DrHowardLiu, Twitter, 5/8/2020 3:26:29 PM, 226361


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DrHowardLiu_2020-05-06_17-50-57.xlsx
DrHowardLiu_2020-05-06_17-50-57.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 08, 2020
Short Description:
DrHowardLiu via NodeXL https://bit.ly/3bdp3bC
@drhowardliu
@drjessigold
@epflcswccm
@docbasia
@arghavan_salles
@drvantilburg
@judgewren
@leahhoustonmd
@ktamirisamd
@boggildlab

Top hashtags:
#covid19
#mentalhealth
#medtwitter
#weareallinthistogether
#stopsuicide

Description:
Description
The graph represents a network of 2,976 Twitter users whose tweets in the requested range contained "DrHowardLiu", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 07 May 2020 at 00:52 UTC.

The requested start date was Wednesday, 06 May 2020 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 13-day, 23-hour, 23-minute period from Wednesday, 22 April 2020 at 00:06 UTC to Tuesday, 05 May 2020 at 23:29 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 : 2976
Unique Edges : 12636
Edges With Duplicates : 20589
Total Edges : 33225
Number of Edge Types : 5
MentionsInRetweet : 8989
Mentions : 20551
Retweet : 1635
Replies to : 1946
Tweet : 104
Self-Loops : 132
Reciprocated Vertex Pair Ratio : 0.0885864522115682
Reciprocated Edge Ratio : 0.162755015059385
Connected Components : 19
Single-Vertex Connected Components : 13
Maximum Vertices in a Connected Component : 2952
Maximum Edges in a Connected Component : 33197
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.920018
Graph Density : 0.00198755308575043
Modularity : 0.330246
NodeXL Version : 1.0.1.432
Data Import : The graph represents a network of 2,976 Twitter users whose tweets in the requested range contained "DrHowardLiu", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Thursday, 07 May 2020 at 00:52 UTC.

The requested start date was Wednesday, 06 May 2020 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 13-day, 23-hour, 23-minute period from Wednesday, 22 April 2020 at 00:06 UTC to Tuesday, 05 May 2020 at 23:29 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 : DrHowardLiu
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:
[46] https://www.nytimes.com/2020/04/27/nyregion/new-york-city-doctor-suicide-coronavirus.html
[19] https://www.npr.org/sections/health-shots/2020/04/23/840986735/trauma-on-the-pandemics-front-line-leaves-health-workers-reeling?utm_campaign
[13] https://thehill.com/policy/international/americas/495892-canada-pledges-170m-to-develop-online-mental-health-services
[11] https://www.nytimes.com/2020/05/03/opinion/coronavirus-doctors-mental-health.html
[10] https://patientengagementhit.com/news/cdc-homelessness-a-key-covid-19-social-determinant-of-health
[8] https://www.scientificamerican.com/article/psychological-trauma-is-the-next-crisis-for-coronavirus-health-workers/?amp
[8] https://californiahealthline.org/news/lawmaker-pushing-mental-health-reform-its-more-needed-than-ever/
[7] https://www.icd10monitor.com/exclusive-understanding-the-impact-of-climate-change-on-mental-health-202004201522-2828#.XqATnjbVikw.twitter
[7] https://www.npr.org/sections/health-shots/2020/04/25/844088634/when-is-it-safe-to-ease-social-distancing-heres-what-one-model-says-for-each-sta?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[6] https://www.inquirer.com/health/coronavirus/coronavirus-covid19-children-mental-health-depression-20200429.html?__vfz=medium%3Dsharebar

Top URLs in Tweet in G1:
[8] https://thehill.com/policy/international/americas/495892-canada-pledges-170m-to-develop-online-mental-health-services
[4] https://twitter.com/CatchTheBaby/status/1254487547616522240
[4] https://www.npr.org/sections/health-shots/2020/04/23/840986735/trauma-on-the-pandemics-front-line-leaves-health-workers-reeling?utm_campaign
[4] https://mhanational.org/living-mental-illness-during-covid-19-outbreak-preparing-your-wellness?fbclid=IwAR3fly2kJz1QKYT_9T6d5qrEw6zUexfUT3hQjsoB8rKxzY6b2dfY-TiQlg8
[4] https://twitter.com/DrHowardLiu/status/1254093978926043136
[3] https://twitter.com/drhowardliu/status/1253689624960131075
[3] https://californiahealthline.org/news/lawmaker-pushing-mental-health-reform-its-more-needed-than-ever/
[2] https://twitter.com/tylerblack32/status/1253064697638555649
[2] https://twitter.com/DoctorLindy/status/1253668710684004352
[2] https://www.seattletimes.com/seattle-news/health/at-burien-mental-health-facility-for-teens-a-rare-coronavirus-outbreak-and-a-death/?utm_source=twitter&utm_medium=social&utm_campaign=article_inset_1.1

Top URLs in Tweet in G2:
[7] https://www.nytimes.com/2020/05/03/opinion/coronavirus-doctors-mental-health.html
[5] https://www.nytimes.com/2020/04/27/nyregion/new-york-city-doctor-suicide-coronavirus.html
[1] https://twitter.com/i/web/status/1254903390380924929
[1] https://twitter.com/i/web/status/1255709104527626242
[1] https://twitter.com/i/web/status/1254897873801674762
[1] https://twitter.com/i/web/status/1253722093092470787
[1] https://twitter.com/i/web/status/1254928285349314561
[1] https://twitter.com/i/web/status/1255602145212145664
[1] https://twitter.com/i/web/status/1255606778626224128
[1] https://twitter.com/i/web/status/1254980450759708672

Top URLs in Tweet in G3:
[3] https://auth.doximity.com/csrf_init?redirect_to=https%3A%2F%2Fwww.doximity.com%2Fdoc_news%2Fv2%2Fentries%2F25252839%3F_csrf_attempted%3Dyes
[1] https://twitter.com/i/web/status/1254922168279814145
[1] https://twitter.com/i/web/status/1254928728125140992
[1] https://hpec.io/
[1] https://twitter.com/i/web/status/1253797877626765312
[1] https://twitter.com/i/web/status/1255161893771112450
[1] https://twitter.com/i/web/status/1256248091243614210
[1] https://twitter.com/i/web/status/1255176015850110976
[1] https://twitter.com/i/web/status/1253358451247517701
[1] https://twitter.com/i/web/status/1253166643221536770

Top URLs in Tweet in G4:
[38] https://www.nytimes.com/2020/04/27/nyregion/new-york-city-doctor-suicide-coronavirus.html
[2] https://twitter.com/drhowardliu/status/1254209339759439878
[1] https://twitter.com/i/web/status/1254866714065539072
[1] https://twitter.com/i/web/status/1254925787372965888
[1] https://twitter.com/i/web/status/1253166337146396673
[1] https://www.nytimes.com/2020/05/03/opinion/coronavirus-doctors-mental-health.html
[1] https://twitter.com/i/web/status/1255110951872978945
[1] https://twitter.com/i/web/status/1255111486877446146
[1] https://auth.doximity.com/csrf_init?redirect_to=https%3A%2F%2Fwww.doximity.com%2Fdoc_news%2Fv2%2Fentries%2F25252839%3F_csrf_attempted%3Dyes
[1] https://twitter.com/i/web/status/1254929007860224000

Top URLs in Tweet in G5:
[14] https://www.npr.org/sections/health-shots/2020/04/23/840986735/trauma-on-the-pandemics-front-line-leaves-health-workers-reeling?utm_campaign
[8] https://patientengagementhit.com/news/cdc-homelessness-a-key-covid-19-social-determinant-of-health
[6] https://www.politico.com/news/2020/04/20/health-care-workforce-crisis-197468
[6] https://www.scientificamerican.com/article/psychological-trauma-is-the-next-crisis-for-coronavirus-health-workers/?amp
[6] https://www.icd10monitor.com/exclusive-understanding-the-impact-of-climate-change-on-mental-health-202004201522-2828#.XqATnjbVikw.twitter
[5] https://thehill.com/policy/international/americas/495892-canada-pledges-170m-to-develop-online-mental-health-services
[5] https://www.statnews.com/2020/04/30/suicides-two-health-care-workers-hint-at-covid-19-mental-health-crisis-to-come/
[5] https://californiahealthline.org/news/lawmaker-pushing-mental-health-reform-its-more-needed-than-ever/
[5] https://www.npr.org/sections/health-shots/2020/04/25/844088634/when-is-it-safe-to-ease-social-distancing-heres-what-one-model-says-for-each-sta?utm_campaign=storyshare&utm_source=twitter.com&utm_medium=social
[5] https://thehill.com/opinion/technology/494614-suggestions-for-telemental-health-resources-for-coping-with-covid-19#.XqV1N1pzLes.twitter

Top URLs in Tweet in G6:
[1] https://twitter.com/i/web/status/1253789448048910337
[1] https://twitter.com/i/web/status/1253730782004293633
[1] https://twitter.com/i/web/status/1254555613121540097
[1] https://twitter.com/annagronewold/status/1257704592999157770?s=19
[1] https://twitter.com/i/web/status/1255647854481285121
[1] https://twitter.com/i/web/status/1253203187647107072
[1] https://twitter.com/us_covid/status/1254981105079521280?s=19
[1] https://twitter.com/IHME_UW/status/1257414932280348672?s=19
[1] https://twitter.com/i/web/status/1254501855033470977
[1] https://twitter.com/i/lists/1251318087615500295

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1256218069585854465
[1] https://twitter.com/i/web/status/1256218209423970306
[1] https://twitter.com/nicubatman/status/1252936253642813441
[1] https://twitter.com/nicubatman/status/1253302538268545024

Top URLs in Tweet in G8:
[3] https://www.rcpsych.ac.uk/about-us/responding-to-covid-19/responding-to-covid-19-guidance-for-clinicians/covid-19-international-resources
[1] https://twitter.com/i/web/status/1255610724057055233
[1] https://twitter.com/i/web/status/1255611364472741888
[1] https://twitter.com/i/web/status/1255608525520359424

Top URLs in Tweet in G10:
[1] https://twitter.com/i/web/status/1254485765779832833

Top Domains
Top Domains in Tweet in Entire Graph:
[788] twitter.com
[63] nytimes.com
[26] npr.org
[18] thehill.com
[16] patientengagementhit.com
[12] cnn.com
[8] scientificamerican.com
[8] khn.org
[8] californiahealthline.org
[7] icd10monitor.com

Top Domains in Tweet in G1:
[555] twitter.com
[12] cnn.com
[9] nytimes.com
[8] thehill.com
[6] npr.org
[5] patientengagementhit.com
[5] mhanational.org
[4] youtube.com
[3] californiahealthline.org
[2] netecweb.org

Top Domains in Tweet in G2:
[51] twitter.com
[12] nytimes.com
[1] youtube.com
[1] henryford.com
[1] davidvalois.com

Top Domains in Tweet in G3:
[31] twitter.com
[3] doximity.com
[1] hpec.io
[1] genderavenger.com
[1] bmj.com
[1] vocal.media
[1] nbcnews.com
[1] hbr.org
[1] medium.com
[1] cms.gov

Top Domains in Tweet in G4:
[44] twitter.com
[39] nytimes.com
[1] doximity.com
[1] inquirer.com
[1] ppe.my

Top Domains in Tweet in G5:
[26] twitter.com
[19] npr.org
[11] patientengagementhit.com
[10] thehill.com
[6] politico.com
[6] scientificamerican.com
[6] khn.org
[6] icd10monitor.com
[5] statnews.com
[5] californiahealthline.org

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

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

Top Domains in Tweet in G8:
[3] twitter.com
[3] ac.uk

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[170] covid19
[55] mentalhealth
[41] medtwitter
[23] weareallinthistogether
[22] stopsuicide
[22] beheretomorrow
[19] healthcarehero
[16] xenophobia
[14] selfcare
[13] heforshe



Top Hashtags in Tweet in G1:
[74] covid19
[33] mentalhealth
[21] weareallinthistogether
[20] stopsuicide
[20] beheretomorrow
[12] covid
[12] medtwitter
[7] wellness
[5] badmedicaladvicein5words
[5] heforshe

Top Hashtags in Tweet in G2:
[32] covid19
[7] hcw
[3] covid_19
[2] talenttuesday
[2] nbfsquad
[2] heforshe
[2] medtwitter
[1] notacuddlemonkey
[1] rabies
[1] handsoffthemonkey

Top Hashtags in Tweet in G3:
[18] covid19
[8] medtwitter
[7] healthcare
[6] heforshe
[6] pandemicparenting
[6] wellnesswednesday
[6] inthistogether
[6] healthcareheroes
[6] coronaviruspandemic
[6] burnout

Top Hashtags in Tweet in G4:
[4] covid19
[3] badmedicaladvicein5words
[2] medtwitter
[2] coronavirus
[1] hcw
[1] coronavirusquarantine
[1] timeflies
[1] mybaby
[1] kindness
[1] eldercare

Top Hashtags in Tweet in G5:
[19] covid19
[17] mentalhealth
[14] healthcarehero
[6] sdoh
[6] wholistichealthcare
[5] sdomh
[4] 5words5tags
[3] coronavirusquarantine
[3] virtualmedicine
[2] hcw

Top Hashtags in Tweet in G6:
[1] covid19
[1] necovid19
[1] nebraska
[1] neleg
[1] flattenthecurve
[1] negov
[1] socialdistancing
[1] ihme

Top Hashtags in Tweet in G7:
[1] covid19

Top Hashtags in Tweet in G8:
[3] covid19
[3] mentalhealth
[1] badmedicaladvicein5words
[1] medtwitter
[1] geopsychiatry

Top Hashtags in Tweet in G9:
[1] stellardocs
[1] wellnesswednesday
[1] healthcare

Top Words
Top Words in Tweet in Entire Graph:
[2505] Words in Sentiment List#1: Positive
[1318] Words in Sentiment List#2: Negative
[9] Words in Sentiment List#3: Angry/Violent
[74546] Non-categorized Words
[78369] Total Words
[2840] drhowardliu
[877] drjessigold
[667] arghavan_salles
[581] ktamirisamd
[560] drvantilburg

Top Words in Tweet in G1:
[1641] drhowardliu
[798] drjessigold
[483] jenheemstra
[479] virusesimmunity
[474] arghavan_salles
[444] drdanielgih
[316] jack_turban
[308] drmarleydoyle
[258] cadiulus
[256] drvantilburg

Top Words in Tweet in G2:
[306] drhowardliu
[284] ktamirisamd
[254] docbasia
[252] boggildlab
[232] fitmslax
[224] cardiacpa1
[195] karenerrichetti
[183] hvanspall
[151] wordfinga
[146] ankurkalramd

Top Words in Tweet in G3:
[210] drhowardliu
[59] shikhajainmd
[56] tomvarghesejr
[54] drcorriel
[52] bethfratesmd
[50] etsshow
[43] drlindamd
[39] amyoxentenkomd
[38] lamsalebanon
[35] arghavan_salles

Top Words in Tweet in G4:
[317] drhowardliu
[254] ktamirisamd
[253] ryanmarino
[253] docbasia
[252] alisadoc1
[215] mass_marion
[215] pedsmamadoc
[213] agnessolberg
[213] meggerber
[212] drvantilburg

Top Words in Tweet in G5:
[128] drhowardliu
[100] health
[84] epflcswccm
[56] mental
[34] nasw
[34] judgewren
[29] usnehal
[29] ujjram
[26] ayesha_mian1
[25] workers

Top Words in Tweet in G6:
[34] drhowardliu
[10] thartman2u
[10] johntorousmd
[8] re
[8] psychiatry
[8] mental
[7] interested
[7] health
[7] professionals
[7] saying

Top Words in Tweet in G7:
[9] drhowardliu
[7] nysaapch2
[6] drmoira777
[5] mhrathore
[5] leaders
[5] neglect
[5] impact
[5] pandemic
[5] kids
[5] children

Top Words in Tweet in G8:
[21] drhowardliu
[8] reginegalanti
[5] drcbtmom
[5] thank
[4] steak_umm
[4] alimattu
[4] nicolenugentphd
[4] kazjnelson
[4] mitchprinstein
[4] msenscene

Top Words in Tweet in G9:
[2] pedsmamadoc
[2] docbasia
[2] drhowardliu

Top Words in Tweet in G10:
[7] cmtomblinson
[7] drgmcginty
[7] yashaguptamd
[7] ashasarm
[7] carimotuzas
[7] lorideitte
[7] gennadanna
[6] tbooth278
[6] judygadde
[6] drhowardliu

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[372] drjessigold,virusesimmunity
[351] alisadoc1,ryanmarino
[326] virusesimmunity,jenheemstra
[323] ryanmarino,docbasia
[308] agnessolberg,mass_marion
[307] meggerber,drhowardliu
[285] drdanielgih,drmarleydoyle
[282] drhowardliu,drvantilburg
[276] ktamirisamd,alisadoc1
[275] docbasia,agnessolberg

Top Word Pairs in Tweet in G1:
[361] drjessigold,virusesimmunity
[310] virusesimmunity,jenheemstra
[270] drdanielgih,drmarleydoyle
[262] arghavan_salles,drjessigold
[245] cadiulus,dramithamd
[241] dramithamd,drdanielgih
[234] jenheemstra,cadiulus
[193] drhowardliu,arghavan_salles
[176] drmarleydoyle,laurenedwardsmd
[176] laurenedwardsmd,drkaticordts

Top Word Pairs in Tweet in G2:
[92] drnmaassen,shouldergeek
[90] jonbarlowmd,drnmaassen
[85] jointdocshields,mymomthesurgeon
[85] boggildlab,ktamirisamd
[85] ktamirisamd,karenerrichetti
[84] shouldergeek,drkatrin_rabiei
[83] cardiacpa1,fitmslax
[80] nuellesportsmd,jonbarlowmd
[77] fixnbones,nuellesportsmd
[76] hvanspall,amydjohn

Top Word Pairs in Tweet in G3:
[21] drlindamd,nathangrunewald
[21] nathangrunewald,juliereisetter
[21] cornue,sdgs4good
[21] sdgs4good,treasadovander
[20] treasadovander,audreydesisto
[19] juliereisetter,nickisnpdx
[19] nickisnpdx,cornue
[19] audreydesisto,rockyohio
[18] rockyohio,felixmater
[18] felixmater,cheryl_l_hyde

Top Word Pairs in Tweet in G4:
[249] alisadoc1,ryanmarino
[241] ryanmarino,docbasia
[213] meggerber,drhowardliu
[212] agnessolberg,mass_marion
[207] ktamirisamd,alisadoc1
[201] docbasia,agnessolberg
[194] drhowardliu,drvantilburg
[176] drvantilburg,drkatrin_r
[172] mass_marion,meggerber
[170] pedsmamadoc,ktamirisamd

Top Word Pairs in Tweet in G5:
[55] mental,health
[22] covid,19
[20] health,workers
[14] trauma,pandemic's
[14] pandemic's,front
[14] front,line
[14] line,leaves
[14] leaves,health
[14] workers,reeling
[14] reeling,#mentalhealth

Top Word Pairs in Tweet in G6:
[7] re,interested
[7] interested,psychiatry
[7] psychiatry,mental
[7] mental,health
[7] health,professionals
[7] professionals,saying
[7] saying,160
[7] 160,johntorousmd
[6] subatomicdoc,re
[4] ccph_news,irleaders

Top Word Pairs in Tweet in G7:
[5] drmoira777,mhrathore
[5] leaders,neglect
[5] neglect,impact
[5] impact,pandemic
[5] pandemic,kids
[5] kids,children
[5] children,pay
[5] pay,price
[5] price,years
[5] years,come

Top Word Pairs in Tweet in G8:
[5] reginegalanti,drhowardliu
[4] alimattu,drhowardliu
[4] drhowardliu,nicolenugentphd
[4] nicolenugentphd,kazjnelson
[4] help,spread
[4] spread,word
[3] kazjnelson,reginegalanti
[3] drcbtmom,mitchprinstein
[3] msenscene,drhowardliu
[3] cconelea,steak_umm

Top Word Pairs in Tweet in G10:
[7] cmtomblinson,drgmcginty
[7] drgmcginty,yashaguptamd
[7] yashaguptamd,ashasarm
[7] ashasarm,carimotuzas
[7] carimotuzas,lorideitte
[6] judygadde,cmtomblinson
[6] lorideitte,gennadanna
[5] tbooth278,judygadde
[5] gennadanna,drhowardliu
[5] drhowardliu,aminafarooqmd

Top Replied-To
Top Replied-To in Entire Graph:
@drhowardliu
@drjessigold
@ktamirisamd
@drvantilburg
@arghavan_salles
@jack_turban
@chandan_khandai
@amyoxentenkomd
@shikhajainmd
@cjfootemd

Top Replied-To in G1:
@drhowardliu
@drjessigold
@drvantilburg
@arghavan_salles
@jack_turban
@chandan_khandai
@poojalakshmin
@potato_chip
@leilanirgraham
@harriethopfmd

Top Replied-To in G2:
@ktamirisamd
@cjfootemd
@hvanspall
@boggildlab
@docbasia
@drhowardliu
@fitmslax
@rubraveenough
@wordfinga
@cardiacpa1

Top Replied-To in G3:
@drhowardliu
@amyoxentenkomd
@shikhajainmd
@monicacoronelmd
@drlindamd
@kari_jerge
@etsshow
@aoglasser
@lamsalebanon
@ktamirisamd

Top Replied-To in G4:
@ktamirisamd
@drhowardliu
@bennettempty
@pedsmamadoc
@psychunseen
@drvantilburg
@drjohnaquino
@squizzradical
@drjessigold
@alisadoc1

Top Replied-To in G5:
@drhowardliu
@ayesha_mian1
@epflcswccm
@dr_melancholy_
@drloggerhead
@drouselle
@shikhajainmd
@drvantilburg
@overthe86335404
@boggildlab

Top Replied-To in G6:
@drhowardliu
@adam_morfeld
@whole_patients
@nebraskamegan
@ronniedgreen
@paulnestadt
@wizdomisms

Top Replied-To in G7:
@nysaapch2
@boggildlab
@drvantilburg
@drhowardliu
@jenheemstra

Top Replied-To in G8:
@reginegalanti
@msenscene
@drhowardliu
@cconelea
@steak_umm
@chefsteve0
@drrachelemas
@rick_frausto

Top Replied-To in G9:
@blackwellmd1

Top Replied-To in G10:
@tesschapmanmd1
@laura1127md
@susanpalasis
@tbooth278
@judygadde
@cmtomblinson

Top Mentioned
Top Mentioned in Entire Graph:
@drhowardliu
@drjessigold
@arghavan_salles
@docbasia
@ktamirisamd
@drvantilburg
@jenheemstra
@virusesimmunity
@drdanielgih
@ryanmarino

Top Mentioned in G1:
@drhowardliu
@drjessigold
@virusesimmunity
@jenheemstra
@arghavan_salles
@drdanielgih
@drmarleydoyle
@jack_turban
@cadiulus
@laurenedwardsmd

Top Mentioned in G2:
@drhowardliu
@ktamirisamd
@docbasia
@boggildlab
@fitmslax
@cardiacpa1
@karenerrichetti
@hvanspall
@ankurkalramd
@wordfinga

Top Mentioned in G3:
@drhowardliu
@tomvarghesejr
@drcorriel
@bethfratesmd
@etsshow
@shikhajainmd
@arghavan_salles
@drjessigold
@lamsalebanon
@drlindamd

Top Mentioned in G4:
@drhowardliu
@ryanmarino
@docbasia
@alisadoc1
@ktamirisamd
@mass_marion
@agnessolberg
@meggerber
@pedsmamadoc
@drvantilburg

Top Mentioned in G5:
@drhowardliu
@epflcswccm
@nasw
@judgewren
@usnehal
@ujjram
@ubssw
@cgibhs
@nicolenugentphd
@drsanaasiddiqui

Top Mentioned in G6:
@drhowardliu
@thartman2u
@johntorousmd
@unmc_drkhan
@neappleseed
@unmccoph
@subatomicdoc
@gcsmd
@nebraskasower
@nebraskamegan

Top Mentioned in G7:
@drhowardliu
@drmoira777
@mhrathore
@nysaapch2
@drstevecook
@drtoddwo
@nicoleb_md
@drpaulawhiteman
@drpanmd
@drjengunter

Top Mentioned in G8:
@drhowardliu
@drcbtmom
@alimattu
@nicolenugentphd
@kazjnelson
@reginegalanti
@mitchprinstein
@fallonrgoodman
@drkpsychologist
@steak_umm

Top Mentioned in G9:
@pedsmamadoc
@docbasia
@drhowardliu
@drlindamd
@arghavan_salles
@sonodoc99
@drjessigold
@petradmd
@womeninsurgery
@womenmdinanesth

Top Mentioned in G10:
@drgmcginty
@yashaguptamd
@ashasarm
@carimotuzas
@lorideitte
@gennadanna
@cmtomblinson
@drhowardliu
@tbooth278
@judygadde

Top Tweeters
Top Tweeters in Entire Graph:
@s9tmt
@angelamortimer2
@iwd12
@mccarrenbill
@lorimoreno
@netminnow
@b1e56df9ce6549f
@john_siracusa
@joni_looking
@guardian

Top Tweeters in G1:
@mccarrenbill
@john_siracusa
@femtech_
@llama_strudel
@aquarius1049
@pfanderson
@vernapolitics
@brucevh
@kimpy123
@sameihuda

Top Tweeters in G2:
@ketaminh
@sfdirewolf
@wordfinga
@drferdowsi
@thedavidvalois
@wfkars
@drjennifer
@gilmerhealthlaw
@anastasiasmihai
@heartotxheartmd

Top Tweeters in G3:
@lorimoreno
@netminnow
@karijoys
@cnn
@nesn1925
@pash22
@mdaware
@medicalquack
@tomvarghesejr
@onaroll_winning

Top Tweeters in G4:
@joni_looking
@lizditz
@natricer
@squizzradical
@waggles111
@bigforkgirl
@paruchgretchen
@jaina_solo_85
@auriandra
@hragy

Top Tweeters in G5:
@s9tmt
@b1e56df9ce6549f
@nytimes
@politico
@o_g_log
@phillyinquirer
@dawn_com
@razarumi
@seattletimes
@harassnomore

Top Tweeters in G6:
@dmspinharney
@subatomicdoc
@dovesoars
@nebraskasower
@teaminspire
@thartman2u
@geitnersimmons
@neappleseed
@alexandralw2
@ufcw

Top Tweeters in G7:
@mhpoison1
@sassistheword
@navsaria
@nickgerbino
@definitely_be
@docemurray
@drrichbesser
@drpanmd
@drtoddwo
@drsandman11

Top Tweeters in G8:
@academicchatter
@steak_umm
@h2cm
@rcpsych
@alimattu
@womenalsoknow
@psyd
@toddkashdan
@caballerogill
@citeblackwomen

Top Tweeters in G9:
@sonodoc99
@somedocs
@leahhoustonmd
@petradmd
@apoorvenayyar
@amychomd
@womeninsurgery
@noshreza
@droneeka
@meghanakarande

Top Tweeters in G10:
@drgmcginty
@nulall
@gennadanna
@cmtomblinson
@monicasheth
@phudge54
@susanpalasis
@bhargp
@yashaguptamd
@judygadde


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