jama_current, Twitter, 12/10/2022 12:25:25 PM, 285950


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jama_current_2022-12-10_04-09-37.xlsx
jama_current_2022-12-10_04-09-37.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 10, 2022
Short Description:
jama_current via NodeXL https://bit.ly/3HtZaYG
@jama_current
@jieunleemd
@jamanetwork
@monicagandhi9
@caulfieldtim
@mlgg2
@carlosdelrio7
@jborgga
@profesterman
@bayarealyme

Top hashtags:
#longcovid
#covid19
#meded
#gitwitter
#ecmo
#ivermectin
#ivermectine
#lives2022

Description:
Description
The graph represents a network of 6,544 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 December 2022 at 12:16 UTC.

The requested start date was Saturday, 10 December 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 49-day, 23-hour, 44-minute period from Thursday, 20 October 2022 at 21:26 UTC to Friday, 09 December 2022 at 21:11 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 : 6544
Unique Edges : 9106
Edges With Duplicates : 15014
Total Edges : 24120
Number of Edge Types : 5
Retweet : 4120
MentionsInRetweet : 8768
Mentions : 9042
Replies to : 2011
Tweet : 179
Self-Loops : 238
Reciprocated Vertex Pair Ratio : 0.0253948375426146
Reciprocated Edge Ratio : 0.0495318224996607
Connected Components : 74
Single-Vertex Connected Components : 29
Maximum Vertices in a Connected Component : 6350
Maximum Edges in a Connected Component : 23876
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 2.65588
Graph Density : 0.000344205924545801
Modularity : 0.408499
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 6,544 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 December 2022 at 12:16 UTC.

The requested start date was Saturday, 10 December 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 49-day, 23-hour, 44-minute period from Thursday, 20 October 2022 at 21:26 UTC to Friday, 09 December 2022 at 21:11 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:
[86] https://jamanetwork.com/journals/jama/fullarticle/2797407?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=102422#.Y1beb4HRA58.twitter
[52] https://jamanetwork.com/journals/jama/fullarticle/2797407?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=112522#.Y3-9l67650Q.twitter
[29] https://pubmed.ncbi.nlm.nih.gov/36194215/
[15] https://jamanetwork.com/journals/jama/fullarticle/2798011
[13] https://jamanetwork.com/journals/jamacardiology/article-abstract/2769556
[13] http://ws-jp.co.jp/2020/11/28/science-technology-16-coronavirus-17-sequelae/
[12] https://jamanetwork.com/journals/jama/fullarticle/2797483
[12] https://www.therealanthonyfaucimovie.com/viewing/
[11] https://jamanetwork.com/journals/jama/article-abstract/2798165
[10] https://jamanetwork.com/journals/jama/fullarticle/2798730?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=112822#.Y4UH7IFZn4Y.twitter

Top URLs in Tweet in G1:
[29] https://pubmed.ncbi.nlm.nih.gov/36194215/
[13] https://jamanetwork.com/journals/jamacardiology/article-abstract/2769556
[7] https://jamanetwork.com/journals/jama/fullarticle/2798785?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=111122#.Y28Fm_07BEQ.twitter
[7] https://twitter.com/WesElyMD/status/1569660623893549057?s=20&t=iosL7r7IHMnQsvGwGG8QBQ
[6] https://jamanetwork.com/journals/jamaneurology/fullarticle/2383121
[6] https://ja.ma/3FutUI7
[4] https://pubmed.ncbi.nlm.nih.gov/36282253/
[4] https://jamanetwork.com/journals/jama/article-abstract/2798406
[4] https://twitter.com/jpirruccello/status/1592596235751665666
[4] https://jamanetwork.com/journals/jama/fullarticle/2798914

Top URLs in Tweet in G2:
[81] https://jamanetwork.com/journals/jama/fullarticle/2797407?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=102422#.Y1beb4HRA58.twitter
[10] https://jamanetwork.com/journals/jama/fullarticle/2798730?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=112822#.Y4UH7IFZn4Y.twitter
[5] https://jamanetwork.com/journals/jama/fullarticle/2798165?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=111222#.Y2-HnA0bL5w.twitter
[4] https://twitter.com/BillHaines75/status/1584387354198183937?s=19
[3] https://jamanetwork.com/journals/jama/fullarticle/2799148#.Y5JWOc1VEdk.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2799153?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=120722#.Y5DroSgmCRc.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2797574?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=102522#.Y1gBlC5HKaM.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2798990?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=112322#.Y33Q0EphJFI.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2798954?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=111822#.Y3c4gm9YfIM.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2797483?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=102622#.Y1jmGriLsDo.twitter

Top URLs in Tweet in G3:
[11] https://jamanetwork.com/journals/jama/fullarticle/2798011
[7] https://doi.org/10.1001/JAMA.2022.14578
[6] https://medicalxpress.com/news/2022-11-women-lost-access-abortion-dobbs.html
[5] https://jamanetwork.com/journals/jama/fullarticle/2798012
[5] https://doi.org/10.1001/JAMA.2022.20982
[4] http://journals.sagepub.com/doi/10.1177/20542704221132139
[3] https://cannigma.com/cannabis-news/cannabis-reforms-must-include-medical-cannabis/
[2] https://doi.org/10.1001/JAMA.2022.19061
[2] https://doi.org/10.1001/JAMA.2022.20619
[2] https://jamanetwork.com/journals/jama/fullarticle/2798785?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=120922#.Y5LciQ82BiM.twitter

Top URLs in Tweet in G4:
[12] https://www.therealanthonyfaucimovie.com/viewing/
[3] https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2797451?utm_source=substack&utm_medium=email
[2] https://twitter.com/NicolasPichot6/status/1583138340228169728?t=Txoy3BE7hJ4fdUIa7tDrXQ&s=19
[1] https://www.fda.gov/media/159195/download
[1] https://twitter.com/bdf39620374/status/1595917442358075392
[1] https://odysee.com/@WeAreTheDisclosure:1/le_covid19_n%27est_pas_un_virus_c%27est_un_parasite_IA:1?r=4rT5XKijYYFq7KNqNSEfrsfgWtuBDLY8
[1] https://twitter.com/_2019_nCoV/status/1583135893748973576?t=vjq97wO73K6QIjbxQJyCIg&s=19

Top URLs in Tweet in G5:
[3] https://rumble.com/v1tdkfq-activ-6-ivermectin-trial-with-dr.-pierre-kory-short-video.html
[2] https://indepen.nl/ivermectine-redding-of-kwakzalverij%ef%bf%bc/
[2] https://jamanetwork.com/journals/jama/fullarticle/2797483
[2] https://c19ivermectin.com/dejesusascenciomontiel.html
[2] https://www.sciencedirect.com/science/article/pii/S0188440922000029?via%3Dihub
[2] https://www.jiac-j.com/article/S1341-321X(21)00239-7/fulltext
[2] https://onlinelibrary.wiley.com/doi/10.1111/resp.14318
[2] https://nieuws.kuleuven.be/nl/2020/antivirale-werking-van-chloroquine-tegen-coronavirussen-reeds-in-2004-ontdekt-door-virologen-ku-leuven#:~:text=Chloroquine%2C%20een%20middel%20tegen%20malaria,Ranst%20aan%20de%20KU%20Leuven
[2] https://twitter.com/Wim04789402/status/1581612715747180544
[2] https://twitter.com/jama_current/status/1583531064542507010

Top URLs in Tweet in G6:
[4] https://www.colorado.gov/governor/news/9056-governor-polis-takes-action-response-covid-19-rsv-influenza-and-other-respiratory
[3] https://twitter.com/amy_m_bond/status/1600164207260901377
[3] https://www.healio.com/news/cardiology/20221206/30day-mortality-from-acute-mi-no-longer-varies-by-medicare-plan-type
[2] https://twitter.com/LiuMichaelON/status/1592565870425165825
[2] https://jamanetwork.com/journals/jama/article-abstract/2799153
[2] https://www.nbcnews.com/health/health-news/drug-deaths-pregnant-women-hit-record-high-rcna60090
[2] https://jamanetwork.com/journals/jamapediatrics/article-abstract/2798892
[2] https://jamanetwork.com/journals/jama/fullarticle/2798990?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=111822#.Y3gi8UUAwQ0.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2799164?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=120622#.Y4-X38Fye6Q.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2797571

Top URLs in Tweet in G7:
[2] https://www.docswithdisabilities.org/podcast
[2] https://jamanetwork.com/journals/jama/fullarticle/2799240?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=120122#.Y4jYdGYUoWo.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2799239?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=120122#.Y4jZzSJ7pcs.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2798547?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=111222#.Y2-6eF-STPw.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2798785?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=111122#.Y27dqixUxhw.twitter
[1] https://twitter.com/jama_current/status/1598482077401456641
[1] https://jamanetwork.com/journals/jama/fullarticle/2595527
[1] https://jamanetwork.com/journals/jama/article-abstract/2787542
[1] https://jamanetwork.com/journals/jama/article-abstract/2799153
[1] https://www.medpagetoday.com/primarycare/obesity/102049

Top URLs in Tweet in G8:
[6] https://jamanetwork.com/journals/jamaoncology/article-abstract/2797729
[4] https://jamanetwork.com/journals/jama/article-abstract/2798786?guestAccessKey=8da99f44-9421-4e5a-8e7f-28c2d6d5b38d&utm_source=silverchair&utm_medium=email&utm_campaign=article_alert-jama&utm_content=olf&utm_term=111122
[3] https://jamanetwork.com/journals/jama/fullarticle/2798393?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=111522#.Y3Pf_qb_YhQ.twitter
[3] https://jamanetwork.com/journals/jamaoncology/article-abstract/2797851
[2] https://jamanetwork.com/journals/jama/fullarticle/2798214?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=112222#.Y30-H7FhOnE.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2798425?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=112322#.Y35864r-v8c.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2797443?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=102522#.Y1hi7YTasac.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2797965?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=120722#.Y5CeRzU3iip.twitter
[1] https://jamanetwork.com/journals/jama/article-abstract/2798786
[1] https://jamanetwork.com/journals/jama/fullarticle/2797420?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=101822#.Y07JM6zsEBI.twitter

Top URLs in Tweet in G9:
[52] https://jamanetwork.com/journals/jama/fullarticle/2797407?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=112522#.Y3-9l67650Q.twitter
[2] https://www.cidrap.umn.edu/covid-19/us-pandemic-death-toll-higher-20-peer-countries
[2] https://www.obgproject.com/2022/11/27/how-has-cervical-cancer-incidence-changed-over-the-past-10-years-in-the-us/
[2] https://www.obgproject.com/2022/10/21/rct-results-does-a-new-antibiotic-combination-lead-to-clinical-cure-for-complicated-uti-or-acute-pyelonephritis/
[1] https://jamanetwork.com/journals/jama/fullarticle/2798990?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=112522#.Y3_sP78YlJY.twitter
[1] https://ja.ma/3TSGe9q
[1] https://jamanetwork.com/journals/jama/fullarticle/2798990?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=120722#.Y5BJPQ0aFVk.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2798785?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=111122#.Y27WAdHkHIQ.twitter
[1] https://www.originofcovid.org/

Top URLs in Tweet in G10:
[1] https://news.cornell.edu/stories/2022/12/does-medicares-merit-based-incentive-payment-system-really-work
[1] https://jamanetwork.com/journals/jama/fullarticle/2799153?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=120622#.Y4-5gZvn8D0.twitter
[1] https://twitter.com/LiuMichaelON/status/1592566561575153664
[1] https://twitter.com/amy_m_bond/status/1600164238147801102
[1] https://jamanetwork.com/journals/jama/article-abstract/2797419
[1] https://twitter.com/JiEunLeeMD/status/1599199343990345728
[1] https://jamanetwork.com/journals/jama/fullarticle/2799048?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=112722#.Y4ORpsrhprs.twitter
[1] https://twitter.com/va_term_limits/status/1595080488850432000

Top Domains
Top Domains in Tweet in Entire Graph:
[1278] jamanetwork.com
[183] twitter.com
[128] ja.ma
[65] nih.gov
[28] ama-assn.org
[28] doi.org
[27] medicalxpress.com
[13] co.jp
[12] therealanthonyfaucimovie.com
[9] c19ivermectin.com

Top Domains in Tweet in G1:
[333] jamanetwork.com
[51] twitter.com
[48] ja.ma
[48] nih.gov
[20] ama-assn.org
[5] cnn.com
[4] c19ivermectin.com
[4] bit.ly
[3] careonline.it
[3] youtube.com

Top Domains in Tweet in G2:
[552] jamanetwork.com
[70] ja.ma
[12] twitter.com
[3] youtube.com
[3] nih.gov
[3] frontiersin.org
[2] youtu.be
[2] pasteur.fr
[2] co.uk
[2] edmontonjournal.com

Top Domains in Tweet in G3:
[59] jamanetwork.com
[27] doi.org
[26] medicalxpress.com
[19] twitter.com
[5] nih.gov
[5] sagepub.com
[3] inhalemd.com
[3] cannigma.com
[3] springer.com
[2] criticalcarereviews.com

Top Domains in Tweet in G4:
[12] therealanthonyfaucimovie.com
[4] twitter.com
[3] jamanetwork.com
[1] fda.gov
[1] odysee.com

Top Domains in Tweet in G5:
[32] twitter.com
[5] nih.gov
[4] c19ivermectin.com
[4] sciencedirect.com
[3] rumble.com
[3] jamanetwork.com
[3] indepen.nl
[3] wiley.com
[2] bmj.com
[2] jiac-j.com

Top Domains in Tweet in G6:
[48] jamanetwork.com
[15] twitter.com
[4] colorado.gov
[3] healio.com
[2] nbcnews.com
[1] nih.gov
[1] substack.com
[1] ama-assn.org
[1] theglobeandmail.com
[1] ja.ma

Top Domains in Tweet in G7:
[18] jamanetwork.com
[6] twitter.com
[2] docswithdisabilities.org
[2] bmj.com
[1] medpagetoday.com
[1] rumble.com
[1] nytimes.com
[1] brownstone.org

Top Domains in Tweet in G8:
[53] jamanetwork.com
[4] twitter.com
[2] statnews.com
[1] bit.ly
[1] nih.gov

Top Domains in Tweet in G9:
[55] jamanetwork.com
[4] obgproject.com
[2] umn.edu
[1] ja.ma
[1] originofcovid.org

Top Domains in Tweet in G10:
[4] twitter.com
[3] jamanetwork.com
[1] cornell.edu

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[510] longcovid
[204] covid19
[152] meded
[119] gitwitter
[76] ecmo
[63] ivermectin
[60] ivermectine
[59] lives2022
[44] medtwitter
[40] viewpoint



Top Hashtags in Tweet in G1:
[447] longcovid
[141] meded
[117] gitwitter
[39] medicalnews
[34] viewpoint
[34] medtwitter
[29] covid19
[21] medicine
[20] medicare
[20] medical

Top Hashtags in Tweet in G2:
[39] ivermectin
[28] covid19
[22] jamapatientpage
[22] emboliapulmonar
[22] vena
[21] coágulo
[19] covid
[13] lives2022
[13] ivermectine
[11] fentanilo

Top Hashtags in Tweet in G3:
[73] ecmo
[42] lives2022
[26] tigray
[14] covid19
[14] cannabis
[14] medicine
[14] patients
[12] suddicu
[11] doctors
[8] healthcare

Top Hashtags in Tweet in G4:
[3] pfizer
[1] protegeonsnosenfants
[1] touchezpasauxenfants
[1] monsters
[1] childabuse

Top Hashtags in Tweet in G5:
[46] ivermectine
[6] negeren
[2] ventilatie
[1] schreeuwvlokje
[1] dtv
[1] pfizer
[1] kwalzalver
[1] fail
[1] fakeexpert
[1] denktankdesinformatie

Top Hashtags in Tweet in G6:
[7] medicare
[7] cbrne
[7] ukrainerussianwar
[6] primary
[6] care
[6] medicareadvantage
[6] neotwitter
[4] antibiotic
[3] cardiotwitter
[2] covid19

Top Hashtags in Tweet in G7:
[13] diamundialdelsida
[13] worldaidsday2022
[11] rsv
[11] research_resource_rounds
[11] disabilityinmedicine
[2] docswithdisabilities
[2] worldaidsday
[1] longcovid
[1] medicareadvantage
[1] medicare

Top Hashtags in Tweet in G8:
[19] insulin
[7] cancer
[5] nwbo
[4] editorial
[4] inflationreductionact
[4] pharmaceutical
[2] medicare
[2] ash22
[2] dcvax
[2] betheirvoice

Top Hashtags in Tweet in G9:
[88] covid19
[44] longcovid
[4] cervical
[4] cancer
[4] grandrounds
[2] covid
[2] cervicalcancer
[2] cefepime
[2] piperacillin
[2] uti

Top Hashtags in Tweet in G10:
[6] primary
[2] healthcare
[2] blondie
[2] blondies
[2] blondebomber
[2] blondebarbie
[2] racists
[2] family
[2] familymedicine
[2] familymed

Top Words
Top Words in Tweet in Entire Graph:
[6062] jama_current
[1181] covid
[982] jamanetwork
[706] mkeulemans
[699] part
[678] 10
[652] hansvantelling
[541] long
[510] #longcovid
[506] 19

Top Words in Tweet in G1:
[1806] jama_current
[539] covid
[455] weselymd
[447] #longcovid
[432] long
[420] epidemiology
[396] endothelial
[394] dysfunction
[394] plus
[391] proves

Top Words in Tweet in G2:
[1023] jama_current
[769] jamanetwork
[469] part
[389] covid
[337] 19
[238] caulfieldtim
[139] effect
[124] ivermectin
[119] mild
[117] outpatients

Top Words in Tweet in G3:
[476] jama_current
[73] #ecmo
[71] higher
[65] shanfernands
[63] long
[57] study
[55] term
[52] paper
[50] published
[50] survivors

Top Words in Tweet in G4:
[597] jama_current
[451] enfants
[446] caudehenrion
[438] dosage
[423] 10
[422] chez
[422] ans
[421] 7800
[420] selon
[420] l'article

Top Words in Tweet in G5:
[697] jama_current
[695] mkeulemans
[642] hansvantelling
[255] dat
[251] niet
[163] ik
[161] nog
[133] die
[117] met
[112] zijn

Top Words in Tweet in G6:
[355] jama_current
[114] excess
[94] today
[73] mortality
[73] zekeemanuel
[67] published
[67] mips
[57] payment
[54] ambilinski
[52] million

Top Words in Tweet in G7:
[144] jama_current
[114] monicagandhi9
[108] adverse
[92] carlosdelrio7
[76] covid
[55] such
[55] experiences
[54] childhood
[54] reported
[54] ace

Top Words in Tweet in G8:
[119] jama_current
[52] week
[40] dusetzinas
[37] tweetorial
[31] part
[31] alert
[30] khrystabaig
[29] jama
[28] last
[24] jamanetwork

Top Words in Tweet in G9:
[112] globalbiosec
[88] #covid19
[85] jama_current
[56] part
[54] lost
[54] 10
[53] estimate
[52] children
[52] million
[52] parent

Top Words in Tweet in G10:
[34] jama_current
[19] cmsgov
[18] nejm
[18] howardbauchner
[17] ehljama
[15] over
[14] drkatznychh
[10] amitjainspine
[10] ucirvine
[9] acgmereq

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[654] jama_current,part
[647] mkeulemans,jama_current
[636] jama_current,hansvantelling
[562] part,jamanetwork
[476] covid,19
[452] long,covid
[442] jama_current,dosage
[428] critique,chez
[428] l'article,vient
[428] dosage,critique

Top Word Pairs in Tweet in G1:
[422] long,covid
[393] endothelial,dysfunction
[391] dysfunction,long
[391] plus,epidemiology
[391] clots,endothelial
[391] proves,#longcovid
[391] covid,plus
[391] jama_current,proves
[391] epidemiology,jama_current
[391] micro,clots

Top Word Pairs in Tweet in G2:
[465] jama_current,part
[461] part,jamanetwork
[318] covid,19
[295] jama_current,jamanetwork
[135] 19,jama_current
[117] mild,moderate
[116] outpatients,mild
[112] moderate,covid
[101] vs,placebo
[97] caulfieldtim,jama_current

Top Word Pairs in Tweet in G3:
[55] long,term
[43] paper,jama_current
[41] outcomes,#ecmo
[41] #ecmo,lacking
[41] brief,thread
[41] term,outcomes
[41] literature,brief
[41] lacking,literature
[41] thread,paper
[40] jama_current,lookin

Top Word Pairs in Tweet in G4:
[434] jama_current,dosage
[421] 10,7800
[420] ans,10
[420] enfants,lt
[420] critique,chez
[420] dosage,critique
[420] l'article,vient
[420] selon,l'article
[420] lt,ans
[420] chez,enfants

Top Word Pairs in Tweet in G5:
[637] mkeulemans,jama_current
[626] jama_current,hansvantelling
[94] nog,steeds
[93] joostjansen6,mkeulemans
[47] doorslaand,succes
[46] ziet,meteen
[44] alweer,zo'n
[44] anne66,joostjansen6
[44] toevallig,vandaag
[44] zo'n,doorslaand

Top Word Pairs in Tweet in G6:
[56] excess,mortality
[47] million,clinicians
[46] zekeemanuel,jama_current
[42] value,based
[42] based,payment
[42] largest,value
[42] kathryn_dthomp,zekeemanuel
[41] july,2021
[41] jama_current,july
[41] sharing,update

Top Word Pairs in Tweet in G7:
[53] childhood,experiences
[53] experiences,ace
[53] adolescents,reported
[53] adverse,experience
[53] such,abuse
[53] reported,adverse
[53] experience,such
[53] ace,adolescents
[53] adverse,childhood
[52] monicagandhi9,adverse

Top Word Pairs in Tweet in G8:
[28] tweetorial,alert
[28] jama_current,part
[28] last,week
[24] part,jamanetwork
[19] dusetzinas,tweetorial
[18] busy,week
[18] tweets,khrystabaig
[18] #insulin,tweets
[18] week,busy
[18] khrystabaig,saved

Top Word Pairs in Tweet in G9:
[56] jama_current,part
[52] estimate,10
[52] lost,parent
[52] #covid19,jama_current
[52] caregiver,#covid19
[52] million,children
[52] children,lost
[52] parent,caregiver
[52] 10,million
[51] globalbiosec,estimate

Top Word Pairs in Tweet in G10:
[17] ehljama,howardbauchner
[14] howardbauchner,drkatznychh
[11] nejm,jama_current
[9] kimreynoldsia,hhsgov
[9] hhsgov,cmsgov
[9] drkatznychh,kimreynoldsia
[9] acgmereq,nejm
[9] acgmei,acgmereq
[9] karenunrue,ehljama
[9] cmsgov,acgmei

Top Replied-To
Top Replied-To in Entire Graph:
@mkeulemans
@jama_current
@caulfieldtim
@weselymd
@monicagandhi9
@carlosdelrio7
@nicodekker15
@caudehenrion
@javier20ch
@profesterman

Top Replied-To in G1:
@jama_current
@javier20ch
@weselymd
@ihme_uw
@ekutscher
@stevekamper1
@drkeithsiau
@disinfector
@mkeulemans
@asouth_neph

Top Replied-To in G2:
@caulfieldtim
@profesterman
@gvaleau
@stephaneg05
@davidlbrownmd
@marie_delb
@drtoddlee
@rosierose112
@absteward
@doc_blocke

Top Replied-To in G3:
@jama_current
@stu_rush
@weselymd
@kbibbinsdomingo
@ucsfdhm
@trisha_the_doc
@kaitensatsuma
@medical_xpress
@heldineu
@shanfernands

Top Replied-To in G4:
@caudehenrion
@tatiann69922625
@bouchraawake
@mlusine05674895
@1er_emmanuel
@cit_dechue
@philippe_1984
@pirouette15

Top Replied-To in G5:
@mkeulemans
@nicodekker15
@hallegdv
@maneschijn6
@patserbak
@ozeveraar
@jvwickeren
@anne66
@janssenjh
@brejaal

Top Replied-To in G6:
@jama_current
@caulfieldtim
@zekeemanuel
@liumichaelon
@edschenck
@haiderwarraich
@andrewmibrahim
@jeremysussman
@abraarkaran
@ericgoralnick

Top Replied-To in G7:
@monicagandhi9
@carlosdelrio7
@jazzmanchgo
@kelleykga
@yn99050242
@michell73729138
@davidemccune
@swmom1
@theswickster
@jeanjend

Top Replied-To in G8:
@dusetzinas
@a_mckethan
@amcscam
@kevinjsears
@antonio15ferrao
@midwesthedgie
@gio_marchegiani
@chadinabhan
@mclemoremr
@kidfears99

Top Replied-To in G9:
@globalbiosec
@filanjon
@atuntable
@gab49932477

Top Replied-To in G10:
@karenunrue
@amitjainspine
@emaa19981
@medicaregov
@jillyanemarie
@uclafm
@howardbauchner
@ahmedhankir
@harvardhealth

Top Mentioned
Top Mentioned in Entire Graph:
@jama_current
@jamanetwork
@hansvantelling
@mkeulemans
@weselymd
@caudehenrion
@javier20ch
@tatiann69922625
@caulfieldtim
@zekeemanuel

Top Mentioned in G1:
@jama_current
@weselymd
@javier20ch
@drkeithsiau
@virusesimmunity
@ansirh
@emswami
@joelbervell
@jamanetwork
@fly_sistah

Top Mentioned in G2:
@jama_current
@jamanetwork
@caulfieldtim
@stephaneg05
@profesterman
@davidlbrownmd
@vicentelozadab
@absteward
@josh_s_davis

Top Mentioned in G3:
@jama_current
@shanfernands
@nejm
@medical_xpress
@esicm
@jamanetwork
@amermedicalassn
@kbibbinsdomingo
@bmj_latest
@nih

Top Mentioned in G4:
@jama_current
@caudehenrion
@tatiann69922625
@statchriscotton
@davidchristi4
@thierymalgouyre
@cdcgov
@ema_news
@bouchraawake
@mschleifer

Top Mentioned in G5:
@jama_current
@hansvantelling
@mkeulemans
@joostjansen6
@anne66
@steigstraherman
@lareb_nl
@nicodekker15
@sjakiez
@ditzeltjuh

Top Mentioned in G6:
@jama_current
@zekeemanuel
@ambilinski
@kathryn_dthomp
@amy_m_bond
@rkwadhera
@jeremyfaust
@dhruv
@abraarkaran
@brighamwomens

Top Mentioned in G7:
@jama_current
@monicagandhi9
@carlosdelrio7
@jamanetwork
@zekeemanuel
@ias_usa
@preetinmalani
@brendacrabtreer
@docswith
@ajlamesa

Top Mentioned in G8:
@jama_current
@dusetzinas
@khrystabaig
@jamanetwork
@uressien
@statnews
@who
@jamaonc
@walidgellad
@mionaer1

Top Mentioned in G9:
@globalbiosec
@jama_current
@j
@jamanetwork
@weselymd
@profesterman
@theobgproject
@tmprowell
@abraarkaran
@npdcoalition

Top Mentioned in G10:
@jama_current
@cmsgov
@nejm
@ehljama
@howardbauchner
@drkatznychh
@ucirvine
@kimreynoldsia
@hhsgov
@acgmei

Top Tweeters
Top Tweeters in Entire Graph:
@threadreaderapp
@jurylady5
@ecodaren
@s9tmt
@sosorasora3
@lizditz
@madfall1213
@marthalynneowe1
@o_fabriciosouza
@thehill

Top Tweeters in G1:
@threadreaderapp
@ecodaren
@sosorasora3
@morgfair
@the_lady_red
@eilonwy24
@silvrib
@leehillerlondon
@zpitschi
@mrtachilles

Top Tweeters in G2:
@thehill
@denniskoch10
@sallyrmelb
@kimvie
@ketaminh
@hopealdridge
@bigvapingnunga
@wordfinga
@natricer
@gabrielsanmx

Top Tweeters in G3:
@business
@guardian
@romhai_h
@tdf_forlife
@metz_chance
@lillyanapk
@skynews
@nytimes
@latimes
@forgerat

Top Tweeters in G4:
@mariabadin18
@cmartyluso1
@yvespdb
@pvalsfr
@william85837998
@nouveau_papy
@kitty_maggy
@grobisr
@myriamjerome
@marcchastillon

Top Tweeters in G5:
@nelliejs501
@gringuitalatina
@miesli2
@esthervd_r
@peter_voshol
@door1961
@muumi_tweets
@jangajentaan
@patrickbraas
@mislukt12345

Top Tweeters in G6:
@s9tmt
@jjj5819
@kirkmurphy
@holliejoyjoy
@forbes
@joejaggi
@monitor_ph
@nbcnews
@basuashis
@littlebirdsteph

Top Tweeters in G7:
@marthalynneowe1
@markplackett1
@rosierifka
@sugarthegirl
@missvalca
@tomdickson
@rweingarten
@mgmglobal
@morgandawn6
@tomborelli

Top Tweeters in G8:
@tadrow
@baronianconsult
@mumbly_joe
@wtime90
@epidatageek
@crof
@cryptovitas
@citizencohn
@oncoalert
@heathermcewen3

Top Tweeters in G9:
@jurylady5
@darylgibson
@fascinatorfun
@dancygeorgia
@korstraw
@spudbenbean
@jehane94
@chrislancashir3
@vjmahon
@chrismac1270

Top Tweeters in G10:
@kenwarnock
@newsmax
@piersmorgan
@claytravis
@harvardbiz
@christosargyrop
@karenunrue
@sdgrumbine
@news_ntd
@ucla_alumni


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