#xMed, Twitter, 11/1/2019 1:50:04 PM, 214973


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#xMed_2019-11-01_06-44-16.xlsx
#xMed_2019-11-01_06-44-16.xlsx
From:
Connected Action NodeXL-Reports
Uploaded on:
November 01, 2019
Short Description:
#xMed via NodeXL http://bit.ly/32biVfz
@exponentialmed
@rasushrestha
@blestab
@daniel_kraft
@irmaraste
@2healthguru
@hcsmzw
@ranbalicer
@nickisnpdx
@jmrothberg

Top hashtags:
#xmed
#ai
#mri
#healthcare
#drones
#bigdata
#biobanks
#immunotherapy
#mobiledx
#pinksocks

Description:
Description
The graph represents a network of 289 Twitter users whose recent tweets contained "#xMed", 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, 01 November 2019 at 13:44 UTC.

The tweets in the network were tweeted over the 8-day, 21-hour, 8-minute period from Wednesday, 23 October 2019 at 16:30 UTC to Friday, 01 November 2019 at 13:38 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 : 289
Unique Edges : 787
Edges With Duplicates : 238
Total Edges : 1025
Self-Loops : 27
Reciprocated Vertex Pair Ratio : 0.0393120393120393
Reciprocated Edge Ratio : 0.0756501182033097
Connected Components : 3
Single-Vertex Connected Components : 0
Maximum Vertices in a Connected Component : 284
Maximum Edges in a Connected Component : 1021
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.818927
Graph Density : 0.0101643598615917
Modularity : 0.484523
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 289 Twitter users whose recent tweets contained "#xMed", 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, 01 November 2019 at 13:44 UTC.

The tweets in the network were tweeted over the 8-day, 21-hour, 8-minute period from Wednesday, 23 October 2019 at 16:30 UTC to Friday, 01 November 2019 at 13:38 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 : #xMed
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 : Followers
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[10] https://twitter.com/exponentialmed/status/1125129827202134016
[8] http://exponential.singularityu.org/medicine/
[7] https://exponential.singularityu.org/medicine/
[5] https://www.npr.org/2019/10/28/773018205/dna-sequencing-in-newborns?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[4] https://www.eventbrite.com/e/singularityu-san-diego-chapter-signature-event-xmed-exponential-medicine-tickets-77417113671
[3] http://out.faveeo.com/?url=https://mailchi.mp/singularityu/exponentialmedicine-2019%3Fe%3D0010d46db1&vertical=healthcare&family=ai
[3] https://twitter.com/ExponentialMed/status/1187768021382848514
[3] https://exponential.singularityu.org/medicine/healthcare-innovation-lab/
[3] https://blestab.wordpress.com/2019/10/27/12-innovations-that-will-change-health-care-and-medicine-in-the-2020s/
[2] https://www.meetup.com/San-Diego-Abundance-360-Meetup-Group/events/265760769/

Top URLs in Tweet in G1:
[1] https://thehill.com/opinion/healthcare/466488-our-diets-are-killing-us-and-doctors-arent-trained-to-help
[1] http://exponential.singularityu.org/medicine/
[1] https://www.nationalgeographic.com/magazine/2019/01/12-innovations-technology-revolutionize-future-medicine/
[1] https://www.nationalgeographic.com/magazine/2019/01/
[1] https://exponential.singularityu.org/medicine/
[1] https://www.statnews.com/2019/10/25/smaller-lighter-cheaper-a-serial-entrepreneur-wants-his-portable-mri-to-transform-medicine/
[1] https://hbr.org/2019/10/how-doctors-can-help-prevent-gun-violence
[1] https://www.webmd.com/podcasts?ecd=soc_tw_191025_cons_ref_podcasthealthinnovations&linkId=100000008708888
[1] https://exponential.singularityu.org/medicine/healthcare-innovation-lab/
[1] https://www.medgadget.com/2019/10/microfluidic-device-for-rapid-lyme-disease-diagnosis.html

Top URLs in Tweet in G2:
[2] https://twitter.com/exponentialmed/status/1125129827202134016
[2] https://twinybots.ch/
[1] https://twitter.com/ExponentialMed/status/1186316352317022209
[1] https://exponential.singularityu.org/medicine/
[1] https://twitter.com/RichSimmondsZA/status/1184884095584788480
[1] https://www.eventbrite.com/e/singularityu-san-diego-chapter-signature-event-xmed-exponential-medicine-tickets-77417113671
[1] https://twitter.com/cuttingforstone/status/1189665127349358592
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-019-03164-5
[1] https://twitter.com/wtf_health/status/1188991338676506624
[1] https://vrscout-com.cdn.ampproject.org/c/s/vrscout.com/news/haptic-skin-lets-you-feel-in-vr/amp/?fbclid=IwAR3YSnQd9udfLjHfOaw4kHGfXlQjcYH7MYBjoQkCB3VRy6cm35IKgN2Bf9c

Top URLs in Tweet in G3:
[7] http://exponential.singularityu.org/medicine/
[7] https://twitter.com/exponentialmed/status/1125129827202134016
[3] https://www.npr.org/2019/10/28/773018205/dna-sequencing-in-newborns?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[1] https://www.nytimes.com/2019/10/27/science/lab-meat-texture.html
[1] https://www.youtube.com/watch?v=pRrkj_k53WU&feature=youtu.be

[1] https://exponential.singularityu.org/medicine/brain-health-mei-mei-hu-at-exponential-medicine/
[1] https://mailchi.mp/singularityu/exponentialmedicine-2019?e=0010d46db1
[1] https://mailchi.mp/singularityu/hacking-rare-diseases?e=0010d46db1
[1] https://time.com/5710295/top-health-innovations/
[1] https://www.ucsf.edu/news/2019/10/415681/ai-rivals-expert-radiologists-detecting-brain-hemorrhages

Top URLs in Tweet in G4:
[3] https://blestab.wordpress.com/2019/10/27/12-innovations-that-will-change-health-care-and-medicine-in-the-2020s/
[3] https://www.eventbrite.com/e/singularityu-san-diego-chapter-signature-event-xmed-exponential-medicine-tickets-77417113671
[2] https://www.npr.org/2019/10/28/773018205/dna-sequencing-in-newborns?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[2] https://exponential.singularityu.org/medicine/
[2] https://twitter.com/ExponentialMed/status/1187768021382848514
[2] http://out.faveeo.com/?url=https://mailchi.mp/singularityu/exponentialmedicine-2019%3Fe%3D0010d46db1&vertical=healthcare&family=ai
[2] https://exponential.singularityu.org/medicine/healthcare-innovation-lab/
[1] https://twitter.com/WHOWPRO/status/1188268260913041408
[1] https://twitter.com/exponentialmed/status/1125129827202134016
[1] https://www.digitalhealth.net/2019/10/no-better-place-for-med-tech-start-ups-says-irelands-trade-minister/

Top URLs in Tweet in G5:
[2] https://exponential.singularityu.org/medicine/
[1] https://innovation.cms.gov/initiatives/artificial-intelligence-health-outcomes-challenge/
[1] https://twitter.com/lisabari/status/1189967467893940229
[1] https://www.nola.com/news/healthcare_hospitals/article_a5d2220e-f4d6-11e9-a079-23d22c5f65b3.html
[1] https://twitter.com/HCNowRadio/status/1187768496555474949
[1] https://twitter.com/2healthguru/status/1188540126554550272
[1] https://twitter.com/DavidShulkin/status/1188472078183346176
[1] https://www.blogtalkradio.com/pophealth-week/2019/09/18/a-conversation-with-david-shulkin-md-former-secretary-veterans-adminstration
[1] https://twitter.com/2healthguru/status/1189581481942773763

Top URLs in Tweet in G6:
[2] https://twitter.com/daniel_kraft/status/1186682324299243520

Top URLs in Tweet in G7:
[1] https://twitter.com/ExponentialMed/status/1187768021382848514

Top URLs in Tweet in G9:
[2] https://www.meetup.com/San-Diego-Abundance-360-Meetup-Group/events/265760769/

Top Domains
Top Domains in Tweet in Entire Graph:
[28] twitter.com
[19] singularityu.org
[8] wordpress.com
[5] npr.org
[4] eventbrite.com
[3] faveeo.com
[2] meetup.com
[2] twinybots.ch
[2] nationalgeographic.com
[2] mailchi.mp

Top Domains in Tweet in G1:
[3] singularityu.org
[2] nationalgeographic.com
[1] thehill.com
[1] statnews.com
[1] hbr.org
[1] webmd.com
[1] medgadget.com
[1] twitter.com
[1] linkedin.com

Top Domains in Tweet in G2:
[6] twitter.com
[2] twinybots.ch
[1] singularityu.org
[1] eventbrite.com
[1] nature.com
[1] ampproject.org

Top Domains in Tweet in G3:
[9] singularityu.org
[8] twitter.com
[3] npr.org
[2] mailchi.mp
[1] nytimes.com
[1] youtube.com
[1] time.com
[1] ucsf.edu
[1] technologyreview.com
[1] faveeo.com

Top Domains in Tweet in G4:
[8] wordpress.com
[5] twitter.com
[4] singularityu.org
[3] eventbrite.com
[2] npr.org
[2] faveeo.com
[1] digitalhealth.net
[1] who.int

Top Domains in Tweet in G5:
[5] twitter.com
[2] singularityu.org
[1] cms.gov
[1] nola.com
[1] blogtalkradio.com

Top Domains in Tweet in G6:
[2] twitter.com

Top Domains in Tweet in G7:
[1] twitter.com

Top Domains in Tweet in G9:
[2] meetup.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[164] xmed
[55] ai
[53] mri
[44] healthcare
[30] drones
[30] bigdata
[30] biobanks
[30] immunotherapy
[30] mobiledx
[28] pinksocks



Top Hashtags in Tweet in G1:
[47] mri
[15] xmed
[5] healthcare
[4] ai
[3] ar
[3] vr
[3] gunviolence
[3] technology
[2] digitalsurgery
[2] robotics

Top Hashtags in Tweet in G2:
[19] xmed
[3] virtualreality
[3] relaxation
[3] meditation
[2] pinksocks
[2] hlth2019
[2] cancer
[2] ai
[2] connect2health
[2] digital

Top Hashtags in Tweet in G3:
[36] ai
[36] xmed
[29] healthcare
[27] drones
[27] bigdata
[27] biobanks
[27] immunotherapy
[27] mobiledx
[6] genomics
[5] innovation

Top Hashtags in Tweet in G4:
[52] xmed
[12] ai
[12] digitalhealth
[10] hcsmzw
[9] healthcare
[9] ar
[8] susandiego
[7] digitalsurgery
[7] vr
[7] robotics

Top Hashtags in Tweet in G5:
[14] hlth2019
[14] xmed
[12] jpm20
[5] digitalhealth
[5] tripleaim
[3] hitsm
[3] alexa
[2] pinksocks
[1] startups
[1] faacos19

Top Hashtags in Tweet in G6:
[15] xmed
[15] pinksocks

Top Hashtags in Tweet in G7:
[8] xmed

Top Hashtags in Tweet in G8:
[5] meded
[2] xmed
[2] pinksocks
[1] mri
[1] digitalsurgery
[1] ar
[1] vr
[1] ai
[1] robotics
[1] virtualreality

Top Hashtags in Tweet in G9:
[2] xmed
[1] meetup
[1] coronado
[1] extendedhealthspan
[1] singularityusandiego

Top Hashtags in Tweet in G10:
[1] hlth19
[1] jpmorgan
[1] xmed

Top Words
Top Words in Tweet in Entire Graph:
[453] Words in Sentiment List#1: Positive
[138] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: Angry/Violent
[10264] Non-categorized Words
[10855] Total Words
[395] #xmed
[106] less
[95] exponentialmed
[83] #pinksocks
[73] #hlth2019

Top Words in Tweet in G1:
[94] less
[73] #xmed
[49] developed
[47] mri
[47] 20x
[47] costly
[47] build
[47] 10x
[47] lighter
[47] uses

Top Words in Tweet in G2:
[72] #xmed
[33] excited
[33] new
[33] #virtualreality
[32] innovation
[32] #pinksocks
[32] #hlth2019
[31] start
[31] process
[31] exploring

Top Words in Tweet in G3:
[85] #xmed
[38] #ai
[33] #healthcare
[30] #vr
[29] change
[28] 12
[28] innovations
[27] 2020s
[27] #drones
[27] #bigdata

Top Words in Tweet in G4:
[104] #xmed
[37] #digitalhealth
[30] health
[27] exponentialmed
[24] #hcsmzw
[19] november
[19] 4
[19] shafiahmed5
[18] #hcldr
[17] nov

Top Words in Tweet in G5:
[23] #xmed
[22] #hlth2019
[19] #jpm20
[10] health
[9] former
[8] headsup
[7] deptvetaffairs
[7] secretary
[7] davidshulkin
[5] c

Top Words in Tweet in G6:
[18] #xmed
[18] #pinksocks
[15] exponentialmed
[12] super
[12] stoked
[12] calendar
[12] again
[12] year
[12] 5th
[12] smiles

Top Words in Tweet in G7:
[8] #xmed
[8] wonderful
[8] event
[8] attend
[8] one
[8] inspired
[8] cutting
[8] edge
[8] technology
[8] put

Top Words in Tweet in G8:
[9] #xmed
[7] #meded
[7] #hcldr
[7] #pinksocks
[6] excited
[6] start
[6] process
[6] exploring
[6] new
[6] synergies

Top Words in Tweet in G9:
[4] meetup
[2] check
[2] out
[2] a360
[2] collaboration
[2] singularityu
[2] san
[2] diego
[2] chapter
[2] event

Top Words in Tweet in G10:
[2] value
[2] healthcare

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[68] #hlth2019,#xmed
[55] #xmed,#radiology
[53] mri,20x
[53] 20x,less
[53] less,costly
[53] costly,build
[53] build,10x
[53] 10x,lighter
[53] lighter,uses
[53] uses,35x

Top Word Pairs in Tweet in G1:
[47] mri,20x
[47] 20x,less
[47] less,costly
[47] costly,build
[47] build,10x
[47] 10x,lighter
[47] lighter,uses
[47] uses,35x
[47] 35x,less
[47] less,power

Top Word Pairs in Tweet in G2:
[32] #hlth2019,#xmed
[31] excited,start
[31] start,process
[31] process,exploring
[31] exploring,new
[31] new,synergies
[31] synergies,medical
[31] medical,education
[31] education,simulation
[31] simulation,innovation

Top Word Pairs in Tweet in G3:
[28] 12,innovations
[27] innovations,change
[27] change,#healthcare
[27] #healthcare,2020s
[27] 2020s,#drones
[27] #drones,#bigdata
[27] #bigdata,#biobanks
[27] #biobanks,#immunotherapy
[27] #immunotherapy,#ai
[27] #ai,#mobiledx

Top Word Pairs in Tweet in G4:
[11] #hcsmzw,#hcsmafrica
[11] 4,7
[10] nov,4
[10] san,diego
[9] join,next
[9] next,week
[9] robot,assist
[9] assist,surgeon
[9] surgeon,now
[8] digital,technologies

Top Word Pairs in Tweet in G5:
[17] #hlth2019,#xmed
[16] #xmed,#jpm20
[7] former,deptvetaffairs
[7] deptvetaffairs,secretary
[7] secretary,davidshulkin
[5] headsup,disruptors
[5] disruptors,transformers
[5] transformers,#digitalhealth
[5] #digitalhealth,evangelists
[5] evangelists,#tripleaim

Top Word Pairs in Tweet in G6:
[15] exponentialmed,#pinksocks
[12] super,stoked
[12] stoked,#xmed
[12] #xmed,calendar
[12] calendar,again
[12] again,year
[12] year,5th
[12] 5th,exponentialmed
[12] #pinksocks,smiles
[12] smiles,hugs

Top Word Pairs in Tweet in G7:
[8] #xmed,wonderful
[8] wonderful,event
[8] event,attend
[8] attend,one
[8] one,inspired
[8] inspired,cutting
[8] cutting,edge
[8] edge,technology
[8] technology,put
[8] put,practice

Top Word Pairs in Tweet in G8:
[6] excited,start
[6] start,process
[6] process,exploring
[6] exploring,new
[6] new,synergies
[6] synergies,medical
[6] medical,education
[6] education,simulation
[6] simulation,innovation
[6] innovation,training

Top Word Pairs in Tweet in G9:
[2] check,out
[2] out,meetup
[2] meetup,a360
[2] a360,collaboration
[2] collaboration,singularityu
[2] singularityu,san
[2] san,diego
[2] diego,chapter
[2] chapter,event
[2] event,#xmed

Top Word Pairs in Tweet in G10:
[2] value,healthcare

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@exponentialmed
@hyperfiner
@jmrothberg
@matthewherper
@statnews
@time
@shafiahmed5
@daniel_kraft
@evankirstel
@delcoronado

Top Mentioned in G1:
@hyperfiner
@jmrothberg
@matthewherper
@statnews
@exponentialmed
@emmybetz
@meganranney
@harvardbiz
@magicleap
@animares

Top Mentioned in G2:
@exponentialmed
@shafiahmed5
@evankirstel
@amelia_tickell
@roylilley
@shanetickell
@evirahealth
@daniel_kraft
@choosemuse
@ariel_garten

Top Mentioned in G3:
@time
@exponentialmed
@delcoronado
@hansabhargavamd
@webmd
@unstechbio
@vr_fit_insider
@onnofaber
@rdmd
@hyperfiner

Top Mentioned in G4:
@exponentialmed
@shafiahmed5
@daniel_kraft
@who
@wordpressdotcom
@unstechbio
@google
@shaybadiee
@rodrigomartinez
@willweisman

Top Mentioned in G5:
@deptvetaffairs
@davidshulkin
@efuturist
@drnic1
@caredotai
@gomohealth
@exponentialmed
@pophealthweek
@kbdesalvo
@google

Top Mentioned in G6:
@exponentialmed
@nickisnpdx
@theiotwarehouse
@dkell999
@drumeshprabhu
@wareflo
@nathangrunewald
@fogle_shane
@jolaburnett
@diofavatas

Top Mentioned in G8:
@hyperfiner
@jmrothberg
@matthewherper
@statnews
@exponentialmed
@shafiahmed5

Top Mentioned in G9:
@meetup

Top Tweeters
Top Tweeters in Entire Graph:
@evankirstel
@politicalbee
@richsimmondsza
@time
@drumeshprabhu
@colorstreamedia
@padididit
@thehipposhoe
@chichodisanto
@roylilley

Top Tweeters in G1:
@ayirpelle
@mogulazam
@hitpol
@pakay20
@armando_ribeiro
@matthewherper
@toffleresque
@harvardbiz
@carlhansenmd
@solarcoinnews

Top Tweeters in G2:
@richsimmondsza
@roylilley
@fabnhsstuff
@joebabaian
@gbtpo
@techreview
@lucienengelen
@rasushrestha
@colin_hung
@meladalklimat

Top Tweeters in G3:
@evankirstel
@politicalbee
@time
@colorstreamedia
@padididit
@thehipposhoe
@bcstrat
@dnaed_tech
@dme_jun
@eprado_melo

Top Tweeters in G4:
@chichodisanto
@carolinekvitter
@lionelreichardt
@google
@johnnosta
@wordpressdotcom
@esteban_carrera
@posleadership
@who
@harvard

Top Tweeters in G5:
@2healthguru
@drnic1
@hcnowradio
@gailzahtz
@healthdata4all
@deptvetaffairs
@fsgoldstein
@phrma
@medstartr
@bose

Top Tweeters in G6:
@drumeshprabhu
@wordfinga
@wareflo
@nickisnpdx
@theiotwarehouse
@heartotxheartmd
@markccrowley
@ritters90
@alanroygbiv
@hazloe3

Top Tweeters in G7:
@ilonakickbusch
@healthyopinion
@felbalazard
@kirstymcollins
@stevespringermd
@natashaccurran
@slopezorland
@ranbalicer

Top Tweeters in G8:
@drferdowsi
@researchmrx
@mededbot
@jamcbride
@rizistt

Top Tweeters in G9:
@meetup
@nfmanagement
@execareercoach

Top Tweeters in G10:
@epatientdave
@jencolamonico


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