jama_current, Twitter, 4/10/2021 1:55:09 PM, 252533


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jama_current_2021-04-10_03-54-01.xlsx
jama_current_2021-04-10_03-54-01.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
April 10, 2021
Short Description:
jama_current via NodeXL https://bit.ly/3t7dFYh
@jama_current
@peterhotez
@mahad_minhas
@jamanetwork
@drbrittanij
@janumontper
@drmcecconi
@rkwadhera
@leticiakawano
@broadrunner1

Top hashtags:
#covid19
#pandemic
#medtwitter
#medicine
#stroke
#flu
#ventilation

Description:
Description
The graph represents a network of 6,405 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, 10 April 2021 at 11:02 UTC.

The requested start date was Saturday, 10 April 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 16-day, 22-hour, 48-minute period from Tuesday, 23 March 2021 at 23:32 UTC to Friday, 09 April 2021 at 22:20 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 : 6405
Unique Edges : 8806
Edges With Duplicates : 17251
Total Edges : 26057
Number of Edge Types : 5
Retweet : 4426
MentionsInRetweet : 9413
Mentions : 10336
Tweet : 71
Replies to : 1811
Self-Loops : 161
Reciprocated Vertex Pair Ratio : 0.0389966417654719
Reciprocated Edge Ratio : 0.075065963060686
Connected Components : 38
Single-Vertex Connected Components : 11
Maximum Vertices in a Connected Component : 6285
Maximum Edges in a Connected Component : 25896
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.850078
Graph Density : 0.000369597260884469
Modularity : 0.388873
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 6,405 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, 10 April 2021 at 11:02 UTC.

The requested start date was Saturday, 10 April 2021 at 00:01 UTC and the maximum number of tweets (going backward in time) was 7,500.

The tweets in the network were tweeted over the 16-day, 22-hour, 48-minute period from Tuesday, 23 March 2021 at 23:32 UTC to Friday, 09 April 2021 at 22:20 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:
[41] https://jamanetwork.com/journals/jama/fullarticle/2778441?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040621#.YG0MN842HQQ.twitter
[29] https://jamanetwork.com/journals/jama/fullarticle/2778234?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040521#.YGpBGm5WSzk.twitter
[28] https://jamanetwork.com/journals/jama/fullarticle/2778234?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040521#.YGqSXrWtbTs.twitter
[24] https://jamanetwork.com/journals/jama/fullarticle/2777886
[23] https://jamanetwork.com/journals/jama/fullarticle/2777684?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=033121#.YGSMVxtAYIc.twitter
[22] https://jamanetwork.com/journals/jama/fullarticle/2777684?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=032021#.YFYCQhkZkd4.twitter
[19] https://pbgrandrounds.org
[19] https://medicalxpress.com/news/2021-04-long-term-effects-months-mild-covid-.html
[19] https://jamanetwork.com/journals/jama/fullarticle/2777474?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=032721#.YF_Y31q6wAA.twitter
[19] https://jamanetwork.com/journals/jama/fullarticle/2778234?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040121#.YGWLNWECNGQ.twitter

Top URLs in Tweet in G1:
[17] https://jamanetwork.com/journals/jama/fullarticle/2777474?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=032721#.YF_Y31q6wAA.twitter
[17] https://jamanetwork.com/journals/jama/fullarticle/2777691?guestAccessKey=308a77e7-7ba7-496f-a408-c9a54a8a6622&utm_source=twitter&utm_medium=social_jama&utm_term=4646881785&utm_campaign=article_alert&linkId=114161479
[14] https://jamanetwork.com/journals/jama/fullarticle/2777059
[12] https://jamanetwork.com/journals/jama/fullarticle/2778441?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040621#.YGvt8UpfDgY.twitter
[9] https://www.statnews.com/2021/04/06/podcast-puts-jama-under-fire-for-mishandling-of-race/
[9] https://jamanetwork.com/journals/jama/fullarticle/2777785?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040721#.YG3amMWUHH0.twitter
[9] https://www.nytimes.com/2021/03/25/health/jama-bauchner-race-medicine.html
[8] https://jamanetwork.com/journals/jama/fullarticle/2778234?guestAccessKey=0b94e087-4b87-458d-b869-a1aa164eb8a6&utm_source=silverchair&utm_medium=email&utm_campaign=article_alert-jama&utm_content=olf&utm_term=033121
[8] https://jamanetwork.com/journals/jama/fullarticle/2777060?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=032321#.YFopFLsjh1E.twitter
[6] https://jamanetwork.com/journals/jama/fullarticle/2777714?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040221#.YGdHQHn2SZ8.twitter

Top URLs in Tweet in G2:
[28] https://jamanetwork.com/journals/jama/fullarticle/2778234?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040521#.YGpBGm5WSzk.twitter
[27] https://jamanetwork.com/journals/jama/fullarticle/2778234?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040521#.YGqSXrWtbTs.twitter
[20] https://jamanetwork.com/journals/jama/fullarticle/2777886
[18] https://jamanetwork.com/journals/jama/fullarticle/2777684?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=032021#.YFYCQhkZkd4.twitter
[18] https://jamanetwork.com/journals/jama/fullarticle/2778234?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040121#.YGWLNWECNGQ.twitter
[15] https://jamanetwork.com/journals/jama/fullarticle/2777785?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040821#.YG-Dxi4ldoc.twitter
[11] https://jamanetwork.com/journals/jama/fullarticle/2778234?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040221#.YGbXgdoaxRp.twitter
[8] https://jamanetwork.com/journals/jama/fullarticle/2777060?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=032321#.YFpt3DWXaK0.twitter
[8] https://jamanetwork.com/journals/jama/fullarticle/2778191?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040121#.YGVL0EgrfKM.twitter
[8] https://jamanetwork.com/journals/jamainternalmedicine/fullarticle/2777529

Top URLs in Tweet in G3:
[13] https://www.webmd.com/a-to-z-guides/news/20210325/top-jama-editor-out-amid-pocast-investigation
[6] https://jamanetwork.com/journals/jama/fullarticle/2778157?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=033021#.YGMIxjfEtHM.twitter
[5] https://twitter.com/iwashyna/status/1377628501784862726?s=20
[4] https://twitter.com/oni_blackstock/status/1376212608060157956
[3] https://twitter.com/phia34/status/1377682607438057472
[3] https://norml.org/news/2018/12/06/study-little-distinction-exists-among-sativa-or-indica?utm_sq=fxxusglabt&link_id=5&can_id=c863ed9b32362903fd43a439ec4d7068&source=email-norml-news-of-the-week-1262018-2&email_referrer=email_463843&email_subject=norml-news-of-the-week-1262018
[3] https://www.statnews.com/2021/04/06/podcast-puts-jama-under-fire-for-mishandling-of-race/
[3] https://twitter.com/NEJM/status/1375447450366832642
[2] https://twitter.com/nejm/status/1375447450366832642
[2] https://www.vox.com/recode/2020/2/18/21121286/algorithms-bias-discrimination-facial-recognition-transparency

Top URLs in Tweet in G4:
[4] https://jamanetwork.com/journals/jama/fullarticle/2777689?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=032421#.YFvGZi0N6JA.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2777476?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=032221#.YFj8s88GMRA.twitter
[3] https://news.vcu.edu/article/US_deaths_normally_change_less_than_2_each_year_In_2020_they
[3] https://jamanetwork.com/journals/jama/fullarticle/2777689?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=032421#.YFuAVSbzDSg.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2777389
[2] https://twitter.com/oakes_ah/status/1380237225464635400
[2] https://jamanetwork.com/journals/jama/fullarticle/2778598
[2] https://jamanetwork.com/journals/jamaneurology/fullarticle/2777920?guestAccessKey=d0047bea-8bd2-456b-884f-119bead04cdd&utm_source=silverchair&utm_medium=email&utm_campaign=article_alert-jamaneurology&utm_content=olf&utm_term=032921
[2] https://www.orderosv.com/product/what-christ-suffered-a-doctor-s-journey-through-the-passion
[2] https://twitter.com/drgregkelly/status/1376336508806819844

Top URLs in Tweet in G5:
[3] https://www.nytimes.com/2021/03/25/health/jama-bauchner-race-medicine.html
[3] https://jamanetwork.com/journals/jama/fullarticle/2777685?alert=article
[2] https://www.youtube.com/watch?v=QAHi3lX3oGM&feature=youtu.be

[2] https://www.youtube.com/watch?v=c7n1HkUAtLw&feature=youtu.be
[1] https://www.ama-assn.org/delivering-care/public-health/covid-19-2019-novel-coronavirus-resource-center-physicians?utm_source=twitter&utm_medium=social_ama&utm_term=4663693069&utm_campaign=Public+Health
[1] https://www.ama-assn.org/delivering-care/public-health/covid-19-2019-novel-coronavirus-resource-center-physicians?utm_source=twitter&utm_medium=social_ama&utm_term=4663385454&utm_campaign=Public+Health
[1] https://www.ama-assn.org/delivering-care/public-health/covid-19-2019-novel-coronavirus-resource-center-physicians?utm_source=twitter&utm_medium=social_ama&utm_term=4663692679&utm_campaign=Public+Health
[1] https://www.buzzfeednews.com/article/stephaniemlee/jama-racism-medicine-podcast-boycott?bftwnews&utm_term=4ldqpgc#4ldqpgc
[1] https://jamanetwork.com/journals/jama/fullarticle/2777898?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=031921#.YFUPtvDRwCg.twitter
[1] https://www.statnews.com/2021/04/06/podcast-puts-jama-under-fire-for-mishandling-of-race/

Top URLs in Tweet in G6:
[1] https://www.npr.org/sections/health-shots/2021/02/06/964527835/why-the-pandemic-is-10-times-worse-than-you-think
[1] https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2776560?utm_source=For_The_Media&utm_medium=referral&utm_campaign=ftm_links&utm_term=021921
[1] https://twitter.com/nythealth/status/1374540967940923395
[1] https://www.usnews.com/news/health-news/articles/2021-03-16/covid-long-haulers-plagued-by-symptoms-as-experts-seek-answers
[1] https://jamanetwork.com/journals/jama/fullarticle/2778528?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040721#.YG4s_Lzf-CA.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2778234?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040421#.YGoaNQf2Jy9.twitter
[1] https://www.nytimes.com/2021/03/17/opinion/long-covid.html
[1] https://www.merck.com/news/merck-statement-on-ivermectin-use-during-the-covid-19-pandemic/
[1] https://gis.cdc.gov/grasp/covidnet/COVID19_3.html
[1] https://www.nytimes.com/2021/03/08/health/long-covid-asymptomatic.html

Top URLs in Tweet in G7:
[1] https://jamanetwork.com/journals/jama/fullarticle/2673971?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=032921#.YGIFfKdgkkl.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2778441?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040621#.YGvvL62tL7I.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2778361?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040221#.YGd3_woXLPQ.twitter
[1] https://www.cdc.gov/mmwr/volumes/70/wr/mm7013e3.htm
[1] https://www.cdc.gov/mmwr/volumes/69/wr/mm6941e1.htm
[1] https://jamanetwork.com/journals/jama/article-abstract/2774834
[1] https://twitter.com/CT_Bergstrom/status/1378754593195139074
[1] https://www.news4jax.com/health/2021/03/30/dozens-in-florida-contract-covid-19-after-being-fully-vaccinated/
[1] https://www.pnas.org/content/118/4/e2014564118
[1] https://www.statnews.com/2021/01/31/a-viral-mystery-can-one-infection-prevent-another/

Top URLs in Tweet in G8:
[14] https://jamanetwork.com/journals/jama/article-abstract/2777715
[4] https://www.medscape.com/viewarticle/947946?src=rss
[3] https://jamanetwork.com/journals/jama/fullarticle/2777715?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=032321#.YFoS9ERCANk.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2777715?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040121#.YGVnVdaw-MM.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2777716?guestAccessKey=847559e2-af6b-43d2-8cb1-92e0e86b0b63&utm_source=silverchair&utm_medium=email&utm_campaign=article_alert-jama&utm_content=etoc&utm_term=032321
[2] https://jamanetwork.com/journals/jama/fullarticle/2777715?guestAccessKey=25823531-710a-4739-bb48-4846464a001f&utm_source=silverchair&utm_medium=email&utm_campaign=article_alert-jama&utm_content=etoc&utm_term=032321
[2] https://jamanetwork.com/journals/jama/fullarticle/2777692?guestAccessKey=5a9125a6-0716-497f-bccf-a87e8bebbdd3&utm_source=silverchair&utm_medium=email&utm_campaign=article_alert-jama&utm_content=etoc&utm_term=032321
[1] https://jamanetwork.com/journals/jama/fullarticle/2777715?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040921#.YHAVuoawEwE.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2777715?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040521#.YGru5MEBbD0.twitter
[1] https://www.ilcittadinomb.it/stories/Cronaca/intubazione-tracheale-lo-studio-della-asst-monza-e-universita-bicocca-sulla-pre_1390480_11/

Top URLs in Tweet in G9:
[34] https://jamanetwork.com/journals/jama/fullarticle/2778441?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040621#.YG0MN842HQQ.twitter
[13] https://jamanetwork.com/journals/jama/fullarticle/2777699?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=032721#.YF9AaQGyqKU.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2778526?resultClick=1
[3] https://jamanetwork.com/journals/jama/fullarticle/2778149
[2] https://blog.petrieflom.law.harvard.edu/2021/04/07/vaccine-passports-covid-ethics-law/
[1] https://jamanetwork.com/journals/jama/fullarticle/2774712
[1] https://jamanetwork.com/journals/jama/fullarticle/2778526
[1] https://jamanetwork.com/journals/jama/fullarticle/2778528
[1] https://jamanetwork.com/journals/jama/fullarticle/2482317
[1] https://www.bmj.com/content/373/bmj.n861

Top URLs in Tweet in G10:
[3] https://jamanetwork.com/journals/jama/fullarticle/2778232?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=040221#.YGbuz-oz9X0.twitter
[1] https://twitter.com/democracynow/status/1379113351133851651
[1] https://prnt.sc/113c2y1
[1] http://jja-contents.wdc-jp.com/pdf/JJA74/74-1-open/74-1_44-95.pdf
[1] https://www.nejm.org/doi/full/10.1056/NEJMoa2022926?cookieSet=1
[1] https://jamanetwork.com/journals/jama/fullarticle/2777389
[1] https://jamanetwork.com/journals/jamapsychiatry/fullarticle/2778090
[1] https://jamanetwork.com/journals/jama/fullarticle/2777695?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=032821#.YF_ZqalJOkk.twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[1741] jamanetwork.com
[193] twitter.com
[53] medicalxpress.com
[35] nih.gov
[25] ama-assn.org
[24] nytimes.com
[23] youtube.com
[19] pbgrandrounds.org
[19] statnews.com
[15] webmd.com

Top Domains in Tweet in G1:
[403] jamanetwork.com
[65] twitter.com
[10] statnews.com
[10] nytimes.com
[9] ama-assn.org
[8] nih.gov
[6] healio.com
[6] buzzfeednews.com
[5] apple.com
[3] youtube.com

Top Domains in Tweet in G2:
[817] jamanetwork.com
[20] twitter.com
[10] ama-assn.org
[4] dlvr.it
[3] nih.gov
[2] truth11.com
[1] lowninstitute.org
[1] illinois.edu
[1] frontiersin.org
[1] edu.co

Top Domains in Tweet in G3:
[38] twitter.com
[13] webmd.com
[11] jamanetwork.com
[6] nih.gov
[5] inhalemd.com
[4] nytimes.com
[4] statnews.com
[3] norml.org
[3] cannabis-specialist.org
[3] elsevierhealth.com

Top Domains in Tweet in G4:
[57] jamanetwork.com
[18] twitter.com
[7] nih.gov
[3] vcu.edu
[2] orderosv.com
[2] youtube.com
[1] frontiersin.org
[1] oup.com
[1] ucla.edu
[1] uclahealth.org

Top Domains in Tweet in G5:
[9] youtube.com
[8] twitter.com
[7] jamanetwork.com
[4] nytimes.com
[3] ama-assn.org
[2] buzzfeednews.com
[1] statnews.com
[1] elsevierhealth.com
[1] medscape.com
[1] cmaj.ca

Top Domains in Tweet in G6:
[3] jamanetwork.com
[2] nytimes.com
[1] npr.org
[1] twitter.com
[1] usnews.com
[1] merck.com
[1] cdc.gov
[1] statnews.com
[1] pharmaphorum.com

Top Domains in Tweet in G7:
[6] jamanetwork.com
[5] twitter.com
[3] cdc.gov
[1] news4jax.com
[1] pnas.org
[1] statnews.com
[1] springer.com
[1] nbcnews.com
[1] astm.org
[1] usafacts.org

Top Domains in Tweet in G8:
[44] jamanetwork.com
[4] medscape.com
[2] twitter.com
[2] libkey.io
[1] ilcittadinomb.it
[1] springeropen.com
[1] criticalcarereviews.com
[1] uspreventiveservicestaskforce.org
[1] ama-assn.org
[1] youtube.com

Top Domains in Tweet in G9:
[61] jamanetwork.com
[2] harvard.edu
[1] bmj.com
[1] twitter.com

Top Domains in Tweet in G10:
[6] jamanetwork.com
[1] twitter.com
[1] prnt.sc
[1] wdc-jp.com
[1] nejm.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[550] covid19
[62] pandemic
[55] medtwitter
[54] medicine
[47] stroke
[45] flu
[40] ventilation
[39] cannabis
[37] patients
[37] ventilator



Top Hashtags in Tweet in G1:
[96] covid19
[21] diabetic
[17] mostcited
[17] meded
[13] covidvaccine
[12] sarscov2
[11] medicine
[11] racism
[9] covid
[8] diabetes

Top Hashtags in Tweet in G2:
[102] covid19
[43] stroke
[27] causesofdeath
[27] ecv
[22] tia
[21] dapt
[21] lvo
[21] mt
[20] medtwitter
[14] physicians

Top Hashtags in Tweet in G3:
[39] cannabis
[38] medicine
[33] patients
[31] doctors
[9] mmj
[9] health
[8] boston
[8] pandemic
[7] wellness
[6] cbd

Top Hashtags in Tweet in G4:
[56] covid19
[28] ventilation
[20] ventilator
[17] pandemic
[8] medtwitter
[7] uspstf
[4] dementia
[3] pedsicu
[3] neuropicu
[3] depression

Top Hashtags in Tweet in G5:
[21] leronlimab
[18] covid19
[17] sars_cov_2
[15] remdesivir
[15] cytokinestorm
[4] lyme
[4] medtwitter
[4] immunosuppressed
[3] carditis
[2] healthcare

Top Hashtags in Tweet in G6:
[3] longcovid
[2] me
[2] covid19
[1] covid
[1] pwme
[1] freeneuropsychs
[1] ivermectin
[1] wearelegion

Top Hashtags in Tweet in G7:
[3] wearamask
[2] socialdistancing
[2] fakepandemic
[2] covid19
[1] opioidcrisis
[1] freedomnotfear
[1] defundthecdc
[1] math
[1] science
[1] mathishard

Top Hashtags in Tweet in G8:
[19] nap4
[19] capnography
[10] ventilator
[9] intubations
[9] critically
[9] airway
[3] covid19
[2] chestcritcare
[1] intubation
[1] intensivecare

Top Hashtags in Tweet in G9:
[1] covid19
[1] israel
[1] europeanunion
[1] ny
[1] ethical
[1] legal
[1] vaccinepassport
[1] bioethics

Top Hashtags in Tweet in G10:
[15] tigraygenocide
[6] covid19
[1] copesa
[1] mask

Top Words
Top Words in Tweet in Entire Graph:
[5364] jama_current
[1182] jamanetwork
[972] part
[787] covid
[656] 19
[544] #covid19
[462] patients
[461] 2020
[449] racism
[438] disease

Top Words in Tweet in G1:
[1334] jama_current
[410] zapateroantonio
[313] dice
[263] omeuxeito
[172] artículo
[133] nada
[126] interior
[124] mantener
[123] explícitamente
[118] parecido

Top Words in Tweet in G2:
[1166] jama_current
[753] jamanetwork
[657] part
[301] covid
[283] 19
[252] 2020
[200] leading
[200] death
[188] causes
[129] patients

Top Words in Tweet in G3:
[501] jama_current
[197] drbrittanij
[187] mahad_minhas
[168] unmatched
[167] nejm
[165] ppl
[164] never
[162] med
[162] students
[161] publicly

Top Words in Tweet in G4:
[309] jama_current
[163] weselymd
[77] jamanetwork
[70] helmet
[66] a_maclullich
[63] vs
[59] nidus_delirium
[58] jamapsych
[58] amerdelirium
[58] eda_delirium

Top Words in Tweet in G5:
[207] jama_current
[141] racism
[137] apoorva_nyc
[133] structural
[128] medicine
[127] podcast
[127] exist
[124] put
[123] today
[122] last

Top Words in Tweet in G6:
[269] peterhotez
[189] disease
[189] long
[186] cases
[185] million
[180] haul
[180] 30
[179] burden
[178] confirmed
[177] back

Top Words in Tweet in G7:
[301] jama_current
[276] cdcgov
[239] cdcmmwr
[87] packerbackerray
[28] people
[28] endhateradio
[27] marquette_g
[23] covid
[23] michaeldavid80
[22] data

Top Words in Tweet in G8:
[138] jama_current
[91] russottovin
[91] intubation
[75] sheilamyatra
[68] patients
[63] intubestudy
[58] study
[52] ill
[51] gicobellani
[44] critically

Top Words in Tweet in G9:
[118] jama_current
[59] lawrencegostin
[53] cohenprof
[51] health
[49] carlosdelrio7
[48] coronavirus
[45] digital
[36] reactions
[35] passes
[35] adverse

Top Words in Tweet in G10:
[21] jama_current
[15] remember
[15] rwandagenocide
[15] pledge
[15] 2stop
[15] #tigraygenocide
[15] use
[15] editorial
[15] voices
[15] 4this

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[931] jama_current,part
[825] part,jamanetwork
[636] covid,19
[346] zapateroantonio,jama_current
[308] jama_current,jamanetwork
[257] omeuxeito,zapateroantonio
[242] jama_current,cdcgov
[239] cdcgov,cdcmmwr
[227] causes,death
[227] death,2020

Top Word Pairs in Tweet in G1:
[346] zapateroantonio,jama_current
[257] omeuxeito,zapateroantonio
[125] jama_current,artículo
[123] dice,explícitamente
[123] explícitamente,mantener
[120] artículo,dice
[119] mantener,interior
[118] dice,nada
[118] nada,parecido
[118] parecido,dice

Top Word Pairs in Tweet in G2:
[653] jama_current,part
[625] part,jamanetwork
[273] covid,19
[164] death,2020
[156] causes,death
[154] leading,causes
[141] 2020,jama_current
[102] jama_current,jamanetwork
[66] sars,cov
[51] 19,vaccines

Top Word Pairs in Tweet in G3:
[160] unmatched,med
[160] med,students
[160] students,basically
[160] basically,never
[160] never,publicly
[160] publicly,shared
[160] shared,stories
[160] stories,yr
[160] yr,ppl
[159] mahad_minhas,unmatched

Top Word Pairs in Tweet in G4:
[59] jama_current,nidus_delirium
[58] jamapsych,jama_current
[58] nidus_delirium,amerdelirium
[58] amerdelirium,eda_delirium
[58] eda_delirium,a_maclullich
[57] a_maclullich,idelirium_aware
[52] idelirium_aware,icu_delirium
[52] icu_delirium,neurocritical
[52] neurocritical,drdangayach
[52] drdangayach,sccm

Top Word Pairs in Tweet in G5:
[133] structural,racism
[123] racism,medicine
[123] medicine,exist
[122] last,month
[122] month,jama_current
[122] jama_current,put
[122] put,podcast
[122] podcast,structural
[122] exist,today
[121] apoorva_nyc,last

Top Word Pairs in Tweet in G6:
[180] long,haul
[177] confirmed,cases
[176] back,envelope
[176] envelope,disease
[176] disease,burden
[176] burden,estimates
[176] estimates,long
[176] haul,covid19
[176] covid19,aka
[176] aka,pasc

Top Word Pairs in Tweet in G7:
[240] jama_current,cdcgov
[238] cdcgov,cdcmmwr
[87] packerbackerray,jama_current
[22] endhateradio,packerbackerray
[21] carl_s_,jama_current
[19] michaeldavid80,jama_current
[18] jama_current,jamanetwork
[16] mercuryroad,jama_current
[15] cdcgov,jama_current
[15] younger,children

Top Word Pairs in Tweet in G8:
[51] ill,patients
[43] critically,ill
[32] intube,study
[30] gicobellani,johnglaffey
[26] critical,care
[23] johnglaffey,jblascarrou
[22] latest,critical
[22] care,reviews
[22] reviews,podcast
[22] podcast,intube

Top Word Pairs in Tweet in G9:
[45] digital,health
[35] health,passes
[34] adverse,reactions
[34] reactions,mrna
[34] mrna,coronavirus
[34] coronavirus,vaccines
[34] vaccines,jama_current
[34] jama_current,local
[34] local,systemic
[33] carlosdelrio7,adverse

Top Word Pairs in Tweet in G10:
[15] remember,rwandagenocide
[15] rwandagenocide,pledge
[15] pledge,2stop
[15] 2stop,#tigraygenocide
[15] #tigraygenocide,use
[15] use,editorial
[15] editorial,voices
[15] voices,4this
[15] 4this,noble
[15] noble,cause

Top Replied-To
Top Replied-To in Entire Graph:
@jama_current
@zapateroantonio
@weselymd
@peterhotez
@joafer11
@rcg1812
@drkaanyl
@omeuxeito
@packerbackerray
@marquette_g

Top Replied-To in G1:
@zapateroantonio
@jama_current
@drkaanyl
@omeuxeito
@mmteknique
@norlex1508
@sudo_breeb
@hassliebe777
@nyhammond
@jfdwolff

Top Replied-To in G2:
@jama_current
@rkwadhera
@vass_vassiliou
@drmikeaziz
@damkyan_omega
@khurramn1
@docteurjuneau
@mdaware
@ritarubin
@susanbconnolly

Top Replied-To in G3:
@rcg1812
@jama_current
@mahad_minhas
@uche_blackstock
@innodim
@drbrittanij
@londyloo
@kemidoll
@tamarasurin
@burgartbioethix

Top Replied-To in G4:
@weselymd
@smbagley
@dronico
@smackmygrinchup
@farid__jalali
@mikejohansenmd
@hagbard82613405
@mfwork
@kristincollie20
@dawso007

Top Replied-To in G5:
@apoorva_nyc
@jama_current
@basuashis
@meansell
@abushoyeb
@amermedicalassn
@buzzfeednews
@monicagandhi9
@capublichealth
@incindery1

Top Replied-To in G6:
@peterhotez
@jkauffman23
@andrewsacher
@exceedhergrasp1
@ahandvanish
@herbsimmens
@michelleresists
@timpaape1
@doctorpanama
@jaanagold

Top Replied-To in G7:
@jama_current
@marquette_g
@packerbackerray
@carl_s_
@docroland
@michaeldavid80
@endhateradio
@chefdini
@mercuryroad
@ckerrstall

Top Replied-To in G8:
@russottovin
@critcarereviews
@singlservngfrnd
@jama_current
@njparkway26
@intubestudy
@f_rudy_f
@ketaminh
@kszuldrzynski
@drmikeaziz

Top Replied-To in G9:
@lawrencegostin
@drscotthadland
@carlosdelrio7
@cohenprof
@kelleykga
@a_schwa
@chadinabhan
@raytruant
@medlawdan
@crfjr94

Top Replied-To in G10:
@timuramanda
@drpablocorral
@covid19crusher
@hlfrisbie
@mauri_perez

Top Mentioned
Top Mentioned in Entire Graph:
@jama_current
@jamanetwork
@zapateroantonio
@cdcgov
@peterhotez
@cdcmmwr
@omeuxeito
@nejm
@drbrittanij
@mahad_minhas

Top Mentioned in G1:
@jama_current
@zapateroantonio
@omeuxeito
@jamanetwork
@carol_perelman
@sudo_breeb
@naifalmontashir
@drkeithsiau
@dsayed1

Top Mentioned in G2:
@jama_current
@jamanetwork
@rkwadhera
@ehljama
@vass_vassiliou
@drkatznychh
@rahulaggarwalmd
@hvanspall
@jamainternalmed
@erinmichos

Top Mentioned in G3:
@jama_current
@drbrittanij
@mahad_minhas
@nejm
@innodim
@ammahstarr
@rcg1812
@thelancet
@lancegravlee
@bmj_latest

Top Mentioned in G4:
@jama_current
@weselymd
@jamanetwork
@a_maclullich
@nidus_delirium
@jamapsych
@amerdelirium
@eda_delirium
@idelirium_aware
@neurocritical

Top Mentioned in G5:
@jama_current
@apoorva_nyc
@amerme
@abushoyeb
@amermedicalassn
@medscape
@brucep13
@cdcgov
@nejm
@buzzfeednews

Top Mentioned in G6:
@peterhotez
@jama_current
@fi_lowenstein
@ahandvanish
@exceedhergrasp1
@nycsouthpaw
@jamanetwork
@markmobility
@michelleresists
@cindycrum

Top Mentioned in G7:
@cdcgov
@jama_current
@cdcmmwr
@packerbackerray
@jamanetwork
@endhateradio
@kavitapmd
@michaeldavid80
@mercuryroad
@chrischirp

Top Mentioned in G8:
@jama_current
@russottovin
@sheilamyatra
@intubestudy
@gicobellani
@johnglaffey
@jblascarrou
@drdavidbrewster
@critcarereviews
@jamanetwork

Top Mentioned in G9:
@jama_current
@lawrencegostin
@cohenprof
@carlosdelrio7
@jamanetwork
@the_bmc
@drscotthadland
@petrieflom
@eadashi
@medlawdan

Top Mentioned in G10:
@jama_current
@profmulugeta
@pub
@drmcecconi
@pubmedonline
@scopus
@covid19crusher
@aolavarria
@jamanetwork
@hlfrisbie

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@threadreaderapp
@s9tmt
@littlebytesnews
@femtech_
@manmet80
@yarosisnancy
@backstorymom1
@honeymoongondol
@thehill

Top Tweeters in G1:
@honeymoongondol
@getaparo
@winny2364
@meeksvs
@avalon1982
@dunnclan
@egotada
@demiurgotuiter
@midnighinmadrid
@jeremias_navi

Top Tweeters in G2:
@s9tmt
@ungubunugu1274
@suzuno_ne
@fernandocesar77
@ketaminh
@rolandsmartin
@albertarabbit
@artallks
@jeannebartram
@engr_azeem82

Top Tweeters in G3:
@manmet80
@backstorymom1
@ludmarx1
@jjj5819
@suekhi
@huffpost
@kavalonthatsme
@lawgirl318
@deuxsvelte
@uscgamecockboy

Top Tweeters in G4:
@myocdlive
@varda_friedman
@iamrosario_
@allegro572
@iceman_ex
@z_kvae
@denniskendel
@manzanillamiel5
@mtnshepherdess
@renesugar

Top Tweeters in G5:
@pollsstar
@cwharlow
@cnbsnana
@npsusa
@coronaupdatebot
@citizentvkenya
@standardkenya
@sunjayjk
@50smag
@nydailynews

Top Tweeters in G6:
@missb62
@yarosisnancy
@marthalynneowe1
@katcapps
@deathtocrazy
@cindycrum
@noybsk2017
@teetweetshere
@demfromct
@xaipe3

Top Tweeters in G7:
@carrybeyond
@dovewoman1
@maryannegruen
@smadygo
@soultravelers3
@rlas19
@joannef95945936
@jozpina
@debijackson50
@antifadisabled

Top Tweeters in G8:
@laurielei
@jboylan
@drdaleneedham
@zabalagenovez
@rebelde87835506
@gustavofarmacia
@mdthemd
@jmpalauduarte
@icu_management
@unimib

Top Tweeters in G9:
@planetscape
@doritmi
@dancygeorgia
@trudygonzales
@wendydshaffer
@skry
@stonecoldpillar
@ebonstorm
@nyawiranjoroge
@dobieblue

Top Tweeters in G10:
@noticiascaracol
@citytv
@cnnee
@postandcourier
@gusgomez1701
@tu_imss
@robincogan
@vanedelatorre
@lcvelez
@minsaludcol


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