digitalhealth, Twitter, 11/30/2019 10:34:46 PM, 217709


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digitalhealth_2019-11-30_05-09-43.xlsx
digitalhealth_2019-11-30_05-09-43.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
November 30, 2019
Short Description:
digitalhealth via NodeXL http://bit.ly/2LcAJRM
@caring_mobile
@johnnosta
@orchahealth
@digitalhealth2
@misssophiebot
@siddhartha265
@xzpwedvhhh37i3c
@evankirstel
@mobihealthnews
@ipfconline1

Top hashtags:
#digitalhealth
#healthcare
#healthtech
#ai
#health
#mhealth

Description:
Description
The graph represents a network of 3,521 Twitter users whose tweets in the requested range contained "digitalhealth", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 30 November 2019 at 13:10 UTC.

The requested start date was Saturday, 30 November 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 3-day, 2-hour, 12-minute period from Tuesday, 26 November 2019 at 22:48 UTC to Saturday, 30 November 2019 at 01:00 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 : 3521
Unique Edges : 5105
Edges With Duplicates : 3201
Total Edges : 8306
Number of Edge Types : 3
Mentions : 6717
Replies to : 98
Tweet : 1491
Self-Loops : 1491
Reciprocated Vertex Pair Ratio : 0.0507188498402556
Reciprocated Edge Ratio : 0.096541239072596
Connected Components : 450
Single-Vertex Connected Components : 199
Maximum Vertices in a Connected Component : 2357
Maximum Edges in a Connected Component : 6806
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 5.740349
Graph Density : 0.000424563011541143
Modularity : 0.572237
NodeXL Version : 1.0.1.421
Data Import : The graph represents a network of 3,521 Twitter users whose tweets in the requested range contained "digitalhealth", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 30 November 2019 at 13:10 UTC.

The requested start date was Saturday, 30 November 2019 at 01:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 3-day, 2-hour, 12-minute period from Tuesday, 26 November 2019 at 22:48 UTC to Saturday, 30 November 2019 at 01:00 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 : GraphServerTwitterSearch
Graph Term : digitalhealth
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:
[208] http://www.lqventures.com/
[60] http://www.socialpharma.net/
[60] https://twinybots.ch/
[25] https://www.digitalhealth.net/2019/11/google-health-unveils-ehr-data-aggregation-tool-for-clinicians/
[20] https://www.digitalhealth.net/2019/11/royal-cornwall-hospital-deploys-ai-surgical-videos/
[20] https://www.digitalhealth.net/2019/11/power-of-5g-technology-birmingham/
[20] https://www.digitalhealth.net/2019/11/nuance-microsoft-announce-partnership/
[19] https://www.digitalhealth.net/2019/11/movers-and-shakers-news-round-up-23/?utm_source=dlvr.it&utm_medium=twitter
[19] https://www.electronicdesign.com/medical/protecting-healthcare-cyberattacks
[18] https://www.engadget.com/2019/11/26/heart-analzyer-apple-watch/

Top URLs in Tweet in G1:
[19] https://www.electronicdesign.com/medical/protecting-healthcare-cyberattacks
[16] http://www.lqventures.com/
[13] https://www.engadget.com/2019/11/26/heart-analzyer-apple-watch/
[9] http://doc2dubai.com
[9] https://www.zdnet.com/article/diabetes-monitoring-is-having-a-smartwatch-and-smartphone-revolution/
[9] https://www.digitalhealth.net/2019/11/power-of-5g-technology-birmingham/
[8] https://www.cnet.com/how-to/what-is-ekg/
[8] https://www.zdnet.com/article/ge-healthcare-launches-program-to-speed-up-ai-adoption-among-health-providers/
[8] https://www.healthcareitnews.com/news/half-patients-use-online-self-scheduling-after-hours-benefis-health-system
[7] https://www.insider.com/apple-watch-saved-mans-life-detected-heart-problems-2019-11

Top URLs in Tweet in G2:
[182] http://www.lqventures.com/
[57] http://www.socialpharma.net/
[27] https://twinybots.ch/
[10] https://www.dig-in.com/opinion/exploring-ai-and-machine-learning-in-health-insurance?position=editorial_2&campaignname=DIG
[10] Analytics-11272019&utm_source=newsletter&utm_medium=email&utm_campaign=20191016_DIG_Weekly_Analytics%2B'-'%2B11272019&bt_ee=NpKokm3VBw5VO51eNgDZx4RKplpZ2h6gqJuofRptWdAc26qa6QGmW6zpfImpRewjarmRk6snPTCSUfTg8gpp9w%3D%3D&bt_ts=1574874071791
[8] https://www.digitalhealth.net/2019/11/google-health-unveils-ehr-data-aggregation-tool-for-clinicians/
[8] https://patientsafety.insightconferences.com
[7] https://www.hprime.com.au/
[5] https://www.digitalhealth.net/2019/11/movers-and-shakers-news-round-up-23/?utm_source=dlvr.it&utm_medium=twitter
[5] https://www.siliconvalley.com/2019/11/27/teslas-cybertruck-elon-musk-hints-at-250000-orders/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G3:
[12] https://health-innovations.org/2019/11/27/dna-computer-can-detect-cancer-on-a-single-cell-basis/
[10] https://medicalxpress.com/news/2019-11-protein-human-blood-stem-cell.html
[8] https://www.fastcompany.com/90427946/as-the-healthcare-industry-increasingly-relies-on-influencers-concerns-mount
[6] https://www.psychologytoday.com/us/blog/the-digital-self/201911/quantum-entanglement-and-innovation-in-instant
[5] https://www.theguardian.com/commentisfree/2019/nov/14/im-the-google-whistleblower-the-medical-data-of-millions-of-americans-is-at-risk
[5] https://www.psychologytoday.com/intl/blog/the-digital-self/201911/quantum-entanglement-and-innovation-in-instant
[4] https://medicalfuturist.com/the-digital-health-future-of-oncology/
[4] https://www.massdevice.com/ge-healthcare-wants-to-expand-the-use-of-ai-in-healthcare-heres-how/
[3] https://www.digitalhealth.net/2019/11/royal-cornwall-hospital-deploys-ai-surgical-videos/
[3] https://www.digitalhealth.net/2019/11/movers-and-shakers-news-round-up-23/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G4:
[8] https://twinybots.ch/
[5] https://www.psychologytoday.com/intl/blog/the-digital-self/201911/quantum-entanglement-and-innovation-in-instant
[3] https://www.digitalhealth.net/2019/11/nhs-staff-uncomfortable-with-tech-giants-handling-patient-data/
[3] https://reg.designnews.com/register-biomedevice/
[3] https://healthcarenowradio.out.airtime.pro/healthcarenowradio_a
[2] https://www.healthcareitnews.com/news/patient-engagement-it-market-changing-slowly-imperatives-consumerism
[2] https://www.digitalhealth.net/2019/11/is-the-third-sector-the-solution-to-24-7-mental-health-care/
[2] https://www.digitalhealth.net/2019/11/google-health-unveils-ehr-data-aggregation-tool-for-clinicians/
[2] https://www.cio.com/article/3455156/how-human-centered-design-is-driving-digital-health.html
[2] https://www.digitalhealth.net/2019/11/paramedics-using-999-callers-phones-to-get-footage-from-serious-incidents/

Top URLs in Tweet in G5:
[9] https://echalliance.com/the-digital-health-society-summit/
[5] http://www.lqventures.com/
[4] https://twitter.com/Ataxia_and_Me/status/1199681238463856641
[3] https://twitter.com/bleddyn_rees/status/1199681769278230528
[3] https://twitter.com/Ataxia_and_Me/status/1199991774044999680
[3] https://disruptionhub.com/whats-holding-back-data-driven-healthcare/
[3] https://www.fiercebiotech.com/medtech/ge-healthcare-fujitsu-to-develop-ai-to-help-spot-brain-aneurysms
[2] https://twitter.com/reflexionem/status/1199733855495839744
[2] https://www.digitalhealth.net/2019/11/movers-and-shakers-news-round-up-23/
[2] https://twitter.com/andybleaden/status/1199680708568141824

Top URLs in Tweet in G6:
[11] https://dx.doi.org/10.2196/15191
[6] https://www.ictworks.org/create-culture-of-data-use-health-information-systems/#.Xd6QVuP1HX4.twitter
[2] https://www.psychologytoday.com/intl/blog/the-digital-self/201911/quantum-entanglement-and-innovation-in-instant
[2] http://digitalhealthage.com/digital-transformation-progressing-slowly-study-suggests/
[2] https://medicalfuturist.com/the-digital-health-future-of-oncology/
[2] https://www.jpost.com/Jpost-Tech/JVP-AstraZeneca-agree-to-identify-develop-and-invest-in-digital-health-609193
[2] https://www.nejm.org/doi/full/10.1056/NEJMra1806949?url_ver=Z39.88-2003&rfr_id=ori%3Arid%3Acrossref.org&rfr_dat=cr_pub%3Dpubmed&cookieSet=1
[2] https://www.kidneylink.ca/
[2] https://www.pnn.de/wissenschaft/hasso-plattner-institut-datenberge-fuer-die-gesundheit/25272828.html
[2] https://twitter.com/bundesrat/status/1200354858278240256

Top URLs in Tweet in G7:
[7] https://techcrunch.com/2019/11/26/amazon-launches-medication-management-features-for-alexa/
[7] https://www.nina.capital/internships
[4] https://www.gruenderszene.de/health/60-millionen-ottonova
[3] https://thehealthcareblog.com/blog/2019/11/27/concrete-problems-experts-caution-on-construction-of-digital-health-superhighway/
[3] https://www.pharmacytimes.com/news/digital-health-tool-improves-health-outcomes-for-patients-with-copd
[2] https://twinybots.ch/
[2] https://thegadgethead.com/
[2] https://csaccelerator.com/apply?utm_source=twitter&utm_medium=social&utm_campaign=event
[1] https://www.linkedin.com/slink?code=dba3Dt4
[1] https://www.linkedin.com/slink?code=dZJniWX

Top URLs in Tweet in G8:
[4] https://www.mobihealthnews.com/news/north-america/amazon-launches-new-alexa-feature-reminds-customers-when-take-meds
[4] https://www.mobihealthnews.com/news/europe/popit-cofounder-talks-expansion-plans-new-pharma-collaborations
[4] http://digitalhealthage.com/patient-monitoring-firm-partners-with-nhs-trust-over-operations-centre/
[3] https://mobisoftinfotech.com/resources/blog/how-can-mhealth-add-value-to-patient-care-and-provider-workflows/?utm_source=twitter.com&utm_medium=social&utm_campaign=How_Can_mHealth_Add_Value_to_Patient_Care
[3] https://www.healthdatamanagement.com/list/healthcare-trends-that-will-rock-medical-care-in-the-2020s
[3] https://www.forbes.com/sites/kasiaborowska/2019/11/22/ai-more-than-human-in-healthcare/
[3] https://www.cio.com/article/3455156/how-human-centered-design-is-driving-digital-health.html
[3] https://www.mobihealthnews.com/news/europe/health-education-company-elsevier-acquires-medical-education-startup-3d4medical
[3] https://www.engadget.com/2019/11/26/heart-analzyer-apple-watch/
[2] https://www.denverpost.com/2019/11/24/artificial-intelligence-health-care/

Top URLs in Tweet in G9:
[15] https://www.digitalhealth.net/2019/11/nuance-microsoft-announce-partnership/
[10] https://www.digitalhealth.net/2019/11/royal-cornwall-hospital-deploys-ai-surgical-videos/
[6] https://www.digitalhealth.net/2019/11/power-of-5g-technology-birmingham/
[4] https://www.digitalhealth.net/2019/11/google-health-unveils-ehr-data-aggregation-tool-for-clinicians/
[3] https://www.digitalhealth.net/2019/11/bt-partners-up-with-nhs-blood-and-transplant/
[2] https://www.digitalhealth.net/events/supporting-start-ups-in-the-nhs/
[2] https://www.digitalhealth.net/2019/11/nhs-staff-uncomfortable-with-tech-giants-handling-patient-data/
[2] https://www.digitalhealth.net/2019/11/tories-vaccine-text-message-reminders/
[2] https://www.digitalhealth.net/2019/11/movers-and-shakers-news-round-up-23/
[2] https://www.digitalhealth.net/2019/11/ipswich-hospital-patient-portal-letters-appointments/

Top URLs in Tweet in G10:
[9] http://DigitalHealth.London
[5] https://digitalhealth.london/accelerator-innovators-tiny-medical-apps-get-published-in-the-nhs-apps-library/
[4] https://www.eventbrite.co.uk/e/health-innovation-east-midlands-meet-up-tickets-83323666329?aff=ebdssbdestsearch
[3] http://www.facebook.com/pages/p/257432291397897
[2] https://twitter.com/EITHealth/status/1199021855044182021
[2] https://www.dashplus.be/business-advice/digital-health-law-in-germany-opens-up-market-of-73m-users-for-digital-therapeutics-companies/
[2] http://www.genesisconference.com/programme-2019/
[1] https://twitter.com/OrchaHealth/status/1200323650353844224
[1] https://www.shorturl.at/cnqPQ
[1] http://digitalhealthage.com/digital-transformation-progressing-slowly-study-suggests/

Top Domains
Top Domains in Tweet in Entire Graph:
[265] digitalhealth.net
[233] twitter.com
[208] lqventures.com
[175] reddit.com
[104] linkedin.com
[65] mobihealthnews.com
[65] digitalhealthage.com
[60] socialpharma.net
[60] twinybots.ch
[47] co.uk

Top Domains in Tweet in G1:
[29] reddit.com
[29] digitalhealth.net
[20] zdnet.com
[19] electronicdesign.com
[16] lqventures.com
[16] kaysharbor.com
[16] twitter.com
[13] engadget.com
[12] sdglobaltech.com
[12] healthcareitnews.com

Top Domains in Tweet in G2:
[182] lqventures.com
[145] reddit.com
[72] digitalhealth.net
[57] socialpharma.net
[56] twitter.com
[37] gadgetsandwearables.com
[36] digitalhealthage.com
[34] panoramascan.com
[30] techuk.org
[27] twinybots.ch

Top Domains in Tweet in G3:
[16] digitalhealth.net
[12] health-innovations.org
[12] medicalxpress.com
[11] psychologytoday.com
[8] fastcompany.com
[5] theguardian.com
[4] medicalfuturist.com
[4] digitalhealthage.com
[4] linkedin.com
[4] massdevice.com

Top Domains in Tweet in G4:
[24] linkedin.com
[23] digitalhealth.net
[17] twitter.com
[8] twinybots.ch
[5] psychologytoday.com
[5] mobihealthnews.com
[4] scoop.it
[3] designnews.com
[3] medcitynews.com
[3] forbes.com

Top Domains in Tweet in G5:
[38] twitter.com
[10] echalliance.com
[9] co.uk
[5] digitalhealth.net
[5] lqventures.com
[3] disruptionhub.com
[3] fiercebiotech.com
[2] digitalhealth.wales
[2] mobihealthnews.com
[2] dig-in.com

Top Domains in Tweet in G6:
[11] doi.org
[8] twitter.com
[6] ictworks.org
[2] digitalhealth.net
[2] psychologytoday.com
[2] digitalhealthage.com
[2] medicalfuturist.com
[2] nina.capital
[2] jpost.com
[2] nejm.org

Top Domains in Tweet in G7:
[7] techcrunch.com
[7] nina.capital
[4] linkedin.com
[4] gruenderszene.de
[4] twitter.com
[3] thegadgethead.com
[3] thehealthcareblog.com
[3] youtube.com
[3] pharmacytimes.com
[2] twinybots.ch

Top Domains in Tweet in G8:
[24] mobihealthnews.com
[14] digitalhealthage.com
[13] digitalhealth.net
[12] mobisoftinfotech.com
[5] healtheuropa.eu
[5] indiatimes.com
[5] forbes.com
[5] healthcareitnews.com
[5] himss.org
[4] co.uk

Top Domains in Tweet in G9:
[62] digitalhealth.net
[2] youtube.com
[1] theguardian.com
[1] warpinstitute.org
[1] news8000.com
[1] digitalhealthrewired.com
[1] twitter.com

Top Domains in Tweet in G10:
[18] digitalhealth.london
[7] co.uk
[5] twitter.com
[3] facebook.com
[2] dashplus.be
[2] youtube.com
[2] medcityhq.com
[2] genesisconference.com
[1] shorturl.at
[1] digitalhealthage.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3270] digitalhealth
[731] healthcare
[654] healthtech
[494] ai
[438] health
[365] mhealth
[334] ehealth
[191] artificialintelligence
[188] iot
[180] hcsm



Top Hashtags in Tweet in G1:
[419] digitalhealth
[290] healthtech
[211] healthcare
[176] ai
[146] health
[101] mhealth
[97] artificialintelligence
[72] ml
[53] cybersecurity
[49] hcit

Top Hashtags in Tweet in G2:
[593] digitalhealth
[213] health
[211] mhealth
[179] ehealth
[152] healthcare
[140] hcsm
[133] nutrition
[129] healthtech
[126] life
[124] meded

Top Hashtags in Tweet in G3:
[126] digitalhealth
[27] ai
[23] innovation
[22] healthtech
[14] data
[13] ehealth
[13] cancer
[12] healthcare
[12] pharma
[10] transformation

Top Hashtags in Tweet in G4:
[220] digitalhealth
[40] healthcare
[23] healthtech
[14] innovation
[12] health
[10] telehealth
[8] ai
[8] technology
[7] telemedicine
[7] medical

Top Hashtags in Tweet in G5:
[280] digitalhealth
[89] 5nationsecosystem
[40] ecosystem
[38] jointhedots
[37] ehealth
[35] breakingdownsilos
[17] dhshelsinkisummit19
[17] cardiff
[16] digievol19
[15] digitalinclusion

Top Hashtags in Tweet in G6:
[101] digitalhealth
[18] dhsmuc19
[9] ehealth
[8] innovation
[7] digitalhealthaccelerator
[7] medizinprodukteverordnung
[7] futurehealth
[7] berlin
[7] healthinnovationhub
[6] bundesrat

Top Hashtags in Tweet in G7:
[109] digitalhealth
[17] startups
[15] berlin
[11] podcast
[10] innovation
[9] healthtech
[7] bhhinvestorsday
[6] healthcare
[6] legislators
[6] ai

Top Hashtags in Tweet in G8:
[178] digitalhealth
[99] healthcare
[27] artificialintelligence
[24] healthtech
[10] nhs
[8] healthcareit
[8] pharma
[7] ehr
[7] health
[6] ai

Top Hashtags in Tweet in G9:
[21] digitalhealth
[20] ccio
[18] inspiration
[10] burnout
[8] ia
[5] nhs
[5] ai
[4] flashtweet
[2] medtech
[2] transfonum

Top Hashtags in Tweet in G10:
[49] digitalhealth
[8] nhs
[8] digitalprimarycare
[7] healthinnovation
[7] genesis19
[6] dhlaccelerator
[6] startup
[5] nhsappstore
[3] healthtech
[3] healthcare

Top Words
Top Words in Tweet in Entire Graph:
[3940] Words in Sentiment List#1: Positive
[1084] Words in Sentiment List#2: Negative
[6] Words in Sentiment List#3: Angry/Violent
[100554] Non-categorized Words
[105578] Total Words
[3266] #digitalhealth
[964] gt
[950] health
[729] #healthcare
[654] #healthtech

Top Words in Tweet in G1:
[419] #digitalhealth
[290] #healthtech
[211] #healthcare
[176] #ai
[153] #health
[101] #mhealth
[97] #artificialintelligence
[93] cc
[84] gt
[83] health

Top Words in Tweet in G2:
[809] gt
[593] #digitalhealth
[217] #health
[211] #mhealth
[181] _timos_
[179] #ehealth
[152] #healthcare
[140] #hcsm
[139] health
[133] #nutrition

Top Words in Tweet in G3:
[153] johnnosta
[126] #digitalhealth
[94] identify
[93] re
[92] method
[91] wow
[91] researchers
[91] two
[91] universities
[91] europe

Top Words in Tweet in G4:
[220] #digitalhealth
[49] health
[39] #healthcare
[33] digital
[23] #healthtech
[22] more
[19] healthcare
[17] patient
[16] care
[14] #innovation

Top Words in Tweet in G5:
[276] #digitalhealth
[167] echalliance
[114] dhewales
[89] #5nationsecosystem
[78] health
[76] great
[60] orchahealth
[51] bleddyn_rees
[50] gathering
[48] digital

Top Words in Tweet in G6:
[101] #digitalhealth
[57] digital
[51] health
[26] die
[22] data
[21] jmirpub
[18] world
[18] #dhsmuc19
[17] paper
[17] digihealthlens

Top Words in Tweet in G7:
[109] #digitalhealth
[27] health
[20] healtheugene
[18] bcnhealthhub
[17] boltyboy
[17] #startups
[17] g4ahealth
[16] clinical
[15] #berlin
[14] company

Top Words in Tweet in G8:
[178] #digitalhealth
[99] #healthcare
[64] health
[59] mobisoftinfo
[35] digital
[27] #artificialintelligence
[24] #healthtech
[22] mobihealthnews
[18] healthcare
[15] ai

Top Words in Tweet in G9:
[68] digitalhealth2
[26] first
[23] microsoft
[22] andy
[21] health
[21] #digitalhealth
[20] somewhat
[20] brief
[20] absence
[20] profile

Top Words in Tweet in G10:
[49] #digitalhealth
[25] health
[22] 12
[18] digital
[17] dhealthldn
[16] apps
[15] looking
[14] nhs
[14] drgandalf52
[13] forward

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[616] gt,gt
[265] digital,health
[165] gt,#digitalhealth
[156] #health,#nutrition
[150] #nutrition,#life
[139] #life,#hcsm
[130] #healthtech,#digitalhealth
[126] #digitalhealth,#healthcare
[116] #healthcare,#digitalhealth
[115] #hcsm,#healthy

Top Word Pairs in Tweet in G1:
[75] #healthtech,#digitalhealth
[71] #ai,#artificialintelligence
[69] #digitalhealth,cc
[67] glasses,prevent
[67] prevent,stroke
[67] stroke,tictoc
[67] tictoc,#ai
[67] #artificialintelligence,#healthtech
[67] #healthtech,#ml
[67] #ml,#digitalhealth

Top Word Pairs in Tweet in G2:
[528] gt,gt
[150] gt,#digitalhealth
[130] #health,#nutrition
[126] #nutrition,#life
[118] #life,#hcsm
[100] #hcsm,#healthy
[91] #healthy,#digitalhealth
[82] #digitalhealth,#socialmedia
[80] #digitalhealth,#4patients
[78] #4patients,#foamed

Top Word Pairs in Tweet in G3:
[91] wow,researchers
[91] researchers,two
[91] two,universities
[91] universities,europe
[91] europe,published
[91] published,method
[91] method,correctly
[91] correctly,re
[91] re,identify
[91] identify,99

Top Word Pairs in Tweet in G4:
[20] digital,health
[7] #digitalhealth,#healthcare
[6] #healthtech,#digitalhealth
[6] #healthcare,#digitalhealth
[5] quantum,entanglement
[5] entanglement,innovation
[5] innovation,instant
[5] tech,giants
[5] health,care
[5] #digitalhealth,#healthtech

Top Word Pairs in Tweet in G5:
[32] #5nationsecosystem,gathering
[31] bleddyn_rees,#digitalhealth
[31] #jointhedots,#digitalhealth
[31] #digitalhealth,#ehealth
[29] echalliance,dhewales
[27] team,orchahealth
[27] #5nationsecosystem,#jointhedots
[26] dhewales,echalliance
[26] #breakingdownsilos,#5nationsecosystem
[22] looking,forward

Top Word Pairs in Tweet in G6:
[19] digital,health
[13] world,continuous
[13] continuous,digital
[13] gait,speed
[12] google,health
[12] health,unveils
[12] unveils,ehr
[12] ehr,data
[12] data,aggregation
[12] aggregation,tool

Top Word Pairs in Tweet in G7:
[10] #digitalhealth,#startups
[10] g4a,korea
[7] pay,attention
[7] attention,#digitalhealth
[7] #digitalhealth,folks
[7] folks,cornucopia
[7] cornucopia,12
[7] 12,31
[7] 31,opportunities
[7] amalec,rasushrestha

Top Word Pairs in Tweet in G8:
[29] #digitalhealth,#healthcare
[14] #healthcare,#digitalhealth
[10] docs,using
[10] using,tik
[10] tik,tok
[10] tok,combat
[10] combat,health
[10] health,misinformation
[10] misinformation,connect
[10] connect,young

Top Word Pairs in Tweet in G9:
[20] somewhat,brief
[20] brief,absence
[20] absence,profile
[20] profile,series
[20] series,back
[20] back,bang
[20] bang,first
[20] first,andy
[20] andy,webster
[20] webster,#ccio

Top Word Pairs in Tweet in G10:
[13] looking,forward
[12] digital,health
[11] join,drawfoster
[11] drawfoster,drgandalf52
[11] drgandalf52,health
[11] health,innovation
[11] innovation,network
[11] network,meeting
[11] 12,12
[8] innovators,tiny

Top Replied-To
Top Replied-To in Entire Graph:
@chainofthings
@dhsociety
@andybleaden
@amalec
@interfacehealth
@chrissyfarr
@google
@choo_ek
@apple

Top Replied-To in G1:
@nhscio
@darioandriani

Top Replied-To in G2:
@chainofthings
@ucirvine
@zdoggmd
@who
@skyriakideseu
@mxdx

Top Replied-To in G3:
@johnnosta
@jvp

Top Replied-To in G4:
@derma2go

Top Replied-To in G5:
@dhsociety
@andybleaden
@nwamb_kieran
@stevietherobot
@soo_cchsc
@aluenterprise
@martinbell1966
@worldtrendsinfo
@findacure_fdn
@ifan_e

Top Replied-To in G6:
@uniklinikessen
@dominikb1888

Top Replied-To in G7:
@amalec
@chrissyfarr
@rodrigoatcg
@amiainformatics
@healtheugene
@docticker
@mlmillenson
@reliancehmo
@jessdamassa
@arlenechung

Top Replied-To in G8:
@lisagualtieri

Top Replied-To in G10:
@idessoulavy
@stef_bellavia
@noiretlise
@digitalhealthbe

Top Mentioned
Top Mentioned in Entire Graph:
@_timos_
@johnnosta
@echalliance
@dhewales
@ahomeremedyfor
@evankirstel
@digitalhealth2
@orchahealth
@mobisoftinfo
@ronald_vanloon

Top Mentioned in G1:
@evankirstel
@tictoc
@ronald_vanloon
@d
@ahomeremedyfor
@ipfconline1
@siddhartha265
@_timos_
@electronicdesgn
@j

Top Mentioned in G2:
@_timos_
@ahomeremedyfor
@kelly_archives
@medically_home
@tohamy4dscan
@echalliance
@matthiasmettler
@trends_health
@ehaction_3rdja
@frankkumli

Top Mentioned in G3:
@johnnosta
@originatehealth
@gehealthcare
@nicochan33
@haririrobert
@fastcompany
@dsgold
@ranbalicer
@arturolesch
@adigitalhealth

Top Mentioned in G4:
@kimemson
@wewalife
@poonyahcare
@syneoscomms
@habytsco
@jolokiadotcom
@kevahealth
@digime

Top Mentioned in G5:
@echalliance
@dhewales
@orchahealth
@bleddyn_rees
@andybleaden
@lshubwales
@socialpreshour
@scotruralhealth
@goodthingsfdn
@ataxia_and_me

Top Mentioned in G6:
@jmirpub
@digihealthlens
@ieuan_clay
@dramapproved
@lancetdigitalh
@bvitg
@hpi_health
@bmg_bund
@berlinnovation

Top Mentioned in G7:
@healtheugene
@boltyboy
@g4ahealth
@savagelucia
@rasushrestha
@bcnhealthhub
@venturevalkyrie
@wellthy_care
@bobkocher
@actonline

Top Mentioned in G8:
@mobisoftinfo
@mobihealthnews
@evankirstel
@himss
@drsherrypagoto
@inhealthcareuk
@forbes
@lincscommhealth
@gfarrugiamd
@rodhochmanmd

Top Mentioned in G9:
@digitalhealth2
@leeds
@microsoft
@flashtweet
@nuanceinc
@mikecavaye
@imsmaxims
@dhrewired
@musgrovepark
@musgrovedigital

Top Mentioned in G10:
@dhealthldn
@eithealth
@drgandalf52
@drawfoster
@antenna_uk
@neelam_p1
@medcityhq
@wrepihunter
@healthyldn
@russellviner

Top Tweeters
Top Tweeters in Entire Graph:
@arkangelscrap
@sectest9
@nosqldigest
@edinburghwatch
@deejayiwan
@evankirstel
@chidambara09
@threadreaderapp
@ottlegalrebels
@karlos_240

Top Tweeters in G1:
@arkangelscrap
@sectest9
@deejayiwan
@evankirstel
@ottlegalrebels
@shalisa_renee
@btzmedina
@cftc10
@cybersec_feeds
@ronaldclarke

Top Tweeters in G2:
@nosqldigest
@karlos_240
@iam__network
@calcaware
@welt
@caring_mobile
@maximumneto
@nellinson
@_timos_
@yahyapatel

Top Tweeters in G3:
@nicochan33
@fastcompany
@forbes
@jerusalem_post
@baixsegura_es
@drferdowsi
@r_chirgwin
@yourwinner
@rtehrani
@dinisguarda

Top Tweeters in G4:
@ritters90
@ittechbuz
@lucabecattini
@shimcode
@moueller1961
@prajavani
@hcnowradio
@rickross10
@hubermantamir
@ashishrbedekar

Top Tweeters in G5:
@chidambara09
@lner
@cloudexpo
@amcunningham
@bbcwales
@wil_bielert
@eurostar
@cardifftweetbot
@tv_hiec_chair
@ayomidejoe

Top Tweeters in G6:
@martingaedt
@robinyearsley
@t3n
@realcruzhenry
@scieducation1
@walli5
@rfrsarmiento
@sbc111
@ivantrajkovic2
@yeysus

Top Tweeters in G7:
@threadreaderapp
@cn
@copd_research
@rasushrestha
@drdave01
@bart
@docweighsin
@healtheugene
@boltyboy
@bird7g

Top Tweeters in G8:
@businessinsider
@timesofindia
@richsimmondsza
@zdnet
@hubbucket
@frockyeah
@medicalquack
@denverpost
@ayirpelle
@gadiooumoul

Top Tweeters in G9:
@julienramauge
@roylilley
@bt_uk
@nuance_bot
@organiclemon
@flashtweet
@plainternet
@mallys_
@franckypedia
@theeiu

Top Tweeters in G10:
@epstrong
@erreuvedos
@thekingsfund
@waronepilepsy
@tolanahp
@datt_colette
@youtube
@drgandalf52
@asthmauk
@saranelsonrgn