digpharm, Twitter, 1/14/2023 3:13:35 PM, 287982


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digpharm_2023-01-14_07-02-26.xlsx
digpharm_2023-01-14_07-02-26.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 14, 2023
Short Description:
digpharm via NodeXL https://bit.ly/3QGQYXJ
@digitalpharma
@drpenzesjanos
@ritters90
@debbemccall
@hsiehkevin
@jopekim
@cmimediagroup
@jasonlotkowictz
@pfizer
@bayerus

Top hashtags:
#digpharm
#pharma
#digitalhealth
#digitalpharma
#healthcare
#digitalmarketing
#ai

Description:
Description
The graph represents a network of 1,205 Twitter users whose recent tweets contained "digpharm", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/13/2023 5:00:34 PM. The network was obtained from Twitter on Saturday, 14 January 2023 at 15:09 UTC.

The tweets in the network were tweeted over the 2247-day, 2-hour, 32-minute period from Wednesday, 26 October 2016 at 15:40 UTC to Wednesday, 21 December 2022 at 18:13 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

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 : 1205
Unique Edges : 1883
Edges With Duplicates : 8173
Total Edges : 10056
Number of Edge Types : 8
Retweet : 2268
MentionsInRetweet : 3764
Tweet : 1140
Mentions : 2449
MentionsInReplyTo : 148
Quote : 109
MentionsInQuote : 62
Replies to : 116
Self-Loops : 1509
Reciprocated Vertex Pair Ratio : 0.114137483787289
Reciprocated Edge Ratio : 0.204889406286379
Connected Components : 41
Single-Vertex Connected Components : 29
Maximum Vertices in a Connected Component : 1146
Maximum Edges in a Connected Component : 9985
Maximum Geodesic Distance (Diameter) : 8
Average Geodesic Distance : 3.086204
Graph Density : 0.00236831584896817
Modularity : 0.215612
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,205 Twitter users whose recent tweets contained "digpharm", or who were replied to, mentioned, retweeted or quoted in those tweets, taken from a data set limited to a maximum of 5,000 tweets, tweeted between 3/26/2006 12:00:00 AM and 1/13/2023 5:00:34 PM. The network was obtained from Twitter on Saturday, 14 January 2023 at 15:09 UTC.

The tweets in the network were tweeted over the 2247-day, 2-hour, 32-minute period from Wednesday, 26 October 2016 at 15:40 UTC to Wednesday, 21 December 2022 at 18:13 UTC.

There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, an edge for each "retweet" relationship in a tweet, an edge for each "quote" relationship in a tweet, an edge for each "mention in retweet" relationship in a tweet, an edge for each "mention in reply-to" relationship in a tweet, an edge for each "mention in quote" relationship in a tweet, an edge for each "mention in quote reply-to" relationship in a tweet, and a self-loop edge for each tweet that is not from above.

Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : TwitterSearch2
Graph Term : digpharm
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:
[40] https://www.digitalpharmaeast.com/?utm_source=twitter&utm_medium=social&utm_campaign=generalpromo&utm_id=dpe22
[25] https://www.fiercelifesciences.com/marketingandcommunications
[16] https://twitter.com/HsiehKevin/status/1143266028308164609/photo/1
[16] https://twitter.com/DrKevinCampbell/status/916030128538378240/photo/1
[14] https://www.digitalpharmaeast.com/Register?utm_source=twitter&utm_medium=banner&utm_campaign=sponsor
[12] https://twitter.com/RickyJersey/status/1052627867199262720/photo/1
[12] https://twitter.com/HsiehKevin/status/1143203810304593920/photo/1
[12] https://twitter.com/HsiehKevin/status/1006259163742101504/photo/1
[12] https://twitter.com/HsiehKevin/status/1006222350512095232/photo/1
[12] https://twitter.com/HsiehKevin/status/1143199106635980800/photo/1

Top URLs in Tweet in G1:
[13] https://www.fiercelifesciences.com/marketingandcommunications
[12] https://twitter.com/DrKevinCampbell/status/916030128538378240/photo/1
[10] https://www.eventbrite.co.uk/e/healthbot-2018-tickets-45240482501
[8] https://www.syneoshealth.com/events/digital-pharma-east
[7] https://vimeo.com/236975924
[7] http://elil.ly/ghy7
[7] https://www.digitalpharmaeast.com/Register?utm_source=twitter&utm_medium=banner&utm_campaign=sponsor
[6] https://twitter.com/drpenzesjanos/status/916052786801864704/photo/1
[6] https://twitter.com/drpenzesjanos/status/916022214654353409/photo/1
[6] https://tools.healthline.com/digital-pharma-east-2018/

Top URLs in Tweet in G2:
[40] https://www.digitalpharmaeast.com/?utm_source=twitter&utm_medium=social&utm_campaign=generalpromo&utm_id=dpe22
[12] https://twitter.com/RickyJersey/status/1052627867199262720/photo/1
[9] https://www.digitalpharmaeurope.com/Register?utm_source=Linkedin&utm_medium=Social&utm_campaign=DP-Europe-week-of
[9] https://www.digitalpharmaseries.com/west
[9] http://www.cvent.com/d/j6q2vv/4W?RefID=799119-TW&utm_source=Twitter&utm_medium=social&utm_campaign=799119
[9] http://bit.ly/2NmyK0j
[8] https://digitalpharmaseries.com/east?utm_source=twitter&utm_medium=twitter&utm_campaign=799119
[8] https://twitter.com/HsiehKevin/status/1143199106635980800/photo/1
[8] https://twitter.com/RickyJersey/status/1052989041514287105/photo/1
[7] https://www.digitalpharmaeast.com/Register?utm_source=twitter&utm_medium=banner&utm_campaign=sponsor

Top URLs in Tweet in G3:
[12] https://twitter.com/HsiehKevin/status/1143266028308164609/photo/1
[8] https://twitter.com/HsiehKevin/status/1006222350512095232/photo/1
[8] https://twitter.com/HsiehKevin/status/1006259163742101504/photo/1
[8] https://twitter.com/HsiehKevin/status/1143203810304593920/photo/1
[4] https://twitter.com/HsiehKevin/status/1006947417764200449/photo/1
[4] https://twitter.com/HsiehKevin/status/1006631290001428480/photo/1
[4] https://twitter.com/HsiehKevin/status/1143971972826537984/photo/1
[4] https://twitter.com/HsiehKevin/status/1143199106635980800/photo/1
[4] https://twitter.com/HsiehKevin/status/1006308950235475968/photo/1
[4] https://twitter.com/HsiehKevin/status/1143581579706433541/photo/1

Top URLs in Tweet in G4:
[9] https://wp.me/P9OhEy-4G
[9] https://www.eventbrite.com/e/life-science-leader-summit-boston-ma-registration-50288855320?ref=estw
[4] https://www.mmm-online.com/home/channel/roundup/five-things-for-pharma-marketers-to-know-thursday-october-18-2018/
[4] http://www.LS2.info
[3] https://www.mmm-online.com/home/channel/digital/to-recruit-for-clinical-trials-throw-out-the-usual-ad-playbook-study/
[3] https://www.mmm-online.com/home/channel/campaigns/why-pharma-should-start-paying-more-attention-to-instagram/
[3] http://www.ls2.info
[2] https://paper.li/salilkallianpur/1339524130?edition_id=8875a760-2ad6-11e8-93c4-0cc47a0d1609
[2] https://paper.li/salilkallianpur/1339524130?edition_id=c5995c80-b5c0-11e7-8999-0cc47a0d1609
[2] https://twitter.com/OPRXpatient_eng/status/1174692889886154752/photo/1

Top URLs in Tweet in G5:
[5] https://twitter.com/marqkris/status/994860610113474562/photo/1
[3] https://twitter.com/Impetusadboards/status/1007646545934680064/photo/1
[3] http://digitalblog.exlpharma.com/2018/04/are-online-social-networks-the-new-corporate-currency/
[3] https://twitter.com/Impetusadboards/status/995001875324985344/photo/1
[3] http://digitalblog.exlpharma.com/2018/03/how-to-manage-digital-overwhelm-and-stay-sane-in-the-process
[3] https://twitter.com/Impetusadboards/status/1002170369804046336/photo/1
[3] https://twitter.com/Impetusadboards/status/1011646551897313281/photo/1
[3] https://twitter.com/Impetusadboards/status/1009165200845688832/photo/1
[3] https://twitter.com/Impetusadboards/status/1004080444676206592/photo/1
[3] https://twitter.com/Impetusadboards/status/1001444337702653952/photo/1

Top URLs in Tweet in G6:
[10] https://www.idigitalhealth.com/videos/jim-odonoghue-the-virtuous-circle-of-good-patientfacing-technology
[6] https://www.hcanews.com/news/why-the-future-of-digital-health-must-be-simple
[5] https://www.janrain.com/resources/webinars/identity-heart-digital-health?utm_source=LinkedIN&utm_medium=Webinar&utm_campaign=Identity%20Heart%20Digital%20Health
[4] https://www.idigitalhealth.com/news/the-rise-of-the-mobile-health-study
[4] https://www.idigitalhealth.com/news/paving-the-path-for-voicecontrolled-ai-in-pharma
[4] https://www.idigitalhealth.com/videos/amit-phull-md-better-communication-is-the-next-big-thing
[4] https://twitter.com/DrKevinCampbell/status/916030128538378240/photo/1
[2] https://www.idigitalhealth.com/videos/joshua-landy-md-medical-leadership-needs-to-include-docs-in-tech-decisions
[2] https://www.idigitalhealth.com/news/what-to-consider-before-partnering-with-a-young-tech-company
[2] https://www.idigitalhealth.com/videos/joshua-landy-md-why-hes-bullish-on-machine-learning

Top URLs in Tweet in G7:
[4] https://twitter.com/BayerUS/status/1174425254988570629/photo/1
[2] https://twitter.com/medadnews/status/1052646725205323781/photo/1
[2] https://twitter.com/medadnews/status/1052638374320836609/photo/1
[2] https://twitter.com/medadnews/status/1052634926045192194/photo/1
[1] http://www.pharmalive.com/closerlook-inc-names-steve-tulk-as-chief-technology-officer/?platform=hootsuite
[1] https://twitter.com/medadnews/status/1052630357361725441/photo/1
[1] https://twitter.com/SnowCompanies/status/1174761380412628992/photo/1
[1] https://twitter.com/SnowCompanies/status/1174428131702267904/photo/1
[1] https://twitter.com/SnowCompanies/status/1175089767203184641/photo/1
[1] https://twitter.com/Bayer/status/1174270985182334977/photo/1

Top URLs in Tweet in G8:
[4] https://twitter.com/openknow/status/1136281912178368512/photo/1
[3] https://twitter.com/openknow/status/1136218210624245760/photo/1
[3] https://www.marketing.com/
[2] https://www.digitalpharmaeast.com/?utm_campaign=231120&utm_medium=Link&utm_source=InGo
[2] https://twitter.com/openknow/status/1136286008541138945/photo/1
[2] https://twitter.com/openknow/status/1136283538318397441/photo/1
[2] https://worldofdtcmarketing.com/dynamic-content-offers-pharma-a-great-opportunity-but/
[2] https://worldofdtcmarketing.com/digital-pharma-ignores-the-crisis-within-the-industry/
[2] https://worldofdtcmarketing.com/digital-pharma-pharma/
[2] https://worldofdtcmarketing.com/mhealth-apps-are-growing-but-privacy-concerns-remain/

Top URLs in Tweet in G9:
[4] https://www.digitalpharmaeast.com/?utm_campaign=231120&utm_medium=Link&utm_source=InGo
[2] https://twitter.com/conversant/status/916410512627380224/photo/1
[1] https://twitter.com/RxMxCorp/status/1437850321070534666/photo/1
[1] https://twitter.com/ClickThera/status/1053385568808329216/photo/1
[1] https://eventmobi.com/10dpeurope/agenda/322417/1542859
[1] https://eventmobi.com/10dpeurope/agenda/322417/1542900
[1] https://www.pm360online.com/its-time-to-rethink-the-doctor-discussion-guide/
[1] https://twitter.com/pharmaguy/status/1174320577475223557/photo/1
[1] https://codepen.io/hayfa311/pen/mdXNPZP
[1] https://twitter.com/4uiioi/status/1546429496907137025/photo/1

Top URLs in Tweet in G10:
[1] https://twitter.com/mikequindazzi/status/982876202259054592
[1] https://twitter.com/LGin412/status/915949150717476865/photo/1
[1] https://twitter.com/LGin412/status/915964064031023104/photo/1
[1] https://twitter.com/BrianSMcGowan/status/915972616841830401/photo/1
[1] http://www.euhic.com
[1] https://twitter.com/AnatomyHealth/status/994143531248824320
[1] https://twitter.com/PwCHealth/status/915610796708843520/photo/1
[1] http://res.cloudinary.com/yumyoshojin/image/upload/v1/pdf/future-healthcare-2018.pdf
[1] https://twitter.com/MikeQuindazzi/status/982876202259054592/photo/1

Top Domains
Top Domains in Tweet in Entire Graph:
[2269] twitter.com
[137] vimeo.com
[129] exlpharma.com
[72] digitalpharmaseries.com
[69] digitalpharmaeast.com
[50] youtube.com
[41] paper.li
[38] cgt.bz
[33] idigitalhealth.com
[29] fiercepharma.com

Top Domains in Tweet in G1:
[921] twitter.com
[33] exlpharma.com
[31] vimeo.com
[21] syneoshealthcommunications.com
[16] dmdconnects.com
[15] youtube.com
[13] fiercelifesciences.com
[11] patientpoint.com
[11] digitalpharmaeast.com
[10] co.uk

Top Domains in Tweet in G2:
[454] twitter.com
[91] vimeo.com
[85] exlpharma.com
[53] digitalpharmaseries.com
[51] digitalpharmaeast.com
[26] youtube.com
[20] pmlive.com
[20] dy.si
[19] fiercepharma.com
[18] reuters.com

Top Domains in Tweet in G3:
[464] twitter.com
[15] arteric.com
[12] vimeo.com
[7] digitalpharmaseries.com
[4] youtube.com
[4] scoop.it
[4] exlpharma.com
[3] bit.ly
[3] fiercelifesciences.com
[2] within3.com

Top Domains in Tweet in G4:
[90] twitter.com
[27] paper.li
[12] eventbrite.com
[11] wp.me
[10] mmm-online.com
[8] ls2.info
[6] fiercepharma.com
[3] optimizerx.com
[3] arsenal-advisors.com
[2] globenewswire.com

Top Domains in Tweet in G5:
[140] twitter.com
[6] exlpharma.com
[4] pharmiwebsolutions.com
[2] paper.li
[2] ieee.org
[1] anthillagency.com
[1] pg.city
[1] vimeo.com
[1] digileaders.com
[1] worldlupusday.org

Top Domains in Tweet in G6:
[33] idigitalhealth.com
[26] twitter.com
[7] hcanews.com
[5] janrain.com
[2] worldofdtcmarketing.com
[1] healthpopuli.com
[1] wsj.com
[1] dtcperspectives.com
[1] recode.net
[1] linkedin.com

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

Top Domains in Tweet in G8:
[32] twitter.com
[18] worldofdtcmarketing.com
[3] crispthinking.com
[3] marketing.com
[2] digitalpharmaeast.com
[1] linkedin.com
[1] prweb.com
[1] clarivate.com
[1] scoop.it
[1] newmediaandmarketing.com

Top Domains in Tweet in G9:
[10] twitter.com
[5] digitalpharmaeast.com
[2] eventmobi.com
[2] linkedin.com
[1] pm360online.com
[1] codepen.io
[1] demandb.se
[1] reltio.com
[1] paper.li
[1] worldofdtcmarketing.com

Top Domains in Tweet in G10:
[7] twitter.com
[1] euhic.com
[1] cloudinary.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3938] digpharm
[335] pharma
[180] digitalhealth
[158] digitalpharma
[105] healthcare
[94] digitalmarketing
[88] ai
[83] industrypulse
[72] pharmamarketing
[71] hcmktg



Top Hashtags in Tweet in G1:
[1650] digpharm
[84] pharma
[24] missshwen
[23] clinicaltrials
[20] digitalhealth
[20] clinicaltrial
[19] healthcare
[19] some
[17] pixacore
[16] digital

Top Hashtags in Tweet in G2:
[909] digpharm
[67] industrypulse
[61] digitalpharma
[47] dpeast
[43] pharmamarketing
[43] digitalhealth
[40] digitalmarketing
[37] pharma
[20] dh4p
[17] ai

Top Hashtags in Tweet in G3:
[507] digpharm
[77] pharma
[45] hcmktg
[41] ai
[39] digitalpharma
[38] digitalmarketing
[35] digitalhealth
[25] dh4p
[23] healthcare
[19] digitaltransformation

Top Hashtags in Tweet in G4:
[191] digpharm
[51] pharma
[33] biotech
[28] digitalpharma
[26] digitalhealth
[19] digitalpharmaeast
[16] betterconnections
[16] betteroutcomes
[16] healthcare
[14] meddevice

Top Hashtags in Tweet in G5:
[255] digpharm
[38] pharma
[13] digitalcontent
[10] digitalcollaboration
[8] vr
[7] innovation
[7] virtualadvisoryboards
[6] skynet
[6] veevavault
[5] micdrop

Top Hashtags in Tweet in G6:
[85] digpharm
[16] mhealth
[13] digitalhealth
[8] healthtech
[7] pharma
[6] healthcare
[4] recession
[4] healthconsumers
[3] ai
[3] patients

Top Hashtags in Tweet in G7:
[19] artificialintelligence
[15] digpharm
[6] health
[6] nutrition
[5] digitalpharmaeast
[4] digital
[2] ai
[2] patientready
[1] epharma
[1] pharma

Top Hashtags in Tweet in G8:
[79] digpharm
[24] pharma
[17] healthcare
[10] rome
[10] ai
[9] hcsmeu
[7] pharmavoice
[6] hcsm
[6] statnews
[6] mmmnews

Top Hashtags in Tweet in G9:
[31] digpharm
[9] digitalpharma
[5] dpiweek2020
[4] pharma
[2] dpeast2021
[2] hcsm
[1] philadelphia
[1] pm360
[1] hcmkg
[1] abm

Top Hashtags in Tweet in G10:
[21] digpharm
[4] pinksocks
[4] health
[3] digimed17
[3] data
[2] hcldr
[2] wearables
[2] socialqi
[1] 180health
[1] diabetes

Top Words
Top Words in Tweet in Entire Graph:
[3977] #digpharm
[1119] digital
[1116] digitalpharma
[772] pharma
[555] east
[381] patient
[348] more
[340] #pharma
[323] marketing
[318] great

Top Words in Tweet in G1:
[1659] #digpharm
[333] digital
[317] digitalpharma
[217] pharma
[163] patient
[142] east
[122] patients
[120] more
[117] great
[114] social

Top Words in Tweet in G2:
[918] #digpharm
[376] digital
[307] digitalpharma
[268] east
[266] pharma
[119] more
[111] marketing
[98] west
[94] excited
[84] welcome

Top Words in Tweet in G3:
[523] #digpharm
[220] digitalpharma
[126] digital
[96] west
[82] pharma
[79] #pharma
[61] fingerpainters
[60] marketing
[55] patient
[53] patients

Top Words in Tweet in G4:
[191] #digpharm
[101] digitalpharma
[51] #pharma
[45] pharma
[44] east
[40] health
[37] digital
[33] #biotech
[28] #digitalpharma
[27] reviews

Top Words in Tweet in G5:
[252] #digpharm
[113] digital
[97] digitalpharma
[69] anthill_agency
[60] drpenzesjanos
[56] great
[55] pharma
[48] sariruthcarter
[38] #pharma
[34] day

Top Words in Tweet in G6:
[86] #digpharm
[30] hca_news
[20] johnnosta
[17] healthcare
[16] #mhealth
[15] drdeborahfisher
[15] pharma
[14] #digitalhealth
[13] patient
[13] healthythinker

Top Words in Tweet in G7:
[23] people
[19] needs
[19] framework
[19] fully
[19] gain
[19] #artificialintelligence
[19] leverage
[19] trust
[19] ethical
[18] bayerus

Top Words in Tweet in G8:
[79] #digpharm
[40] pharma
[35] amessinamerck
[31] digital
[26] digitalpharma
[24] #pharma
[18] merckgroup
[17] #healthcare
[15] openknow
[15] rsica

Top Words in Tweet in G9:
[31] #digpharm
[13] digital
[12] pharma
[9] #digitalpharma
[9] click
[8] innovation
[7] check
[7] east
[6] free
[6] registered

Top Words in Tweet in G10:
[26] #digpharm
[9] #pinksocks
[7] one
[7] sanofi
[6] named
[6] _onduo
[6] lgin412
[6] together
[6] #diabetes
[6] verily

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[341] digital,pharma
[233] digitalpharma,#digpharm
[206] pharma,east
[184] #digpharm,east
[155] digitalpharma,east
[137] #digpharm,digitalpharma
[120] #digpharm,west
[87] excited,welcome
[81] digital,marketing
[78] social,media

Top Word Pairs in Tweet in G1:
[72] digital,pharma
[62] #digpharm,digitalpharma
[58] digitalpharma,#digpharm
[51] pharma,east
[46] #digpharm,east
[44] digitalpharma,east
[43] debbemccall,#digpharm
[38] #digpharm,shwen
[31] point,care
[31] social,media

Top Word Pairs in Tweet in G2:
[173] digital,pharma
[117] pharma,east
[89] #digpharm,east
[72] excited,welcome
[55] digitalpharma,east
[52] #digpharm,west
[47] more,information
[46] east,more
[44] #digitalpharma,#digpharm
[42] partner,digital

Top Word Pairs in Tweet in G3:
[84] digitalpharma,#digpharm
[43] #digpharm,west
[37] digitalpharma,west
[36] west,#digpharm
[31] digital,pharma
[28] #hcmktg,#pharma
[25] #digpharm,#hcmktg
[25] #pharma,#digitalmarketing
[23] #digpharm,east
[20] #digitalmarketing,#digitalstrategy

Top Word Pairs in Tweet in G4:
[35] digitalpharma,east
[27] pharma,reviews
[27] latest,pharma
[18] digitalpharma,#digpharm
[16] #betterconnections,#betteroutcomes
[14] reviews,thanks
[13] #meddevice,#digpharm
[12] #digpharm,#betterconnections
[11] look,forward
[11] #pharma,#biotech

Top Word Pairs in Tweet in G5:
[43] #digpharm,digitalpharma
[22] digitalpharma,#digpharm
[21] digitalpharma,anthill_agency
[15] digital,pharma
[12] customer,experience
[11] paul,reynolds
[10] learn,more
[10] reynolds,allergan
[10] pharma,europe
[9] digital,collaboration

Top Word Pairs in Tweet in G6:
[10] hca_news,#digpharm
[10] speaks,hca_news
[10] jim,o'donoghue
[10] #mhealth,#digitalhealth
[10] o'donoghue,speaks
[10] #digpharm,#mhealth
[9] debbemccall,#digpharm
[9] s3connectedh,jim
[7] use,livongo
[7] employees,use

Top Word Pairs in Tweet in G7:
[19] ethical,framework
[19] needs,ethical
[19] people,trust
[19] trust,fully
[19] fully,leverage
[19] gain,people
[19] framework,gain
[19] #artificialintelligence,needs
[17] bayerus,#artificialintelligence
[7] digital,pharma

Top Word Pairs in Tweet in G8:
[13] digitalpharma,europe
[10] europe,2019
[9] #digpharm,#rome
[9] digital,pharma
[7] #pharma,#pharmavoice
[6] #pharmavoice,#statnews
[6] #statnews,#mmmnews
[5] #healthcare,help
[5] change,resistant
[5] predict,clinical

Top Word Pairs in Tweet in G9:
[10] digital,pharma
[8] #digpharm,#digitalpharma
[7] click,check
[6] pharma,innovation
[6] innovation,week
[6] registered,digital
[6] free,click
[5] week,free
[5] #dpiweek2020,#digpharm
[5] check,#dpiweek2020

Top Word Pairs in Tweet in G10:
[7] #digpharm,#pinksocks
[6] #180health,#diabetes
[6] named,_onduo
[6] google,verily
[6] together,baby
[6] baby,named
[6] verily,sanofi
[6] #diabetes,#digpharm
[6] _onduo,#180health
[6] sanofi,together

Top Replied-To
Top Replied-To in Entire Graph:
@digitalpharma
@shwen
@drpenzesjanos
@ritters90
@jeff_greene
@aphraner
@shafiahmed5
@urigoren
@lindaruschau

Top Replied-To in G1:
@shwen
@digitalpharma
@jeff_greene
@ritters90
@lindaruschau
@debbemccall
@jimdelash
@colinmhaas
@aceshealth

Top Replied-To in G2:
@digitalpharma
@interceptpharma
@cmi_compas
@storyvineinc
@evolution_road
@merkle
@iqvia

Top Replied-To in G3:
@aphraner
@biomarin
@wynn_atwork
@daddybetes
@samzg
@shwen
@zdunnhealth

Top Replied-To in G4:
@digitalpharma
@oprxpatient_eng
@verywell
@pfizer
@indegeneinsight

Top Replied-To in G5:
@drpenzesjanos
@urigoren
@shwen
@ciprianiclaudio
@shafiahmed5
@gshauli
@sariruthcarter
@msdsalute
@markwalmsley
@anthill_agency

Top Replied-To in G6:
@zajctjasa
@healtheugene

Top Replied-To in G8:
@openknow

Top Replied-To in G10:
@acmestory
@johnnosta
@drpenzesjanos
@ritters90
@ideapharma
@lenstarnes

Top Mentioned
Top Mentioned in Entire Graph:
@digitalpharma
@drpenzesjanos
@shwen
@cmi_compas
@patientpoint
@debbemccall
@fingerpainters
@ritters90
@hsiehkevin
@sariruthcarter

Top Mentioned in G1:
@digitalpharma
@cmi_compas
@patientpoint
@shwen
@drpenzesjanos
@lindaruschau
@debbemccall
@ritters90
@jeff_greene
@google

Top Mentioned in G2:
@digitalpharma
@drpenzesjanos
@hsiehkevin
@merkle
@abbvie
@fingerpainters
@shwen
@debbemccall
@cmi_compas
@pmlivecom

Top Mentioned in G3:
@digitalpharma
@fingerpainters
@hsiehkevin
@aphraner
@hanskaspersetz
@healthunion
@bryanomalley
@drpenzesjanos
@bigfootbiomed
@ucb_news

Top Mentioned in G4:
@digitalpharma
@oprxtweets
@verywell
@mmmnews
@mparamore
@fiercepharma
@jproberts00
@harrygreenspun
@oprxpatient_eng
@syneoshealth

Top Mentioned in G5:
@digitalpharma
@anthill_agency
@drpenzesjanos
@sariruthcarter
@ciprianiclaudio
@pharmiweb
@pharmaphorum
@marqkris
@shwen

Top Mentioned in G6:
@hca_news
@johnnosta
@drdeborahfisher
@drkevincampbell
@healthythinker
@s3connectedh
@debbemccall
@glentullman
@target
@livongo

Top Mentioned in G7:
@bayerus
@digitalpharma
@bayer
@butlertill
@google
@mikedeichmiller
@07saskia
@medadnews
@pixacore

Top Mentioned in G8:
@amessinamerck
@digitalpharma
@merckgroup
@rsica
@openknow
@richmeyer
@crispthinking
@albertomaestri
@bip_group
@dsgold

Top Mentioned in G10:
@sanofi
@lgin412
@google
@aphraner
@digitalpharma
@gurpreet__s
@kelly_a_barnes
@karencyoung_

Top Tweeters
Top Tweeters in Entire Graph:
@chidambara09
@raumunz
@reuters
@business
@alevergara78
@kimvie
@andrewmorrisuk
@calcaware
@thecuriousluke
@machinelearnflx

Top Tweeters in G1:
@curationsuite
@buzzfeed
@saludhealthinfo
@nordstrom
@aol
@gregbjenkins
@garyvee
@google
@vvsylvia
@mbohl07

Top Tweeters in G2:
@chidambara09
@reuters
@business
@andrewmorrisuk
@biconnections
@j_cohl
@sleepydystopian
@medicalquack
@gdpr25thmay18
@ilocinetweet

Top Tweeters in G3:
@kimvie
@thecuriousluke
@nytimes
@wsj
@brokeymcpoverty
@ham_gretsky
@allyc375
@prosper_kenn
@pardoe_ai
@brainroaring

Top Tweeters in G4:
@alevergara78
@calcaware
@machinelearnflx
@jerviscapital
@cgdev
@edcvhf2
@infoginx
@apw
@massdevice
@msftdynamics365

Top Tweeters in G5:
@gis_sharer
@christymaginn
@formilabhx
@pmedina
@nasa
@pharmaphorum
@kasia_hp
@digileaders
@frankkumli
@msdsalute

Top Tweeters in G6:
@caring_mobile
@motolin5
@anastasiasmihai
@johnnosta
@dme_health
@googlemaps
@target
@docquita237
@colin_hung
@capgemini

Top Tweeters in G7:
@scieducation1
@jayeshmthakur
@redaguessoumdvm
@yeysus
@itsjasonabdi
@stuartsmyth66
@kolseb
@debraquiat
@accenture
@bayer

Top Tweeters in G8:
@grandma_hockey
@digitaltransf11
@datadrivencare
@richmeyer
@btoesinsights
@cornellmba
@dsgold
@aboutpharmahps
@albertomaestri
@shelleygirl4

Top Tweeters in G9:
@ross_radev
@lmsergio
@demandbase
@dalvendrapratap
@eamcopywriting
@jackyopara
@liquidgrids
@jobsec
@mayankmisra
@phillyarch

Top Tweeters in G10:
@wordfinga
@ohmyjet
@jandis_price
@nickisnpdx
@rasushrestha
@mikequindazzi
@raconteur
@briansmcgowan
@info_data_mgmt
@ideapharma