jama_current, Twitter, 9/26/2020 10:01:50 PM, 236077


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jama_current_2020-09-26_04-58-22.xlsx
jama_current_2020-09-26_04-58-22.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 26, 2020
Short Description:
jama_current via NodeXL https://bit.ly/2S2KWmU
@jama_current
@jamanetwork
@medtorek
@nathanstall
@drhowardliu
@gsmartinmd
@neeleyeunice
@jeremyfarrar
@gill_livingston
@arumughamvinu

Top hashtags:
#covid19
#sarscov2
#covid_19
#covid
#medicine
#ontario
#longcovid

Description:
Description
The graph represents a network of 5,984 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, 26 September 2020 at 12:02 UTC.

The requested start date was Saturday, 26 September 2020 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 11-day, 0-hour, 34-minute period from Monday, 14 September 2020 at 14:47 UTC to Friday, 25 September 2020 at 15:22 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 : 5984
Unique Edges : 8893
Edges With Duplicates : 14360
Total Edges : 23253
Number of Edge Types : 5
Mentions : 9578
Replies to : 3274
MentionsInRetweet : 6907
Retweet : 3413
Tweet : 81
Self-Loops : 135
Reciprocated Vertex Pair Ratio : 0.0379368206026118
Reciprocated Edge Ratio : 0.0731004428199902
Connected Components : 24
Single-Vertex Connected Components : 9
Maximum Vertices in a Connected Component : 5894
Maximum Edges in a Connected Component : 22999
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.750425
Graph Density : 0.000397377015626271
Modularity : 0.393374
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 5,984 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, 26 September 2020 at 12:02 UTC.

The requested start date was Saturday, 26 September 2020 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 11-day, 0-hour, 34-minute period from Monday, 14 September 2020 at 14:47 UTC to Friday, 25 September 2020 at 15:22 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:
[34] https://jamanetwork.com/journals/jama/fullarticle/2770635?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=092020#.X2fl4ngea8g.twitter
[34] https://jamanetwork.com/journals/jama/fullarticle/2768533?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091620#.X2Kn_6bVJpA.twitter
[29] https://jamanetwork.com/journals/jama/fullarticle/2770607?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091620#.X2H9EKRlmxA.twitter
[27] https://jamanetwork.com/journals/jama/fullarticle/2770758?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091620#.X2HUprPjMzA.twitter
[24] https://jamanetwork.com/crawlprevention/governor?content=/journals/jama/article-abstract/2645088
[21] https://jamanetwork.com/journals/jama/fullarticle/2770888?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091920#.X2Zk-jEs1Pk.twitter
[18] https://jamanetwork.com/journals/jama/fullarticle/2769871?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091520#.X2FrglQyEeA.twitter
[18] https://jamanetwork.com/journals/jama/fullarticle/2770928?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091820#.X2QsRISybLs.twitter
[17] https://jamanetwork.com/journals/jama/fullarticle/2770635?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=092120#.X2gDqQ7QEKQ.twitter
[17] https://jamanetwork.com/journals/jama/fullarticle/2770928?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091820#.X2RDQmtfnmA.twitter

Top URLs in Tweet in G1:
[10] https://twitter.com/paulatwal/status/1307277267500851201?s=19
[4] https://jamanetwork.com/crawlprevention/governor?content=/journals/jama/fullarticle/2771111
[4] http://sitn.hms.harvard.edu/flash/2017/science-genetics-reshaping-race-debate-21st-century/
[3] https://youtu.be/TfI8mWvRprk
[3] https://jamanetwork.com/crawlprevention/governor?content=/journals/jamacardiology/article-abstract/2748987?utm_campaign=video&utm_medium=social&utm_source=youtube&utm_content=public
[3] https://twitter.com/jama_current/status/1173294037287284738?s=21
[2] https://www.instagram.com/p/CFSHA1Hl0oj/
[2] https://www.youtube.com/watch?v=R84Rvcc9mu0

[2] https://jamanetwork.com/crawlprevention/governor?content=/journals/jama/fullarticle/2769871
[2] https://jamanetwork.com/journals/jama/fullarticle/2770888?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091920#.X2Zk-jEs1Pk.twitter

Top URLs in Tweet in G2:
[33] https://jamanetwork.com/journals/jama/fullarticle/2768533?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091620#.X2Kn_6bVJpA.twitter
[32] https://jamanetwork.com/journals/jama/fullarticle/2770635?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=092020#.X2fl4ngea8g.twitter
[26] https://jamanetwork.com/journals/jama/fullarticle/2770758?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091620#.X2HUprPjMzA.twitter
[20] https://jamanetwork.com/crawlprevention/governor?content=/journals/jama/article-abstract/2645088
[19] https://jamanetwork.com/journals/jama/fullarticle/2770888?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091920#.X2Zk-jEs1Pk.twitter
[17] https://jamanetwork.com/journals/jama/fullarticle/2770635?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=092120#.X2gDqQ7QEKQ.twitter
[16] https://jamanetwork.com/journals/jama/fullarticle/2770928?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091820#.X2QsRISybLs.twitter
[15] https://jamanetwork.com/journals/jama/fullarticle/2769871?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091520#.X2FrglQyEeA.twitter
[13] https://www.youtube.com/watch?v=yE_JHEmzQKk&feature=youtu.be

[12] https://jamanetwork.com/journals/jama/fullarticle/2770758#.X10kBGMBR60.twitter

Top URLs in Tweet in G3:
[24] https://jamanetwork.com/journals/jama/fullarticle/2770607?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091620#.X2H9EKRlmxA.twitter
[7] https://jamanetwork.com/journals/jama/fullarticle/2771025?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=092220#.X2pAh5f1zUw.twitter
[5] https://jamanetwork.com/crawlprevention/governor?content=/journals/jama/fullarticle/2770362
[3] https://jamanetwork.com/journals/jama/fullarticle/2769437?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091520#.X2EU_2YyNXw.twitter
[3] https://jamanetwork.com/crawlprevention/governor?content=/journals/jamanetworkopen/fullarticle/2767357?utm_source=For_The_Media&utm_medium=referral&utm_campaign=ftm_links&utm_term=061920
[2] https://jamanetwork.com/journals/jama/fullarticle/2770635?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091520#.X2EVnW_6OY0.twitter
[1] https://jamanetwork.com/journals/jama/fullarticle/2770771?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=092020#.X2aYBM9HgDQ.twitter
[1] https://jamanetwork.com/crawlprevention/governor?content=/journals/jama/currentissue
[1] https://twitter.com/mrdisability/status/1308750602722258944
[1] https://jamanetwork.com/journals/jama/fullarticle/2770928?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091920#.X2XyL_12KAt.twitter

Top URLs in Tweet in G4:
[2] https://news.weedmaps.com/2019/03/studies-patients-using-cannabis-for-pain-relief-depend-less-on-opioids/?utm_sq=g0zheyh1hr
[2] https://energyandresourcesdigest.com/cannabiz-now/can-cannabis-cure-cancer-dr-jordan-tishler/?utm_sq=fzn2q88c7f
[2] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7115444/?utm_sq=gdkc46vb8w
[2] https://inhalemd.com/blog/surprising-benefits-pandemic-medical-cannabis-patients/?utm_sq=ghdzwer6k5
[2] https://inhalemd.com/blog/medical-marijuana-glaucoma/?utm_sq=ggy40jtskl
[2] https://inhalemd.com/blog/can-cbd-oil-be-used-treat-hives/?utm_sq=g54h7wj991
[2] https://www.yahoo.com/lifestyle/smoking-weed-actually-bad-sperm-182014437.html?utm_sq=g70fmmp9ur
[1] http://covid-science.com/?edition_id=94074810-ff16-11ea-9cfb-0cc47a0d1609
[1] http://covid-science.com/?edition_id=3d60dcd0-fd84-11ea-9cfb-0cc47a0d1609
[1] https://twitter.com/mlalanda/status/1268569668681433089?s=19

Top URLs in Tweet in G5:
[4] https://www.sbs.com.au/news/why-mixed-race-minorities-struggle-to-find-life-saving-transplant-matches
[2] https://pubmed.ncbi.nlm.nih.gov/26270337/
[1] https://jamanetwork.com/crawlprevention/governor?content=/journals/jamainternalmedicine/fullarticle/2770381
[1] https://twitter.com/QuerieQ/status/1287962583736229888
[1] http://content.time.com/time/health/article/0,8599,1993074,00.html
[1] https://www.cancer.org/cancer/prostate-cancer/detection-diagnosis-staging/acs-recommendations.html
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4527866/
[1] https://westindies.scielo.org/scielo.php?pid=S0043-31442006000300015&script=sci_arttext
[1] https://www.cityofhope.org/citystories/minority-and-mixed-race-bone-marrow-donation
[1] https://twitter.com/ExoThinker/status/1305321302568435717?s=19

Top URLs in Tweet in G6:
[13] https://jamanetwork.com/journals/jama/fullarticle/2770928?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091820#.X2RDQmtfnmA.twitter
[7] https://jamanetwork.com/journals/jama/fullarticle/2771025#.X2mCGOBKHvQ.twitter
[4] https://jamanetwork.com/journals/jama/fullarticle/2771160?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=092520#.X21rPwf9ig8.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2769871?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091620#.X2JlEKcX0AA.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2770624
[1] https://bit.ly/2FNf42Ye
[1] https://jamanetwork.com/journals/jama/fullarticle/2770620
[1] https://jamanetwork.com/journals/jama/fullarticle/2770635
[1] https://jamanetwork.com/journals/jama/article-abstract/203667
[1] https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2770743

Top URLs in Tweet in G7:
[4] https://jamanetwork.com/journals/jama/fullarticle/2770891?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091620#.X2Iy7ViXO-M.twitter
[2] https://jamanetwork.com/crawlprevention/governor?content=/journals/jama/fullarticle/2770891
[2] https://jamanetwork.com/journals/jama/fullarticle/2770891
[1] https://twitter.com/jennifernuzzo/status/1306256513909092352
[1] https://twitter.com/JHSPH_CHS/status/1306321409061335043
[1] https://jamanetwork.com/crawlprevention/governor?content=/journals/jama/fullarticle/2770891?resultClick=1
[1] https://jamanetwork.com/crawlprevention/governor?content=/journals/jama/fullarticle/2770758?utm_source=silverchair&utm_campaign=jama_network&utm_content=covid_weekly_highlights&utm_medium=email

Top URLs in Tweet in G8:
[5] https://jamanetwork.com/journals/jama/fullarticle/2771023?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=092220#.X2m7oTT1WGw.twitter
[4] https://jamanetwork.com/crawlprevention/governor?content=/journals/jamaoncology/article-abstract/2770698
[4] https://jamanetwork.com/journals/jama/fullarticle/2770986?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091920#.X2WhHx1OZA0.twitter
[3] https://jamanetwork.com/journals/jama/fullarticle/2770985?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091920#.X2Wh74Al8Dw.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2770928?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091720#.X2Pe3FkVWi8.twitter
[2] https://jamanetwork.com/crawlprevention/governor?content=/journals/jama/article-abstract/2645088
[2] https://jamanetwork.com/journals/jama/fullarticle/2770075?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=082720#.X0dtQ3wj41Y.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2770928?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091720#.X2Perefw7HQ.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2770888?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091820#.X2RHom8mUco.twitter
[1] https://twitter.com/sciencemagazine/status/1309236278727192581

Top URLs in Tweet in G9:
[8] https://jamanetwork.com/journals/jama/fullarticle/2771023?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=092220#.X2nPHKA3m08.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2771023#.X2zIXPeYhY4.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2770858?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=092320#.X2vEaKb_IGQ.twitter
[2] https://jamanetwork.com/journals/jama/fullarticle/2770858?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=092320#.X2vDgAyxIdY.twitter
[1] https://jamanetwork.com/crawlprevention/governor?content=/journals/jama/fullarticle/2765837
[1] https://jamanetwork.com/journals/jama/fullarticle/2771109#.X2zKPp0eXJc.twitter
[1] https://jamanetwork.com/journals/jamacardiology/article-abstract/2770179
[1] https://jamanetwork.com/journals/jamacardiology/article-abstract/2770433
[1] https://jamanetwork.com/journals/jamacardiology/fullarticle/2770645
[1] https://twitter.com/jama_current/status/1308088618846691330

Top URLs in Tweet in G10:
[1] https://jamanetwork.com/crawlprevention/governor?content=/channels/health-forum/fullarticle/2766811
[1] https://twitter.com/LaurenYoung/status/1306292264755437575
[1] https://jamanetwork.com/journals/jama/fullarticle/2770622?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=091620#.X2FmPLJ5OJ8.twitter
[1] https://www.youtube.com/watch?v=FxX5n7Qz6sQ&app=desktop


Top Domains
Top Domains in Tweet in Entire Graph:
[1505] jamanetwork.com
[133] twitter.com
[49] ama-assn.org
[41] youtube.com
[21] nih.gov
[19] medicalxpress.com
[12] medrxiv.org
[12] instagram.com
[10] sciencemag.org
[9] ja.ma

Top Domains in Tweet in G1:
[186] jamanetwork.com
[44] twitter.com
[22] ama-assn.org
[11] nih.gov
[10] instagram.com
[7] wikipedia.org
[6] youtube.com
[4] harvard.edu
[3] youtu.be
[3] meaww.com

Top Domains in Tweet in G2:
[834] jamanetwork.com
[29] youtube.com
[18] ama-assn.org
[16] twitter.com
[5] dlvr.it
[4] ja.ma
[4] jhsph.edu
[3] usatoday.com
[2] ripe-tomato.org
[2] oclc.org

Top Domains in Tweet in G3:
[61] jamanetwork.com
[14] twitter.com
[2] wiley.com
[1] nih.gov
[1] perseveranceoverrated.com
[1] uconnruddcenter.org

Top Domains in Tweet in G4:
[9] jamanetwork.com
[6] twitter.com
[6] inhalemd.com
[4] nih.gov
[3] weedmaps.com
[2] covid-science.com
[2] energyandresourcesdigest.com
[2] sciencedirect.com
[2] yahoo.com
[1] joulecma.ca

Top Domains in Tweet in G5:
[4] com.au
[3] nih.gov
[2] twitter.com
[1] jamanetwork.com
[1] time.com
[1] cancer.org
[1] scielo.org
[1] cityofhope.org
[1] factcheck.org
[1] kxxv.com

Top Domains in Tweet in G6:
[38] jamanetwork.com
[1] bit.ly
[1] geriatricarea.com

Top Domains in Tweet in G7:
[10] jamanetwork.com
[2] twitter.com

Top Domains in Tweet in G8:
[34] jamanetwork.com
[3] twitter.com
[1] elsevierhealth.com
[1] ja.ma
[1] doi.org
[1] mayoclinic.org
[1] mayocl.in

Top Domains in Tweet in G9:
[25] jamanetwork.com
[1] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[664] covid19
[61] sarscov2
[56] covid_19
[53] covid
[51] medicine
[46] ontario
[43] longcovid
[42] hypertension
[37] coronavirus
[37] ageism



Top Hashtags in Tweet in G1:
[88] covid19
[14] sarscov2
[12] covid
[11] jamanetworkaudio
[11] coronavirus
[10] instagram
[10] jninsta
[8] pandemic
[8] obesity
[7] longcovid

Top Hashtags in Tweet in G2:
[326] covid19
[28] covid
[27] covid19rftlks
[20] knowfh
[17] eisicem2020
[13] covidー19
[12] medicres
[10] coronavirus
[8] esmo20
[8] patients

Top Hashtags in Tweet in G3:
[52] covid19
[44] ontario
[37] ageism
[33] covid_19
[32] medicine
[6] geriatrics
[6] medtwitter
[3] olderadults
[2] derm
[2] dermatology

Top Hashtags in Tweet in G4:
[19] cannabis
[17] patients
[15] medicine
[14] doctors
[12] covid19
[8] mmj
[8] health
[6] wellness
[6] sexuality
[6] boston

Top Hashtags in Tweet in G6:
[34] pacientes
[20] demencia
[9] covid19
[6] jamapatientpage
[5] remdesivir
[4] telemedicine
[3] covid
[3] heartfailure
[3] insuficienciacardiaca
[3] lasik

Top Hashtags in Tweet in G7:
[4] covid19
[3] trump
[1] gopdeathcult
[1] plandemic
[1] agenda21
[1] id2020
[1] operationlockstep
[1] quantumtattoo
[1] coronavirus

Top Hashtags in Tweet in G8:
[11] levothyroxine
[11] hypothyroidism
[10] covid19
[7] cancer
[5] esmo20
[3] oncology
[3] afib
[2] academictwitter
[2] vasctwitter
[2] antibodies

Top Hashtags in Tweet in G9:
[19] hypertension
[8] contraception
[8] women
[6] telemednow
[3] cardiotwitter
[3] covid19
[1] preventivecardiology
[1] womenhealth
[1] hormonalcontraception
[1] mustread

Top Hashtags in Tweet in G10:
[1] askreuters
[1] mentalhealth

Top Words
Top Words in Tweet in Entire Graph:
[6046] jama_current
[929] jamanetwork
[908] covid
[814] part
[708] 19
[688] race
[663] #covid19
[559] people
[469] health
[452] care

Top Words in Tweet in G1:
[2739] jama_current
[527] race
[344] people
[296] rose_m_olson
[238] more
[223] social
[217] black
[216] science
[215] hwang_susan
[197] genetic

Top Words in Tweet in G2:
[1125] jama_current
[606] jamanetwork
[549] part
[409] covid
[387] 19
[326] #covid19
[206] health
[192] care
[178] antibodies
[158] patients

Top Words in Tweet in G3:
[261] jama_current
[92] nathanstall
[76] covid
[71] mrdisability
[70] 19
[63] louisearonson
[63] pandemic
[58] geriatrics
[52] #covid19
[52] cases

Top Words in Tweet in G4:
[158] jama_current
[59] bmj_latest
[59] level
[54] medical
[50] first
[48] thelancet
[47] another
[47] immunity
[46] journal
[46] american

Top Words in Tweet in G5:
[326] jama_current
[270] monicahahnmd
[65] race
[49] people
[37] luismen1991
[31] biological
[29] carriecabral2
[26] black
[24] science
[24] differences

Top Words in Tweet in G6:
[116] medtorek
[60] interesante
[44] jama_current
[38] pacientes
[34] muerte
[34] cerebral
[34] sabemos
[34] explicarle
[34] familiares
[34] nuestros

Top Words in Tweet in G7:
[52] jama_current
[42] jhsph_chs
[38] covid
[31] jennifernuzzo
[28] 19
[25] pandemic
[24] surprise
[24] public
[23] medical
[23] health

Top Words in Tweet in G8:
[99] jama_current
[34] agrothey
[33] mpishvaian
[32] sirohibhawna
[31] doc_amarendra
[30] pashtoonkasi
[28] jamanetwork
[23] pandemic
[21] jamaonc
[20] dr

Top Words in Tweet in G9:
[50] jama_current
[20] cshufeltmd
[19] #hypertension
[18] jamanetwork
[16] drmarthagulati
[15] women
[14] sisiacoficial
[14] penseewu
[13] contraception
[13] work

Top Words in Tweet in G10:
[63] expensivecare
[54] drhowardliu
[49] jama_current
[44] loneliness
[43] pandemic
[43] especially
[43] include
[42] a1
[42] already
[42] epidemic

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[777] jama_current,part
[696] part,jamanetwork
[693] covid,19
[341] monicahahnmd,jama_current
[338] sars,cov
[283] rose_m_olson,jama_current
[239] health,care
[237] hwang_susan,jama_current
[193] jama_current,jamanetwork
[166] care,personnel

Top Word Pairs in Tweet in G1:
[274] rose_m_olson,jama_current
[214] hwang_susan,jama_current
[142] glass_heff_full,jama_current
[115] social,construct
[97] rayofdiana,jama_current
[91] jama_current,race
[90] race,social
[87] drleslie_md,jama_current
[78] monicahahnmd,jama_current
[75] shargudban,jama_current

Top Word Pairs in Tweet in G2:
[547] jama_current,part
[510] part,jamanetwork
[379] covid,19
[144] sars,cov
[116] health,care
[79] antibodies,sars
[78] jama_current,jamanetwork
[74] 19,path
[74] path,immunity
[70] immunity,jama_current

Top Word Pairs in Tweet in G3:
[70] covid,19
[47] mrdisability,jama_current
[45] many,others
[44] #covid19,cases
[44] cases,take
[44] take,again
[44] again,#ontario
[44] #ontario,really
[44] really,worry
[44] worry,burnout

Top Word Pairs in Tweet in G4:
[46] first,bmj_latest
[46] bmj_latest,journal
[46] journal,american
[46] american,medical
[46] medical,assoc
[46] assoc,jama_current
[46] jama_current,tcells
[46] tcells,another
[46] another,level
[46] level,popn

Top Word Pairs in Tweet in G5:
[263] monicahahnmd,jama_current
[37] luismen1991,monicahahnmd
[27] carriecabral2,luismen1991
[25] jama_current,race
[15] guadalupebaerga,monicahahnmd
[15] pen_to_the_page,monicahahnmd
[15] davealexanderid,monicahahnmd
[13] d_oppler,monicahahnmd
[12] texcis,monicahahnmd
[12] narjustdumamd,jama_current

Top Word Pairs in Tweet in G6:
[34] muerte,cerebral
[34] cerebral,sabemos
[34] sabemos,explicarle
[34] explicarle,familiares
[34] familiares,nuestros
[34] nuestros,#pacientes
[34] #pacientes,interesante
[33] interesante,información
[33] información,pacientes
[33] medtorek,muerte

Top Word Pairs in Tweet in G7:
[28] covid,19
[23] public,health
[22] 19,pandemic
[22] pandemic,caught
[22] caught,governments
[22] governments,surprise
[22] surprise,medical
[22] medical,public
[22] health,communities
[22] communities,long

Top Word Pairs in Tweet in G8:
[29] mpishvaian,jama_current
[23] sirohibhawna,doc_amarendra
[21] pashtoonkasi,sirohibhawna
[16] jamaonc,jama_current
[15] doc_amarendra,agrothey
[15] jama_current,part
[15] jama_current,jamanetwork
[14] doc_amarendra,mpishvaian
[13] agrothey,mpishvaian
[13] covid,19

Top Word Pairs in Tweet in G9:
[14] cshufeltmd,jama_current
[12] contraception,women
[12] drmarthagulati,penseewu
[12] covid,19
[11] women,#hypertension
[10] penseewu,excellent
[10] excellent,work
[10] work,cshufeltmd
[10] jama_current,guidance
[10] guidance,contraception

Top Word Pairs in Tweet in G10:
[42] a1,loneliness
[42] loneliness,already
[42] already,epidemic
[42] epidemic,before
[42] before,pandemic
[42] pandemic,groups
[42] groups,especially
[42] especially,high
[42] high,risk
[42] risk,include

Top Replied-To
Top Replied-To in Entire Graph:
@jama_current
@rose_m_olson
@monicahahnmd
@hwang_susan
@glass_heff_full
@rayofdiana
@drleslie_md
@dr_okah
@elizaeverafter
@courtneycogburn

Top Replied-To in G1:
@jama_current
@rose_m_olson
@hwang_susan
@glass_heff_full
@rayofdiana
@drleslie_md
@dr_okah
@courtneycogburn
@elizaeverafter
@nanouthenomad

Top Replied-To in G2:
@jama_current
@carlosdelrio7
@rethinkingmd
@maartenvsmeden
@m_publichealth
@mikejohansenmd
@gsmartinmd
@dorothyeroberts
@michaeldavid80
@icae_ucm

Top Replied-To in G3:
@nathanstall
@mrdisability
@jama_current
@louisearonson
@drohanlon
@michellecardel
@kingminotaurs
@davidcgrabowski
@drkate_miller
@adelinacohe

Top Replied-To in G4:
@mishoo8
@drericding
@maxjordan_n
@ct_bergstrom
@rajratwani
@nopanaden
@bhandoria
@drsadiejones
@vkoganpolisci
@kaminskimed

Top Replied-To in G5:
@monicahahnmd
@carriecabral2
@guadalupebaerga
@reverend_rico
@pen_to_the_page
@hwang_susan
@tallerwalls4
@jerpaderpa
@texcis
@suburbanbella

Top Replied-To in G6:
@medtorek
@rostotona
@alcantud_dr

Top Replied-To in G7:
@jama_current
@jennifernuzzo
@jhsph_chs
@amy_siskind
@gdemom
@brianschatz
@saritabjmc
@suicide84483326
@wisemagius

Top Replied-To in G8:
@jama_current
@fumikochino
@manjuggm
@agrothey
@mraphaelmd
@marty_shrkeli
@pashtoonkasi
@sirohibhawna
@protonstorey
@sky__john

Top Replied-To in G9:
@drmarthagulati
@sisiacoficial
@castldalmunzie
@penseewu

Top Replied-To in G10:
@drhowardliu
@heli_med_james
@ambofoam
@nandimedics
@expensivecare
@paramededucator
@leenakeskar
@lwpara
@randompixel_
@pelosiandschiff

Top Mentioned
Top Mentioned in Entire Graph:
@jama_current
@jamanetwork
@monicahahnmd
@rose_m_olson
@medtorek
@hwang_susan
@muinjkhoury
@nathanstall
@bmj_latest
@expensivecare

Top Mentioned in G1:
@jama_current
@rose_m_olson
@hwang_susan
@glass_heff_full
@iamn0tthe1
@shargudban
@primalpoly
@monicahahnmd
@combatwombat177
@a_centrism

Top Mentioned in G2:
@jama_current
@jamanetwork
@muinjkhoury
@links_medicus
@enricoferromd
@gsmartinmd
@jama_
@elemental
@cdcgov
@dorothyeroberts

Top Mentioned in G3:
@jama_current
@nathanstall
@mrdisability
@louisearonson
@jamanetwork
@ehljama
@drohanlon
@bentrappey
@thischairrocks
@davidcgrabowski

Top Mentioned in G4:
@jama_current
@bmj_latest
@thelancet
@dockaurg
@nejm
@mlalanda
@gill_livingston
@cannaspecialist
@ct_bergstrom
@jamaophth

Top Mentioned in G5:
@jama_current
@monicahahnmd
@luismen1991
@davealexanderid
@d_oppler
@carriecabral2
@narjustdumamd
@ucsfmedicine
@texcis
@hekoury

Top Mentioned in G6:
@medtorek
@jama_current
@formigafrancesc
@mariafbreslauer
@chichodisanto
@vicentelozadab
@medicosergio
@angelopezh
@alcantud_dr

Top Mentioned in G7:
@jama_current
@jhsph_chs
@jennifernuzzo
@jbell_dc
@bethcameron_dc
@nti_wmd
@speakerpelosi
@senschumer
@housedemocrats
@joebiden

Top Mentioned in G8:
@jama_current
@mpishvaian
@doc_amarendra
@sirohibhawna
@jamanetwork
@pashtoonkasi
@agrothey
@jamaonc
@johnshopkinssph
@medrxivpreprint

Top Mentioned in G9:
@jama_current
@jamanetwork
@cshufeltmd
@sisiacoficial
@iamritu
@penseewu
@drmarthagulati
@biljana_parapid
@wome
@cardio_delaguia

Top Mentioned in G10:
@expensivecare
@jama_current
@drhowardliu
@paramededucator
@heli_med_james
@timedwards76
@pipes_n_pumps
@leenakeskar
@elizfasolino
@docsanga

Top Tweeters
Top Tweeters in Entire Graph:
@recitesocial
@littlebytesnews
@revolution_fr
@ladivinadiva
@lucysullivan888
@joannecangal
@ggg_says
@rosenchild
@lizditz
@guardian

Top Tweeters in G1:
@mpendaraha18
@lancedkewley
@lupash7
@recursion_agent
@kim_buh_lee
@annadsays
@majormarginal
@khanimambobar
@kattykissem
@mamamac_

Top Tweeters in G2:
@littlebytesnews
@ladivinadiva
@rosenchild
@business
@ketaminh
@baronianconsult
@kitri1
@njdoc
@albertarabbit
@dcexaminer

Top Tweeters in G3:
@joannecangal
@canisgallicus
@dr_shibley
@nuclear94
@natricer
@mig30m6
@mancunianmedic
@tomvarghesejr
@picardonhealth
@itzme2

Top Tweeters in G4:
@bostonglobe
@tbell1968
@latimes
@bostonherald
@jdignum
@bandislife2004
@usashopper
@cnnpolitics
@grandma_hockey
@piipoo7

Top Tweeters in G5:
@iwideopen
@rantsoutloud
@cheeksgrammy
@melishous
@deplorable619
@luismen1991
@calirn619
@nitetrain_1
@socialnomadrach
@4originalintent

Top Tweeters in G6:
@vicentelozadab
@chichodisanto
@laporres
@marvinharris76
@ionwing363
@mariafbreslauer
@coopesdetat
@iraidaleon
@vilavaite
@vhmsirena

Top Tweeters in G7:
@lorettabower3
@beccanalia
@marycarstensen
@hillcrester
@nordicgeo
@lady_glencora
@scientwest
@debeehr
@chriscuomo
@amy_siskind

Top Tweeters in G8:
@lluis1966
@maria_s_taborda
@givoly
@parreshia
@mgmglobal
@dralfonsovidal
@tomwlsn31
@timwlsn31
@tedwlsn31
@latiamina

Top Tweeters in G9:
@wordfinga
@wrgenao
@anastasiasmihai
@heartotxheartmd
@drmarthagulati
@realcruzhenry
@infectiousdz
@mencardio
@iamritu
@onco_cardiology

Top Tweeters in G10:
@janiecestaton
@janniaragon
@racuevas
@bellum_omnium7
@tyjohn2325
@thekatehannon
@alice4u2010
@iceman_ex
@antoniaaa43
@keatingteam1


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