2785590
[4] https://jamanetwork.com/journals/jama/fullarticle/2786533?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=111821#.YZZLNAhxS0s.twitter
[4] https://jamanetwork.com/journals/jama/fullarticle/2785971?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=110921#.YYsxyQSpKS4.twitter
[3] https://www.clinicaltrials.gov/
[3] https://jamanetwork.com/journals/jama/fullarticle/2785583?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=111021#.YYvanOwIH1M.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2786146?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=111321#.YY-saaZltZk.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2784914?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=110221#.YYHbgd_ldGc.twitter

Top URLs in Tweet in G3:
[4] https://jamanetwork.com/journals/jama/fullarticle/2786245#.YZSMK34WBwc.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2786423?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=111521#.YZKEe_o6_WM.twitter
[2] https://twitter.com/uressien/status/1451580663170281473
[2] https://jamanetwork.com/journals/jama/article-abstract/2785948
[2] http://semanariovoces.com/pereyra-sotelo-y-muchos-mas-por-hoenir-sarthou/
[2] https://jamanetwork.com/journals/jama/fullarticle/2785478?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=102521#.YXa7h1mwmJQ.twitter
[2] https://twitter.com/WesElyMD/status/1453032672033378304
[2] https://www.youtube.com/watch?v=zEG5RuUhdEA

[2] https://jamanetwork.com/journals/jama/fullarticle/2785529
[1] https://jamanetwork.com/journals/jama/fullarticle/2786423

Top URLs in Tweet in G4:
[6] https://jamanetwork.com/journals/jama/fullarticle/2785584
[3] https://jamanetwork.com/journals/jama/fullarticle/2785892
[3] https://twitter.com/UREssien/status/1451580663170281473
[3] https://jamanetwork.com/journals/jama/fullarticle/2785583
[2] https://mailchi.mp/63a60bee39a5/tradeoffsnewsletter
[2] https://threadreaderapp.com/thread/1451580663170281473.html
[2] https://jamanetwork.com/journals/jama/fullarticle/2785961
[2] https://twitter.com/CourtneyRLyles/status/1451607320127938562
[1] https://www.healthaffairs.org/doi/10.1377/hlthaff.2020.01699?cookieSet=1
[1] https://twitter.com/johngraves9/status/1454171559569117193

Top URLs in Tweet in G5:
[2] https://twitter.com/lcp/status/1460691591887208462
[1] https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2772834
[1] https://twitter.com/MartinBlachier/status/1450907922121302025
[1] https://twitter.com/HoertelN/status/1460309793558646785
[1] https://twitter.com/24hpujadas/status/1460662165015347213
[1] https://twitter.com/ISlovan/status/1460998135803793418
[1] https://www.initiative-communiste.fr/articles/culture-debats/covid-long-une-offensive-lancee-contre-les-malades-depuis-la-france/
[1] https://dreslincourts.wpcomstaging.com/big-pharma-corruption/
[1] https://www.vidal.fr/maladies/voies-respiratoires/coronavirus-covid-19/vaccins.html
[1] https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3963606

Top URLs in Tweet in G6:
[7] https://jamanetwork.com/journals/jama/fullarticle/2783797?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=102421#.YXRnzstT7rA.twitter
[4] https://www.medrxiv.org/content/10.1101/2021.11.05.21265968v1
[2] https://jamanetwork.com/journals/jama/fullarticle/2785918?guestAccessKey=6ee768d4-0daf-47a1-8177-ab636e03c6d3&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/2786533?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=111721#.YZV4YpEJUAo.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2785529?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=111021#.YYr_qmezLjM.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2785530?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=111421#.YZDFyUnP9_I.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2785530?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=111521#.YZJY4rGAlWp.twitter
[1] https://twitter.com/DuseLu/status/1459815366830530564
[1] https://jamanetwork.com/journals/jama/fullarticle/2785303?widget=personalizedcontent&previousarticle=2785530
[1] https://onlinelibrary.wiley.com/doi/full/10.1002/lio2.26?cookieSet=1

Top URLs in Tweet in G7:
[24] https://jamanetwork.com/journals/jama/fullarticle/2785529
[11] https://jamanetwork.com/journals/jama/fullarticle/2786095?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=110821#.YYlKYOyPVMw.twitter
[7] https://medicalxpress.com/news/2021-10-higher-covid-infection.html
[5] https://jamanetwork.com/journals/jama/fullarticle/2785531?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=102221#.YXIm0kyicp1.twitter
[5] https://jamanetwork.com/journals/jama/fullarticle/2785943?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=111021#.YYtu4D869Yd.twitter
[4] https://medicalxpress.com/news/2021-10-cases-pancreatic-cancer-young-women.html
[4] https://medicalxpress.com/news/2021-11-mind-covid-controversy.html
[4] https://criticalcarereviews.com/
[2] https://medicalxpress.com/news/2021-11-patients-hospitalized-covid-vaccinated.html
[2] https://twitter.com/JAMA_current/status/1458117191526666250

Top URLs in Tweet in G8:
[1] https://twitter.com/markc_anderson/status/1459418418411708416
[1] https://twitter.com/ProfMulugeta/status/1459522061504811010
[1] https://twitter.com/profmulugeta/status/1459522061504811010

Top URLs in Tweet in G9:
[15] https://thesgem.com/2021/11/sgem350-how-did-i-get-epi-alone-vasopressin-and-methylprednisolone-for-in-hospital-cardiac-arrests/
[4] https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2784395
[4] https://pubmed.ncbi.nlm.nih.gov/34587236/
[3] https://jamanetwork.com/journals/jama/article-abstract/2785282
[3] https://jamanetwork.com/journals/jama/fullarticle/2785845?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=110921#.YYm16_JcieM.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2785530?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=102621#.YXclF_IxJ5E.twitter
[2] https://thesgem.com/2018/12/sgem238-the-epi-dont-work-for-ohca/
[2] https://jamanetwork.com/journals/jama/fullarticle/2771907?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=110320#.X6Fz4ZfaXjw.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2785530?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=102821#.YXtQOd0STU0.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2786095?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=110621#.YYbxyTRm2p4.twitter

Top URLs in Tweet in G10:
[8] https://jamanetwork.com/journals/jama/fullarticle/2785148?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=110321#.YYNXMHb35gZ.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2785382?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=110221#.YYElVHpatV1.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2785943?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=111621#.YZPIPj5ftak.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2785258?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=102621#.YXfvAz0nrX0.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2785218?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=110921#.YYqSPzWnEis.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2786272
[1] https://jamanetwork.com/journals/jama/fullarticle/2785844?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=110321#.YYMr9vOT8B4.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2785712?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=110721#.YYhNuGqsbhs.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2785972?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=111621#.YZPI4VYYYZ8.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2785281?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=102621#.YXfuZaG0NpI.twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[1653] jamanetwork.com
[170] twitter.com
[46] resettinghealthcare.com
[40] nih.gov
[31] medicalxpress.com
[18] thesgem.com
[16] inhalemd.com
[15] bulletin.com
[11] dlvr.it
[11] co.jp

Top Domains in Tweet in G1:
[576] jamanetwork.com
[43] twitter.com
[15] bulletin.com
[11] nih.gov
[8] news-medical.net
[7] unchealthcare.org
[5] diariomedico.com
[4] youtu.be
[4] nature.com
[4] cancertherapyadvisor.com

Top Domains in Tweet in G2:
[541] jamanetwork.com
[46] resettinghealthcare.com
[44] twitter.com
[11] dlvr.it
[10] nih.gov
[5] cochrane.org
[4] linkedin.com
[3] clinicaltrials.gov
[3] e-bronnen.be
[2] sagepub.com

Top Domains in Tweet in G3:
[40] jamanetwork.com
[27] twitter.com
[3] nih.gov
[3] youtube.com
[2] semanariovoces.com
[2] cdc.gov
[1] thelancet.com
[1] healthaffairs.org
[1] todosmedical.com
[1] thesciencebit.net

Top Domains in Tweet in G4:
[47] jamanetwork.com
[14] twitter.com
[2] mailchi.mp
[2] threadreaderapp.com
[2] radiologybusiness.com
[1] healthaffairs.org
[1] massgeneral.org
[1] lowninstitute.org
[1] clinicaltrials.gov
[1] jwatch.org

Top Domains in Tweet in G5:
[6] twitter.com
[1] jamanetwork.com
[1] initiative-communiste.fr
[1] wpcomstaging.com
[1] vidal.fr
[1] ssrn.com

Top Domains in Tweet in G6:
[14] jamanetwork.com
[4] medrxiv.org
[1] twitter.com
[1] wiley.com

Top Domains in Tweet in G7:
[60] jamanetwork.com
[31] medicalxpress.com
[5] twitter.com
[4] criticalcarereviews.com
[2] thoracic.org
[2] nih.gov
[1] springer.com
[1] transistor.fm
[1] ac.uk

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

Top Domains in Tweet in G9:
[37] jamanetwork.com
[18] thesgem.com
[4] nih.gov
[2] twitter.com
[1] stanford.edu
[1] huffpost.com
[1] forbes.com
[1] com.au
[1] biomedcentral.com

Top Domains in Tweet in G10:
[59] jamanetwork.com
[1] radian6.com
[1] atsjournals.org
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[346] longcovid
[247] covid19
[206] stoptigrayfamine
[205] stoptigraysiege
[134] covid
[92] sarscov2
[81] osteoarthritis
[65] cannabis
[65] patients
[64] medicine



Top Hashtags in Tweet in G1:
[86] covid19
[48] sarscov2
[17] longcovid
[16] pathophysiologypearls
[15] covid_19
[12] obesity
[12] capmanso
[11] covid
[10] antibody
[8] meded

Top Hashtags in Tweet in G2:
[77] osteoarthritis
[58] covid
[53] iartg
[36] covid19
[36] guangdongprovincialhospital
[19] longcovid
[16] linglong
[16] southchina
[15] 玲珑
[11] jamanetworkinthenews

Top Hashtags in Tweet in G3:
[252] longcovid
[49] covid
[19] hfref
[16] aha21
[15] simpub
[13] ivermectin
[10] hfpef
[10] covid19
[8] pharmacoequity
[7] mentalstress

Top Hashtags in Tweet in G4:
[27] digitalhealthequity
[22] pharmacoequity
[8] healthequity
[5] disparities
[5] pacthf
[2] fridayflex
[2] covid19
[2] children
[2] covid19pandemic
[1] disparitiesofcare

Top Hashtags in Tweet in G5:
[12] covidlong
[5] deray
[2] chomagelong
[2] apresj20
[2] flawedjamastudy
[1] fluvoxamine
[1] fluoxetine
[1] longcovid
[1] dieuestmondroit
[1] prayerforfrance

Top Hashtags in Tweet in G6:
[25] covid19
[6] longcovid
[2] covid
[1] dexamethasone
[1] tcell
[1] antibody
[1] bbcaq

Top Hashtags in Tweet in G7:
[45] covid19
[37] longcovid
[31] steroids
[30] hypoxemia
[22] covidsteroid2
[10] cs2trial
[9] antibodies
[9] covid
[8] breatheeasy
[8] covid_steroid2

Top Hashtags in Tweet in G8:
[206] stoptigrayfamine
[205] stoptigraysiege

Top Hashtags in Tweet in G9:
[11] ebm
[9] foamed
[4] mrna
[4] covid19
[2] palliativecare
[1] mememonday
[1] covidsteroid2
[1] downsyndrome
[1] medtwitter
[1] acp

Top Hashtags in Tweet in G10:
[7] covid19
[7] cancer
[6] antibodies

Top Words
Top Words in Tweet in Entire Graph:
[5441] jama_current
[1322] covid
[1109] jamanetwork
[799] part
[745] antibody
[639] share
[622] health
[542] sars
[540] cov
[527] study

Top Words in Tweet in G1:
[1750] jama_current
[326] covid
[301] erictopol
[268] editor
[266] share
[259] being
[248] chief
[244] tsaiduck77
[239] searching
[239] selection

Top Words in Tweet in G2:
[976] jama_current
[673] jamanetwork
[426] part
[175] covid
[142] 19
[131] thelancet
[128] compared
[122] well
[120] nejm
[113] ankle

Top Words in Tweet in G3:
[411] used
[398] jama_current
[310] weselymd
[252] #longcovid
[249] covid
[208] antibodies
[205] antibody
[203] lunacy
[203] determine
[202] rule

Top Words in Tweet in G4:
[492] jama_current
[363] uressien
[316] health
[314] viewpoint
[305] policy
[289] prescription
[285] disparities
[282] reducing
[276] share
[274] achieving

Top Words in Tweet in G5:
[543] jama_current
[526] maxdelvallee
[351] étude
[286] covid
[186] long
[180] qu
[178] journalistes
[172] 2021
[172] été
[171] regrettent

Top Words in Tweet in G6:
[304] doctorsoumya
[233] antibody
[222] memory
[219] sars
[219] cov
[219] cells
[216] testing
[216] against
[215] protection
[212] provide

Top Words in Tweet in G7:
[221] jama_current
[92] andersperner
[71] covid
[69] trial
[60] study
[50] weselymd
[48] 19
[48] dose
[45] #covid19
[44] published

Top Words in Tweet in G8:
[225] aphapeacecaucus
[225] publichealth
[225] amstatnews
[224] drtedros
[224] lancetgh
[215] profmulugeta
[206] #stoptigrayfamine
[205] #stoptigraysiege
[203] word
[203] doctor

Top Words in Tweet in G9:
[123] jama_current
[46] thesgem
[39] acepnow
[36] emcrit
[22] em_owl
[22] srrezaie
[22] tramadol
[21] stemlyns
[21] part
[21] vse

Top Words in Tweet in G10:
[81] jama_current
[48] jamanetwork
[42] much
[41] patients
[40] part
[25] louisearonson
[20] time
[19] clinicians
[18] both
[18] dissatisfied

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[779] jama_current,part
[620] part,jamanetwork
[538] sars,cov
[453] jama_current,jamanetwork
[449] covid,19
[408] antibody,testing
[367] viewpoint,jama_current
[343] policy,prescription
[343] prescription,reducing
[342] health,disparities

Top Word Pairs in Tweet in G1:
[248] editor,chief
[238] share,widely
[238] widely,jama_current
[238] jama_current,searching
[238] searching,editor
[238] chief,being
[238] being,selection
[238] selection,committee
[238] committee,eye
[237] tsaiduck77,share

Top Word Pairs in Tweet in G2:
[424] jama_current,part
[418] part,jamanetwork
[221] jama_current,jamanetwork
[139] covid,19
[81] sars,cov
[79] thelancet,jama_current
[79] prp,injections
[78] well,designed
[78] designed,trial
[77] trial,finds

Top Word Pairs in Tweet in G3:
[203] antibody,lunacy
[202] covid,antibody
[202] lunacy,antibodies
[202] antibodies,used
[202] used,rule
[202] rule,#longcovid
[202] #longcovid,used
[202] used,determine
[201] weselymd,covid
[51] jama_current,cdcgov

Top Word Pairs in Tweet in G4:
[300] viewpoint,jama_current
[281] reducing,health
[281] health,disparities
[280] policy,prescription
[280] prescription,reducing
[272] jama_current,policy
[267] excited,share
[267] share,viewpoint
[266] disparities,achieving
[264] uressien,excited

Top Word Pairs in Tweet in G5:
[248] étude,jama_current
[184] covid,long
[175] jama_current,covid
[171] 2021,journalistes
[171] journalistes,regrettent
[171] regrettent,qu
[171] qu,étude
[171] long,révèle
[171] révèle,phénomène
[171] phénomène,été

Top Word Pairs in Tweet in G6:
[219] sars,cov
[216] memory,cells
[215] antibody,testing
[211] testing,predict
[211] predict,protection
[211] protection,against
[211] against,sars
[211] cov,recommended
[211] recommended,memory
[211] cells,provide

Top Word Pairs in Tweet in G7:
[43] covid,19
[38] trial,published
[38] published,jama_current
[34] andersperner,recent
[32] weselymd,brain
[32] brain,fog
[32] fog,#longcovid
[32] #longcovid,jama_current
[32] jama_current,study
[32] study,740

Top Word Pairs in Tweet in G8:
[225] aphapeacecaucus,publichealth
[225] publichealth,amstatnews
[224] amstatnews,lancetgh
[205] #stoptigrayfamine,#stoptigraysiege
[204] #stoptigraysiege,aphapeacecaucus
[203] word,doctor
[203] doctor,drtedros
[203] drtedros,#stoptigrayfamine
[194] profmulugeta,word
[27] lancetgh,thelancetph

Top Word Pairs in Tweet in G9:
[19] stemlyns,acepnow
[19] acepnow,srrezaie
[19] jama_current,emcrit
[19] jama_current,part
[18] thesgem,jama_current
[17] em_owl,acepnow
[15] jama_current,stemlyns
[15] emcrit,em_owl
[15] covid,19
[15] part,jamanetwork

Top Word Pairs in Tweet in G10:
[40] jama_current,part
[38] part,jamanetwork
[19] much,time
[18] patients,clinicians
[18] clinicians,both
[18] both,dissatisfied
[18] dissatisfied,much
[18] much,medicine
[18] medicine,today
[18] today,spends

Top Replied-To
Top Replied-To in Entire Graph:
@maxdelvallee
@jama_current
@weselymd
@erictopol
@doctorsoumya
@uressien
@marvinh2_g2
@putrinolab
@adamcifu
@thesgem

Top Replied-To in G1:
@jama_current
@erictopol
@tmodarressi
@carlosdelrio7
@gq802
@jeffm1981
@zapateroantonio
@stevetransform
@mike_ashers_boy
@nirav_mainecdc

Top Replied-To in G2:
@adamcifu
@shamteppo
@lizhivhep
@doctorsoumya
@gikkos1
@tsaiduck77
@profdavidhunter
@ebtapper
@jrbneuropsiq
@thanh_neville

Top Replied-To in G3:
@weselymd
@putrinolab
@benryanwriter
@puckthepilot
@drmarthagulati
@jama_current
@nataliesurely
@loretta_torrago
@alnigge
@dr2nisreenalwan

Top Replied-To in G4:
@uressien
@dusetzinas
@melindabbuntin
@rkwadhera
@avirupguha
@jama_current
@adamcifu
@varmamalvika
@nnekauferemd
@amakaemd

Top Replied-To in G5:
@maxdelvallee
@thierrydurantt
@alpha_taury
@citoyen91157037
@nicolasajmartin
@thecooler1975
@bencheikh_assia
@julien_hoang
@sagasuru
@divizio1

Top Replied-To in G6:
@marvinh2_g2
@doctorsoumya
@g6ens
@dhananjayasha19
@maxdelvallee
@leaklikeabanana
@kaddand67376085
@arditimd
@tderansart
@drtamilisaiguv

Top Replied-To in G7:
@weselymd
@andersperner
@atscritcare
@critcarereviews
@sim0ngates
@wormsy10
@medical_xpress
@marionkcampbell
@jama_current
@ericjuliansy

Top Replied-To in G8:
@profmulugeta

Top Replied-To in G9:
@thesgem
@emcrit
@therealgtamd
@ashwinrajenesh
@mkleinmd
@docmcohen
@medfactchecks
@lipidguy
@dochockeywood
@jama_current

Top Replied-To in G10:
@dawso007
@drzackaryberger
@recoverydoctor
@edschenck
@louisearonson
@erictopol
@amrapalimaitra
@doctordianasaur

Top Mentioned
Top Mentioned in Entire Graph:
@jama_current
@jamanetwork
@uressien
@maxdelvallee
@weselymd
@doctorsoumya
@erictopol
@tsaiduck77
@publichealth
@drtedros

Top Mentioned in G1:
@jama_current
@erictopol
@tsaiduck77
@carlosdelrio7
@jamane
@stevetransform
@clevelandclinic
@ali_aminian_md
@jamanetwork
@abraarkaran

Top Mentioned in G2:
@jama_current
@jamanetwork
@thelancet
@nejm
@profdavidhunter
@pittmedmag
@gwsmhs
@surgiquality
@us_fda
@adamcifu

Top Mentioned in G3:
@jama_current
@weselymd
@putrinolab
@cdcgov
@drmarthagulati
@gcfmd
@uressien
@jlvincen
@potus
@sjgreene_md

Top Mentioned in G4:
@jama_current
@uressien
@dusetzinas
@upmcnews
@uche_blackstock
@pittgim
@pittdeptofmed
@vaequity
@upmc
@pittpubhealth

Top Mentioned in G5:
@jama_current
@maxdelvallee
@idrissaberkane
@gilbertderay
@martinblachier
@jerome_larche
@emma_ducros
@alpha_taury
@annohmy
@ceticov2021

Top Mentioned in G6:
@doctorsoumya
@jama_current
@jamanetwork
@itosettimd_mba
@thomasagoritsas
@weselymd
@globalbiosec
@flahault
@erictopol
@marvinh2_g2

Top Mentioned in G7:
@jama_current
@andersperner
@medical_xpress
@weselymd
@atscritcare
@mtsinai
@bharathkumartv
@jam
@sccmpresident

Top Mentioned in G8:
@drtedros
@aphapeacecaucus
@publichealth
@amstatnews
@lancetgh
@profmulugeta
@thelancetph
@jama_current
@wfpha_fmasp
@w

Top Mentioned in G9:
@jama_current
@acepnow
@emcrit
@em_owl
@srrezaie
@stemlyns
@thesgem
@jamanetwork
@jamasurgery
@thenntweet

Top Mentioned in G10:
@jama_current
@jamanetwork
@louisearonson
@esilvermanmd
@morrisonrsean
@hopkinsmedicine
@amrapalimaitra
@drzackaryberger
@d
@dawso007

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@threadreaderapp
@littlebytesnews
@inabster
@iartg
@viralvideovlogs
@lizditz
@rosenchild
@4tchat
@getaparo

Top Tweeters in G1:
@littlebytesnews
@lizditz
@rosenchild
@getaparo
@carrybeyond
@heidiec5
@redboybroken
@barbiewithatude
@dawnroseturner
@laurahennesse11

Top Tweeters in G2:
@iartg
@4tchat
@repubblica
@reuters
@marizsmn
@tarundsnaol
@nytimes
@angiebeeb
@washingtonpost
@lemondefr

Top Tweeters in G3:
@inabster
@menabster
@lindacollins11
@deepvard
@melissajpeltier
@mrtachilles
@nobiggovduh
@demiurgotuiter
@vivmilano
@ygjumi

Top Tweeters in G4:
@threadreaderapp
@wordfinga
@lkafle
@sharon_lynch
@begoniaarizona
@benjamindstone
@el1421
@themainepain
@ansaresummers
@geebeewa

Top Tweeters in G5:
@altai_armande
@madrynha2012
@teppdude
@rosesouslapluie
@carrionnat
@delalande72
@nouveaux_poppys
@kitty_maggy
@sarah41659531
@pasclair

Top Tweeters in G6:
@nerdy_ian
@bfmtv
@syawal
@bbddpp
@francodespecho
@drjudystone
@libe
@lobs
@halseyjane
@gauravsaha

Top Tweeters in G7:
@viralvideovlogs
@kulturbolschewi
@baronianconsult
@helperstream
@betzmyboyblue11
@kellyclelland1
@physorg_health
@susanadeleonmd
@scitechmachine
@enerphyschem

Top Tweeters in G8:
@hanaaraya11
@filmonkiros7
@setitag
@protect_tigray
@bepositive76
@peacefromchrist
@awtash4
@zzcoco11
@edenwogayehu
@roseabel02

Top Tweeters in G9:
@mdaware
@koparafallskid
@edzardernst
@ratinvirgo
@picardonhealth
@amyalkon
@downsynadvocacy
@denniskendel
@evolutionarypsy
@johnamuir

Top Tweeters in G10:
@sameihuda
@bonillal1
@drzackaryberger
@uow_vc
@gavinprestonmd
@astaines
@purplemamabear
@paimadhu
@drjohnmorley
@dianeemeier


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