@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature, Twitter, 6/30/2017 10:07:58 AM, 111138


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@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature Twitter NodeXL SNA Map
@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature Twitter NodeXL SNA Map
From:
scotpublichealth
Uploaded on:
June 30, 2017
Short Description:
@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature via NodeXL http://bit.ly/2uqRj5o
@nature
@nejm
@bmj_latest

Description:
Description
The graph represents a network of 12,575 Twitter users whose recent tweets contained "@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature", 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, 30 June 2017 at 07:06 UTC.

The tweets in the network were tweeted over the 6-day, 14-hour, 37-minute period from Friday, 23 June 2017 at 15:30 UTC to Friday, 30 June 2017 at 06:08 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 : 12575
Unique Edges : 22608
Edges With Duplicates : 15793
Total Edges : 38401
Self-Loops : 467
Reciprocated Vertex Pair Ratio : 0.0199725043916597
Reciprocated Edge Ratio : 0.0391628290089483
Connected Components : 35
Single-Vertex Connected Components : 26
Maximum Vertices in a Connected Component : 12512
Maximum Edges in a Connected Component : 38345
Maximum Geodesic Distance (Diameter) : 10
Average Geodesic Distance : 3.402448
Graph Density : 0.000168918096321072
Modularity : 0.524553
NodeXL Version : 1.0.1.384

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[270] https://www.nature.com/news/three-years-to-safeguard-our-climate-1.22201
[247] http://www.nature.com/news/three-years-to-safeguard-our-climate-1.22201
[142] http://www.nejm.org/do/10.1056/NEJMdo005157/full/
[141] http://www.nejm.org/doi/full/10.1056/NEJMe1708506
[132] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2930575-5%2Ffulltext&rc=0&code=lancet-site
[116] http://www.nejm.org/doi/full/10.1056/NEJMp1707170
[113] http://www.nejm.org/doi/full/10.1056/NEJMoa1614362
[100] http://www.nejm.org/doi/full/10.1056/NEJMra1607547
[97] http://www.bmj.com/content/357/bmj.j3084
[88] http://www.nejm.org/doi/full/10.1056/NEJMoa1704559

Top URLs in Tweet in G1:
[265] https://www.nature.com/news/three-years-to-safeguard-our-climate-1.22201
[246] http://www.nature.com/news/three-years-to-safeguard-our-climate-1.22201
[80] https://www.nature.com/nature/journal/vaop/ncurrent/full/nature22989.html?sf91702082=1
[66] https://www.nature.com/nature/journal/vaop/ncurrent/full/nature22976.html?sf91702436=1#videos
[43] https://www.nature.com/nature/journal/vaop/ncurrent/full/nature22390.html?sf91038016=1#videos
[39] https://www.nature.com/naturejobs/science/articles/10.1038/nj7659-565a?WT.mc_id=TWT_NJOBS_1706_CREATIVEFOOTPRINT_PORTFOLIO
[33] http://www.nature.com/news/the-secrets-of-a-top-salary-in-science-1.22197?WT.mc_id=TWT_NA_1706_FHEDITORIALSALARYSCIENCE_PORTFOLIO
[31] http://recommended.springernature.com/recommended/?utm_source=NAtwitter&utm_campaign=recommended1&utm_medium=organic&utm_content=video
[28] http://www.nature.com/nature/journal/v546/n7659/full/546472a.html?WT.mc_id=TWT_NA_1706_FHBOOKSARTSBOTANYHOOKER_PORTFOLIO
[26] https://www.nature.com/uidfinder/10.1038/546593a

Top URLs in Tweet in G2:
[116] http://www.nejm.org/doi/full/10.1056/NEJMe1708506
[103] http://www.nejm.org/do/10.1056/NEJMdo005157/full/
[75] http://www.nejm.org/doi/full/10.1056/NEJMoa1614362
[64] http://www.nejm.org/doi/full/10.1056/NEJMra1607547
[63] http://www.nejm.org/doi/full/10.1056/NEJMoa1704559
[46] http://www.nejm.org/doi/full/10.1056/NEJMcibr1701388
[44] http://www.nejm.org/doi/full/10.1056/NEJMcp1611144
[42] http://www.nejm.org/doi/full/10.1056/NEJMe1706865
[41] http://www.nejm.org/doi/full/10.1056/NEJMoa1611925
[37] http://www.nejm.org/image-challenge

Top URLs in Tweet in G3:
[74] http://jamanetwork.com/journals/jama/fullarticle/2522693/?utm_source=TWITTER&utm_medium=social_jn&utm_term=949856613&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=39083606
[57] http://www.nejm.org/doi/full/10.1056/NEJMcibr1701388?cookieSet=1
[46] https://resident360.nejm.org/content_items/post-traumatic-stress-disorder
[40] http://jamanetwork.com/journals/jama/fullarticle/2633667?utm_source=TWITTER&utm_medium=social_jn&utm_term=949086330&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=39060633
[39] http://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2017.6648?utm_source=TWITTER&utm_medium=social_jn&utm_term=948139705&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=39028972
[36] http://jamanetwork.com/journals/jamacardiology/fullarticle/2633455?utm_source=TWITTER&utm_medium=social_jn&utm_term=949137568&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=39062310
[30] http://www.jwatch.org/fw113044/2017/06/29/low-dose-aspirin-beginning-early-pregnancy-helps-prevent
[27] http://jamanetwork.com/journals/jamadermatology/fullarticle/2632041?utm_source=TWITTER&utm_medium=social_jn&utm_term=954884051&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=39215569
[27] http://www.nejm.org/do/10.1056/NEJMdo005157/full/
[26] http://www.nejm.org/doi/full/10.1056/NEJMoa1614362

Top URLs in Tweet in G4:
[80] http://www.bmj.com/content/357/bmj.j3084
[54] http://www.bmj.com/content/357/bmj.j3114
[34] http://www.bmj.com/content/357/bmj.j2903
[22] http://www.bmj.com/content/357/bmj.j3087
[21] http://www.bmj.com/content/357/bmj.j3098
[21] http://blogs.bmj.com/bmj/2017/06/26/david-gilbert-lets-talk-about-death-breaking-the-taboos-that-surround-suicide/
[20] http://www.bmj.com/content/357/bmj.j3059
[15] http://www.nejm.org/doi/full/10.1056/NEJMra1612499?cookieSet=1
[13] http://www.bmj.com/content/357/bmj.j3137
[12] http://www.bmj.com/#poll-widget

Top URLs in Tweet in G5:
[119] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2930575-5%2Ffulltext&rc=0&code=lancet-site
[91] http://www.nejm.org/doi/full/10.1056/NEJMp1707170
[63] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2931592-1%2Ffulltext&rc=0&code=lancet-site
[22] http://www.thelancet.com/journals/lancet/article/PIIS0140-6736(17)31592-1/fulltext
[13] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2930885-1%2Ffulltext&rc=0&code=lancet-site
[11] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2931602-1%2Ffulltext&rc=0&code=lancet-site
[11] http://jamanetwork.com/journals/jama/article-abstract/2625050?amp%3butm_source=JAMALatestIssue&utm_campaign=27-06-2017
[10] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flanhiv%2Farticle%2FPIIS2352-3018%2817%2930114-5%2Ffulltext&rc=0&code=lancet-site
[10] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2931714-2%2Ffulltext&rc=0&code=lancet-site
[9] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2816%2932589-2%2Ffulltext&rc=0&code=lancet-site

Top URLs in Tweet in G6:
[36] http://annals.org/aim/article/2635326/relationship-health-insurance-mortality-lack-insurance-deadly
[17] http://annals.org/aim/article/2633848/impact-whole-genome-sequencing-primary-care-outcomes-healthy-adult-patients
[14] http://annals.org/aim/article/2620158/alternative-facts-have-place-science
[12] http://annals.org/aim/article/2635325/incorporating-whole-genome-sequencing-primary-care-falling-barriers-next-steps
[10] http://annals.org/aim/article/2633220/consort-statement-randomized-trials-nonpharmacologic-treatments-2017-update-consort-extension
[10] http://annals.org/aim/article/2633358/yoga-low-back-pain-fool-s-tool
[9] http://www.npr.org/sections/health-shots/2017/06/26/534338576/routine-dna-sequencing-may-be-helpful-and-not-as-scary-as-feared
[7] http://annals.org/article.aspx?articleid=2530857&utm_content=buffer43024&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[6] http://annals.org/aim/article/2629470/toward-patient-centered-hospital-design-what-can-airports-teach-us
[4] http://annals.org/aim/article/2622874/toward-optimal-control-hepatitis-c-virus-infection-persons-substance-use

Top URLs in Tweet in G7:
[3] http://news.bbc.co.uk/1/hi/health/7568948.stm
[2] https://twitter.com/cw4t7abs/status/879832248266231809
[2] http://www.bbc.co.uk/news/health-40402775
[2] http://www.nature.com/nature/journal/vaop/ncurrent/full/nature22967.html
[2] https://scienmag.com/researchers-find-new-mechanism-for-genome-regulation/
[1] https://twitter.com/i/web/status/880595991115771907
[1] https://twitter.com/i/web/status/878419540178345984
[1] https://twitter.com/i/web/status/878424657246003200
[1] https://twitter.com/i/web/status/879111012208738304
[1] https://twitter.com/i/web/status/879902498018004992

Top URLs in Tweet in G8:
[2] http://www.nature.com/nature/journal/v546/n7660/full/nature22784.html?utm_content=bufferfcdf5&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[2] http://www.nature.com/nature/journal/vaop/ncurrent/full/nature22993.html?utm_content=buffer828b1&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer#affil-auth
[2] http://www.nature.com/nature/journal/vaop/ncurrent/full/nature22969.html
[2] http://www.nature.com/nature/journal/vaop/ncurrent/full/nature22992.html
[2] http://www.nature.com/nature/journal/v546/n7659/full/nature22971.html
[2] https://twitter.com/i/web/status/880138694312808448
[2] http://blogs.nejm.org/now/index.php/new-clinical-decisions-article-management-septic-shock/2017/06/19/
[2] http://cardiogenetics-luebeck.de/news/gwas-symposium-2018/
[2] http://www.nature.com/nature/journal/vaop/ncurrent/full/nature22976.html?utm_content=bufferaeba2&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://www.nature.com/nature/journal/v546/n7659/full/nature22811.html?sf91700914=1

Top URLs in Tweet in G9:
[9] http://www.nature.com/news/success-of-gravity-wave-satellite-paves-way-for-three-craft-mission-1.22205
[1] https://twitter.com/i/web/status/880649551585177600
[1] https://www.youtube.com/watch?v=on38ZMRg1Lc&feature=youtu.be
[1] https://twitter.com/i/web/status/879951032482234368
[1] http://www.nature.com/news/how-quantum-trickery-can-scramble-cause-and-effect-1.22208
[1] https://twitter.com/i/web/status/879714180563128320
[1] https://twitter.com/i/web/status/880109057138343936
[1] https://twitter.com/i/web/status/879782687896031232
[1] https://twitter.com/i/web/status/879485234697261056
[1] https://twitter.com/i/web/status/879335938651848705

Top URLs in Tweet in G10:
[12] http://www.nejm.org/doi/full/10.1056/NEJMp1707170?cookieSet=1
[6] http://www.nejm.org/doi/full/10.1056/NEJMp1707170
[6] http://thesgem.com/2017/06/sgem182-platelet-transfusions-for-intracerebral-hemorrhage-patch-dont-do-it/
[4] http://thelimbic.com/endocrinology/canvas-studies-confirm-heart-benefits-seen-in-empa-reg/
[2] http://www.jwatch.org/fw113044/2017/06/29/low-dose-aspirin-beginning-early-pregnancy-helps-prevent
[1] https://twitter.com/i/web/status/880496775047630848
[1] http://blogs.nejm.org/now/index.php/new-clinical-decisions-article-management-septic-shock/2017/06/19/
[1] https://twitter.com/i/web/status/877744221440159745
[1] https://twitter.com/i/web/status/879855188818903040
[1] https://twitter.com/i/web/status/880316188571598848

Top Domains
Top Domains in Tweet in Entire Graph:
[2347] nejm.org
[1930] twitter.com
[1731] nature.com
[817] jamanetwork.com
[764] bmj.com
[387] elsevierhealth.com
[186] annals.org
[87] jwatch.org
[56] medicalxpress.com
[51] thelancet.com

Top Domains in Tweet in G1:
[1550] nature.com
[319] twitter.com
[55] medicalxpress.com
[50] phys.org
[31] springernature.com
[18] nejm.org
[16] doi.org
[15] conservation.org
[15] medx.cc
[14] net.au

Top Domains in Tweet in G2:
[1383] nejm.org
[297] twitter.com
[32] nature.com
[23] jwatch.org
[21] medstro.com
[13] healio.com
[10] bmj.com
[8] jamanetwork.com
[8] cvsection.org
[7] annals.org

Top Domains in Tweet in G3:
[746] jamanetwork.com
[580] nejm.org
[215] twitter.com
[182] bmj.com
[53] jwatch.org
[32] nature.com
[28] annals.org
[27] elsevierhealth.com
[17] jama.com
[17] medstro.com

Top Domains in Tweet in G4:
[527] bmj.com
[346] twitter.com
[97] nejm.org
[15] elsevierhealth.com
[12] jamanetwork.com
[10] evidence.it
[10] nature.com
[7] co.uk
[5] shareaholic.com
[5] ac.uk

Top Domains in Tweet in G5:
[337] elsevierhealth.com
[283] twitter.com
[184] nejm.org
[40] thelancet.com
[35] nature.com
[32] jamanetwork.com
[31] bmj.com
[16] sciencedirect.com
[11] nih.gov
[9] linkedin.com

Top Domains in Tweet in G6:
[142] annals.org
[66] twitter.com
[34] nejm.org
[10] jamanetwork.com
[9] npr.org
[6] jwatch.org
[5] bmj.com
[4] redaccionmedica.com
[3] practiceupdate.com
[2] libsyn.com

Top Domains in Tweet in G7:
[41] twitter.com
[7] nature.com
[6] co.uk
[2] scienmag.com
[1] intestinalcellnews.com
[1] yale.edu
[1] bbc.com

Top Domains in Tweet in G8:
[28] nature.com
[22] twitter.com
[8] nejm.org
[2] elsevierhealth.com
[2] cardiogenetics-luebeck.de
[1] medstro.com
[1] jamanetwork.com

Top Domains in Tweet in G9:
[13] twitter.com
[10] nature.com
[1] youtube.com
[1] quora.com

Top Domains in Tweet in G10:
[23] nejm.org
[15] twitter.com
[6] thesgem.com
[4] thelimbic.com
[3] bmj.com
[2] jwatch.org
[1] jamanetwork.com
[1] nature.com
[1] hindustantimes.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[318] 2020dontbelate
[206] arm17
[203] obesity
[202] researchhighlight
[164] airpollution
[141] globalhealth
[134] overweight
[125] publichealth
[123] climatechange
[121] g20



Top Hashtags in Tweet in G1:
[314] 2020dontbelate
[181] researchhighlight
[107] climatechange
[97] g20
[89] climate
[87] 3yearsleft
[41] ioc29
[30] rigorousdata
[24] antarctic
[21] evol2017

Top Hashtags in Tweet in G2:
[112] obesity
[99] airpollution
[75] overweight
[63] obgyn
[62] t2d
[53] ptsd
[32] eha22
[29] cardiology
[21] nejmforum
[21] ahca

Top Hashtags in Tweet in G3:
[115] arm17
[93] cancer
[69] obesity
[46] overweight
[45] publichealth
[43] diabetes
[42] medicaldevice
[40] bloodpressure
[39] cholesterol
[39] bmjopinion

Top Hashtags in Tweet in G4:
[88] arm17
[74] bmjopinion
[71] bmjresearch
[57] mentalhealth
[56] bmjresearchnews
[42] bmjpractice
[41] bmjresponse
[40] nhs
[36] publichealth
[30] hpv

Top Hashtags in Tweet in G5:
[118] getsetjulie
[107] globalhealth
[80] getset
[58] badscience
[55] myalgice
[51] pacetrial
[49] mecfs
[39] publichealth
[30] india
[27] me

Top Hashtags in Tweet in G6:
[32] trumpcare
[15] yoga
[14] medseq
[9] thrombocythemia
[8] alzheimers
[6] visualabstract
[6] bcra
[6] lancetusa
[4] hcv
[4] t2d

Top Hashtags in Tweet in G7:
[8] fires
[3] alexandertechnique
[3] breaking
[3] cmcdc
[2] empowermenthour
[2] health
[2] mecanismos
[2] regulación
[2] genómica
[2] biodiversité

Top Hashtags in Tweet in G8:
[23] singlecell
[23] repertoire
[10] antiviral
[6] inflammatoryboweldisease
[4] cancerstemcells
[3] lifespan
[3] debate
[3] specificity
[3] tetramerbinding
[2] specific

Top Hashtags in Tweet in G9:
[15] nature
[13] sunset
[4] this
[4] india
[2] like
[2] tweet
[2] naturelovers
[2] photo
[2] click
[2] photography

Top Hashtags in Tweet in G10:
[51] sepsis
[19] stroke
[17] global
[12] dassmacc
[6] globalhealth
[6] paperinapic
[2] strokemonth
[2] india
[2] preeclampsia
[2] bmjopinion

Top Words
Top Words in Tweet in Entire Graph:
[9367] Words in Sentiment List#1: Positive
[9531] Words in Sentiment List#2: Negative
[47] Words in Sentiment List#3: Angry/Violent
[295870] Non-categorized Words
[314768] Total Words
[6124] nejm
[4745] nature
[3330] bmj_latest
[2240] atul_gawande
[1980] jama_current

Top Words in Tweet in G1:
[4016] nature
[713] cfigueres
[658] climate
[458] years
[440] experts
[372] https
[334] safeguard
[320] new
[314] 2020dontbelate
[309] 3

Top Words in Tweet in G2:
[4448] nejm
[2173] atul_gawande
[1466] coverage
[915] care
[868] health
[777] studies
[730] access
[700] evidence
[679] found
[677] gt

Top Words in Tweet in G3:
[1721] jama_current
[939] nejm
[712] bmj_latest
[616] w
[399] health
[372] https
[260] article
[223] cancer
[219] new
[196] patients

Top Words in Tweet in G4:
[2191] bmj_latest
[415] https
[376] health
[250] thebma
[206] study
[173] patients
[171] trisha_the_doc
[150] nejm
[146] time
[146] life

Top Words in Tweet in G5:
[1727] thelancet
[248] editorial
[239] shame
[234] nejm
[228] health
[220] trial
[220] such
[210] australia's
[209] asylum
[209] seekers

Top Words in Tweet in G6:
[356] annalsofim
[75] new
[54] pnhp
[53] study
[44] sequencing
[44] health
[44] nejm
[44] erictopol
[41] genome
[40] healthy

Top Words in Tweet in G7:
[66] nature
[22] bmj_latest
[16] bbcworld
[14] data
[14] cnrs
[12] newscientist
[12] royalsociety
[12] apsphysics
[11] kamranabbasi
[9] nobelprize

Top Words in Tweet in G8:
[134] nature
[46] mmw_lmw
[32] fredhutch
[32] stjude
[29] specificity
[26] tcr
[26] antiviral
[26] rnase
[26] nucleases
[25] iii

Top Words in Tweet in G9:
[64] nature
[22] natgeo
[17] naturenews
[14] meteorwanda
[13] cyrilndegeya
[13] experts
[13] cld
[13] xplain
[13] sunset
[13] phenomena

Top Words in Tweet in G10:
[84] nejm
[58] sepsis
[54] resolution
[41] perspective
[39] priority
[38] global
[33] health
[31] georgeinstitute
[27] icuresearch
[21] flaviasepsis

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1880] atul_gawande,nejm
[680] access,care
[678] strong,evidence
[677] improved,access
[670] 40,studies
[668] nejm,upshot
[668] upshot,gt
[668] gt,40
[668] studies,2009
[668] 2009,found

Top Word Pairs in Tweet in G1:
[367] cfigueres,experts
[331] safeguard,climate
[259] 3,years
[241] years,safeguard
[188] nature,cfigueres
[172] today,cfigueres
[171] nature,recommended
[171] bend,emissions
[171] emissions,down
[171] down,2020

Top Word Pairs in Tweet in G2:
[1838] atul_gawande,nejm
[671] access,care
[669] strong,evidence
[668] improved,access
[661] 40,studies
[660] nejm,upshot
[660] upshot,gt
[660] gt,40
[660] studies,2009
[660] 2009,found

Top Word Pairs in Tweet in G3:
[167] cognitive,function
[165] mediterranean,diet
[165] improved,cognitive
[164] d,w
[164] w,improved
[163] older,population
[163] population,mediterranean
[163] diet,w
[163] w,olive
[163] olive,oil

Top Word Pairs in Tweet in G4:
[121] mental,health
[108] trisha_the_doc,bmj_latest
[93] study,finds
[83] mortality,rates
[82] life,expectancy
[81] eating,fish
[81] fish,regularly
[81] regularly,linked
[81] linked,reduced
[81] rheumatoid,arthritis

Top Word Pairs in Tweet in G5:
[209] asylum,seekers
[209] seekers,australia's
[209] australia's,shame
[197] editorial,thelancet
[192] thelancet,asylum
[192] shame,calling
[192] calling,end
[192] end,policies
[192] policies,exert
[192] exert,such

Top Word Pairs in Tweet in G6:
[41] genome,sequencing
[41] erictopol,annalsofim
[34] health,insurance
[33] back,pain
[32] whole,genome
[26] low,back
[26] pnhp,co
[26] co,founders
[26] founders,estimate
[26] estimate,human

Top Word Pairs in Tweet in G7:
[12] apsphysics,cnrs
[10] nature,bbcworld
[10] bmj_latest,nature
[10] nature,royalsociety
[9] bbcworld,sciencechannel
[9] sciencechannel,newscientist
[8] open,letter
[8] letter,ec
[8] ec,fires
[8] fires,nature

Top Word Pairs in Tweet in G8:
[32] stjude,nature
[25] rnase,iii
[25] iii,nucleases
[23] singlecell,cd8
[23] cd8,tcr
[23] tcr,repertoire
[23] repertoire,predicting
[23] predicting,epitope
[23] epitope,specificity
[23] specificity,bradley

Top Word Pairs in Tweet in G9:
[14] nature,natgeo
[14] natgeo,meteorwanda
[13] cyrilndegeya,nature
[13] nature,experts
[13] experts,cld
[13] cld,xplain
[13] xplain,sunset
[13] sunset,phenomena
[13] phenomena,spotted
[13] spotted,recently

Top Word Pairs in Tweet in G10:
[34] priority,resolution
[33] sepsis,global
[28] global,health
[28] health,priority
[23] perspective,nejm
[17] nice,perspective
[17] nejm,sepsis
[17] resolution,congratulations
[17] recognizing,sepsis
[16] sccmpresident,nice

Top Replied-To
Top Replied-To in Entire Graph:
@nejm
@atul_gawande
@nature
@thelancet
@bmj_latest
@trisha_the_doc
@jama_current
@jolpaj
@erictopol
@avik

Top Replied-To in G1:
@nature
@iyas_daghlas
@roelverhaak
@markcojuangco
@unfccc
@philipcball
@pablonegri
@nejm
@thelancet
@jmeesvliz

Top Replied-To in G2:
@atul_gawande
@nejm
@jolpaj
@avik
@trader_moe
@3rdlawblog
@miskrzys
@opinionsinflux
@indie_obgyn
@tomdevacct

Top Replied-To in G3:
@jama_current
@andrewmibrahim
@bmj_latest
@erictopol
@jodieemery
@ehljama
@trished
@pash22
@nejm
@coyneoftherealm

Top Replied-To in G4:
@trisha_the_doc
@bmj_latest
@mancunianmedic
@trentconsultant
@eye_polly
@shrink_at_large
@mgtmccartney
@doctorsanjay
@davidgilbert43
@mentalhealthcop

Top Replied-To in G5:
@thelancet
@_lucibee
@keithgeraghty
@fairmileheed
@pwgtennant
@david_colquhoun
@bmj_latest
@brianvastag
@digivictorian
@tomkindlon

Top Replied-To in G6:
@erictopol
@cputnam12290536
@therealwokebro
@robertcgreen
@stefankertesz
@hankgreelylsju
@richardlehman1
@pmdussault
@simon_rosenbaum
@annalsofim

Top Replied-To in G7:
@realdonaldtrump
@apsphysics
@alberteinstein
@nature
@kamranabbasi
@jeremycorbyn
@bbcnewsnight
@bmj_latest
@georgeboustras
@bbcworld

Top Replied-To in G8:
@nature
@obahcall
@franciscomarty_
@nythealth
@guardianscience
@cellhostmicrobe
@jeanetteerdmann
@jcbarret
@stevemunger
@dvh13

Top Replied-To in G9:
@cyrilndegeya
@natgeophotos
@seawildearth
@kellybkrause
@bbcspringwatch
@baddeepa
@nature
@naturein_focus

Top Replied-To in G10:
@icuresearch
@bob_edmonds09
@emo_daddy
@georgeinstitute

Top Mentioned
Top Mentioned in Entire Graph:
@nejm
@nature
@bmj_latest
@atul_gawande
@jama_current
@thelancet
@cfigueres
@annalsofim
@thebma
@who

Top Mentioned in G1:
@nature
@cfigueres
@unfccc
@rahmstorf
@broadinstitute
@conservationorg
@jrockstrom
@wriclimate
@medical_xpress
@nejm

Top Mentioned in G2:
@nejm
@atul_gawande
@avik
@kerpen
@nature
@bmj_latest
@obesitysociety
@carolforden
@tomlevenson
@jwatch

Top Mentioned in G3:
@jama_current
@nejm
@bmj_latest
@jdimick1
@andrewmibrahim
@erictopol
@thelancet
@nature
@us_fda
@annalsofim

Top Mentioned in G4:
@bmj_latest
@thebma
@nejm
@trisha_the_doc
@mgtmccartney
@will_s_t
@davidgilbert43
@abi_rimmer
@wendyburn
@rcpsych

Top Mentioned in G5:
@thelancet
@nejm
@croakeyblog
@bmj_latest
@who
@_lucibee
@keithgeraghty
@nature
@kentbuse
@jama_current

Top Mentioned in G6:
@annalsofim
@nejm
@jasonvassy
@robertcgreen
@erictopol
@pnhp
@awgaffney
@trumptracking
@thehill
@amjpublichealth

Top Mentioned in G7:
@nature
@bmj_latest
@bbcworld
@cnrs
@newscientist
@royalsociety
@nobelprize
@sciencechannel
@bbchealth
@kamranabbasi

Top Mentioned in G8:
@nature
@mmw_lmw
@fredhutch
@stjude
@obahcall
@virusninja
@cellhostmicrobe
@jcbarret
@dalygene
@lukejostins

Top Mentioned in G9:
@nature
@natgeo
@naturenews
@meteorwanda
@therwotdaily
@cyrilndegeya
@da
@dcastelvecchi
@esa_lpf
@lisacommunity

Top Mentioned in G10:
@nejm
@who
@georgeinstitute
@icuresearch
@flaviasepsis
@thelancet
@sccmpresident
@se
@worldsepsisday
@kirstychallen

Top Tweeters
Top Tweeters in Entire Graph:
@maggyw519
@arkangelscrap
@robre62
@qxnews
@mackaysuzie
@bingbing_cktail
@nilimajumder
@roomeezon
@frenchredfrog
@lindaleeking

Top Tweeters in G1:
@arkangelscrap
@robre62
@qxnews
@nilimajumder
@roomeezon
@frenchredfrog
@ginniasa
@dreamliner1980
@dancas2
@onahunttoday

Top Tweeters in G2:
@maggyw519
@lindaleeking
@farmfairycrafts
@yayayarndiva
@metaquest
@rcrockett
@manmet80
@hboulware
@tuiteramx
@natmmom

Top Tweeters in G3:
@bingbing_cktail
@inquirerdotnet
@paxnostrum
@annoula64
@pfanderson
@drginareghetti
@kimvie
@limeylizzie
@martelleintl
@vernapolitics

Top Tweeters in G4:
@s9tmt
@dr_shibley
@edinburghwatch
@sallyrmelb
@allchanges
@ketaminh
@sarahcoldheart
@nrgrenaissance
@galarole08
@nxtstop1

Top Tweeters in G5:
@mackaysuzie
@revolution_fr
@semanticearth
@roblwilson
@porridgeisgood
@bdnews24
@msmwatchdog2013
@interunfao
@rjstrikers
@813_ct

Top Tweeters in G6:
@utzaake
@thehill
@abby_retweet
@symphonymind
@cmarslett
@redaccionmedica
@cathcoste
@npr
@maelorin
@rjmadrid

Top Tweeters in G7:
@bbcnews
@bbcworld
@time
@defencepk
@scienmag
@dis_ppl_protest
@williamtheb
@nhsnazihunters
@sciam
@nasa

Top Tweeters in G8:
@gclugo
@omicsomicsblog
@nythealth
@jlwalker97
@guardianscience
@carvotta_wendy
@arielblocker
@fredhutch
@columbia
@stanford

Top Tweeters in G9:
@foxnews
@washingtonpost
@travelleisure
@rhys_needham
@bbcscotland
@seawildearth
@naturenews
@discovery
@canonusaimaging
@natgeo

Top Tweeters in G10:
@gladeolie
@iceman_ex
@maria_s_taborda
@bgiddu
@tbayedguy
@tricmc
@mhultstrom
@jacki_liddle
@nicktarazonamd
@kirstychallen