dexamethasone, Twitter, 7/31/2020 9:11:18 PM, 231524


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dexamethasone_2020-07-31_13-36-11.xlsx
dexamethasone_2020-07-31_13-36-11.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
July 31, 2020
Short Description:
dexamethasone via NodeXL https://bit.ly/2BKz4kG
@faheemyounus
@nejm
@erictopol
@realdonaldtrump
@bopinion
@__ice9
@stella_immanuel
@reb_junn
@robbystarbuck
@doritmi

Top hashtags:
#covid19
#dexamethasone
#sarscov2
#remdesivir
#tocilizumab
#hydroxychloroquine
#recovery

Description:
Description
The graph represents a network of 8,357 Twitter users whose recent tweets contained "dexamethasone", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 31 July 2020 at 20:55 UTC.

The tweets in the network were tweeted over the 8-day, 23-hour, 43-minute period from Wednesday, 22 July 2020 at 20:50 UTC to Friday, 31 July 2020 at 20:34 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 : 8357
Unique Edges : 9894
Edges With Duplicates : 3038
Total Edges : 12932
Number of Edge Types : 5
Tweet : 900
Retweet : 4505
MentionsInRetweet : 1869
Replies to : 1690
Mentions : 3968
Self-Loops : 930
Reciprocated Vertex Pair Ratio : 0.0165461210740117
Reciprocated Edge Ratio : 0.0325536062378168
Connected Components : 1073
Single-Vertex Connected Components : 422
Maximum Vertices in a Connected Component : 5272
Maximum Edges in a Connected Component : 9620
Maximum Geodesic Distance (Diameter) : 21
Average Geodesic Distance : 6.371083
Graph Density : 0.000146925956707078
Modularity : 0.759718
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 8,357 Twitter users whose recent tweets contained "dexamethasone", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Friday, 31 July 2020 at 20:55 UTC.

The tweets in the network were tweeted over the 8-day, 23-hour, 43-minute period from Wednesday, 22 July 2020 at 20:50 UTC to Friday, 31 July 2020 at 20:34 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 : TwitterSearch
Graph Term : dexamethasone
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:
[259] https://www.bloomberg.com/opinion/articles/2020-07-22/british-response-to-covid-19-has-been-world-class?sref=2o0rZsF1&utm_source=twitter&utm_content=view&utm_campaign=socialflow-organic&utm_medium=social&cmpid%3D=socialflow-twitter-view
[122] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41586-020-2577-1
[88] https://twitter.com/jama_current/status/1285892345502871559
[77] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Faction%2FshowPdf%3Fpii%3DS1931-3128%252820%252930401-7&rc=0
[56] https://www.medrxiv.org/content/10.1101/2020.06.22.20137273v1
[52] https://www.nejm.org/doi/full/10.1056/NEJMoa2021436?query=featured_home&cookieSet=1
[50] https://www.nejm.org/doi/full/10.1056/NEJMoa2021436?cookieSet=1
[49] https://www.roche.com/media/releases/med-cor-2020-07-29.htm
[48] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Fcell-host-microbe%2Ffulltext%2FS1931-3128%2820%2930401-7&rc=0
[47] https://jamanetwork.com/journals/jama/fullarticle/2769100?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=073020#.XyLhqotU2sM.twitter

Top URLs in Tweet in G1:
[31] https://twitter.com/themajority2018/status/1288111111233892360

Top URLs in Tweet in G2:
[17] https://www.nejm.org/doi/full/10.1056/NEJMoa2021436?cookieSet=1
[14] https://www.nejm.org/doi/full/10.1056/NEJMoa2019014?cookieSet=1
[5] https://twitter.com/JoeMaz/status/1287888379900604416
[4] https://www.nejm.org/doi/full/10.1056/NEJMoa2021436tw?cookieSet=1
[4] https://www.acpjournals.org/doi/10.7326/M20-4207?cookieSet=1
[4] https://www.sciencemag.org/news/2020/06/cheap-steroid-first-drug-shown-reduce-death-covid-19-patients
[3] https://www.cidrap.umn.edu/news-perspective/2020/07/trial-data-support-dexamethasone-not-hydroxychloroquine-covid-19
[2] https://www.lindaikejisblog.com/2020/6/dexamethasone-proves-effective-against-coronavirus-becomes-first-life-saving-drug-2.html
[2] https://theprint.in/health/dexamethasone-may-be-harmful-to-some-covid-19-patients-says-new-study/466716/
[2] https://www.nejm.org/doi/full/10.1056/NEJMoa2016638?cookieSet=1

Top URLs in Tweet in G3:
[10] https://www.nejm.org/doi/full/10.1056/NEJMoa2021436?query=TOC&cookieSet=1
[9] https://infoapp.com/index?sId=A08E3C41C7FDB64BE9CD4AEA15E923A9&itemId=3AC399340DDF0402982E88C1ED470196&source=tw
[8] https://infoapp.com/index?sId=A08E3C41C7FDB64BE9CD4AEA15E923A9&itemId=57871930A36F21D4E4998DC02C7BDD65&source=tw
[6] https://www.nejm.org/doi/full/10.1056/NEJMoa2021436?query=featured_home&cookieSet=1
[6] https://jp.reuters.com/article/health-coronavirus-ema-dexamethasone-idJPKCN24P23K
[5] https://www.webmd.com/lung/news/20200723/steroids-other-than-dexamethasone-may-also-help-battle-covid-19?src=RSS_PUBLIC&utm_source=dlvr.it&utm_medium=twitter
[4] https://health.detik.com/read/2020/07/23/103916/5104625/763/hasil-uji-dexamethasone-untuk-obat-corona-menjanjikan-tapi?utm_source=dlvr.it&utm_medium=twitter
[4] https://www.nejm.org/action/showMediaPlayer?doi=10.1056%2FNEJMdo005821&aid=10.1056%2FNEJMe2025927&area=&source=nejmtwitter&medium=organic-social&cookieSet=1
[4] https://www.webmd.com/lung/news/20200723/steroids-other-than-dexamethasone-may-also-help-battle-covid-19?src=RSS_PUBLIC
[3] https://twitter.com/bopinion/status/1286269624204632065

Top URLs in Tweet in G4:
[119] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41586-020-2577-1
[74] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Faction%2FshowPdf%3Fpii%3DS1931-3128%252820%252930401-7&rc=0
[46] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=https%3A%2F%2Fwww.cell.com%2Fcell-host-microbe%2Ffulltext%2FS1931-3128%2820%2930401-7&rc=0
[20] https://www.agoravox.fr/auteur/dover63
[19] https://www.agoravox.fr/tribune-libre/article/covid-19-et-dexamethasone-un-scoop-225886
[6] https://www.agoravox.fr/tribune-libre/article/covid-19-le-tocilizumab-arrive-en-226042
[6] https://www.nejm.org/doi/full/10.1056/NEJMoa2021436?query=featured_coronavirus&cookieSet=1
[6] https://www.nejm.org/doi/full/10.1056/NEJMe2024638?query=featured_coronavirus&cookieSet=1
[6] https://www.recoverytrial.net/
[6] https://www.bbc.co.uk/news/health-52354520

Top URLs in Tweet in G5:
[247] https://www.bloomberg.com/opinion/articles/2020-07-22/british-response-to-covid-19-has-been-world-class?sref=2o0rZsF1&utm_source=twitter&utm_content=view&utm_campaign=socialflow-organic&utm_medium=social&cmpid%3D=socialflow-twitter-view
[11] https://www.spectator.co.uk/article/matt-hancock-is-wrong-dexamethasone-isn-t-a-coronavirus-breakthrough
[3] https://www.cidrap.umn.edu/news-perspective/2020/07/trial-data-support-dexamethasone-not-hydroxychloroquine-covid-19
[2] https://www.covid19treatmentguidelines.nih.gov/immune-based-therapy/immunomodulators/corticosteroids/
[2] https://www.deadlinedetroit.com/articles/25702/actually_the_hydroxychloroquine_study_by_detroit_s_henry_ford_health_may_have_been_flawed
[2] https://baltimore.cbslocal.com/2020/07/04/hydroxychloroquine-study-coronavirus-pandemic-latest-news/
[2] https://www.bbc.co.uk/news/health-53061281
[2] https://www.nejm.org/doi/full/10.1056/NEJMoa2021436?cookieSet=1
[2] https://www.who.int/news-room/detail/16-06-2020-who-welcomes-preliminary-results-about-dexamethasone-use-in-treating-critically-ill-covid-19-patients
[1] https://twitter.com/dallasirushing/status/1288136081926508544

Top URLs in Tweet in G6:
[43] https://www.roche.com/media/releases/med-cor-2020-07-29.htm
[18] http://www.chestnet.org/Guidelines-and-Resources/COVID-19/Clinical-Resources?utm_campaign=COVID-19&utm_content=135607747&utm_medium=social&utm_source=twitter&hss_channel=tw-34827666
[9] https://www.nejm.org/doi/10.1056/NEJMoa2021436
[7] https://www.nejm.org/doi/full/10.1056/NEJMoa2021436
[7] https://www.mpeurope.org/covid-19/covid-19-video-series/
[7] https://twitter.com/bart_lambrecht/status/1287292481432887301
[6] https://www.thelancet.com/journals/lanres/article/PIIS2213-2600(19)30417-5/fulltext#articleInformation
[5] https://twitter.com/CHESTCritCare/status/1286434415954944000
[5] https://www.nejm.org/doi/full/10.1056/NEJMoa2021436?query=featured_home&cookieSet=1
[5] https://www.nejm.org/doi/full/10.1056/NEJMe2025927

Top URLs in Tweet in G7:
[88] https://twitter.com/jama_current/status/1285892345502871559
[15] https://www.ema.europa.eu/en/news/ema-starts-review-dexamethasone-treating-adults-covid-19-requiring-respiratory-support
[7] https://twitter.com/charles_conrad/status/1287420906407628800
[6] https://theconversation.com/covid-19-contre-le-coronavirus-quelles-therapies-sont-encore-dans-la-course-143067?utm_medium=email&utm_campaign=La%20lettre%20de%20The%20Conversation%20France%20du%2023%20juillet%202020%20-%201684516252&utm_content=La%20lettre%20de%20The%20Conversation%20France%20du%2023%20juillet%202020%20-%201684516252+CID_72970f7929986c185c8d64a5df6878b3&utm_source=campaign_monitor_fr&utm_term=fait%20le%20point%20sur%20les%20principaux%20essais%20encore%20en%20cours%20et%20sur%20les%20rsultats%20dj%20obtenus
[2] https://www.medrxiv.org/content/10.1101/2020.06.22.20137273v1
[1] https://www.linternaute.com/actualite/guide-vie-quotidienne/2499145-dexamethasone-contre-le-covid-19-pourquoi-ce-medicament-suscite-tant-d-espoir/
[1] https://www.fda.gov/news-events/press-announcements/coronavirus-covid-19-update-daily-roundup-july-14-2020
[1] https://www.accessdata.fda.gov/scripts/drugshortages/dsp_ActiveIngredientDetails.cfm?AI=Dexamethasone%20Sodium%20Phosphate%20Injection&st=c
[1] https://www.bfmtv.com/sante/qu-est-ce-que-la-dexamethasone-ce-steroide-qui-semble-ameliorer-la-survie-face-au-covid-19_AN-202006160213.html
[1] https://www.europeanpharmaceuticalreview.com/news/124705/ema-initiates-review-of-dexamethasone-for-treating-covid-19/

Top URLs in Tweet in G8:
[4] https://www.thedailybeast.com/grim-optimistic-and-brutally-realistic-scenarios-for-americas-covid-19-future?source=twitter&via=desktop
[1] https://www.who.int/news-room/detail/16-06-2020-who-welcomes-preliminary-results-about-dexamethasone-use-in-treating-critically-ill-covid-19-patients
[1] https://www.bbc.com/news/health-52354520
[1] https://www.bbc.com/news/amp/world-52779309
[1] https://www.medscape.com/viewarticle/932659
[1] https://twitter.com/JohnAMcCloskey/status/1288085482052767745?s=19
[1] https://www.recoverytrial.net/news/statement-from-the-chief-investigators-of-the-randomised-evaluation-of-covid-19-therapy-recovery-trial-on-hydroxychloroquine-5-june-2020-no-clinical-benefit-from-use-of-hydroxychloroquine-in-hospitalised-patients-with-covid-19
[1] https://www.thejakartapost.com/news/2020/06/26/south-korea-backs-remdesivir-for-covid-19-urges-caution-with-dexamethasone.html

Top URLs in Tweet in G9:
[46] https://jamanetwork.com/journals/jama/fullarticle/2769100?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=073020#.XyLhqotU2sM.twitter
[19] https://jamanetwork.com/crawlprevention/governor?content=%2fjournals%2fjama%2ffullarticle%2f2769100%3futm_source%3dtwitter%26utm_campaign%3dcontent-shareicons%26utm_content%3darticle_engagement%26utm_medium%3dsocial%26utm_term%3d073020
[12] https://edhub.ama-assn.org/jn-learning/audio-player/18526495?utm_source=fbpage&utm_medium=social_jama&utm_term=3509697850&utm_campaign=article_alert&linkId=94472633&fbclid=IwAR1-D1bul9UI1qJGmJDSRh09EfwJNb7OPCH85roDopScTYcHK_n_lusEV9Q
[8] https://twitter.com/ABsteward/status/1284176116735934466
[8] https://twitter.com/ABsteward/status/1286805332832985090
[5] https://jamanetwork.com/journals/jama/fullarticle/2769100?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=073120#.XyQJR72dXOk.twitter
[5] https://jamanetwork.com/journals/jama/fullarticle/2769100?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=073120#.XyOnEoeM8_E.twitter
[4] https://jamanetwork.com/journals/jama/fullarticle/2769100?utm_source=twitter&utm_campaign=content-shareicons&utm_content=article_engagement&utm_medium=social&utm_term=073020#.XyLqYAdGXUd.twitter
[4] https://edhub.ama-assn.org/crawlprevention/governor?content=%2fjn-learning%2faudio-player%2f18526495
[3] https://twitter.com/ABsteward/status/1288854572807659521

Top URLs in Tweet in G10:
[6] https://tweetedtimes.com/Interasma?s=tnp
[6] https://www.nejm.org/doi/full/10.1056/NEJMoa2021436?query=TOC

Top Domains
Top Domains in Tweet in Entire Graph:
[440] twitter.com
[308] bloomberg.com
[243] nejm.org
[134] elsevierhealth.com
[130] nature.com
[104] jamanetwork.com
[78] webmd.com
[74] nih.gov
[64] medrxiv.org
[52] co.uk

Top Domains in Tweet in G1:
[31] twitter.com

Top Domains in Tweet in G2:
[40] nejm.org
[18] twitter.com
[5] sciencemag.org
[4] acpjournals.org
[3] theprint.in
[3] umn.edu
[3] recoverytrial.net
[2] lindaikejisblog.com
[2] bloomberg.com
[2] medicalnewstoday.com

Top Domains in Tweet in G3:
[58] twitter.com
[31] nejm.org
[17] infoapp.com
[15] nih.gov
[12] reuters.com
[9] medscape.com
[9] webmd.com
[7] drugs.com
[6] detik.com
[6] co.uk

Top Domains in Tweet in G4:
[120] elsevierhealth.com
[119] nature.com
[46] agoravox.fr
[17] nejm.org
[8] twitter.com
[6] recoverytrial.net
[6] co.uk
[6] cadth.ca
[5] jumpshare.com
[3] theepochtimes.com

Top Domains in Tweet in G5:
[249] bloomberg.com
[13] co.uk
[5] twitter.com
[3] umn.edu
[2] nih.gov
[2] deadlinedetroit.com
[2] cbslocal.com
[2] nejm.org
[2] ctvnews.ca
[2] youtube.com

Top Domains in Tweet in G6:
[43] roche.com
[35] nejm.org
[29] twitter.com
[18] chestnet.org
[7] mpeurope.org
[7] thelancet.com
[4] jwatch.org
[3] youtube.com
[3] pharmacist.com
[2] atsjournals.org

Top Domains in Tweet in G7:
[96] twitter.com
[15] europa.eu
[6] theconversation.com
[2] medrxiv.org
[2] fda.gov
[1] linternaute.com
[1] bfmtv.com
[1] europeanpharmaceuticalreview.com
[1] who.int
[1] recoverytrial.net

Top Domains in Tweet in G8:
[4] thedailybeast.com
[2] bbc.com
[1] who.int
[1] medscape.com
[1] twitter.com
[1] recoverytrial.net
[1] thejakartapost.com

Top Domains in Tweet in G9:
[88] jamanetwork.com
[23] twitter.com
[20] ama-assn.org
[3] frontiersin.org
[2] roche.com
[2] nejm.org
[1] nature.com
[1] elsevierhealth.com

Top Domains in Tweet in G10:
[6] tweetedtimes.com
[6] nejm.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[1039] covid19
[555] dexamethasone
[364] sarscov2
[216] remdesivir
[156] tocilizumab
[130] hydroxychloroquine
[123] recovery
[123] medtwitter
[122] recoverytrial
[88] covid19france



Top Hashtags in Tweet in G2:
[12] dexamethasone
[7] hydroxychloroquine
[5] covid19
[5] hcq
[5] azithromycin
[5] zinc
[5] zelenkoprotocol
[5] budesonide
[2] crimesagainsthumanity
[2] chinavirus

Top Hashtags in Tweet in G3:
[49] dexamethasone
[41] covid19
[13] covid
[11] hydroxychloroquine
[10] coronavirus
[9] remdesivir
[6] health
[6] research
[5] covid_19
[5] medicine

Top Hashtags in Tweet in G4:
[134] covid19
[125] sarscov2
[48] dexamethasone
[20] recoverytrial
[16] remdesivir
[7] rcts
[6] hcq
[5] covidー19
[5] sarsーcovー2
[4] tocilizumab

Top Hashtags in Tweet in G5:
[10] covid19
[10] dexamethasone
[6] remdesivir
[4] zinc
[4] brexit
[4] healing
[3] kayburley
[3] covid
[3] interferon
[3] vitamind

Top Hashtags in Tweet in G6:
[345] covid19
[209] sarscov2
[46] chestchat
[25] chestcritcare
[21] dexamethasone
[13] recovery
[7] ventilation
[7] mayorhealth
[7] research
[6] rsjc

Top Hashtags in Tweet in G7:
[96] hydroxychloroquine
[90] recovery
[88] covid19france
[88] discovery
[88] corimuno19
[88] masquesobligatoires
[27] covid19
[17] dexamethasone
[15] chmp
[2] dexaméthasone

Top Hashtags in Tweet in G8:
[3] covid19
[1] remdesivir
[1] dexamethasone
[1] hydroxychloroquine
[1] askreuters

Top Hashtags in Tweet in G9:
[81] recoverytrial
[49] covid19
[17] dexamethasone
[16] remdesivir
[12] podcast
[12] learning
[4] aspchat
[3] idtwitter
[3] critprn
[3] pharmicu

Top Hashtags in Tweet in G10:
[120] dexamethasone
[119] covid19
[119] tocilizumab
[114] remdesivir
[113] medtwitter
[6] covid
[1] itolizumab

Top Words
Top Words in Tweet in Entire Graph:
[6503] dexamethasone
[3468] covid
[2050] lt
[1673] patients
[1604] hcq
[1573] 19
[1416] work
[1310] remdesivir
[1165] countries
[1158] cases

Top Words in Tweet in G1:
[2008] lt
[1581] dexamethasone
[1578] covid
[1086] delayed
[1035] hcq
[1005] zinc
[1005] needed
[1004] home
[1004] management
[1004] 50

Top Words in Tweet in G2:
[264] dexamethasone
[107] hcq
[98] realdonaldtrump
[60] stella_immanuel
[59] remdesivir
[53] patients
[48] covid
[44] work
[43] works
[39] ingrahamangle

Top Words in Tweet in G3:
[430] dexamethasone
[189] covid
[166] 19
[105] patients
[60] treatment
[49] #dexamethasone
[47] steroid
[47] trial
[46] drug
[46] remdesivir

Top Words in Tweet in G4:
[359] dexamethasone
[242] drugs
[161] therapy
[134] #covid19
[131] more
[130] remdesivir
[128] interferon
[127] opposite
[126] impact
[125] #sarscov2

Top Words in Tweet in G5:
[352] dexamethasone
[313] first
[264] drug
[191] one
[188] patients
[172] covid
[167] steroid
[166] cheap
[163] trials
[161] death

Top Words in Tweet in G6:
[434] dexamethasone
[345] #covid19
[259] covid
[249] 19
[209] #sarscov2
[206] patients
[155] audio
[155] interview
[137] rct
[129] release

Top Words in Tweet in G7:
[265] merci
[122] dexamethasone
[96] #hydroxychloroquine
[90] #recovery
[90] reste
[89] moins
[89] antibiotiques
[88] #covid19france
[88] maintenant
[88] utilise

Top Words in Tweet in G8:
[63] dexamethasone
[23] hcq
[19] robbystarbuck
[17] remdesivir
[16] patients
[13] one
[11] study
[11] trump
[11] those
[10] much

Top Words in Tweet in G9:
[131] dexamethasone
[130] familiar
[130] less
[108] jama_current
[93] strongyloides
[93] hyperinfection
[91] risk
[81] #recoverytrial
[74] steroids
[68] clinicians

Top Words in Tweet in G10:
[238] pts
[232] therapy
[125] 19
[120] #dexamethasone
[119] #covid19
[119] treatment
[119] protocol
[119] 24
[119] 20
[119] updates

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1533] covid,19
[1038] hcq,zinc
[1035] dexamethasone,hcq
[1019] covid,ve
[1018] home,management
[1018] management,lt
[1018] lt,50
[1018] 50,old
[1018] old,covid
[1018] ve,folks

Top Word Pairs in Tweet in G1:
[1004] home,management
[1004] management,lt
[1004] lt,50
[1004] 50,old
[1004] old,covid
[1004] covid,ve
[1004] ve,folks
[1004] folks,developing
[1004] developing,countries
[1004] countries,take

Top Word Pairs in Tweet in G2:
[30] realdonaldtrump,dbongino
[27] proctermd,richardursomd
[27] dbongino,ingrahamangle
[26] stella_immanuel,proctermd
[26] richardursomd,realdonaldtrump
[24] remdesivir,dexamethasone
[18] dexamethasone,appears
[15] days,gt
[14] bucklynn123,swordthechemist
[14] swordthechemist,hendog451

Top Word Pairs in Tweet in G3:
[156] covid,19
[31] hospitalized,patients
[31] patients,covid
[29] preliminary,report
[28] 19,preliminary
[27] dexamethasone,hospitalized
[25] steroid,dexamethasone
[20] help,battle
[19] battle,covid
[18] report,nejm

Top Word Pairs in Tweet in G4:
[120] drugs,dexamethasone
[119] repurposed,drugs
[119] dexamethasone,remdesivir
[119] remdesivir,already
[119] already,having
[119] having,impact
[119] impact,against
[119] against,#sarscov2
[119] #sarscov2,nature
[119] nature,using

Top Word Pairs in Tweet in G5:
[160] covid,19
[156] first,played
[156] played,pivotal
[156] pivotal,role
[156] role,testing
[156] testing,cheap
[156] cheap,steroid
[156] steroid,known
[156] known,dexamethasone
[156] dexamethasone,first

Top Word Pairs in Tweet in G6:
[249] covid,19
[209] #covid19,#sarscov2
[155] audio,interview
[140] 19,#covid19
[122] dexamethasone,covid
[97] patients,covid
[93] interview,editors
[93] editors,discuss
[93] discuss,study
[93] study,dexamethasone

Top Word Pairs in Tweet in G7:
[89] dexamethasone,merci
[88] #covid19france,maintenant
[88] maintenant,utilise
[88] utilise,moins
[88] moins,antibiotiques
[88] antibiotiques,dexamethasone
[88] merci,#recovery
[88] #recovery,#hydroxychloroquine
[88] #hydroxychloroquine,merci
[88] merci,#discovery

Top Word Pairs in Tweet in G8:
[10] remdesivir,dexamethasone
[8] doing,much
[8] much,better
[8] better,hcq
[8] hcq,azithro
[8] azithro,problem
[8] problem,trump
[8] trump,isn
[8] isn,invested
[8] invested,those

Top Word Pairs in Tweet in G9:
[93] strongyloides,hyperinfection
[65] #recoverytrial,wide
[65] wide,steroids
[65] steroids,many
[65] many,clinicians
[65] clinicians,familiar
[65] familiar,adverse
[65] adverse,effects
[65] effects,associated
[65] associated,dexamethasone

Top Word Pairs in Tweet in G10:
[119] #covid19,treatment
[119] treatment,protocol
[119] protocol,24
[119] 24,20
[119] 20,updates
[119] updates,recommendation
[119] recommendation,#dexamethasone
[119] #dexamethasone,therapy
[119] therapy,pts
[119] pts,require

Top Replied-To
Top Replied-To in Entire Graph:
@tedcruz
@erictopol
@robbystarbuck
@alexmarlow
@jamestodaromd
@rkattermann1
@peterhorby
@drericding
@bopinion
@laurenyoung

Top Replied-To in G1:
@faheemyounus

Top Replied-To in G2:
@mcfunny
@sierrawhiskee
@ingrahamangle
@latenightsubz
@torreb1977
@danielcevall0s
@stella_immanuel
@elianabenador
@harperroze
@fogcitymidge

Top Replied-To in G3:

Top Replied-To in G4:
@erictopol
@peterhorby
@podeus69
@raoult_didier
@loulou2745
@martinlandray
@fifounet1
@toms82794181
@skathire
@histoiresecrete

Top Replied-To in G5:
@bopinion
@cnn
@iainmartin1
@trophy4toon
@evanakilgore
@quodliberavem
@warspit48495168
@nmckay958
@adybetambeau
@celliottability

Top Replied-To in G6:
@chestcritcare
@is_sikan
@kellycawcuttmd
@sccm
@respandsleepjc
@vincentrk
@crit_caring_md
@drlhodgson
@aproko_doctor

Top Replied-To in G7:
@dr_l_alexandre
@alpha_tauri_10
@yingyan09591940
@perezarturo3
@fougre12
@mathieumolimard
@lacombekarine1
@euuuuhh1
@divizio1

Top Replied-To in G8:
@robbystarbuck
@darrylrevok3
@cantabridge
@singoffpitch
@ewerickson
@bobthebulldole
@holdingon8
@wildandluminous
@somewhathopeful
@lizseeds0311

Top Replied-To in G9:
@accpcritprn
@absteward
@idstewardship
@asp_chat

Top Mentioned
Top Mentioned in Entire Graph:
@nature
@cellhostmicrobe
@realdonaldtrump
@scrippsresearch
@iaurariva
@jama_current
@nejm
@stella_immanuel
@uniofoxford
@ingrahamangle

Top Mentioned in G2:
@realdonaldtrump
@stella_immanuel
@dbongino
@ingrahamangle
@richardursomd
@proctermd
@drsimonegold
@jkellyca
@doritmi
@katlarue7

Top Mentioned in G3:
@pbeatingcancer
@unzipw

Top Mentioned in G4:
@nature
@scrippsresearch
@iaurariva
@cellhostmicrobe
@agoravox
@martinlandray
@raoult_didier
@nejm
@peterhorby
@oxford_ndph

Top Mentioned in G5:
@cnn
@foxnews
@cbsnews
@tylercowen
@skynews
@bbcnews
@gmb
@nytimes
@bopinion
@helensalmon2

Top Mentioned in G6:
@nejm
@chestcritcare
@nidaqadirmd
@kellycawcuttmd
@navithadev
@crit_caring_md
@gallodemoraesmd
@mohty_ebmt
@bcm_lung
@bcm_internalmed

Top Mentioned in G7:
@dgcostagliola
@fluidloading
@inserm
@fr_conversation
@rognologue
@lesbrosmarielle
@fabdelmontana
@mangan150
@deniswirtz
@proftimnoakes

Top Mentioned in G8:
@robbystarbuck
@msnbc
@us_fda
@jack
@realdonaldtrump
@donaldjtrumpjr
@twitter
@senatorboxer
@dccc
@yamiche

Top Mentioned in G9:
@jama_current
@jamanetwork
@jnlearning
@pajarobere
@ivette_pataki
@catiacilloniz
@chemachir
@luischug
@chichodisanto
@savan_ivana

Top Mentioned in G10:
@yaleimed

Top Tweeters
Top Tweeters in Entire Graph:
@yuuji_k1
@okezonenews
@detikcom
@jurylady5
@inabster
@jjauthor
@mharvey816
@inquirerdotnet
@madfall1213
@gambiste1

Top Tweeters in G1:
@monty_chadha
@shanmugam_18
@profsunnysingh
@waseemqadiri
@hashimabbasi16
@sinemetuvivere
@aparanjape
@rahulsharmacong
@bothrapawan53
@parwez1

Top Tweeters in G2:
@bbusa617
@ginou1010
@susancturlingt1
@nbcnews
@veritasever
@guardianaus
@johntrumpfankjv
@ace2blue
@_mamadeb
@doritmi

Top Tweeters in G3:
@andyvermaut
@realblack212
@saudi_pharma_07
@dd9000
@manx_maid
@waltb31
@otcdynamics
@onefinejay
@thanephilim
@kfs78

Top Tweeters in G4:
@inabster
@menabster
@altai_armande
@lizditz
@waweru
@deepvard
@kevinrns
@zebrafinch
@ghostofhypotia
@yvespdb

Top Tweeters in G5:
@thehill
@business
@huffpost
@elizabethtoni
@firetrench
@globeandmail
@turfline
@debsomewhere
@boris3324
@bbcnews

Top Tweeters in G6:
@n_e_t_s_i_q_s
@ngourd
@carrybeyond
@juanjo3800
@osakakyoto_0825
@intrepido221bx
@andymoz78
@caracola7mares
@monitor_ph
@treesb59abv

Top Tweeters in G7:
@costeslioneler
@afpfr
@europe1
@deycatherine1
@cd_land
@afp
@igorcarron
@fraslin
@latourygermain
@bonuscr

Top Tweeters in G8:
@jjauthor
@lvnancy
@msnbc
@stephenpomes
@yashar
@medianpolitics
@oann
@lbloveslife64
@kincaid323
@meetthepress

Top Tweeters in G9:
@__mjdr
@paulmiller1313
@chichodisanto
@m7m5ea
@sminaev2015
@doctuir
@carlachiguire
@voxindica
@pajarobere
@marcivirgo

Top Tweeters in G10:
@lepetittoc
@sorayacastroll
@aller_md
@pedroleko
@soclatalergia
@fundacionlibra
@interasma
@ariaguideline
@nancyvir
@rrarias