FAQ | Problem?

@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:
July 17, 2017
Short Description:
@jama_current OR @nejm OR @bmj_latest OR @thelancet OR @AnnalsofIM OR @Nature via NodeXL http://bit.ly/2vsY2MF
@nature
@bmj_latest
@nejm

Description:
Description
The graph represents a network of 12,972 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 Sunday, 16 July 2017 at 21:26 UTC.

The tweets in the network were tweeted over the 7-day, 2-hour, 28-minute period from Sunday, 09 July 2017 at 17:28 UTC to Sunday, 16 July 2017 at 19:57 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 : 12972
Unique Edges : 21521
Edges With Duplicates : 15305
Total Edges : 36826
Self-Loops : 508
Reciprocated Vertex Pair Ratio : 0.0234362372716987
Reciprocated Edge Ratio : 0.0457991156032849
Connected Components : 46
Single-Vertex Connected Components : 33
Maximum Vertices in a Connected Component : 12890
Maximum Edges in a Connected Component : 36755
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.386071
Graph Density : 0.000150529111490984
Modularity : 0.507036
NodeXL Version : 1.0.1.384

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[815] http://www.nature.com/articles/doi:10.1038/nature23017?sf96979006=1
[171] http://www.nature.com/articles/doi:10.1038/nature23018?sf96663680=1
[160] http://blogs.nature.com/naturejobs/2017/07/05/dear-dr-elena-how-outreach-kills-the-science-stereotype/?WT.mc_id=TWT_NJOBS_1707_SCISTEREOTYPE_PORTFOLIO
[135] http://recommended.springernature.com/recommended/?utm_source=NAtwitter&utm_campaign=recommended1&utm_medium=organic&utm_content=video
[134] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2931764-6%2Ffulltext&rc=0&code=lancet-site
[100] http://www.nejm.org/doi/full/10.1056/NEJMoa1615869
[97] http://www.nature.com/nature/journal/v543/n7647_supp/full/543S42a.html
[94] http://rdcu.be/t6xY?sf96978860=1
[93] http://www.bmj.com/content/358/bmj.j3223
[90] http://rdcu.be/ucls

Top URLs in Tweet in G1:
[785] http://www.nature.com/articles/doi:10.1038/nature23017?sf96979006=1
[147] http://blogs.nature.com/naturejobs/2017/07/05/dear-dr-elena-how-outreach-kills-the-science-stereotype/?WT.mc_id=TWT_NJOBS_1707_SCISTEREOTYPE_PORTFOLIO
[147] http://www.nature.com/articles/doi:10.1038/nature23018?sf96663680=1
[129] http://recommended.springernature.com/recommended/?utm_source=NAtwitter&utm_campaign=recommended1&utm_medium=organic&utm_content=video
[97] http://www.nature.com/nature/journal/v543/n7647_supp/full/543S42a.html
[88] http://rdcu.be/t6xY?sf96978860=1
[83] http://rdcu.be/ucls
[78] http://rdcu.be/uaul?sf97603544=1
[62] http://www.nature.com/news/single-cell-1.22223?WT.mc_id=TWT_NA_1707_NATSPSINGLECELL_PORTFOLIO
[50] http://www.nature.com/articles/doi:10.1038/nature23018?sf97304117=1

Top URLs in Tweet in G2:
[82] http://www.bmj.com/content/358/bmj.j3223
[67] http://www.bmj.com/content/357/bmj.j2047
[45] http://www.bmj.com/content/358/bmj.j3357
[31] http://ir.shareaholic.com/e?a=1&u=http://blogs.bmj.com/bmj/2017/07/05/tessa-richards-terms-of-engagement-for-patient-participation/%3Futm_campaign%3Dshareaholic%26utm_medium%3Dtwitter%26utm_source%3Dsocialnetwork&r=1
[22] http://blogs.bmj.com/bmj/2017/07/05/jonathan-glass-is-herd-thinking-in-medical-training-leading-us-astray/
[22] http://www.bmj.com/content/357/bmj.j2013?utm_content=buffer2d7ac&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[21] http://www.bmj.com/content/358/bmj.j3356
[20] http://www.bmj.com/content/358/bmj.j3208
[18] http://blogs.bmj.com/bmj/2017/07/14/kathleen-thomas-hospital-bombardment-the-new-weapon-of-war/
[17] http://www.bmj.com/content/358/bmj.j3064

Top URLs in Tweet in G3:
[79] http://www.nejm.org/doi/full/10.1056/NEJMoa1615869
[79] http://www.nejm.org/doi/full/10.1056/NEJMicm1702263
[63] http://www.nejm.org/doi/full/10.1056/NEJMra1603471
[59] http://www.nejm.org/doi/full/10.1056/NEJMra1510062
[59] http://www.nejm.org/doi/full/10.1056/NEJMp1707170
[54] http://www.nejm.org/doi/full/10.1056/NEJMcp1611144
[50] https://resident360.nejm.org/content_items/amyotrophic-lateral-sclerosis/
[44] http://www.nejm.org/doi/full/10.1056/NEJMoa1616569
[40] http://www.nejm.org/doi/full/10.1056/NEJMoa1615162
[40] https://res-4.cloudinary.com/medstro/video/upload/v1499873613/ko51ybyr2mt0xgo8cnn2.mp4

Top URLs in Tweet in G4:
[54] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2931860-3%2Ffulltext&rc=0&code=lancet-site
[34] https://ukmediawatch.org/2017/07/10/london-medical-journal-again-levels-false-accusations-against-israel/
[24] http://thelancet.com/journals/lancet/article/PIIS0140-6736(17)31860-3/fulltext
[18] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2931861-5%2Ffulltext&rc=0&code=lancet-site
[17] https://twitter.com/shedecidesgfi/status/881956307468779520
[17] http://stihivrio2017.com
[15] http://blogs.bmj.com/bmj/2017/07/10/richard-lehmans-journal-review-10-july-2017/
[13] http://blogs.bmj.com/bmj/2017/07/13/angela-coulter-the-global-reach-of-shared-decision-making/
[12] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2931859-7%2Ffulltext&rc=0&code=lancet-site
[12] http://www.bmj.com/content/358/bmj.j3044

Top URLs in Tweet in G5:
[122] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2931764-6%2Ffulltext&rc=0&code=lancet-site
[49] http://www.nature.com/nature/journal/vaop/ncurrent/full/nature23017.html
[40] http://www.nejm.org/doi/full/10.1056/NEJMoa1613502?query=featured_home&cookieSet=1
[40] https://phys.org/news419100473.html
[33] https://medicalxpress.com/news418907462.html
[28] http://annals.org/aim/article/2643434/sensitivity-analysis-observational-research-introducing-e-value
[20] https://medicalxpress.com/news418907811.html
[20] http://www.jwatch.org/fw113077/2017/07/11/safety-and-efficacy-dabigatran-reversal-agent-confirmed
[19] https://www.technologyreview.com/s/608268/scientists-used-crispr-to-put-a-gif-inside-living-dna/?set=608263
[18] http://annals.org/aim/article/2643435/coffee-drinking-mortality-10-european-countries-multinational-cohort-study

Top URLs in Tweet in G6:
[53] http://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2017.6466?utm_source=TWITTER&utm_medium=social_jn&utm_term=948187549&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=39031304
[28] http://jamanetwork.com/journals/jama/fullarticle/2643309?utm_source=TWITTER&utm_medium=social_jn&utm_term=975631761&utm_content=content_engagement|article_engagement&utm_campaign=press_release&linkId=39652711
[27] http://jamanetwork.com/journals/jamasurgery/fullarticle/2586340?utm_source=TWITTER&utm_medium=social_jn&utm_term=970944181&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=39563957
[21] http://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2017.7967?utm_source=TWITTER&utm_medium=social_jn&utm_term=975197739&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=39638775
[19] http://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2017.6698?utm_source=TWITTER&utm_medium=social_jn&utm_term=975197747&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=39638778
[17] http://traffic.libsyn.com/jamaclinicalreviews/Dual_Antiplatelet_Therapy__Balancing_Ischemic_and_Bleeding_Risk.mp3?dest-id=274040&utm_source=dlvr.it&utm_medium=twitter
[16] http://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2017.7845?utm_source=TWITTER&utm_medium=social_jn&utm_term=975197685&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=39638766
[16] http://jamanetwork.com/journals/jama/fullarticle/2635608?utm_source=TWITTER&utm_medium=social_jn&utm_term=970920836&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=39563439
[15] https://www.idstewardship.com/infectious-diseases-twitter-highlights-1st-week-july-2017/
[12] http://jamanetwork.com/journals/jama/fullarticle/10.1001/jama.2017.6315?utm_source=TWITTER&utm_medium=social_jn&utm_term=948187404&utm_content=content_engagement|article_engagement&utm_campaign=article_alert&linkId=39031291

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/886670696495054848
[1] https://twitter.com/i/web/status/884487059423072257
[1] https://twitter.com/i/web/status/884487593206972417
[1] https://twitter.com/i/web/status/884501425920909313
[1] https://twitter.com/i/web/status/884501920576090112
[1] https://twitter.com/i/web/status/884502210255740928
[1] https://twitter.com/i/web/status/884339885750013952
[1] https://twitter.com/i/web/status/884342077416460288
[1] https://twitter.com/i/web/status/884386906989101056
[1] https://twitter.com/i/web/status/884387613012103168

Top URLs in Tweet in G8:
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fpdfs%2Fjournals%2Flancet%2FPIIS0140-6736%2817%2931285-0.pdf&rc=0&code=lancet-site
[1] http://rdcu.be/uavp?sf97603037=1
[1] http://www.nature.com/nature/journal/vaop/ncurrent/full/nature23017.html
[1] https://twitter.com/i/web/status/886286012242165761
[1] https://twitter.com/i/web/status/885946344950697986
[1] https://twitter.com/i/web/status/885633171949182976
[1] https://twitter.com/i/web/status/885601925064007680
[1] https://twitter.com/i/web/status/885599960967860225
[1] https://twitter.com/i/web/status/885532175252246528
[1] https://twitter.com/i/web/status/885299341342253056

Top URLs in Tweet in G9:
[3] https://www.nytimes.com/2017/07/03/well/live/what-i-wish-id-known-about-my-knees.html
[1] https://www.youtube.com/watch?v=XHtdGJfVd2w&feature=youtu.be
[1] https://twitter.com/i/web/status/886292392659341314
[1] http://jamanetwork.com/journals/jama/article-abstract/2635632
[1] https://twitter.com/i/web/status/885798127671881728
[1] https://twitter.com/i/web/status/884816216975704065
[1] https://twitter.com/i/web/status/884815303116558336
[1] https://twitter.com/i/web/status/885264155804086272
[1] http://www.virology.ws
[1] https://twitter.com/ThePhySoc/status/885528753631358977

Top URLs in Tweet in G10:
[21] http://go.nature.com/nQo1MC
[4] https://www.nature.com/articles/nature20101.epdf?author_access_token=ImTXBI8aWbYxYQ51Plys8NRgN0jAjWel9jnR3ZoTv0MggmpDmwljGswxVdeocYSurJ3hxupzWuRNeGvvXnoO8o4jTJcnAyhGuZzXJ1GEaD-Z7E6X_a9R-xqJ9TfJWBqz&utm_content=buffer528b7&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer
[1] https://twitter.com/i/web/status/886337138559778817
[1] http://www.nature.com/nature/journal/vaop/ncurrent/full/nature20101.html
[1] http://rdcu.be/uck4
[1] http://recommended.springernature.com/recommended/?utm_source=NAtwitter&utm_campaign=recommended1&utm_medium=organic&utm_content=video
[1] https://secure.jbs.elsevierhealth.com/action/getSharedSiteSession?redirect=http%3A%2F%2Fwww.thelancet.com%2Fjournals%2Flancet%2Farticle%2FPIIS0140-6736%2817%2931764-6%2Ffulltext&rc=0&code=lancet-site
[1] https://twitter.com/i/web/status/884453903852601344
[1] https://twitter.com/i/web/status/884453475878412288
[1] https://twitter.com/i/web/status/884497864197537794

Top Domains
Top Domains in Tweet in Entire Graph:
[2319] nature.com
[2225] twitter.com
[1755] nejm.org
[822] bmj.com
[554] jamanetwork.com
[387] elsevierhealth.com
[360] rdcu.be
[163] medicalxpress.com
[153] annals.org
[135] springernature.com

Top Domains in Tweet in G1:
[2040] nature.com
[327] rdcu.be
[312] twitter.com
[129] springernature.com
[20] statnews.com
[15] nejm.org
[13] acs.org
[13] youtube.com
[8] fb.me
[7] revistageneticamedica.com

Top Domains in Tweet in G2:
[561] bmj.com
[454] twitter.com
[39] nejm.org
[37] shareaholic.com
[23] nature.com
[12] jamanetwork.com
[12] elsevierhealth.com
[10] abc.es
[6] theguardian.com
[6] doi.org

Top Domains in Tweet in G3:
[1397] nejm.org
[194] twitter.com
[52] jamanetwork.com
[42] cloudinary.com
[38] bmj.com
[35] nature.com
[22] healio.com
[18] elsevierhealth.com
[12] rdcu.be
[8] annals.org

Top Domains in Tweet in G4:
[334] twitter.com
[220] elsevierhealth.com
[176] bmj.com
[101] nejm.org
[72] thelancet.com
[34] ukmediawatch.org
[30] jamanetwork.com
[27] nature.com
[17] stihivrio2017.com
[13] elsevier.com

Top Domains in Tweet in G5:
[213] twitter.com
[160] medicalxpress.com
[131] elsevierhealth.com
[129] nature.com
[125] annals.org
[105] nejm.org
[74] phys.org
[48] jwatch.org
[21] jamanetwork.com
[20] technologyreview.com

Top Domains in Tweet in G6:
[435] jamanetwork.com
[96] twitter.com
[88] nejm.org
[27] libsyn.com
[20] nature.com
[18] bmj.com
[15] idstewardship.com
[14] annals.org
[13] jama.com
[9] jwatch.org

Top Domains in Tweet in G7:
[424] twitter.com
[5] bmj.com
[2] boardhost.com
[1] drscabies.com
[1] theguardian.com

Top Domains in Tweet in G8:
[17] twitter.com
[1] elsevierhealth.com
[1] rdcu.be
[1] nature.com

Top Domains in Tweet in G9:
[10] twitter.com
[3] nytimes.com
[2] bmj.com
[1] youtube.com
[1] jamanetwork.com
[1] virology.ws

Top Domains in Tweet in G10:
[26] nature.com
[7] twitter.com
[1] rdcu.be
[1] springernature.com
[1] elsevierhealth.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[374] researchhighlight
[263] bmjdebate
[218] sharedit
[178] coffee
[176] isth2017
[169] ai
[131] tamiflu
[106] universalhealthcoverage
[99] bmjopinion
[98] clinicaltrials



Top Hashtags in Tweet in G1:
[347] researchhighlight
[197] sharedit
[25] onthisday
[24] fossils
[23] crispr
[21] statistics
[20] dopamine
[18] singlecell
[17] tfh
[16] science

Top Hashtags in Tweet in G2:
[233] bmjdebate
[69] foamed
[59] charliegard
[48] bmjresearch
[39] nhs
[30] bmjnews
[27] tamiflu
[27] hepatitisb
[27] vaccination
[27] bmjopinion

Top Hashtags in Tweet in G3:
[132] isth2017
[73] sepsis
[70] clinicaltrials
[55] primarycare
[39] diabetes
[35] nejmcases
[33] nejmarchive
[32] meded
[30] cardiology
[27] diet

Top Hashtags in Tweet in G4:
[97] universalhealthcoverage
[93] tamiflu
[72] bmjopinion
[71] bmjeditorial
[70] uhc
[58] globalhealth
[44] nhs
[37] climatechange
[35] publichealth
[32] rct

Top Hashtags in Tweet in G5:
[157] coffee
[124] ai
[50] crispr
[40] toxicmercury
[40] tundra
[38] prostatecancer
[28] hiv
[25] isth2017
[21] pcsm
[18] researchhighlight

Top Hashtags in Tweet in G6:
[44] hipfracture
[43] sleepapnea
[39] ratlclinexam
[35] osteoporosis
[34] cvd
[30] qualstudy
[29] cancer
[29] tumor
[29] biomarkers
[27] frailty

Top Hashtags in Tweet in G7:
[4] bendthecurve
[3] newcontract
[2] patients
[2] juniordoctors
[2] conference
[2] exhibition
[1] uhc
[1] ukfdh
[1] scabies
[1] racism

Top Hashtags in Tweet in G8:
[4] mand
[4] turbat
[3] voles
[3] rivermonnow
[2] naturelovers
[2] photo
[1] ai
[1] sharedit
[1] crispr
[1] cheshire

Top Hashtags in Tweet in G9:
[9] pacetrial
[9] 𝙀𝙡𝙨𝙚𝙫𝙞𝙚𝙧
[3] bmj
[3] preventing
[3] unnecessary
[3] meniscus
[3] surgery
[2] mecfs
[1] menofhonor
[1] notamutation

Top Hashtags in Tweet in G10:
[22] ai
[2] dncpaper

Top Words
Top Words in Tweet in Entire Graph:
[7732] Words in Sentiment List#1: Positive
[8616] Words in Sentiment List#2: Negative
[48] Words in Sentiment List#3: Angry/Violent
[287360] Non-categorized Words
[303708] Total Words
[7006] nature
[4047] bmj_latest
[2983] nejm
[1896] https
[1781] thelancet

Top Words in Tweet in G1:
[5977] nature
[1017] crispr
[1014] bacteria
[1008] movie
[976] dna
[962] system
[899] using
[896] short
[870] encoded
[867] images

Top Words in Tweet in G2:
[2642] bmj_latest
[733] https
[497] system
[487] health
[272] patients
[268] healthcare
[248] level
[247] analysis
[239] despite
[239] s

Top Words in Tweet in G3:
[2314] nejm
[461] article
[289] clinical
[286] original
[253] perspective
[243] health
[214] study
[183] year
[179] https
[175] new

Top Words in Tweet in G4:
[1356] thelancet
[1042] bmj_latest
[358] https
[308] new
[242] health
[202] theelders
[172] tb
[164] brundtland
[163] nejm
[152] gro

Top Words in Tweet in G5:
[630] annalsofim
[488] nature
[425] erictopol
[310] coffee
[247] nejm
[230] thelancet
[217] new
[173] medicine
[149] study
[148] medical_xpress

Top Words in Tweet in G6:
[1088] jama_current
[237] risk
[226] https
[188] w
[172] new
[143] nejm
[126] more
[108] patients
[106] use
[97] patient

Top Words in Tweet in G7:
[282] amirhannan
[261] stuartberry1
[256] drumeshprabhu
[179] mayorofgm
[145] randomohso
[141] nusratmedicine
[136] ukfdh
[132] cancermum
[128] dharmeshp108
[126] griffglen

Top Words in Tweet in G8:
[50] nature
[20] naturenews
[17] natgeo
[14] bezdiario
[14] reuters
[14] nasa_es
[14] esa
[14] esa_es
[14] equo
[14] greenpeace_esp

Top Words in Tweet in G9:
[32] nature
[17] thelancet
[10] needs
[9] impact
[9] factor
[9] revision
[9] following
[9] continued
[9] support
[9] pacetrial

Top Words in Tweet in G10:
[29] nature
[23] ipfconline1
[23] computing
[23] using
[23] neural
[23] network
[23] dynamic
[23] external
[22] ai
[21] great

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[905] dna,bacteria
[902] short,movie
[902] movie,encoded
[902] using,crispr
[900] images,short
[900] encoded,dna
[900] crispr,system
[898] bacteria,using
[895] nature,images
[425] learn,more

Top Word Pairs in Tweet in G1:
[868] dna,bacteria
[866] short,movie
[866] movie,encoded
[866] using,crispr
[864] images,short
[864] encoded,dna
[864] crispr,system
[862] bacteria,using
[860] nature,images
[384] learn,more

Top Word Pairs in Tweet in G2:
[242] system,level
[149] bmj_latest,uk
[125] came,last
[125] developed,countries
[124] healthcare,system
[124] system,came
[124] last,analysis
[124] analysis,world
[124] world,s
[124] s,developed

Top Word Pairs in Tweet in G3:
[281] original,article
[262] nejm,original
[214] nejm,perspective
[146] quick,take
[146] nejm,clinical
[130] review,article
[125] clonal,hematopoiesis
[125] nejm,review
[113] amyotrophic,lateral
[113] lateral,sclerosis

Top Word Pairs in Tweet in G4:
[141] feminist,foreign
[122] new,thelancet
[112] foreign,aid
[106] political,commitment
[105] commitment,key
[97] key,universalhealthcoverage
[91] robbiepreece,gmacscotland
[91] gmacscotland,thelancet
[84] against,gonorrhoea
[81] gro,harlem

Top Word Pairs in Tweet in G5:
[125] artificial,intelligence
[125] latest,thelancet
[125] thelancet,digital
[125] digital,medicine
[123] intelligence,medical
[123] medical,diagnoses
[123] diagnoses,latest
[123] medicine,essay
[123] essay,ai
[122] erictopol,artificial

Top Word Pairs in Tweet in G6:
[84] jama_current,use
[75] associated,w
[75] w,reduced
[70] jama_current,jama
[54] reduced,risk
[53] jama,patient
[53] patient,page
[53] page,fecal
[53] fecal,microbiota
[53] microbiota,transplantation

Top Word Pairs in Tweet in G7:
[145] mayorofgm,randomohso
[134] randomohso,ukfdh
[124] nusratmedicine,dharmeshp108
[116] dharmeshp108,drsohailmunshi
[98] saiqa_naz,mayorofgm
[98] ukfdh,ingridbrindle
[88] drsohailmunshi,stuartberry1
[88] trevorclower,nusratmedicine
[83] drumeshprabhu,amirhannan
[78] stuartberry1,nicolestoutpt

Top Word Pairs in Tweet in G8:
[18] nature,naturenews
[14] bezdiario,reuters
[14] reuters,nasa_es
[14] nasa_es,esa
[14] esa,esa_es
[14] esa_es,equo
[14] equo,greenpeace_esp
[14] greenpeace_esp,ecologistas
[14] ecologistas,nature
[6] bbcearth,bbccountryfile

Top Word Pairs in Tweet in G9:
[9] thelancet,impact
[9] impact,factor
[9] factor,needs
[9] needs,revision
[9] revision,following
[9] following,continued
[9] continued,support
[9] support,pacetrial
[9] pacetrial,fiasco
[9] fiasco,reflects

Top Word Pairs in Tweet in G10:
[23] computing,using
[23] using,neural
[23] neural,network
[23] network,dynamic
[23] dynamic,external
[21] ai,great
[21] great,hybrid
[21] hybrid,computing
[21] external,memory
[21] memory,nature

Top Replied-To
Top Replied-To in Entire Graph:
@bmj_latest
@nature
@nejm
@amirhannan
@erictopol
@drumeshprabhu
@klauskblog
@louisebrady17
@thelancet
@secshulkin

Top Replied-To in G1:
@nature
@apsphysics
@kamiel79
@fedkukso
@reezyard
@parkermolloy
@terrierview
@stevemccvet
@skdh
@mwclimatesci

Top Replied-To in G2:
@bmj_latest
@mancunianmedic
@saraturle
@leahfhardy
@sally_crowe
@wmartin46
@deriopiko
@rheumpatient
@sean9n
@know_hg

Top Replied-To in G3:
@nejm
@nejmres360
@amitabhchandra2
@yfeyman
@prestonlewis8
@marcgoldwein
@ninastrohminger
@pacotraver
@irenemate
@psychoschmitt

Top Replied-To in G4:
@klauskblog
@thelancet
@bmj_latest
@entropy72
@gmbutts
@stuart180
@danpiddy
@mancunianmedic
@richardlehman1
@paimadhu

Top Replied-To in G5:
@erictopol
@secshulkin
@annalsofim
@doctor_sabrina
@pain_neura
@bwjones
@toates_19
@medical_xpress
@nejm
@physorg_com

Top Replied-To in G6:
@jama_current
@idstewardship
@erictopol
@nephrodby
@bmj_latest
@nejm
@elliotthaut
@jdimick1
@s_brimble
@thelancet

Top Replied-To in G7:
@amirhannan
@drumeshprabhu
@louisebrady17
@ocdtrudy
@griffglen
@cancermum
@saiqa_naz
@pmason00
@stuartberry1
@trevorclower

Top Replied-To in G8:
@bezdiario
@natgeo
@natures_voice
@leahtaglarini
@joedesigns_
@natureuk
@bbcearth
@happydaysphoto1
@tadiantogo
@imkrees

Top Replied-To in G9:
@nature
@tinarodwell1
@cateye0611
@nytimes
@mbvanelzakker
@openmedf
@keithgeraghty
@skeptinquiry
@thelancet
@execdirectoraps

Top Replied-To in G10:
@liswarren
@parthaskar
@tadorna
@nature
@broomowl

Top Mentioned
Top Mentioned in Entire Graph:
@nature
@bmj_latest
@nejm
@thelancet
@jama_current
@annalsofim
@erictopol
@who
@stuartberry1
@amirhannan

Top Mentioned in G1:
@nature
@parkermolloy
@fedkukso
@naturerevmicro
@siminevazire
@stanford
@naturegenet
@mit
@skdh
@darpa

Top Mentioned in G2:
@bmj_latest
@tessajlrichards
@mgtmccartney
@nejm
@ccpractitioner
@bmjpatiented
@nature
@mike_mitt
@mlmillenson
@phe_uk

Top Mentioned in G3:
@nejm
@jama_current
@nature
@bmj_latest
@nejmres360
@who
@commonwealthfnd
@amitabhchandra2
@thelancet
@c_garthwaite

Top Mentioned in G4:
@thelancet
@bmj_latest
@theelders
@who
@nejm
@gmacscotland
@thelancetinfdis
@drtedros
@robbiepreece
@paimadhu

Top Mentioned in G5:
@annalsofim
@nature
@erictopol
@nejm
@thelancet
@medical_xpress
@jama_current
@seth_shipman
@physorg_com
@bmj_latest

Top Mentioned in G6:
@jama_current
@nejm
@bmj_latest
@ehljama
@chriswatling3
@moniztracy1
@lingardlorelei
@aslavitt
@nature
@gailwilenskycom

Top Mentioned in G7:
@stuartberry1
@amirhannan
@drumeshprabhu
@mayorofgm
@randomohso
@nusratmedicine
@ukfdh
@dharmeshp108
@davidickinson
@drsohailmunshi

Top Mentioned in G8:
@nature
@naturenews
@natgeo
@reuters
@nasa_es
@esa
@esa_es
@equo
@greenpeace_esp
@ecologistas

Top Mentioned in G9:
@thelancet
@invest_in_me
@nytimes
@meactnetuk
@meassociation
@bmj_latest
@nature
@sonyachowdhury
@meawareness
@meadvocacy_org

Top Mentioned in G10:
@nature
@ipfconline1
@deepmindai
@type1wells
@footjeff
@t1pilot
@theteambg
@thegbdoc
@lydiasara19

Top Tweeters
Top Tweeters in Entire Graph:
@henrirouen
@arkangelscrap
@qxnews
@celebrainltd
@nilimajumder
@zerglinator
@roomeezon
@startuprealtime
@frenchredfrog
@revolution_fr

Top Tweeters in G1:
@henrirouen
@celebrainltd
@zerglinator
@startuprealtime
@frenchredfrog
@sainsburys
@millionsage
@machi_usagi
@n7irl
@troublesomegabe

Top Tweeters in G2:
@businessinsider
@ochreblue
@elementaryforce
@nxtstop1
@zeno001
@willshome
@lordbonkers
@lorelei3112
@rijin_nakamura
@jc2009usa

Top Tweeters in G3:
@revolution_fr
@sectest9
@pajaropolitico
@xiao_signo028
@firefly_fan
@ynhallak
@securitynews6
@latimes
@drpaulmorgan
@miles_wilma

Top Tweeters in G4:
@nilimajumder
@roomeezon
@s9tmt
@semanticearth
@aguila_j_m
@roblwilson
@dominiquevanpee
@elperiodico
@magarya
@coderedshell

Top Tweeters in G5:
@qxnews
@kulturbolschewi
@pvalsfr
@815wrldtrvlr
@waweru
@kellyclelland1
@cocopazzo
@gamiliell
@wsj
@hiroo

Top Tweeters in G6:
@michaelbarger1
@813_ct
@martelleintl
@sakaueto
@natricer
@lamhfada
@ap
@saludhealthinfo
@cmpnwtr
@kentbottles

Top Tweeters in G7:
@dailymirror
@huffpostuk
@b1e56df9ce6549f
@lalitapetila
@politicshome
@drumeshprabhu
@roylilley
@lbc
@shaunlintern
@doctorcaldwell

Top Tweeters in G8:
@reuters
@isa97
@nutmeg3isme
@bbcwales
@colorstv
@didyoutellwales
@sybalan
@rspca_official
@cheshirebuzz
@equo

Top Tweeters in G9:
@guardian
@nytimes
@chazzpm
@bengoldacre
@katrinfriberg
@newscientist
@felly500
@mejobest
@rudolfpoolman
@cath77777

Top Tweeters in G10:
@arkangelscrap
@gvalan
@broomowl
@zbesworld
@ipfconline1
@parthaskar
@ninjabetic1
@tapoaramakw
@motolin5
@bdsharmas