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#hcldr_2017-06-19_07-08-20.xlsx
#hcldr_2017-06-19_07-08-20.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 19, 2017
Short Description:
#hcldr via NodeXL http://bit.ly/2tFdQLw
@rasushrestha
@joebabaian
@colin_hung
@nickisnpdx
@cancergeek
@mooreroxanne
@jameyedwards
@wareflo

Description:
Description
The graph represents a network of 1,554 Twitter users whose tweets in the requested range contained "#hcldr", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 19 June 2017 at 14:09 UTC.

The requested start date was Monday, 19 June 2017 at 00:01 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 11-day, 23-hour, 11-minute period from Wednesday, 07 June 2017 at 00:48 UTC to Monday, 19 June 2017 at 00:00 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 : 1554
Unique Edges : 3348
Edges With Duplicates : 5031
Total Edges : 8379
Self-Loops : 1251
Reciprocated Vertex Pair Ratio : 0.111229094770374
Reciprocated Edge Ratio : 0.200191113234591
Connected Components : 95
Single-Vertex Connected Components : 50
Maximum Vertices in a Connected Component : 1341
Maximum Edges in a Connected Component : 8104
Maximum Geodesic Distance (Diameter) : 9
Average Geodesic Distance : 3.356318
Graph Density : 0.00173450978344732
Modularity : 0.298287
NodeXL Version : 1.0.1.384

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[39] https://hcldr.wordpress.com/2017/06/11/whats-the-fix-for-healthcare/
[31] http://www.ustream.tv/channel/qX7whsW58hB?utm_content=buffer33267&utm_medium=social&utm_source=linkedin.com&utm_campaign=buffer
[26] http://www.healthcaredive.com/news/how-upmc-uses-artificial-intelligence-to-keep-clinicians-happy-patients-he/436019/
[21] https://medium.com/@joyclee/good-healthcare-design-is-participatory-26ee96a8b2e3?source=linkShare-77efffc77492-1497505290
[19] https://twitter.com/hcldr/status/874791245859627009
[19] https://hbr.org/2017/06/hospitals-are-dramatically-overpaying-for-their-technology
[18] http://www.businessinsider.com/amazon-buying-acquiring-whole-foods-for-42-a-share-2017-6
[16] https://medium.com/@cancergeek/a-faster-radiologist-22594d777f43
[16] http://thehealthcareblog.com/blog/2017/06/06/is-the-direct-primary-care-model-dead/
[14] http://www.slate.com/articles/technology/future_tense/2017/06/should_doctors_play_along_with_the_uberization_of_health_care.html?wpsrc=sh_all_dt_tw_top

Top URLs in Tweet in G1:
[27] https://hcldr.wordpress.com/2017/06/11/whats-the-fix-for-healthcare/
[23] http://www.ustream.tv/channel/qX7whsW58hB?utm_content=buffer33267&utm_medium=social&utm_source=linkedin.com&utm_campaign=buffer
[17] https://twitter.com/hcldr/status/874791245859627009
[11] https://www.symplur.com/healthcare-hashtags/HCLDR/transcript/?hashtag=HCLDR&fdate=06%2F13%2F2017&shour=17&smin=29&tdate=06%2F13%2F2017&thour=18&tmin=45
[8] https://twitter.com/nickdawson/status/874795539153522688
[7] https://twitter.com/melissaxxmccool/status/872261024145039361
[7] https://twitter.com/sassyconsu1tant/status/874796428274610177
[6] https://hbr.org/2017/06/hospitals-are-dramatically-overpaying-for-their-technology
[6] https://twitter.com/hcldr/status/872257802311356416
[6] https://twitter.com/hcldr/status/874797789607219200

Top URLs in Tweet in G2:
[15] https://medium.com/@joyclee/good-healthcare-design-is-participatory-26ee96a8b2e3?source=linkShare-77efffc77492-1497505290
[14] https://medium.com/@cancergeek/a-faster-radiologist-22594d777f43
[12] https://hbr.org/2017/06/hospitals-are-dramatically-overpaying-for-their-technology
[12] http://www.slate.com/articles/technology/future_tense/2017/06/should_doctors_play_along_with_the_uberization_of_health_care.html?wpsrc=sh_all_dt_tw_top
[9] https://hbr.org/2017/06/to-survive-health-care-data-providers-need-to-stop-selling-data
[9] https://medium.com/@cancergeek/my-conversation-with-a-healthcare-economist-6244ad848a11
[8] https://www.scientificamerican.com/article/6-ways-drones-could-change-health-care/?wt.mc=SA_Twitter-Share
[8] http://www.washingtonpost.com/news/in-theory/wp/2017/06/05/the-health-care-reform-were-ignoring-standardizing-the-price-of-care/?tid=ss_tw&utm_term=.0244fabcec6c
[7] http://thehealthcareblog.com/blog/2017/06/06/is-the-direct-primary-care-model-dead/
[7] https://medium.com/@cancergeek/healthcares-digital-natives-655398ef1182

Top URLs in Tweet in G3:
[20] http://www.healthcaredive.com/news/how-upmc-uses-artificial-intelligence-to-keep-clinicians-happy-patients-he/436019/
[11] http://www.businessinsider.com/amazon-buying-acquiring-whole-foods-for-42-a-share-2017-6
[6] https://www.forbes.com/sites/elaineschattner/2017/06/09/precision-oncology-drug-shows-power-of-cancer-genomics/amp/
[5] http://www.kevinmd.com/blog/2017/06/future-cancer-screening-local-shopping-mall.html
[5] http://money.cnn.com/2017/06/12/news/companies/ge-immelt-stepping-down/index.html
[4] http://healthcare-economist.com/2017/06/05/what-does-value-mean-to-patients/
[3] https://www.healthdatamanagement.com/opinion/providers-can-use-tech-capabilities-to-spawn-innovation
[2] https://www.newscientist.com/article/mg23431280-300-we-dont-need-to-lose-out-to-machines-says-the-man-who-famously-did/#.WTVzYkTAqGg.twitter
[2] https://medium.com/m/global-identity?redirectUrl=https://hackernoon.com/how-to-know-if-youre-in-a-day-1-city-a9cf29480a88
[2] http://www.wbur.org/commonhealth/2017/05/12/boston-electronic-medical-records

Top URLs in Tweet in G4:
[7] https://www.ted.com/speakers/sharon_terry
[6] http://www.politico.com/agenda/story/2017/06/08/steve-case-innovation-venture-capital-fund-000447
[5] https://hcldr.wordpress.com/2017/06/11/whats-the-fix-for-healthcare/
[5] https://www.stellicare.com/stellicare-news/2017/5/24/the-opioid-epidemic-and-rural-provider-burnout
[4] http://www.slate.com/articles/technology/future_tense/2017/06/should_doctors_play_along_with_the_uberization_of_health_care.html
[3] http://money.cnn.com/2017/06/12/news/companies/ge-immelt-stepping-down/index.html
[3] https://twitter.com/melissaxxmccool/status/874807878405693440
[2] https://rockhealth.com/share-your-perspective-take-our-survey-for-state-of-women-in-healthcare-2017/
[2] https://www.myhormonology.com/male-hormone-cycle/
[2] https://hcldr.wordpress.com/2017/06/11/whats-the-fix-for-healthcare/?platform=hootsuite

Top URLs in Tweet in G5:
[5] http://www.postandcourier.com/features/for-mental-health-care-telemedicine-shows-promise-but-it-s/article_08cfaa9e-4c59-11e7-8bfe-7b1a21dddf4f.html
[4] http://hyperwellbeing.com/2017?utm_content=bufferac70b&utm_medium=social&utm_source=twitter.com&utm_campaign=buffer#Wearables
[3] https://www.regonline.com/builder/site/default.aspx?EventID=1948411
[3] http://www.healthcareitnews.com/news/patient-safety-jeopardized-ehr-downtime-jamia-says
[3] https://www.statnews.com/2017/05/24/digital-health-smartphones/
[2] https://www.washingtonpost.com/news/powerpost/paloma/the-health-202/2017/06/12/the-health-202-meet-obamacare-s-biggest-twitter-defender/593dd89de9b69b2fb981dcd6/
[2] https://www.medpagetoday.com/meetingcoverage/ama/65938
[2] https://www.wired.com/story/fighting-high-drug-prices/
[2] http://www.fiercehealthcare.com/regulatory/hhs-ocr-wall-shame-breach-portal-data-breach-cybersecurity-hitech-act
[2] https://mobile.nytimes.com/2017/06/16/opinion/ahca-doctors-march-on-washington.html

Top URLs in Tweet in G6:
[6] https://vimeo.com/44131171?ref=t
[1] https://twitter.com/i/web/status/876335208395681794
[1] https://twitter.com/i/moments/816136550136287233
[1] https://twitter.com/EMRAnswers/status/872257169630081024
[1] https://twitter.com/i/web/status/872258777617223680
[1] http://www.npr.org/2017/06/07/531786168/good-small-breast-tumors?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[1] https://twitter.com/i/web/status/872246455163138049
[1] https://twitter.com/i/web/status/872266252303171585
[1] https://twitter.com/i/web/status/872268985638813702
[1] https://vimeo.com/44131171?ref=tw-share

Top URLs in Tweet in G7:
[2] https://twitter.com/ahahealthforum/status/872911163809517568
[2] https://medium.com/@textrahealth/my-whopper-of-a-startup-sandwich-21d6c8d3b5e4
[2] https://twitter.com/picardonhealth/status/874588940271071232
[2] https://twitter.com/drnic1/status/874690319123701760?utm_source=dlvr.it&utm_medium=twitter
[2] http://tweetedtimes.com/#!/AngelAzpeitia
[1] https://twitter.com/hcldr/status/872261074531344384
[1] https://twitter.com/i/web/status/872257186185056256
[1] https://twitter.com/hcldr/status/872257802311356416
[1] https://twitter.com/i/web/status/872313335596945409
[1] https://twitter.com/i/web/status/872417270462599170

Top URLs in Tweet in G8:
[4] https://www.bloomberg.com/news/articles/2017-05-04/in-scorpion-room-auditor-gets-scant-look-at-drug-contracts?utm_source=Sailthru&utm_medium=email&utm_campaign=Newsletter%20Weekly%20Roundup:%20BioPharma%20Dive%2005-06-2017&utm_term=BioPharma%20Dive%20Weekender
[2] http://www.biopharmadive.com/news/bluebird-legend-car-t-bcma-multiple-myeloma-asco/444279/
[1] http://www.childrenshospital.org/transplant-talk/staff-spotlight/heung-bae-kim
[1] http://www.biopharmadive.com/news/changing-drug-adherence-5-trends/442544/
[1] http://www.healthcaredive.com/news/demand-for-nurse-practitioners-eclipses-most-doctors/444273/
[1] https://www.statnews.com/2017/06/06/trump-collins-nih-director/
[1] https://hbr.org/2017/06/innovating-in-a-highly-regulated-industry-like-health-care?utm_campaign=hbr&utm_source=twitter&utm_medium=social
[1] http://medcitynews.com/2017/06/liquid-biopsy-highlights-asco2017/?_hsenc=p2ANqtz-9vFbu1kZfgRJjslGIF23jeKSD7Wop0bevMW7gcJhi70kUAmdYMfTgWxU28rlZ944VvCplCvf8CcRkurqQKZb-IvQeirA&_hsmi=52817138
[1] http://medcitynews.com/2017/06/stomach-balloons-future-healthcare/?_hsenc=p2ANqtz-81YQBTbeJFzzLYEwnx7UNt0zMpVnTAcp-aAyHQZe_rxL9jq8akXLQ227TtDiIayzx4hTEWwpKbeD78rpYQvNDWTpMl7w&_hsmi=52927569&rf=1
[1] http://digitalhealthage.com/nice-to-launch-online-assessment-tool-for-medtech-companies/

Top URLs in Tweet in G9:
[5] http://www.psnetwork.org/?p=385
[4] https://twitter.com/patientsafe3/status/873032304146341888
[4] https://twitter.com/patientsafe3/status/871100532823175168
[3] http://www.psnetwork.org/?p=484
[3] https://twitter.com/patientsafe3/status/875600659881443329
[1] https://twitter.com/i/web/status/876367950806044672
[1] https://twitter.com/patientsafe3/status/873645962635264000
[1] https://twitter.com/i/web/status/875158288215687168
[1] https://twitter.com/patientsafe3/status/874960254278057984
[1] https://twitter.com/evankirstel/status/873567949860241408

Top URLs in Tweet in G10:
[7] https://twitter.com/EricTopol/status/874786319305654272
[2] http://paper.li/iamdoctord/1327263189?edition_id=1133b670-5010-11e7-bb1e-0cc47a0d1609
[2] https://twitter.com/soupsales/status/873361694470230016
[1] https://twitter.com/i/web/status/872333318762749954
[1] https://www.aacu.org/publications-research/periodicals/pedagogies-uncertainty
[1] http://paper.li/iamdoctord/1327263189?edition_id=3bb19ab0-50d9-11e7-b4e4-0cc47a0d1609
[1] https://twitter.com/i/web/status/875108848411054080
[1] http://healthaffairs.org/blog/2017/06/16/will-it-work-here-health-systems-need-contextual-evidence-before-adopting-innovations/
[1] https://twitter.com/andrewintech/status/872254574215561220
[1] https://www.vox.com/policy-and-politics/2017/6/6/15750078/voxcare-new-factions-of-senate-health-care-debate?utm_campaign=vox&utm_content=entry&utm_medium=social&utm_source=twitter

Top Domains
Top Domains in Tweet in Entire Graph:
[1510] twitter.com
[85] medium.com
[62] wordpress.com
[33] hbr.org
[32] ustream.tv
[30] healthcaredive.com
[30] redhot.link
[22] youtube.com
[22] forbes.com
[20] slate.com

Top Domains in Tweet in G1:
[959] twitter.com
[42] wordpress.com
[23] ustream.tv
[17] medium.com
[15] youtube.com
[11] symplur.com
[9] hbr.org
[8] linkedin.com
[5] healthdatamanagement.com
[5] thehealthcareblog.com

Top Domains in Tweet in G2:
[111] twitter.com
[61] medium.com
[30] redhot.link
[21] hbr.org
[12] slate.com
[10] forbes.com
[8] scientificamerican.com
[8] washingtonpost.com
[7] thehealthcareblog.com
[6] modernmedicine.com

Top Domains in Tweet in G3:
[52] twitter.com
[20] healthcaredive.com
[11] businessinsider.com
[6] forbes.com
[5] kevinmd.com
[5] cnn.com
[4] healthcare-economist.com
[3] medium.com
[3] healthdatamanagement.com
[2] newscientist.com

Top Domains in Tweet in G4:
[78] twitter.com
[9] wordpress.com
[7] ted.com
[6] politico.com
[5] stellicare.com
[4] slate.com
[3] cnn.com
[2] rockhealth.com
[2] myhormonology.com
[2] e-patients.net

Top Domains in Tweet in G5:
[58] twitter.com
[5] postandcourier.com
[4] hyperwellbeing.com
[3] regonline.com
[3] washingtonpost.com
[3] healthcareitnews.com
[3] medpagetoday.com
[3] fiercehealthcare.com
[3] wordpress.com
[3] statnews.com

Top Domains in Tweet in G6:
[50] twitter.com
[8] vimeo.com
[1] npr.org
[1] pinksocks.life
[1] ad.nl
[1] theguardian.com
[1] medium.com
[1] oudwordenmetzorg.nl
[1] ustream.tv
[1] youtube.com

Top Domains in Tweet in G7:
[35] twitter.com
[3] paper.li
[2] thehappymd.com
[2] medium.com
[2] tweetedtimes.com
[2] ecn5.com
[2] healthforum.com
[1] tumblr.com
[1] medstartr.com
[1] wegohealth.com

Top Domains in Tweet in G8:
[4] bloomberg.com
[4] twitter.com
[3] biopharmadive.com
[3] medcitynews.com
[1] childrenshospital.org
[1] healthcaredive.com
[1] statnews.com
[1] hbr.org
[1] digitalhealthage.com
[1] lnkd.in

Top Domains in Tweet in G9:
[16] twitter.com
[8] psnetwork.org

Top Domains in Tweet in G10:
[13] twitter.com
[3] paper.li
[1] aacu.org
[1] healthaffairs.org
[1] vox.com
[1] regonline.com
[1] campaign-archive2.com
[1] commonwealthfund.org
[1] ow.ly

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4413] hcldr
[416] pinksocks
[374] wtfix
[340] meded
[285] healthcare
[180] hitsm
[171] healthit
[168] innovation
[162] hcsm
[142] ai

Top Hashtags in Tweet in G1:
[2652] hcldr
[285] wtfix
[213] pinksocks
[181] meded
[112] healthcare
[67] innovation
[62] ai
[53] tmcx
[49] hcit
[48] healthit

Top Hashtags in Tweet in G2:
[496] hcldr
[110] pinksocks
[105] healthcare
[53] innovation
[44] healthit
[42] hitsm
[32] meded
[30] tech
[27] radiology
[27] ai

Top Hashtags in Tweet in G3:
[275] hcldr
[63] meded
[40] inspiration
[31] ai
[21] wtfix
[20] artificialintelligence
[14] healthcare
[13] pinksocks
[13] innovation
[11] sdoh

Top Hashtags in Tweet in G4:
[237] hcldr
[33] macrosw
[28] sdoh
[23] pinksocks
[17] healthit
[16] wtfix
[16] hcsm
[13] healthcare
[13] doctors
[13] burnout

Top Hashtags in Tweet in G5:
[148] hcldr
[39] hitsm
[25] bpm
[23] healthit
[19] whatstheflow
[17] wtfix
[15] htfix
[8] ahipinstitute
[7] ehr
[6] hipaa

Top Hashtags in Tweet in G6:
[63] hcldr
[36] pinksocks
[8] codigitalhealth
[7] healthcare
[7] health
[6] meded
[6] gratitude
[5] hugnation
[4] innovation
[4] dementia

Top Hashtags in Tweet in G7:
[61] hcldr
[9] hcsm
[7] hitsm
[6] innovation
[4] healthcare
[4] pinksocks
[3] tech
[3] startup
[3] ahasummit
[3] leadership

Top Hashtags in Tweet in G8:
[45] hcldr
[11] healthitchicks
[9] pharma
[8] biotech
[8] digitalhealth
[8] some
[8] ase2017
[8] opendata
[8] s4pm
[7] healthcare

Top Hashtags in Tweet in G9:
[29] hcldr
[11] humanfactors
[6] patientsafety
[5] anaesthesia
[5] dassmacc
[5] ptsafety
[4] airway
[4] foamva
[4] foan
[4] hellomynameis

Top Hashtags in Tweet in G10:
[34] hcldr
[8] meded
[7] ptexp
[4] hpm
[3] hcsm
[3] wtfix
[2] healthcare
[1] comicsmedicineseattle
[1] pharm
[1] farm

Top Words
Top Words in Tweet in Entire Graph:
[3904] Words in Sentiment List#1: Positive
[1151] Words in Sentiment List#2: Negative
[5] Words in Sentiment List#3: Angry/Violent
[75264] Non-categorized Words
[80319] Total Words
[4775] hcldr
[643] healthcare
[545] joebabaian
[465] colin_hung
[436] rasushrestha

Top Words in Tweet in G1:
[2976] hcldr
[392] joebabaian
[351] colin_hung
[323] healthcare
[289] wtfix
[285] tech
[259] t2
[257] t3
[221] t4
[213] pinksocks

Top Words in Tweet in G2:
[513] hcldr
[165] healthcare
[110] pinksocks
[97] cancergeek
[68] joebabaian
[66] jameyedwards
[57] innovation
[54] rasushrestha
[52] tech
[44] healthit

Top Words in Tweet in G3:
[276] hcldr
[180] rasushrestha
[115] think
[80] future
[76] clinicians
[66] need
[63] meded
[62] those
[55] teach
[40] inspiration

Top Words in Tweet in G4:
[239] hcldr
[33] macrosw
[31] stuckonsw
[30] analysis
[29] healthcare
[28] sdoh
[27] joebabaian
[27] rasushrestha
[26] melissaxxmccool
[26] amazing

Top Words in Tweet in G5:
[163] hcldr
[39] hitsm
[33] workflow
[25] bpm
[23] healthit
[22] wareflo
[20] healthcare
[19] whatstheflow
[17] wtfix
[16] patient

Top Words in Tweet in G6:
[64] hcldr
[36] pinksocks
[24] joebabaian
[16] rasushrestha
[14] andrewintech
[14] colin_hung
[13] klaravanzuijdam
[12] cancergeek
[11] https
[10] t

Top Words in Tweet in G7:
[61] hcldr
[9] hcsm
[8] more
[8] healthcare
[7] hitsm
[6] patient
[6] innovation
[6] health
[6] joseph
[6] babaian

Top Words in Tweet in G8:
[46] hcldr
[11] healthitchicks
[10] naomifried
[9] pharma
[9] amdiabetesassn
[9] down
[9] patients
[8] biotech
[8] digitalhealth
[8] attempts

Top Words in Tweet in G9:
[29] hcldr
[17] patientsafe3
[11] humanfactors
[7] drumeshprabhu
[6] patientsafety
[5] write
[5] name
[5] head
[5] life
[5] anaesthesia

Top Words in Tweet in G10:
[34] hcldr
[11] care
[8] meded
[8] part
[8] telemedicine
[7] thelizarmy
[7] designing
[7] car
[7] talking
[7] drivers

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[210] pinksocks,hcldr
[114] healthcare,hcldr
[109] fix,healthcare
[99] hcldr,wtfix
[94] hcldr,pinksocks
[91] meded,hcldr
[89] hcldr,chat
[86] hcldr,healthit
[83] hcldr,meded
[79] hcldr,hitsm

Top Word Pairs in Tweet in G1:
[105] pinksocks,hcldr
[81] hcldr,wtfix
[69] fix,healthcare
[65] meded,hcldr
[65] wtfix,hcldr
[59] hcldr,chat
[55] healthcare,hcldr
[53] social,media
[51] patient,stories
[50] hcldr,pinksocks

Top Word Pairs in Tweet in G2:
[55] pinksocks,hcldr
[33] hcldr,healthit
[32] cancergeek,medium
[29] hcldr,pinksocks
[28] healthcare,hcldr
[27] hcldr,hitsm
[25] innovation,hcldr
[17] tech,hcldr
[16] excellent,analysis
[15] read,good

Top Word Pairs in Tweet in G3:
[56] hcldr,meded
[55] need,teach
[55] teach,future
[55] future,clinicians
[55] clinicians,think
[55] think,think
[55] think,hcldr
[55] rasushrestha,need
[34] inspiration,hcldr
[31] those,dance

Top Word Pairs in Tweet in G4:
[25] macrosw,hcldr
[23] hcldr,sdoh
[22] amazing,analysis
[22] analysis,chasing
[22] chasing,elusive
[22] elusive,roi
[22] roi,ending
[22] ending,homelessness
[22] homelessness,naveen101
[22] naveen101,macrosw

Top Word Pairs in Tweet in G5:
[33] hitsm,hcldr
[23] hcldr,healthit
[23] healthit,bpm
[16] whatstheflow,hcldr
[15] htfix,whatstheflow
[6] hcldr,wtfix
[6] hipaa,hitsm
[6] jake_mcclure,hcldr
[6] hcldr,hcldr
[5] ahipinstitute,ahipworkflow

Top Word Pairs in Tweet in G6:
[27] pinksocks,hcldr
[8] hcldr,s
[7] https,t
[7] t,co
[7] danieljyoungmd,colin_hung
[7] colin_hung,scottyweitzman
[7] nothing,see
[7] see,here
[7] here,codigitalhealth
[7] codigitalhealth,leaders

Top Word Pairs in Tweet in G7:
[7] hcsm,hcldr
[6] joseph,babaian
[4] pinksocks,hcldr
[3] hcldr,leadership
[3] hitsm,hcldr
[3] hcldr,hitsm
[2] improve,patient
[2] physician,burnout
[2] burnout,fair
[2] fair,fight

Top Word Pairs in Tweet in G8:
[8] amdiabetesassn,attempts
[8] attempts,shut
[8] shut,down
[8] down,physicians
[8] physicians,patients
[8] patients,tweeting
[8] tweeting,ase2017
[8] ase2017,opendata
[8] opendata,alert
[8] alert,s4pm

Top Word Pairs in Tweet in G9:
[5] write,name
[5] name,head
[5] humanfactors,ptsafety
[5] ptsafety,hcldr
[5] hcldr,stop
[5] stop,practice
[5] practice,routine
[5] routine,peripheral
[5] peripheral,cannula
[5] cannula,replacement

Top Word Pairs in Tweet in G10:
[7] designing,car
[7] car,talking
[7] talking,drivers
[7] drivers,part
[7] part,research
[7] research,ptexp
[7] ptexp,hcldr
[6] thelizarmy,designing
[4] meded,hcldr
[4] people,care

Top Replied-To
Top Replied-To in Entire Graph:
@colin_hung
@hcldr
@joebabaian
@rasushrestha
@andrewintech
@healthsparq
@textrahealth
@laxswamy
@scottyweitzman
@drnic1

Top Replied-To in G1:
@colin_hung
@hcldr
@joebabaian
@andrewintech
@rasushrestha
@laxswamy
@textrahealth
@drnic1
@scottyweitzman
@healthsparq

Top Replied-To in G2:
@colin_hung
@rasushrestha
@joebabaian
@hcldr
@jameyedwards
@healthsparq
@burtrosen
@teleneurology
@nickisnpdx
@giasison

Top Replied-To in G3:
@joebabaian
@igas2
@melissaxxmccool
@chethanr
@mgriskewicz
@lorraine_lbj
@mri_doc
@stevenditto
@drtessak
@ashnabasu

Top Replied-To in G4:
@nickisnpdx
@l_macnaughtan
@rblount
@joebabaian
@colin_hung
@stuckonsw
@emranswers
@bushramehmood15
@iceefest
@lisafieldsms

Top Replied-To in G5:
@jake_mcclure
@hcldr
@alexmeshkin
@burtrosen
@joebabaian
@denniskenez
@techguy
@dz45tr
@ptexp_rn_cherri
@mloxton

Top Replied-To in G6:
@dz45tr
@healthsparq
@rasushrestha
@andrewintech
@joebabaian
@jandis_price
@nickisnpdx
@jeffreygibson1
@mikebiselli
@klaravanzuijdam

Top Replied-To in G8:
@mountsinainyc

Top Replied-To in G9:
@anita_esser
@pts4chg
@atul_gawande
@debhazeldine
@helenbell103

Top Replied-To in G10:
@researchmatters
@alsadvocacy

Top Mentioned
Top Mentioned in Entire Graph:
@joebabaian
@rasushrestha
@colin_hung
@hcldr
@andrewintech
@drnic1
@rblount
@nickisnpdx
@cancergeek
@scottyweitzman

Top Mentioned in G1:
@joebabaian
@colin_hung
@hcldr
@andrewintech
@rasushrestha
@drnic1
@scottyweitzman
@rblount
@burtrosen
@nickisnpdx

Top Mentioned in G2:
@cancergeek
@joebabaian
@jameyedwards
@rasushrestha
@medium
@colin_hung
@andrewintech
@nickisnpdx
@harvardbiz
@rblount

Top Mentioned in G3:
@rasushrestha
@joebabaian
@colin_hung
@andrewintech
@gehealthcare
@nickisnpdx
@wsumedicine
@healthsparq
@simonsinek
@jasonawolf

Top Mentioned in G4:
@stuckonsw
@melissaxxmccool
@joebabaian
@rasushrestha
@naveen101
@colin_hung
@coherencemed
@amandaitzko
@nickisnpdx
@mooreroxanne

Top Mentioned in G5:
@wareflo
@hcldr
@joebabaian
@rasushrestha
@colin_hung
@hcitexpert
@jake_mcclure
@hyperwellbeing
@matt_r_fisher
@filemaker

Top Mentioned in G6:
@joebabaian
@rasushrestha
@colin_hung
@andrewintech
@cancergeek
@klaravanzuijdam
@scottyweitzman
@laxswamy
@danieljyoungmd
@healtheugene

Top Mentioned in G7:
@lguzzardim

Top Mentioned in G8:
@naomifried
@amdiabetesassn
@cascadia
@myhealthteams
@nihdirector
@nih
@harvardbiz
@medcitynews
@nicecomm
@sema4

Top Mentioned in G9:
@patientsafe3
@drumeshprabhu
@coffsclincog
@martinbromiley
@drgetafix
@terryfairbanks
@atul_gawande
@stevemedgov
@pts4chg
@debhazeldine

Top Mentioned in G10:
@thelizarmy
@michaeldfratkin
@rasushrestha
@bostonheartmom
@morgan_gleason
@aamctoday
@colin_hung
@mooreroxanne
@anesthesiaapp
@melissaxxmccool

Top Tweeters
Top Tweeters in Entire Graph:
@roomeezon
@startuprealtime
@crafty_ai
@maria_da_hunt
@evankirstel
@innova_scape
@businessinsider
@itknowingness
@globeandmail
@guardian

Top Tweeters in G1:
@startuprealtime
@maria_da_hunt
@globeandmail
@guardian
@valaafshar
@ketaminh
@pfanderson
@kimvie
@torontostar
@jessicafastball

Top Tweeters in G2:
@roomeezon
@evankirstel
@itknowingness
@nytimes
@slate
@washingtonpost
@nxtstop1
@forbes
@techcrunch
@heatherswifty

Top Tweeters in G3:
@crafty_ai
@businessinsider
@dominiquevanpee
@cultiv8hope
@itsanidealworld
@biconnections
@wsj
@susanadeleonmd
@ochena_prantor
@jerry_durhampt

Top Tweeters in G4:
@nancyosborne180
@bartandrews
@jbbc
@healingmb
@innovation_rtw
@kirkdborne
@reginaholliday
@stuckonsw
@karenzgoda
@dirkstanley

Top Tweeters in G5:
@3d_genuity
@waze
@aureliacotta
@blueravefinn
@wareflo
@xprtly
@leadgenmike
@hcitexpert
@hjluks
@mloxton

Top Tweeters in G6:
@lorelei3112
@mbbcareconsult
@gratbot
@pd4ejp
@realdonaldtrump
@mrvanbalken
@klaravanzuijdam
@healtheugene
@onc_healthit
@chimoose

Top Tweeters in G7:
@innova_scape
@shireenj
@gogoogleme
@randomawwpics
@tweetlysaved
@afternoonnapper
@artsynihon
@wendyrijners
@pemadamofficial
@speccymcspec

Top Tweeters in G8:
@weekinpharma
@lsaldanamd
@mawerner01
@richduszak
@cascadia
@hjsoch
@medcitynews
@opendatamonkey
@vietheartpa
@ci4cc

Top Tweeters in G9:
@drumeshprabhu
@debhazeldine
@slbaldry
@otjonline
@patientsafe3
@martinbromiley
@mededgene
@pts4chg
@rescuegirlie
@anita_esser

Top Tweeters in G10:
@chicagoleah
@voxdotcom
@mightycasey
@alsadvocacy
@vocalgal4hire
@iamdoctord
@cblotner_
@aamctoday
@thelizarmy
@kpedmonds