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#JPM2020_2020-01-13_11-25-50.xlsx (experimental version)
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From:
Connected Action NodeXL-Reports
Uploaded on:
January 13, 2020
Short Description:
#JPM2020 via NodeXL http://bit.ly/2tYY4Re
@jpmorgan
@bioweeksf
@startuphealth
@a16z
@danmunro
@alliancerm
@hitpol
@davidschull
@ryanlouie
@mikebiselli

Top hashtags:
#jpm2020
#jpm20
#digitalhealth
#healthcare
#biotech
#jpmweek
#biotechshowcase
#ai
#bioweeksf

Description:
Description
The graph represents a network of 2,624 Twitter users whose recent tweets contained "#JPM2020", 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 Monday, 13 January 2020 at 19:31 UTC.

The tweets in the network were tweeted over the 8-day, 2-hour, 33-minute period from Sunday, 05 January 2020 at 16:52 UTC to Monday, 13 January 2020 at 19:25 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 : 2624
Unique Edges : 4020
Edges With Duplicates : 1346
Total Edges : 5366
Number of Edge Types : 5
Retweet : 677
Mentions : 1502
MentionsInRetweet : 2187
Tweet : 847
Replies to : 153
Self-Loops : 859
Reciprocated Vertex Pair Ratio : 0.0275110303659486
Reciprocated Edge Ratio : 0.0535488759787825
Connected Components : 453
Single-Vertex Connected Components : 261
Maximum Vertices in a Connected Component : 1720
Maximum Edges in a Connected Component : 4320
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.567207
Graph Density : 0.000575205964125977
Modularity : 0.675941
NodeXL Version : 1.0.1.422
Data Import : The graph represents a network of 2,624 Twitter users whose recent tweets contained "#JPM2020", 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 Monday, 13 January 2020 at 19:31 UTC.

The tweets in the network were tweeted over the 8-day, 2-hour, 33-minute period from Sunday, 05 January 2020 at 16:52 UTC to Monday, 13 January 2020 at 19:25 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 : #JPM2020
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:
[38] https://issuu.com/big3bio/docs/on-your-mark-2020
[25] https://jpmorgan.metameetings.net/events/hc20/general_signin
[25] https://a16z.com/2020/01/11/16-bio-myths-misconceptions/
[13] https://plnk.to/beinspired
[12] https://www.jpmorgan.com/global/healthcare-conference
[11] https://www.startuphealth.com/
[11] https://www.eqrx.com/press-release/eqrx-launches-to-create-innovative-medicines-at-dramatically-lower-prices-for-people-healthcare-systems-and-society/
[11] https://www.liftstream.com/blog/11-lessons-from-delivering-leadership-diversity/#.Xhx6ZS-ny-o
[8] https://www.ey.com/firepower
[7] https://alliancerm.org/arm-event/sotibriefing/

Top URLs in Tweet in G1:
[11] https://www.liftstream.com/blog/11-lessons-from-delivering-leadership-diversity/#.Xhx6ZS-ny-o
[6] https://quara-inc.reportablenews.com/pr/we-ve-been-battling-bacteria-almost-since-the-beginning-of-time-superbugs-have-arrived-and-the-strategy-needs-to-change
[2] https://pages.pharmaintelligence.informa.com/jpmorgan-healthcare-conference-sign-up?src=social&utm_content=Event&account_type=TWITTER&account_name=PharmaScrip&utm_campaign=PI_JP+Morgan+Healthcare+Conference+2020&utm_source=twitter&utm_medium=social&linkId=80286377
[2] https://pages.pharmaintelligence.informa.com/jpmorgan-healthcare-conference-sign-up?src=social&utm_content=Event&account_type=TWITTER&account_name=PharmaScrip&utm_campaign=PI_JP+Morgan+Healthcare+Conference+2020&utm_source=twitter&utm_medium=social&linkId=80145723
[2] https://www.jpmorgan.com/global/healthcare-conference
[2] https://www.bain.com/insights/events/jp-morgan-healthcare-conference/?utm_source=twitter&utm_medium=social_paid&utm_content=3027419357&linkId=80409432
[2] https://jpmorgan.metameetings.net/events/hc20/general_signin
[2] https://www.linkedin.com/slink?code=eM9fGxu
[2] https://treadwelltx.wpengine.com/wp-content/uploads/2020/01/TIO-Bio-Treadwell-PR-1.12.2020-SIR.docx.pdf
[1] https://medium.com/@smerahn/moonshot-you-keep-using-that-word-i-do-not-think-it-means-what-you-think-it-means-b3f8a8995d86?source=friends_link&sk=7e89eb1652f34e080dd77a532beab2b5

Top URLs in Tweet in G2:
[9] https://plnk.to/beinspired
[7] https://www.startuphealth.com/
[7] https://www.docsf.health/home
[2] https://www.docsf.health/page/1408556/register?promo=SUH15
[2] https://www.eventbrite.com/e/jpm-2020-global-digital-health-reception-tickets-82944432029?aff=Savonix
[2] https://www.bizjournals.com/sanfrancisco/news/2020/01/08/jaded-by-jpm-week-startup-health-festival.html
[2] https://medcitynews.com/2020/01/pear-therapeutics-unveils-several-new-licensing-deals/
[2] https://healthblawg.com/2019/02/matthew-holt-flipping.html?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://healthblawg.com/2019/06/transparency-executive-order.html?utm_source=twitter&utm_medium=social&utm_campaign=ReviveOldPost
[2] https://www.nortonrosefulbright.com/en-us/knowledge/events/4c2dfa4e/creative-cocktails-and-lively-conversation-during-the-jp-morgan-healthcare-conference

Top URLs in Tweet in G3:
[7] https://www.jpmorgan.com/global/healthcare-conference
[5] https://www.cortechslabs.com/event-list/
[2] https://twitter.com/ecucsf/status/1216782880367472642
[2] https://twitter.com/jpmorgan/status/1216766969233465345
[2] http://ir.zynerba.com/investor-contacts
[2] https://twitter.com/nanobiotix/status/1214675688197885952
[2] https://www.alzforum.org/news/conference-coverage/ctad-early-failures-and-hints-success-small-trials
[2] https://www.genomesmart.com/get-in-touch
[2] https://twitter.com/alerje/status/1214945933424840710
[2] https://www.sidley.com/en/insights/events/2020/recharge-recaffeinate-1-2020

Top URLs in Tweet in G4:
[23] https://a16z.com/2020/01/11/16-bio-myths-misconceptions/
[7] https://a16z.com/2020/01/08/komodo-health/?utm_medium=social&utm_source=twitter&utm_campaign=jpm&utm_content=a16zquote
[4] https://agenusbio.com/wp-content/uploads/2020/01/NL-200107-2019-year-in-review-v.2.pdf
[2] https://a16z.simplecast.com/episodes/pharma-trends-innovation
[2] https://a16z.com/2020/01/09/a16z-guide-science-becomes-engineering/
[2] https://twitter.com/KomodoHealth/status/1215764072265682944
[1] https://jpmorgan.metameetings.net/events/hc20/sessions/29835-novartis/webcast
[1] https://medium.com/the-ai-lab/artificial-intelligence-in-drug-discovery-is-overhyped-examples-from-astrazeneca-harvard-315d69a7f863
[1] https://twitter.com/ScottGottliebMD/status/1216447337616162821
[1] https://blogs.oracle.com/uki/how-academics-are-using-the-oracle-cloud-innovation-accelerator-to-tackle-nicotine-addiction/?source=:so:tw:or:awr:ocl:University_Bristol_OCI&SC=:so:tw:or:awr:ocl:University_Bristol_OCI&pcode=

Top URLs in Tweet in G5:
[8] https://www.ey.com/firepower
[5] http://www.ey.com/firepower
[5] https://wxpress.wuxiapptec.com/wuxi-global-forum-2020/?utm_source=tw&utm_medium=soc&utm_campaign=wxat19&utm_content=event
[2] https://www.jpmorgan.com/global/healthcare-conference
[2] http://www.bayer.com/en/media.aspx
[1] https://twitter.com/biocentury/status/1216774439616110593
[1] https://www.bloomberg.com/news/articles/2020-01-13/health-s-1-trillion-war-chest-to-drive-2020-deal-boom-ey-says
[1] https://www.linkedin.com/pulse/whats-ahead-life-sciences-ma-2020-peter-behner
[1] https://www.ey.com/en_gl/news/2020/01/all-time-m-a-record-for-life-sciences-in-2019-as-companies-incre
[1] https://www.ey.com/firpower

Top URLs in Tweet in G6:
[3] https://www.statnews.com/signup/
[3] https://www.statnews.com/2020/01/09/jp-morgan-conference-20-years-look-back/
[3] https://lavoiehealthscience.com/lhs-thought-leadership-jpm-panel-audio-recording/
[2] https://plnk.to/beinspired
[2] https://www.forbes.com/sites/danmunro/2017/07/04/single-payer-healthcare-isnt-necessary-but-single-pricing-is/#82f26d2e0e3d
[2] https://www.statnews.com/2020/01/12/venture-capitalist-alexis-borisy-bring-down-drug-prices/
[2] https://timmermanreport.com/2020/01/three-lessons-for-business-ahead-of-jpm-from-the-kilimanjaro-climb-to-fight-cancer/
[2] https://twitter.com/nickdawson/status/1216542939817500673
[1] https://twitter.com/jhoronjeff/status/1216751719717072899
[1] https://www.forbes.com/sites/danmunro/2018/06/21/10-reasons-why-employers-and-new-ventures-wont-disrupt-u-s-healthcare/#5b0ca5241011

Top URLs in Tweet in G7:
[16] https://issuu.com/big3bio/docs/on-your-mark-2020
[5] https://www.fiercebiotech.com/biotech/no-sleep-exiled-mattresses-cleared-bank-accounts-getting-deals-done-at-jpm
[5] https://www.arvinas.com/
[3] https://macbiocom.com/jpmguide
[3] http://www.crushlifesciences.com/
[2] https://pages.questexweb.com/FierceBiotech-2020-JPMorgan.html.html
[2] https://ihaque.org/posts/2020/01/13/ai-drug-discovery-glossary-2020/
[2] https://globalgenes.org/event/rare-in-the-square/
[2] https://www.crushlifesciences.com/leadership-meeting
[2] https://twitter.com/macbiocom/status/1215077734419968000

Top URLs in Tweet in G8:
[1] https://twitter.com/GraceCordovano/status/1216781036530565120
[1] https://www.linkedin.com/pulse/beware-false-prophets-healthcare-value-howard-green-md
[1] https://www.startuphealth.com/
[1] https://www.p4ml.com/
[1] https://www.evertice.com/
[1] https://hbr.org/2019/10/the-trillion-dollar-opportunity-in-supporting-female-entrepreneurs
[1] https://www.top50indigitalhealth.com/
[1] https://twitter.com/jillangelo/status/1216720976425041920
[1] https://www.cnbc.com/2020/01/12/biotech-veterans-and-critics-found-new-company-to-undercut-drug-prices.html
[1] https://twitter.com/120over80mktg/status/1215749302145949699

Top URLs in Tweet in G9:
[21] https://jpmorgan.metameetings.net/events/hc20/general_signin
[4] http://r.socialstudio.radian6.com/61091bd4-fd39-4e5e-ae16-de6dea74ae81
[2] https://www.roche.com/media/releases/med-cor-2020-01-13.htm
[2] https://twitter.com/DrPatSoonShiong/status/1214623284718780416
[2] https://www.centerforbiosimilars.com/news/novo-nordisk-launches-authorized-generic-insulins-gets-fda-approval-for-fastacting-insulin-in-pediatric-population
[1] https://www.illumina.com/company/news-center/press-releases/press-release-details.html?newsid=e50aaf5d-31d4-4a16-920b-4b65dc479d3f
[1] https://www.roche.com/partnering/about_partnering_at_roche.htm#who_we_are
[1] https://www.roche.com/partnering/external-innovation-james-sabry.htm
[1] https://www.investorvillage.com/smbd.asp?mb=4235&mn=1435&pt=msg&mid=20170066
[1] https://www.bms.com/assets/bms/us/en-us/pdf/investor-info/BMY-Letter-to-Shareholders-Legends.pdf?linkId=80560817

Top URLs in Tweet in G10:
[7] https://alliancerm.org/arm-event/sotibriefing/
[2] https://alliancerm.org/publications-presentations
[2] https://alliancerm.us1.list-manage.com/subscribe?u=6595d54836abf8cf1e68066f8&id=a9592c5111
[2] http://alliancerm.org/wp-content/uploads/2020/01/State-of-the-Industry-FINAL.pdf
[2] https://www.vectura.com/news-and-media/vectura-news/pre-close-trading-update-confirms-2019-trading-line-expectations
[2] https://www.vectura.com/investors/presentations-and-webcasts
[1] https://issuu.com/big3bio/docs/on-your-mark-2020
[1] https://alliancerm.org/anticipated-clinical-data-events/
[1] https://login.mailchimp.com/?referrer=/campaigns/show%3Fid%3D2758477
[1] https://investor.precisionbiosciences.com/news-releases/news-release-details/precision-biosciences-announces-fda-acceptance-ind-pbcar269a

Top Domains
Top Domains in Tweet in Entire Graph:
[191] twitter.com
[49] dy.si
[49] linkedin.com
[38] issuu.com
[36] healthblawg.com
[35] a16z.com
[26] metameetings.net
[17] ey.com
[17] informa.com
[16] medium.com

Top Domains in Tweet in G1:
[22] twitter.com
[20] linkedin.com
[11] liftstream.com
[9] dy.si
[8] informa.com
[7] reportablenews.com
[3] jpmorgan.com
[2] galengrowth.com
[2] informaconnect.com
[2] bain.com

Top Domains in Tweet in G2:
[30] healthblawg.com
[22] twitter.com
[10] docsf.health
[9] plnk.to
[8] startuphealth.com
[5] bizjournals.com
[3] conversahealth.com
[2] eventbrite.com
[2] medcitynews.com
[2] nortonrosefulbright.com

Top Domains in Tweet in G3:
[20] twitter.com
[8] jpmorgan.com
[5] cortechslabs.com
[4] gov.uk
[3] linkedin.com
[3] sidley.com
[2] zynerba.com
[2] yahoo.com
[2] alzforum.org
[2] genomesmart.com

Top Domains in Tweet in G4:
[32] a16z.com
[6] twitter.com
[4] agenusbio.com
[2] simplecast.com
[2] medium.com
[1] metameetings.net
[1] oracle.com
[1] eqrx.com
[1] statnews.com
[1] nostalab.com

Top Domains in Tweet in G5:
[15] ey.com
[10] twitter.com
[9] informa.com
[6] wuxiapptec.com
[3] jpmorgan.com
[3] bayer.com
[3] biocentury.com
[1] bloomberg.com
[1] linkedin.com
[1] microsoftcrmportals.com

Top Domains in Tweet in G6:
[13] twitter.com
[10] statnews.com
[4] forbes.com
[3] lavoiehealthscience.com
[2] plnk.to
[2] timmermanreport.com
[2] medium.com
[1] fool.com
[1] bizj.us
[1] youtube.com

Top Domains in Tweet in G7:
[16] issuu.com
[8] twitter.com
[5] fiercebiotech.com
[5] macbiocom.com
[5] crushlifesciences.com
[5] arvinas.com
[3] informaconnect.com
[3] eventbrite.com
[2] questexweb.com
[2] ihaque.org

Top Domains in Tweet in G8:
[5] twitter.com
[2] linkedin.com
[1] startuphealth.com
[1] p4ml.com
[1] evertice.com
[1] hbr.org
[1] top50indigitalhealth.com
[1] cnbc.com
[1] plnk.to
[1] optt.ca

Top Domains in Tweet in G9:
[21] metameetings.net
[7] twitter.com
[4] roche.com
[4] radian6.com
[2] centerforbiosimilars.com
[1] illumina.com
[1] investorvillage.com
[1] bms.com
[1] nytimes.com
[1] editasmedicine.com

Top Domains in Tweet in G10:
[12] alliancerm.org
[4] vectura.com
[3] adaptimmune.com
[3] twitter.com
[2] list-manage.com
[1] issuu.com
[1] mailchimp.com
[1] precisionbiosciences.com
[1] globenewswire.com
[1] finnpartners.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2241] jpm2020
[708] jpm20
[200] digitalhealth
[192] healthcare
[111] biotech
[98] jpmweek
[90] biotechshowcase
[90] ai
[81] bioweeksf
[77] startuphealth



Top Hashtags in Tweet in G1:
[317] jpm2020
[61] jpm20
[21] healthcare
[18] biotech
[14] biotechshowcase
[14] jpm
[10] sanfrancisco
[9] digitalhealth
[9] ai
[9] jpmorgan2020

Top Hashtags in Tweet in G2:
[237] jpm2020
[106] digitalhealth
[81] jpm20
[50] startuphealth
[41] hcldr
[33] healthcare
[31] innovation
[30] healthpopup
[30] hitsm
[23] pinksocks

Top Hashtags in Tweet in G3:
[181] jpm2020
[50] jpm20
[49] healthcare
[15] jpmhc20
[10] biotech
[9] ai
[8] sanfrancisco
[8] rareinthesquare
[6] pharma
[6] raredisease

Top Hashtags in Tweet in G4:
[60] jpm2020
[43] jpm20
[15] science
[15] engineering
[15] a16z
[9] ces2020
[8] healthtech
[6] digitalhealth
[6] pharma
[5] accessibility

Top Hashtags in Tweet in G5:
[125] jpm2020
[82] jpm20
[41] news
[34] bayer
[23] women
[23] pcos
[23] treatment
[20] collaboration
[20] eastwestceo
[17] ai

Top Hashtags in Tweet in G6:
[84] jpm2020
[25] jpm20
[6] innovation
[5] podcast
[5] lscimpact
[5] womenshealth
[5] vc
[3] hcldr
[3] brca
[3] biotech

Top Hashtags in Tweet in G7:
[129] jpm2020
[51] jpm20
[20] bioweeksf
[18] jpmweek
[13] biotechshowcase
[13] sanfrancisco
[10] ai
[7] 2020rits
[6] svb
[6] genetherapy

Top Hashtags in Tweet in G8:
[64] jpm2020
[30] jpm20
[23] digitalhealth
[21] physician
[21] burnout
[11] pinksocks
[10] igs2020
[9] gifting
[9] newyear
[9] newdecade

Top Hashtags in Tweet in G9:
[107] jpm2020
[45] jpm20
[9] healthcare
[8] partnering
[8] biotechshowcase
[7] patients
[6] celltherapy
[5] partnerships
[4] insulin
[4] nash

Top Hashtags in Tweet in G10:
[59] jpm2020
[35] jpm20
[29] celltherapy
[27] jpmweek
[27] genetherapy
[20] soti20
[19] bioweeksf
[19] cancer
[16] biotechshowcase
[11] bfchealthcare

Top Words
Top Words in Tweet in Entire Graph:
[2837] Words in Sentiment List#1: Positive
[846] Words in Sentiment List#2: Negative
[2] Words in Sentiment List#3: Angry/Violent
[87766] Non-categorized Words
[91450] Total Words
[3286] #jpm2020
[1061] #jpm20
[579] healthcare
[533] week
[435] conference

Top Words in Tweet in G1:
[317] #jpm2020
[77] week
[61] #jpm20
[50] san
[47] francisco
[45] next
[45] conference
[35] forward
[34] looking
[34] morgan

Top Words in Tweet in G2:
[396] #jpm2020
[144] #digitalhealth
[117] #jpm20
[76] festival
[73] #healthcare
[70] health
[67] startuphealth
[66] #startuphealth
[54] gt
[53] 12

Top Words in Tweet in G3:
[252] #jpm2020
[171] jpmorgan
[146] healthcare
[145] conference
[94] san
[87] #jpm20
[86] francisco
[66] week
[56] #healthcare
[56] annual

Top Words in Tweet in G4:
[179] #jpm2020
[95] a16z
[89] bio
[87] tools
[85] becoming
[85] complete
[85] guide
[85] understand
[85] massive
[85] trend

Top Words in Tweet in G5:
[237] #jpm2020
[111] #jpm20
[83] #collaboratetocure
[50] bayer
[41] #bayer
[41] #news
[39] mddbacker
[37] more
[35] options
[34] leadingbiotech

Top Words in Tweet in G6:
[118] #jpm2020
[38] #jpm20
[19] food
[18] week
[16] jhoronjeff
[15] 2020
[15] statnews
[15] healthcare
[13] leftover
[12] event

Top Words in Tweet in G7:
[176] #jpm2020
[81] #jpm20
[31] week
[30] ceo
[27] #bioweeksf
[27] #jpmweek
[27] learn
[25] conference
[24] more
[24] #biotechshowcase

Top Words in Tweet in G8:
[131] #jpm2020
[68] #jpm20
[32] healthcare
[30] #igs2020
[28] people
[28] #digitalhealth
[27] more
[26] sacjai
[24] #innovatormd
[24] #jpm

Top Words in Tweet in G9:
[151] #jpm2020
[54] #jpm20
[33] ceo
[25] 2020
[20] more
[20] agenda
[19] healthcare
[17] illumina
[17] fdesouza
[17] key

Top Words in Tweet in G10:
[117] #jpm2020
[69] #jpm20
[47] #celltherapy
[46] #jpmweek
[45] #genetherapy
[44] #bioweeksf
[44] #soti20
[36] responses
[27] ceo
[23] 2020

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[485] #jpm20,#jpm2020
[341] san,francisco
[276] #jpm2020,#jpm20
[255] healthcare,conference
[244] next,week
[230] looking,forward
[128] learn,more
[115] morgan,healthcare
[97] jpmorgan,healthcare
[91] #jpm2020,next

Top Word Pairs in Tweet in G1:
[46] san,francisco
[35] next,week
[35] #jpm20,#jpm2020
[26] looking,forward
[21] jp,morgan
[20] healthcare,conference
[15] morgan,healthcare
[13] #jpm2020,#jpm20
[13] during,#jpm2020
[12] #jpm2020,next

Top Word Pairs in Tweet in G2:
[84] #jpm20,#jpm2020
[37] startuphealth,festival
[34] looking,forward
[33] before,#jpm2020
[31] icymi,gt
[31] #digitalhealth,#hcldr
[31] #hcldr,#hitsm
[31] #hitsm,#jpm20
[29] thedocsf,gearing
[29] gearing,once

Top Word Pairs in Tweet in G3:
[107] healthcare,conference
[86] san,francisco
[76] jpmorgan,healthcare
[54] #jpm20,#jpm2020
[46] 38th,annual
[45] conference,san
[45] annual,jpmorgan
[34] looking,forward
[34] #healthcare,conference
[30] next,week

Top Word Pairs in Tweet in G4:
[85] guide,understand
[85] understand,massive
[85] massive,trend
[85] foundations,frameworks
[85] frameworks,tools
[85] tools,systems
[70] science,becoming
[70] becoming,engineering
[70] engineering,full
[70] full,stop

Top Word Pairs in Tweet in G5:
[79] #collaboratetocure,#jpm2020
[39] #jpm2020,#jpm20
[32] #jpm20,#jpm2020
[27] #news,bayer
[23] #treatment,options
[17] life,sciences
[17] looking,forward
[17] leadingbiotech,#eastwestceo
[15] bayer,#ai
[15] #ai,drug

Top Word Pairs in Tweet in G6:
[23] #jpm20,#jpm2020
[13] leftover,food
[8] #jpm2020,#jpm20
[8] contact,sarah
[8] healthcare,conference
[5] week,read
[5] #podcast,live
[5] subscribe,listen
[5] re,having
[5] having,event

Top Word Pairs in Tweet in G7:
[27] #jpm20,#jpm2020
[18] #jpm2020,#jpm20
[17] healthcare,conference
[17] #jpm2020,#biotechshowcase
[17] san,francisco
[16] mark,guide
[13] learn,more
[10] january,13
[9] #jpm20,#jpmweek
[9] during,#jpm2020

Top Word Pairs in Tweet in G8:
[53] #jpm20,#jpm2020
[24] #jpm,#jpm20
[21] #physician,#burnout
[21] #burnout,resilience
[21] resilience,issue
[21] issue,doctors
[21] doctors,much
[21] much,more
[21] more,resilient
[21] resilient,burnout

Top Word Pairs in Tweet in G9:
[22] #jpm20,#jpm2020
[17] ceo,fdesouza
[16] fyi,#jpm20
[16] #jpm2020,website
[16] website,live
[16] live,log
[16] log,agenda
[13] fdesouza,taking
[13] taking,stage
[13] stage,#jpm20

Top Word Pairs in Tweet in G10:
[46] #jpm20,#jpm2020
[40] #jpm2020,#bioweeksf
[34] #jpmweek,#jpm20
[31] #bioweeksf,#genetherapy
[26] #genetherapy,#celltherapy
[21] press,release
[19] solid,tumor
[19] #celltherapy,#soti20
[18] news,thrilled
[18] thrilled,share

Top Replied-To
Top Replied-To in Entire Graph:
@rsmusllp
@jhoronjeff
@icahnmountsinai
@kpmg_us
@depsechargan
@oxurion
@meersens
@cellply
@yourcoachhealth

Top Replied-To in G1:
@galengrowthasia
@enteromesa
@jubelhealth

Top Replied-To in G2:
@icahnmountsinai
@yourcoachhealth
@himss
@jameyedwards
@stevenkrein
@nickisnpdx
@caparks
@venturevalkyrie
@sarita
@jeet_mahal

Top Replied-To in G3:
@megtirrell
@alzforum
@jpmorgan
@btalente
@nanoformf
@galapagosnv
@virtahealth

Top Replied-To in G4:
@statnews
@annielamont
@a16z
@consuremedical

Top Replied-To in G5:
@biocomceo
@endpts

Top Replied-To in G6:
@jhoronjeff
@daphnezohar
@drmattkukla
@jfruehauf
@boltyboy
@bcmaughan
@kckshrugged
@djwhelan
@kevin_mckernan
@pearlf

Top Replied-To in G7:
@benchling
@tinamarrlarson
@exicure

Top Replied-To in G8:
@venturevalkyrie
@nickisnpdx
@alexiskold

Top Replied-To in G9:
@jamesekrause
@jimcramer

Top Replied-To in G10:
@shan90aim
@ask_bio
@sam_s_kulkarni

Top Mentioned
Top Mentioned in Entire Graph:
@jpmorgan
@startuphealth
@thedocsf
@sbinimd
@humbleventures
@mddbacker
@bayer
@jorgecondebio
@sacjai
@ulichettipally

Top Mentioned in G1:
@interpacebio
@360dxnews
@asabyspartners
@vericred

Top Mentioned in G2:
@startuphealth
@thedocsf
@sbinimd
@humbleventures
@ogilvyhealth
@mountsinainyc
@ogilvy
@ritters90
@cleverthought
@unitystoakes

Top Mentioned in G3:
@jpmorgan
@italymfa
@ivanscalfarotto
@corriere
@investingreat
@bloombergtv
@tradegovukusa
@endpts
@rock_health
@precisionrx

Top Mentioned in G4:
@jorgecondebio
@vijaypande
@a16z
@vasnarasimhan
@smc90
@arifnathoomd
@evankirstel
@evirahealth
@alinecsantos
@jimharris

Top Mentioned in G5:
@mddbacker
@bayer
@leadingbiotech
@evotec
@biocentury
@exscientia
@bayerpharma
@iambiotech
@stefanoelrich
@endpts

Top Mentioned in G6:
@statnews
@nea
@ls_cares
@replateyourmeal
@jhoronjeff
@adamfeuerstein
@matthewherper
@gocopia
@khoslaventures
@portfolia1

Top Mentioned in G7:
@fiercebiotech
@aamasv
@canaanpartners
@jonnysvb
@jpmorgan
@recursionchris
@globalgenes
@billgadless
@crushlifesci
@recursionpharma

Top Mentioned in G8:
@ulichettipally
@sacjai
@pauldechantmd
@nishamehtamd
@chrissyfarr
@virtahealth
@color
@drabernethyfda
@venturevalkyrie
@bowdoingroup

Top Mentioned in G9:
@fdesouza
@roche
@gileadsciences
@illumina
@cnbc
@jimcramer
@precigen
@novonordisk
@squawkcnbc
@ebdiabetes

Top Mentioned in G10:
@atarabio
@ziopharm
@astellasus
@crisprtx
@jlynchlambert
@tmunitytx
@precisionbiosci
@ebdgroup
@cooleyllp

Top Tweeters
Top Tweeters in Entire Graph:
@marcodacostafx
@united
@southwestair
@evankirstel
@chidambara09
@bannerite
@marylschmidt
@rosenchild
@business
@iam__network

Top Tweeters in G1:
@sesiegler
@cmiller1225
@zorgnl
@arvindvijh
@big3consulting3
@jorellarakalel
@klendathucap
@agoldfisher
@steveright3
@pharmascrip

Top Tweeters in G2:
@southwestair
@pfanderson
@mercnews
@zimrirosas
@drferdowsi
@sfbusinesstimes
@sstrumello
@nickisnpdx
@glfceo
@womenhealthally

Top Tweeters in G3:
@corriere
@bloombergtv
@chaser521
@hhepplewhite
@industryai
@scoshield
@alvarez_nimer
@sandrafeinsmith
@nice2myhaters
@eatyourselfcool

Top Tweeters in G4:
@evankirstel
@chidambara09
@richsimmondsza
@analyticaglobal
@akwyz
@colorstreamedia
@padididit
@thehipposhoe
@merckxcycling
@grawoig

Top Tweeters in G5:
@scieducation1
@womensciaust
@johncendpts
@leonasdad
@iambiotech
@ryanbethencourt
@yeysus
@endpts
@asco
@bioworld

Top Tweeters in G6:
@drjengunter
@voxdotcom
@scientwest
@matthewherper
@stuckonsw
@dphishin
@toffleresque
@mightycasey
@nickdawson
@techguy

Top Tweeters in G7:
@ft
@_timos_
@2healthguru
@lqventures
@dshaywitz
@_social_pharma_
@davidschull
@pharmaceuticben
@fiercebiotech
@daytradingradio

Top Tweeters in G8:
@united
@demfromct
@wernerkeil
@flamingogrrl
@healthpolicygrp
@realcruzhenry
@jongovi
@margaretwallace
@kimberlyanngeo
@rfwrightlsl

Top Tweeters in G9:
@gambiste1
@cnbc
@jimcramer
@fantasyfbdriven
@omicsomicsblog
@antonpagi
@semodough
@biotech2050
@23aloha
@culverindiana

Top Tweeters in G10:
@my21_oracle
@achillesofhomer
@copd_research
@dhovekamp42
@conkers3
@johncappello
@darshanan
@tonyalfidi
@symphonyuk
@deloitte