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mhealth_2022-08-14_19-00-00.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
August 15, 2022
Short Description:
mhealth via NodeXL https://bit.ly/3QovWw3
@caring_mobile
@chidambara09
@_timos_
@precisionmedbot
@analytics_699
@dominik_linz
@digitalsalutem
@digipharmawatch
@mobiuso
@_sivasai

Top hashtags:
#digitalhealth
#mhealth
#socialmedia
#ai
#ehealth
#iot
#digitalmarketing

Description:
Description
The graph represents a network of 1,256 Twitter users whose tweets in the requested range contained "mhealth", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 15 August 2022 at 02:06 UTC.

The requested start date was Monday, 15 August 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 12-hour, 2-minute period from Monday, 01 August 2022 at 00:13 UTC to Sunday, 14 August 2022 at 12:15 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 : 1256
Unique Edges : 977
Edges With Duplicates : 8007
Total Edges : 8984
Number of Edge Types : 5
Mentions : 781
MentionsInRetweet : 3970
Replies to : 63
Retweet : 3192
Tweet : 978
Self-Loops : 1022
Reciprocated Vertex Pair Ratio : 0.0355029585798817
Reciprocated Edge Ratio : 0.0685714285714286
Connected Components : 114
Single-Vertex Connected Components : 52
Maximum Vertices in a Connected Component : 888
Maximum Edges in a Connected Component : 8317
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.578051
Graph Density : 0.00122122973075849
Modularity : 0.183178
NodeXL Version : 1.0.1.502
Data Import : The graph represents a network of 1,256 Twitter users whose tweets in the requested range contained "mhealth", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 15 August 2022 at 02:06 UTC.

The requested start date was Monday, 15 August 2022 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 7,500.

The tweets in the network were tweeted over the 13-day, 12-hour, 2-minute period from Monday, 01 August 2022 at 00:13 UTC to Sunday, 14 August 2022 at 12:15 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 : mhealth
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:
[148] http://www.socialpharma.net
[67] https://digitalsalutem.com/our-capabillities/technology/remote-patient-monitoring/?utm_campaign=clinitouch
[38] https://isaac.care/
[29] https://behrtech.com/blog/6-leading-types-of-iot-wireless-tech-and-their-best-use-cases/
[23] https://www.theverge.com/2022/8/9/23298040/dnc-democrats-midterms-elections-tiktok-instagram-influencers?utm_source=dlvr.it&utm_medium=twitter
[22] http://readwrite.com/2017/05/13/microsoft-parkinson-wearable/?utm_campaign=coschedule&utm_source=twitter&utm_medium=RWW&utm_content=Meet%20Emma,%20the%20wearable%20that%20helps%20people%20with%20Parkinson's
[22] https://www.digitalhealth.net/2022/08/redefining-patient-empowerment-with-pifu/?utm_source=dlvr.it&utm_medium=twitter
[21] https://hitconsultant.net/2022/08/08/cvs-health-in-talks-to-acquire-signify-health/?utm_source=dlvr.it&utm_medium=twitter
[20] https://hitconsultant.net/2022/08/09/evidence-partners-automated-evidence-based-research/?utm_source=dlvr.it&utm_medium=twitter
[20] https://hitconsultant.net/2022/08/09/digital-front-door-patient-centric-healthcare/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G1:
[67] https://digitalsalutem.com/our-capabillities/technology/remote-patient-monitoring/?utm_campaign=clinitouch
[47] http://www.socialpharma.net
[38] https://isaac.care/
[17] http://readwrite.com/2017/05/13/microsoft-parkinson-wearable/?utm_campaign=coschedule&utm_source=twitter&utm_medium=RWW&utm_content=Meet%20Emma,%20the%20wearable%20that%20helps%20people%20with%20Parkinson's
[15] https://digitalsalutem.com/virtual-healthcare-care-for-patients/
[14] https://www.youtube.com/watch?v=AuvVHAPX2R8&feature=youtu.be

[13] https://www.youtube.com/watch?v=mdzK24jHOuQ&feature=youtu.be

[10] https://httpslink.com/tctpfn
[9] https://httpslink.com/5botcoiah
[9] https://digitalsalutem.com/the-patients-role-in-digital-health/

Top URLs in Tweet in G2:
[23] http://www.socialpharma.net
[11] https://telemedicine.global-summit.com/
[5] http://readwrite.com/2017/05/13/microsoft-parkinson-wearable/?utm_campaign=coschedule&utm_source=twitter&utm_medium=RWW&utm_content=Meet%20Emma,%20the%20wearable%20that%20helps%20people%20with%20Parkinson's
[5] https://www.truedentaldiscounts.com
[4] https://www.etsy.com/listing/906177252/buddhist-mantra-meditation-ring&t=1660079699
[4] https://www.youtube.com/watch?v=AuvVHAPX2R8&feature=youtu.be

[4] http://www.lexology.com/library/detail.aspx?g=340d131e-de7b-4adc-a478-6af8ab9e7989
[3] https://medium.com/@MailMyStatement/increase-your-collections-with-paperless-billing-heres-how-6abad777c9ac
[3] https://www.mobihealthnews.com/news/diagnostic-robotics-raises-45m-ai-enabled-care-management-and-more-digital-health-fundings
[3] https://www.youtube.com/watch?v=mdzK24jHOuQ&feature=youtu.be


Top URLs in Tweet in G3:
[26] https://behrtech.com/blog/6-leading-types-of-iot-wireless-tech-and-their-best-use-cases/
[11] https://nerdist.com/article/googles-deepmind-releases-structure-of-every-known-protein/
[9] https://www.biometricupdate.com/202208/french-parliament-approves-e20m-project-for-biometric-health-card
[7] http://www.socialpharma.net
[5] https://www.alamy.com/robotic-surgery-isometric-infographics-layout-with-medical-robot-presentation-and-information-about-diagnostic-and-rehabilitation-equipment-vector-ill-image401422902.html
[3] https://twitter.com/Analytics_699/status/1432734345144385545
[2] https://twitter.com/Analytics_699/status/1420425046980395008
[2] https://www.siliconvalley.com/2022/08/07/water-wars-in-a-drying-california-new-money-vs-old-power-in-san-joaquin-valley/?utm_source=dlvr.it&utm_medium=twitter
[2] https://hitconsultant.net/2022/08/11/h1-ai-powered-evidence-based-interactions/?utm_source=dlvr.it&utm_medium=twitter
[2] https://www.downtoearth.org.in/blog/science-technology/ai-helps-scientists-keep-up-in-covid-19-mutation-race-84162

Top URLs in Tweet in G4:
[71] http://www.socialpharma.net
[18] https://www.theverge.com/2022/8/9/23298040/dnc-democrats-midterms-elections-tiktok-instagram-influencers?utm_source=dlvr.it&utm_medium=twitter
[17] https://www.digitalhealth.net/2022/08/redefining-patient-empowerment-with-pifu/?utm_source=dlvr.it&utm_medium=twitter
[15] https://hitconsultant.net/2022/08/09/evidence-partners-automated-evidence-based-research/?utm_source=dlvr.it&utm_medium=twitter
[15] https://hitconsultant.net/2022/08/08/cvs-health-in-talks-to-acquire-signify-health/?utm_source=dlvr.it&utm_medium=twitter
[14] https://hitconsultant.net/2022/08/09/digital-front-door-patient-centric-healthcare/?utm_source=dlvr.it&utm_medium=twitter
[12] https://hitconsultant.net/2022/08/10/teladoc-health-at-home-a1c-testing/?utm_source=dlvr.it&utm_medium=twitter
[12] https://www.theverge.com/2022/8/1/23287775/tiffany-custom-cryptopunk-pendants-nfts-nftiff?utm_source=dlvr.it&utm_medium=twitter
[12] https://www.theverge.com/2022/8/6/23294990/fitbit-ending-support-music-transfers-pcs-and-macs-connect-versa-ionic?utm_source=dlvr.it&utm_medium=twitter
[12] https://hitconsultant.net/2022/08/09/sibel-health-wearable-sensors-rpm/?utm_source=dlvr.it&utm_medium=twitter

Top URLs in Tweet in G5:
[1] https://smarthealth.live/2022/08/08/menstruatie-apps-delen-privacy-gevoelige-informatie/
[1] https://smarthealth.live/2022/08/10/kardia-mobile-beterdichtbij-spijkenisse-medisch-centrum/
[1] https://twitter.com/dominik_linz/status/1556507838452846592
[1] https://twitter.com/Dominik_Linz/status/1555190322627596288
[1] https://cardiacrhythmnews.com/pandemic-cardiovascular-meta-analysis
[1] https://twitter.com/Dominik_Linz/status/1556507838452846592
[1] https://academic.oup.com/eurjcn/advance-article/doi/10.1093/eurjcn/zvac061/6657452
[1] https://academic.oup.com/sleep/advance-article/doi/10.1093/sleep/zsac183/6652912
[1] https://twitter.com/dominik_linz/status/1554094164643659777

Top URLs in Tweet in G6:
[2] https://www.nature.com/articles/s41598-022-16864-2#disqus_thread
[2] https://www.chinadaily.com.cn/a/202207/29/WS62e36879a310fd2b29e6f274.html
[2] https://www.mpo-mag.com/contents/view_online-exclusives/2022-08-02/patching-healthcare-cybersecurity-risks-in-the-internet-of-medical-things/
[2] https://www.pharmexec.com/view/connecting-your-digital-health-strategy-from-clinical-to-commercial
[2] https://www.pharmexec.com/view/how-decentralized-trials-accelerate-research-and-enable-diversity
[2] https://www.raps.org/news-and-articles/news-articles/2022/8/euro-roundup-industry-wants-clarity-on-links-betwe?fb_ref=AL3PHjYHcP-Twitter&utm_source=Twitter&utm_medium=ShareButton&utm_campaign=GetSocial
[1] https://www.drugdeliverybusiness.com/insulet-launch-omnipod-5-insulin-diabetes/
[1] https://www.fiercehealthcare.com/health-tech/healthcare-data-breach-costs-reach-record-high-10m-attack-ibm-report
[1] https://medcitynews.com/2022/07/getting-big-pharma-to-embrace-digital-and-more-from-invest-pharmatech/
[1] https://pharmanewsonline.com/digitising-health-data-crucial-for-universal-healthcare-group/

Top URLs in Tweet in G7:
[6] https://www.nationalelfservice.net/?p=156035
[4] https://webmedy.com/blog/the-new-era-of-mhealth/
[2] https://techbullion.com/from-2022-to-2030-the-mhealth-solutions-market-is-anticipated-to-propel-industry-expansion-at-an-astronomical-cagr-of-27-according-to-future-market-insights/
[1] https://www.researchsquare.com/article/rs-1637349/v1
[1] https://market.biz/report/global-mhealth-applications-market-gm/
[1] https://www.policechiefmagazine.org/product-feature-providing-support-to-those-who-serve/
[1] https://www.marketsandmarkets.com/Market-Reports/urgent-care-apps-market-45792223.html
[1] https://mhealth.jmir.org/2022/6/e38991
[1] https://medicalxpress.com/news/2022-08-mobile-app-alcohol-consumption.html
[1] https://mailchi.mp/b93baa51e924/digital-health-newsletter_05012019-9042311

Top URLs in Tweet in G8:
[10] https://www.downtoearth.org.in/blog/science-technology/ai-helps-scientists-keep-up-in-covid-19-mutation-race-84162
[9] https://hospitalnews.com/communicating-more-effectively-with-the-person-youre-caring-for/
[9] https://www.linkedin.com/pulse/social-media-atanas-g-atanasov/
[8] https://pubs.acs.org/doi/10.1021/acsami.2c13019#.YvG71F002Ug.twitter
[8] https://www.theguardian.com/global-development/2022/aug/03/the-hiv-prevention-drug-that-could-save-millions-of-people-if-they-can-afford-it-cab-la-cabotegravir
[5] https://ivypanda.com/essays/communication-challenges-between-nurses-and-patients-with-type-2-diabetes/
[3] https://twitter.com/JTiBS_journal/status/1557364363471749120
[1] https://www.lemonde.fr/afrique/article/2022/07/09/au-burkina-faso-l-application-mobile-mhealth-aide-a-renforcer-le-systeme-de-sante_6134083_3212.html
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fs41598-022-17345-2
[1] https://twitter.com/_atanas_/status/1553991543832383489

Top URLs in Tweet in G9:
[1] https://thejournalofmhealth.com/current-trends-in-the-digital-health-marketplace/
[1] https://thejournalofmhealth.com/two-leading-cios-join-the-highland-marketing-advisory-board/
[1] https://thejournalofmhealth.com/amethyst-uk-first-to-use-new-frame-to-transform-patient-experience-at-radiosurgery-centre/
[1] https://thejournalofmhealth.com/using-technology-to-support-primary-care/
[1] https://thejournalofmhealth.com/why-healthcare-must-embrace-patient-centric-data/?utm_campaign=Healthcare&utm_content=216801711&utm_medium=social&utm_source=twitter&hss_channel=tw-18778314
[1] https://thejournalofmhealth.com/why-digital-interoperability-is-key-to-mental-health-reform/
[1] https://thejournalofmhealth.com/why-ai-based-identity-security-is-the-new-ah-ha-moment-for-healthcare/
[1] https://thejournalofmhealth.com/why-now-is-the-crucial-time-for-social-care-and-healthcare-professionals-to-unite-and-join-forces/
[1] https://thejournalofmhealth.com/how-automation-can-improve-employee-experience-and-retention-in-the-nhs/

Top URLs in Tweet in G10:
[1] https://twitter.com/K_Samlau/status/1554834921373306880
[1] https://jamanetwork.com/journals/jamainternalmedicine/article-abstract/2794818

Top Domains
Top Domains in Tweet in Entire Graph:
[250] theverge.com
[223] httpslink.com
[218] digitalhealth.net
[210] siliconvalley.com
[208] hitconsultant.net
[187] digitalsalutem.com
[161] mobihealthnews.com
[152] youtube.com
[148] socialpharma.net
[148] bqprime.com

Top Domains in Tweet in G1:
[181] digitalsalutem.com
[162] httpslink.com
[118] youtube.com
[71] digitalhealth.net
[69] siliconvalley.com
[67] theverge.com
[63] medium.com
[59] hitconsultant.net
[47] socialpharma.net
[38] isaac.care

Top Domains in Tweet in G2:
[61] httpslink.com
[53] mobihealthnews.com
[29] siliconvalley.com
[27] digitalhealth.net
[25] youtube.com
[24] theverge.com
[23] socialpharma.net
[18] medium.com
[18] bqprime.com
[15] gadgetsandwearables.com

Top Domains in Tweet in G3:
[26] behrtech.com
[11] nerdist.com
[11] siliconvalley.com
[9] biometricupdate.com
[9] hitconsultant.net
[7] socialpharma.net
[6] twitter.com
[6] theverge.com
[6] techonomy.com
[5] alamy.com

Top Domains in Tweet in G4:
[153] theverge.com
[127] hitconsultant.net
[118] digitalhealth.net
[101] siliconvalley.com
[92] bqprime.com
[71] socialpharma.net
[71] mobihealthnews.com
[50] gadgetsandwearables.com
[23] mhealthintelligence.com
[21] techonomy.com

Top Domains in Tweet in G5:
[4] twitter.com
[2] smarthealth.live
[2] oup.com
[1] cardiacrhythmnews.com

Top Domains in Tweet in G6:
[8] pharmexec.com
[4] clinicaltrials.gov
[3] fiercehealthcare.com
[3] businesswire.com
[3] raps.org
[2] drugdeliverybusiness.com
[2] nature.com
[2] com.cn
[2] mpo-mag.com
[2] prnewswire.com

Top Domains in Tweet in G7:
[24] wordpress.com
[13] mobiuso.com
[9] doi.org
[6] jmir.org
[6] nationalelfservice.net
[5] linkewire.com
[4] webmedy.com
[4] digitaljournal.com
[2] newswise.com
[2] frontiersin.org

Top Domains in Tweet in G8:
[10] org.in
[9] hospitalnews.com
[9] linkedin.com
[8] acs.org
[8] theguardian.com
[7] twitter.com
[5] ivypanda.com
[1] lemonde.fr
[1] nature.com
[1] mdpi.com

Top Domains in Tweet in G9:
[9] thejournalofmhealth.com

Top Domains in Tweet in G10:
[1] twitter.com
[1] jamanetwork.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[2131] digitalhealth
[1673] mhealth
[1033] socialmedia
[755] ai
[571] ehealth
[550] iot
[539] digitalmarketing
[495] healthtech
[347] telehealth
[278] industry40



Top Hashtags in Tweet in G1:
[980] digitalhealth
[731] mhealth
[364] ehealth
[279] socialmedia
[277] telehealth
[188] telemedicine
[160] healthtech
[149] healthcare
[149] wearables
[134] ai

Top Hashtags in Tweet in G2:
[371] mhealth
[256] digitalhealth
[94] ehealth
[94] socialmedia
[48] healthcare
[47] hcsm
[44] telehealth
[39] wearables
[37] hcsmeu
[34] ai

Top Hashtags in Tweet in G3:
[273] ai
[236] analytics
[221] machinelearning
[175] iot
[173] reactjs
[163] python
[131] bigdata
[89] ml
[64] iiot
[51] mhealth

Top Hashtags in Tweet in G4:
[764] digitalhealth
[633] socialmedia
[386] digitalmarketing
[275] ai
[271] iot
[248] mhealth
[242] industry40
[235] healthtech
[40] healthcare
[39] wearables

Top Hashtags in Tweet in G5:
[55] telecheckaf
[33] mhealth
[19] epeeps
[19] ppg
[11] sleep
[11] sleepapnea
[1] privacy
[1] digitalezorg
[1] ejcn

Top Hashtags in Tweet in G6:
[58] digitalhealth
[56] mhealth
[54] ehealth
[43] healthtech
[26] digitaltransformation
[25] techforgood
[25] digitalisation
[23] digitalhealthcare
[22] medicaldevice
[18] healthit

Top Hashtags in Tweet in G7:
[14] mhealth
[7] healthcare
[5] healthcareit
[4] webmedy
[4] ehr
[4] emr
[4] newsalert
[4] rhoa
[4] married2med
[4] commonwealthgames2022

Top Hashtags in Tweet in G8:
[14] mhealth
[14] communication
[10] dhpsp
[10] cancer
[10] ai
[10] covid19
[10] covid
[10] mutationーspace
[10] sciencetwitter
[9] hiv

Top Hashtags in Tweet in G9:
[6] digitalhealth
[5] healthcare
[3] socialcare
[3] healthtech
[3] giant2022
[2] data
[1] virtualcare
[1] coverage
[1] treatment
[1] health

Top Hashtags in Tweet in G10:
[15] mhealth
[14] insomnia
[14] cancer
[14] ehealth
[1] digitalhealth
[1] pallonc
[1] medtech

Top Words
Top Words in Tweet in Entire Graph:
[2121] #digitalhealth
[1670] #mhealth
[1214] _timos_
[1031] #socialmedia
[751] #ai
[628] gt
[627] health
[568] #ehealth
[547] healthcare
[537] #iot

Top Words in Tweet in G1:
[977] #digitalhealth
[729] #mhealth
[445] _timos_
[362] #ehealth
[321] healthcare
[289] digitalsalutem
[278] #socialmedia
[275] #telehealth
[262] wearablesexpert
[244] health

Top Words in Tweet in G2:
[370] #mhealth
[254] #digitalhealth
[148] _timos_
[145] digitalsalutem
[132] health
[108] healthcare
[105] gt
[94] #socialmedia
[93] #ehealth
[91] mailmystatement

Top Words in Tweet in G3:
[272] #ai
[262] analytics_699
[236] #analytics
[221] #machinelearning
[175] #iot
[173] #reactjs
[163] #python
[131] #bigdata
[89] #ml
[73] data

Top Words in Tweet in G4:
[760] #digitalhealth
[632] #socialmedia
[581] _timos_
[379] #digitalmarketing
[274] #ai
[261] #iot
[248] #mhealth
[243] gt
[239] #industry40
[235] #healthtech

Top Words in Tweet in G5:
[88] adherence
[55] #telecheckaf
[54] dominik_linz
[46] within
[37] motivation
[36] patient
[33] #mhealth
[32] mean
[29] patients
[27] 94

Top Words in Tweet in G6:
[58] #digitalhealth
[56] #mhealth
[54] #ehealth
[43] #healthtech
[26] #digitaltransformation
[25] #techforgood
[25] #digitalisation
[23] #digitalhealthcare
[22] #medicaldevice
[18] #healthit

Top Words in Tweet in G7:
[66] mhealth
[40] health
[23] ðµð
[20] market
[20] gt
[19] digital
[18] apps
[14] #mhealth
[14] healthcare
[13] ðµñ

Top Words in Tweet in G8:
[43] _sivasai
[21] drug
[14] #mhealth
[14] #communication
[10] #dhpsp
[10] risk
[10] #cancer
[10] #ai
[10] helps
[10] scientists

Top Words in Tweet in G9:
[12] journal_mhealth
[6] #digitalhealth
[6] plan
[6] health
[5] tools
[5] joined
[5] #healthcare
[4] thanks
[4] sharing
[4] excellent

Top Words in Tweet in G10:
[15] #mhealth
[14] #insomnia
[14] #cancer
[14] #ehealth
[14] help
[14] design
[14] treatment
[14] smartphone
[14] app
[14] please

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1020] #digitalhealth,#socialmedia
[523] #socialmedia,#digitalmarketing
[378] gt,gt
[219] #ehealth,#mhealth
[172] digital,health
[158] #python,#reactjs
[144] #ai,#python
[139] #analytics,#bigdata
[137] #mhealth,#digitalhealth
[131] #mhealth,#ehealth

Top Word Pairs in Tweet in G1:
[276] #digitalhealth,#socialmedia
[144] #ehealth,#mhealth
[129] gt,gt
[105] #socialmedia,#digitalmarketing
[95] wearablesexpert,talks
[91] #mhealth,#digitalhealth
[89] digital,health
[82] #telehealth,#telemedicine
[78] #mhealth,#ehealth
[76] #mhealth,#telehealth

Top Word Pairs in Tweet in G2:
[90] #digitalhealth,#socialmedia
[64] gt,gt
[42] digital,health
[42] #mhealth,#hcsm
[37] #hcsm,#hcsmeu
[35] #ehealth,#mhealth
[28] #socialmedia,#digitalmarketing
[27] wearablesexpert,talks
[21] #digitalhealth,#wearables
[19] #wearables,series

Top Word Pairs in Tweet in G3:
[140] #python,#reactjs
[126] #ai,#python
[125] #analytics,#bigdata
[106] #analytics,#machinelearning
[87] #bigdata,#ai
[83] #reactjs,#machinelearning
[82] #machinelearning,#iot
[77] #machinelearning,#ai
[55] #reactjs,#iot
[38] #iot,#iiot

Top Word Pairs in Tweet in G4:
[632] #digitalhealth,#socialmedia
[379] #socialmedia,#digitalmarketing
[162] gt,gt
[73] #digitalmarketing,#ai
[64] #ai,#iot
[56] #digitalmarketing,#mhealth
[54] gt,#digitalhealth
[53] #iot,#ai
[52] #healthtech,#iot
[52] #ai,#healthtech

Top Word Pairs in Tweet in G5:
[33] motivation,adherence
[32] patient,motivation
[27] adherence,within
[27] within,#telecheckaf
[27] #telecheckaf,mean
[27] mean,adherence
[27] adherence,94
[27] 94,oldest
[27] oldest,patients
[27] patients,gt

Top Word Pairs in Tweet in G6:
[29] #ehealth,#mhealth
[25] #techforgood,#ehealth
[25] #mhealth,#digitalhealth
[25] #digitalisation,#mhealth
[25] #mhealth,#ehealth
[19] #digitalhealthcare,#digitaltransformation
[18] #ehealth,#healthtech
[16] #digitalhealth,#digitalhealthcare
[15] #digitaltransformation,#healthit
[15] #healthit,#digitalisation

Top Word Pairs in Tweet in G7:
[9] mhealth,apps
[9] oral,health
[8] digital,health
[6] parents,improve
[6] children,oral
[6] mobile,health
[5] apps,market
[5] elon,musk
[5] musk,combining
[4] improve,children

Top Word Pairs in Tweet in G8:
[10] #ai,helps
[10] helps,scientists
[10] scientists,keep
[10] keep,#covid19
[10] #covid19,mutation
[10] mutation,race
[10] race,#covid
[10] #covid,#mutationーspace
[10] #mutationーspace,#sciencetwitter
[9] communicating,more

Top Word Pairs in Tweet in G9:
[4] thanks,journal_mhealth
[4] journal_mhealth,sharing
[4] sharing,excellent
[4] excellent,news
[4] news,neilperrynhs
[4] neilperrynhs,irhogan
[4] irhogan,joined
[4] joined,highlandmarktng
[4] highlandmarktng,advisory
[4] making,digital

Top Word Pairs in Tweet in G10:
[14] #insomnia,#cancer
[14] #cancer,#mhealth
[14] #mhealth,#ehealth
[14] #ehealth,help
[14] help,design
[14] design,treatment
[14] treatment,smartphone
[14] smartphone,app
[14] app,please
[14] please,share

Top Replied-To
Top Mentioned
Top Mentioned in Entire Graph:
@_timos_
@digitalsalutem
@wearablesexpert
@analytics_699
@mailmystatement
@digipharmawatch
@ariannacblue
@_sivasai
@dominik_linz
@eli_krumova

Top Mentioned in G1:
@_timos_
@digitalsalutem
@wearablesexpert
@mailmystatement
@digipharmawatch
@miguelnui
@ariannacblue
@analytics_699
@indrajoshi10
@jgunatilleke

Top Mentioned in G2:
@_timos_
@digitalsalutem
@mailmystatement
@wearablesexpert
@ariannacblue
@thibaudguymard
@batlabunc
@digihealthexpo
@digipharmawatch
@pumpthejuice

Top Mentioned in G3:
@analytics_699
@eli_krumova
@_timos_
@enricomolinari
@kanezadiane
@digitalsalutem
@adamdanyal
@_sivasai
@iambriangraham
@wef

Top Mentioned in G4:
@_timos_
@abhikrish06
@analytics_699
@digihealthexpo

Top Mentioned in G5:
@dominik_linz
@j_hendriks1
@d
@fibricheck
@manningermartin
@alivecor
@beterdichtbij
@danielscherr3
@ansoeberl
@fabianbarbieri5

Top Mentioned in G6:
@digipharmawatch
@pharmexec
@apa
@drugdeliverynow
@us_fda
@aboutkp
@maynepharma_us
@goodrx
@eu_health

Top Mentioned in G8:
@_sivasai
@_inpst
@dhpsp
@_atanas_
@digitalsalutem
@ascaafrica
@miguelnui
@benedwardsbuck
@fondationpfabre

Top Mentioned in G9:
@journal_mhealth
@neilperrynhs
@irhogan
@highlandmarktng
@susan_venables
@thalamos_
@xonuk
@hazelmjones

Top Mentioned in G10:
@linda_e_carlson
@sngarlandphd
@ryannipp
@cap
@capo_acop
@teamshan
@yacancercanada
@jamainternalmed
@jama_current

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@oldlady12345
@chidambara09
@gambiste1
@xaelbot
@cybersecurityn8
@vonrosenchild
@fabriciosx
@dataaugmented
@straitarrow10

Top Tweeters in G1:
@sectest9
@chidambara09
@cybersecurityn8
@vonrosenchild
@dataaugmented
@codewithtwitchi
@education_24x7
@godfrey_g_
@thearticletrunk
@vrretweeter

Top Tweeters in G2:
@gambiste1
@caring_mobile
@techcrunch
@planetfitness
@mentalhretweet
@mangobilling
@leodonatoxxx
@judgementalbsc
@mikebutcher
@agoracom

Top Tweeters in G3:
@xaelbot
@fabriciosx
@rahul05ranjan
@goaidev
@ssxman2
@serverlessfan
@xeronbot
@thecuriousluke
@2bftawfik
@pyscalellc

Top Tweeters in G4:
@calcaware
@jeffreyawillia4
@prosper_kenn
@_timos_
@e_nterdiscipl
@osvaldo_villar
@pmprouk
@techinjektion
@enderton_justin
@lqventures

Top Tweeters in G5:
@epeeps_bot
@drdave01
@mencardio
@iamritu
@fikkumamoto
@hansdeleenheer
@adribaran
@soumd
@ktamirisamd
@prashsanders

Top Tweeters in G6:
@homefronthugs
@cyberdfir
@venturebeat
@medical_xpress
@pharmaphorum
@rpatoolsc
@amazon
@veteranshealth
@public_citizen
@jnjglobalhealth

Top Tweeters in G7:
@physorg_health
@media_diamante
@myjournals
@paperbirdso
@rs_preprints
@wikipediachain
@linkewire
@unwantedlife_me
@nyicolecruz
@pivottwistdev

Top Tweeters in G8:
@carolmaewy
@mentalhealthbo5
@natricer
@terri2cat
@elisaelisa110
@b0tsci
@aacamerano
@jayeshmthakur
@sminaev2015
@in_stemm

Top Tweeters in G9:
@anniecoops
@giant_health
@highlandmarktng
@andy_kinnear
@rkumar
@susan_venables
@madetech
@lj_ali1
@nicolacdio
@jamestnorman

Top Tweeters in G10:
@jama_current
@jamainternalmed
@crisbergerot
@darcyburbage
@jamanetworkopen
@yacancercanada
@christian_ccrs
@teamshan
@capo_acop
@ryannipp