DrHowardLiu, Twitter, 9/16/2020 1:29:17 AM, 235222


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DrHowardLiu_2020-09-15_18-03-10.xlsx
DrHowardLiu_2020-09-15_18-03-10.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 16, 2020
Short Description:
DrHowardLiu via NodeXL https://bit.ly/3kmg7FL
@drhowardliu
@epflcswccm
@drjessigold
@do_kinder
@charter4values
@arghavan_salles
@cjfootemd
@kateneuropsych
@closler
@drvantilburg

Top hashtags:
#hertimeisnow
#heforshe
#covid19
#mentalhealth
#beheretomorrow
#stopsuicide

Description:
Description
The graph represents a network of 1,906 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 Wednesday, 16 September 2020 at 01:05 UTC.

The requested start date was Wednesday, 16 September 2020 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, 23-hour, 21-minute period from Wednesday, 02 September 2020 at 00:02 UTC to Tuesday, 15 September 2020 at 23:23 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 : 1906
Unique Edges : 5213
Edges With Duplicates : 11293
Total Edges : 16506
Number of Edge Types : 5
MentionsInRetweet : 4131
Mentions : 9922
Retweet : 1044
Replies to : 1160
Tweet : 249
Self-Loops : 274
Reciprocated Vertex Pair Ratio : 0.118401102687802
Reciprocated Edge Ratio : 0.211732807493222
Connected Components : 37
Single-Vertex Connected Components : 32
Maximum Vertices in a Connected Component : 1865
Maximum Edges in a Connected Component : 16472
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.877675
Graph Density : 0.00223468918431366
Modularity : 0.292391
NodeXL Version : 1.0.1.440
Data Import : The graph represents a network of 1,906 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 Wednesday, 16 September 2020 at 01:05 UTC.

The requested start date was Wednesday, 16 September 2020 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, 23-hour, 21-minute period from Wednesday, 02 September 2020 at 00:02 UTC to Tuesday, 15 September 2020 at 23:23 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:
[12] https://www.wired.com/story/mental-health-in-the-us-is-suffering-will-it-go-back-to-normal/?utm_source=twitter&utm_medium=social&utm_campaign=onsite-share&utm_brand=wired&utm_social-type=earned
[10] http://www.technicianonline.com/news/article_23a67ac6-f31f-11ea-9a14-b307bbf353a1.html?utm_medium=social&utm_source=twitter&utm_campaign=user-share
[8] https://sheleadshealthcare.com/wp-content/uploads/2020/09/HerTimeIsNow_Report.pdf
[6] https://twitter.com/drhowardliu/status/1304228491735511040
[5] https://thehill.com/opinion/healthcare/513615-our-health-system-is-built-on-an-antiquated-model-of-care
[5] https://www.healthcarefinancenews.com/news/anxiety-and-depression-are-associated-medical-care-avoidance-during-covid-19-pandemic#.X1n60wh-p5M.twitter
[5] https://www.nytimes.com/2020/09/09/parenting/mental-health-parents-coronavirus.html
[5] https://www.theguardian.com/society/2020/sep/05/more-than-1000-doctors-want-to-quit-nhs-over-handling-of-pandemic
[4] https://www.amwa-doc.org/our-work/initiatives/gender-equity-task-force/her-time-is-now/
[4] https://pediatrics.aappublications.org/content/early/2020/09/11/peds.2020-0351

Top URLs in Tweet in G1:
[3] https://www.healthcarefinancenews.com/news/anxiety-and-depression-are-associated-medical-care-avoidance-during-covid-19-pandemic#.X1n60wh-p5M.twitter
[2] https://pediatrics.aappublications.org/content/early/2020/09/11/peds.2020-0351
[2] https://twitter.com/arghavan_salles/status/1301911308804128768
[2] https://twitter.com/jenheemstra/status/1304755484558340096
[2] https://twitter.com/jessmillar15/status/1305308670444605446
[2] https://twitter.com/drhowardliu/status/1302216236261167106
[2] https://twitter.com/i/events/1297523519241084930
[2] https://www.wired.com/story/mental-health-in-the-us-is-suffering-will-it-go-back-to-normal/?utm_source=twitter&utm_medium=social&utm_campaign=onsite-share&utm_brand=wired&utm_social-type=earned
[2] https://twitter.com/drhowardliu/status/1304228491735511040
[2] https://twitter.com/drhowardliu/status/1304552470295715840

Top URLs in Tweet in G2:
[7] https://sheleadshealthcare.com/wp-content/uploads/2020/09/HerTimeIsNow_Report.pdf
[2] https://www.amwa-doc.org/our-work/initiatives/gender-equity-task-force/her-time-is-now/
[1] https://twitter.com/i/web/status/1303001258060591104
[1] https://twitter.com/juliesilvermd/status/1300796566563942400
[1] https://twitter.com/amwadoctors/status/1300797598731698176
[1] https://twitter.com/i/web/status/1305950835730456581
[1] https://forms.gle/Z6UcKgQgcH7FjMA77
[1] https://twitter.com/drhowardliu/status/1304196279438901249
[1] https://twitter.com/i/web/status/1304228981537828864
[1] https://twitter.com/i/web/status/1304253716325859329

Top URLs in Tweet in G3:
[2] https://closler.org/lifelong-learning-in-clinical-excellence/4-tips-for-using-neo-and-gender-neutral-pronouns
[1] https://twitter.com/i/web/status/1303514763104747524
[1] https://twitter.com/i/web/status/1304555141706788864
[1] https://twitter.com/i/web/status/1202066712687980545
[1] https://twitter.com/i/web/status/1202065056340611072
[1] https://twitter.com/i/web/status/1202062559999860741
[1] https://twitter.com/brianbpk/status/1305828104703795200
[1] https://twitter.com/i/web/status/1305995080784777216
[1] https://twitter.com/i/web/status/1305992575829057536
[1] https://closler.org/connecting-with-patients/were-all-in-this-together

Top URLs in Tweet in G4:
[10] https://www.wired.com/story/mental-health-in-the-us-is-suffering-will-it-go-back-to-normal/?utm_source=twitter&utm_medium=social&utm_campaign=onsite-share&utm_brand=wired&utm_social-type=earned
[9] http://www.technicianonline.com/news/article_23a67ac6-f31f-11ea-9a14-b307bbf353a1.html?utm_medium=social&utm_source=twitter&utm_campaign=user-share
[4] https://thehill.com/opinion/healthcare/513615-our-health-system-is-built-on-an-antiquated-model-of-care
[4] https://www.nytimes.com/2020/09/09/parenting/mental-health-parents-coronavirus.html
[3] https://cornellsun.com/2020/09/07/addressing-mental-health-of-college-students-during-a-pandemic/
[2] https://twitter.com/drhowardliu/status/1303168319495778304
[2] https://www.healthcarefinancenews.com/news/anxiety-and-depression-are-associated-medical-care-avoidance-during-covid-19-pandemic#.X1n60wh-p5M.twitter
[2] https://wjla.com/news/local/md-doctor-works-to-help-people-manage-mental-health-during-covid
[2] https://pediatrics.aappublications.org/content/early/2020/09/11/peds.2020-0351
[2] https://www.wral.com/

Top URLs in Tweet in G5:
[1] https://twitter.com/i/web/status/1305868370911342593
[1] https://www.boggildlab.ca/2020/02/18/academic-doctor-mom-guilt-failure-to-meet-expectations/
[1] https://www.damemagazine.com/2020/01/20/women-doctors-leaving-medicine-is-a-crisis/
[1] http://tremendouslyoutspoken.blogspot.com/2020/01/welcome-to-academic-medicine-allow-me.html?m=1
[1] https://twitter.com/i/web/status/1305714266750816256
[1] https://twitter.com/i/web/status/1305670090403307523
[1] https://twitter.com/i/web/status/1303142939909070850
[1] https://twitter.com/i/web/status/1303169278779195392
[1] https://www.cdc.gov/std/stats18/default.htm
[1] https://twitter.com/i/web/status/1304467733929553920

Top URLs in Tweet in G6:
[1] https://twitter.com/drdimitriosmd/status/1303643454094876673
[1] https://dfwchild.com/2020/09/01/dr-danika-franks-gets-real-about-race-raising-kids-during-covid/
[1] https://twitter.com/mlgg2/status/1303484807993843714

Top URLs in Tweet in G7:
[1] https://twitter.com/i/web/status/1305791492984901632
[1] https://twitter.com/DrvanTilburg/status/1301573031224057857

Top URLs in Tweet in G8:
[1] https://twitter.com/drhowardliu/status/1303500271537082368
[1] https://twitter.com/i/web/status/1303552628140335105
[1] https://blogs.scientificamerican.com/voices/harassers-arent-brilliant-jerks-theyre-bad-scientists-and-they-cost-all-of-us/
[1] https://www.pbs.org/newshour/health/depression-anxiety-spike-amid-outbreak-and-turbulent-times

Top URLs in Tweet in G9:
[2] https://twitter.com/drhowardliu/status/1300946423425445889
[1] https://twitter.com/DrHowardLiu/status/1300946423425445889
[1] https://twitter.com/drhowardliu/status/1301125283802681344
[1] https://twitter.com/drhowardliu/status/1301263396730478595
[1] https://twitter.com/drhowardliu/status/1301463109866000385
[1] https://twitter.com/DrHowardLiu/status/1301457582607998976
[1] https://twitter.com/drhowardliu/status/1301696460585676800
[1] https://twitter.com/DrHowardLiu/status/1301844313740115968
[1] https://twitter.com/drhowardliu/status/1302224063214112770
[1] https://twitter.com/drhowardliu/status/1302367152889098241

Top URLs in Tweet in G10:
[2] https://twitter.com/drhowardliu/status/1303448795544522752
[1] https://www.sciencedirect.com/science/article/abs/pii/S1931720420303196
[1] https://twitter.com/i/web/status/1303567831217238016

Top Domains
Top Domains in Tweet in Entire Graph:
[458] twitter.com
[16] cnn.com
[12] wired.com
[12] nytimes.com
[10] technicianonline.com
[10] sheleadshealthcare.com
[6] npr.org
[5] closler.org
[5] thehill.com
[5] healthcarefinancenews.com

Top Domains in Tweet in G1:
[333] twitter.com
[16] cnn.com
[8] nytimes.com
[3] healthcarefinancenews.com
[3] elsevierhealth.com
[2] aappublications.org
[2] afsp.org
[2] google.com
[2] wired.com
[1] medium.com

Top Domains in Tweet in G2:
[13] twitter.com
[7] sheleadshealthcare.com
[2] amwa-doc.org
[1] forms.gle
[1] cmaj.ca

Top Domains in Tweet in G3:
[35] twitter.com
[5] closler.org
[1] apple.com
[1] nih.gov
[1] unwomen.org
[1] unicef.ca
[1] linkedin.com
[1] sleepmystery.org
[1] annfammed.org

Top Domains in Tweet in G4:
[20] twitter.com
[10] wired.com
[9] technicianonline.com
[6] npr.org
[4] thehill.com
[4] nytimes.com
[3] cornellsun.com
[3] wral.com
[3] sheleadshealthcare.com
[2] healthcarefinancenews.com

Top Domains in Tweet in G5:
[8] twitter.com
[1] boggildlab.ca
[1] damemagazine.com
[1] blogspot.com
[1] cdc.gov

Top Domains in Tweet in G6:
[2] twitter.com
[1] dfwchild.com

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

Top Domains in Tweet in G8:
[2] twitter.com
[1] scientificamerican.com
[1] pbs.org

Top Domains in Tweet in G9:
[23] twitter.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[61] hertimeisnow
[35] heforshe
[34] covid19
[33] mentalhealth
[32] beheretomorrow
[32] stopsuicide
[27] womeninmedicine
[23] medtwitter
[18] meded
[18] mentalhealthmatters



Top Hashtags in Tweet in G1:
[19] hertimeisnow
[16] mentalhealthmatters
[15] mentalhealth
[13] suicidepreventionmonth
[13] psychtwitter
[12] womeninmedicine
[12] suicideprevention
[12] medtwitter
[10] covid19
[10] meded

Top Hashtags in Tweet in G2:
[29] hertimeisnow
[19] heforshe
[8] womeninmedicine
[7] readthereport
[4] covid19
[4] wimmonth
[3] prowd
[2] twitter
[2] worklifebalance
[2] genderpaygap

Top Hashtags in Tweet in G3:
[11] covid19
[7] mentalhealth
[7] medtwitter
[6] resilience
[4] coping
[4] meded
[3] roshhashanah
[3] pandemic
[3] intheladiesroom
[3] elevatetheconvo

Top Hashtags in Tweet in G4:
[26] stopsuicide
[25] beheretomorrow
[9] covid19
[9] hertimeisnow
[8] mentalhealth
[8] sdomh
[5] heforshe
[4] docswhorock
[4] suicideprevention
[4] wholistichealth

Top Hashtags in Tweet in G5:
[3] wim
[2] jumpin4hearthealth
[1] gifts
[1] leakypipeline
[1] movethedial
[1] engineering
[1] greglemond
[1] superstar
[1] hiit
[1] coachtgt

Top Hashtags in Tweet in G6:
[1] strongertogether
[1] ptsd

Top Hashtags in Tweet in G7:
[1] askreuters
[1] freenestor

Top Hashtags in Tweet in G8:
[2] hertimeisnow
[2] wearamaskchallenge
[1] heforshe
[1] womeninmedicine
[1] researchers
[1] science
[1] metoostem
[1] metoophd
[1] sciencetoo
[1] timesuphc

Top Hashtags in Tweet in G9:
[1] insurance
[1] mentalhealth
[1] youmatter
[1] mentalhealthmatters

Top Hashtags in Tweet in G10:
[3] meded
[2] medtwitter
[2] surged
[1] medstudenttwitter

Top Words
Top Words in Tweet in Entire Graph:
[1741] drhowardliu
[253] health
[233] many
[205] juliesilvermd
[197] drjessigold
[184] mental
[175] arghavan_salles
[175] boggildlab
[173] amyoxentenkomd
[166] amwadoctors

Top Words in Tweet in G1:
[934] drhowardliu
[169] health
[165] many
[131] psychiatrist
[127] mental
[126] kids
[117] child
[115] drdanielgih
[114] see
[110] arghavan_salles

Top Words in Tweet in G2:
[197] drhowardliu
[152] juliesilvermd
[139] amwadoctors
[105] drrgebhard
[86] emarianomd
[86] tomvarghesejr
[85] elizachinmd
[84] amyoxentenkomd
[80] drsinhaesq
[66] shikhajainmd

Top Words in Tweet in G3:
[200] drhowardliu
[121] drjessigold
[61] mvp_pediatric
[55] drcorriel
[54] alexmmtri
[54] irmaraste
[54] alvie_barr
[53] endouno
[47] erhall1
[44] kerrywilkinsmd

Top Words in Tweet in G4:
[171] drhowardliu
[83] judgewren
[65] health
[45] mental
[45] epflcswccm
[40] bartandrews
[34] 1of2vics
[31] dramandamcgough
[29] nicolenugentphd
[27] morning

Top Words in Tweet in G5:
[126] boggildlab
[116] drhowardliu
[110] ktamirisamd
[110] hvanspall
[88] cardiacpa1
[83] docbasia
[79] drjenniferco_vu
[77] jointdocshields
[73] heartotxheartmd
[71] amydjohn

Top Words in Tweet in G6:
[24] drhowardliu
[10] drjrubenstein
[10] jama_current
[9] thelizarmy
[9] twitter
[9] rasushrestha
[8] chadinabhan
[8] stales
[8] cblotner_
[8] colin_hung

Top Words in Tweet in G7:
[16] drhowardliu
[16] andrear9md
[14] drwinarick
[11] nicksawyermd
[11] gs314
[11] psychunseen
[11] paulminotmd
[11] ae1tt
[11] drakeemmarsh
[10] tylerblack32

Top Words in Tweet in G8:
[12] drhowardliu
[6] drkatrin_rabiei
[6] mindbodymiko
[5] betamomma
[5] cerebraldoc
[4] nishaobgyn
[4] gdtoogood
[3] see
[3] thanks
[2] #hertimeisnow

Top Words in Tweet in G9:
[6] yes
[3] need
[2] go
[2] members
[2] schools
[2] students
[2] socialize
[2] going
[2] days
[2] true

Top Words in Tweet in G10:
[16] drdevirgilio
[14] many
[14] medicine
[14] perfectionists
[14] remember
[14] kind
[14] yourself
[14] overly
[14] negative
[14] self

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[166] mental,health
[106] child,psychiatrist
[96] drhowardliu,child
[93] juliesilvermd,amwadoctors
[91] kids,teens
[89] many,kids
[88] leahhoustonmd,mymomthesurgeon
[88] psychiatrist,sat
[88] sat,bedside
[88] bedside,many

Top Word Pairs in Tweet in G1:
[112] mental,health
[92] child,psychiatrist
[81] drhowardliu,child
[80] kids,teens
[78] many,kids
[77] psychiatrist,sat
[77] sat,bedside
[77] bedside,many
[76] teens,suicide
[76] suicide,attempt

Top Word Pairs in Tweet in G2:
[87] juliesilvermd,amwadoctors
[60] drsinhaesq,tomvarghesejr
[59] amwadoctors,elizachinmd
[59] elizachinmd,drrgebhard
[59] drrgebhard,sarehparangimd
[59] sarehparangimd,drhowardliu
[58] drhowardliu,emarianomd
[57] emarianomd,drsinhaesq
[26] amwadoctors,elamprogram
[26] tomvarghesejr,mvgutierrezmd

Top Word Pairs in Tweet in G3:
[54] alexmmtri,irmaraste
[54] irmaraste,drhowardliu
[54] drhowardliu,alvie_barr
[52] endouno,alexmmtri
[43] drjessigold,drcorriel
[42] drcorriel,endouno
[37] alvie_barr,mvp_pediatric
[31] mvp_pediatric,erhall1
[29] kerrywilkinsmd,drjessigold
[17] criley_md,drjessigold

Top Word Pairs in Tweet in G4:
[44] mental,health
[34] judgewren,drhowardliu
[33] drhowardliu,bartandrews
[31] dramandamcgough,judgewren
[26] sunday,morning
[25] easy,sunday
[25] morning,#stopsuicide
[25] #stopsuicide,#beheretomorrow
[25] #beheretomorrow,dramandamcgough
[23] 1of2vics,easy

Top Word Pairs in Tweet in G5:
[67] docbasia,leahhoustonmd
[67] leahhoustonmd,mymomthesurgeon
[65] jointdocshields,tcrg2012
[63] tcrg2012,dkirch888
[63] mymomthesurgeon,jointdocshields
[62] boggildlab,docbasia
[60] dkirch888,tomfolanmd
[53] tomfolanmd,baldscientist
[46] hvanspall,drjenniferco_vu
[44] baldscientist,mgastorf

Top Word Pairs in Tweet in G6:
[8] thelizarmy,chadinabhan
[8] chadinabhan,twitter
[8] twitter,stales
[8] stales,cblotner_
[8] cblotner_,colin_hung
[8] colin_hung,joebabaian
[8] joebabaian,rasushrestha
[8] rasushrestha,etsshow
[6] etsshow,erictopol
[5] drjrubenstein,thelizarmy

Top Word Pairs in Tweet in G7:
[11] nicksawyermd,gs314
[11] gs314,psychunseen
[11] andrear9md,paulminotmd
[11] paulminotmd,ae1tt
[11] ae1tt,drakeemmarsh
[9] psychunseen,tylerblack32
[9] tylerblack32,andrear9md
[8] drakeemmarsh,mtnmd
[7] mtnmd,dremilybrunner
[6] drwinarick,cc

Top Word Pairs in Tweet in G8:
[5] betamomma,cerebraldoc
[4] cerebraldoc,nishaobgyn
[4] gdtoogood,drhowardliu
[3] drkatrin_rabiei,betamomma
[3] nishaobgyn,gdtoogood
[2] #wearamaskchallenge,thanks
[2] thanks,nom
[2] nom,drkatrin_rabiei
[2] drkatrin_rabiei,excuse
[2] excuse,unbrushed

Top Word Pairs in Tweet in G9:
[2] yes,yes

Top Word Pairs in Tweet in G10:
[14] many,medicine
[14] medicine,perfectionists
[14] perfectionists,remember
[14] remember,kind
[14] kind,yourself
[14] yourself,overly
[14] overly,negative
[14] negative,self
[14] self,evaluation
[13] drdevirgilio,many

Top Replied-To
Top Replied-To in Entire Graph:
@drhowardliu
@juliesilvermd
@drvantilburg
@boggildlab
@criley_md
@ktamirisamd
@drjessigold
@fitmslax
@drpsychmd
@arghavan_salles

Top Replied-To in G1:
@drhowardliu
@drpsychmd
@drvantilburg
@drlondonotobon
@jenheemstra
@arghavan_salles
@alaa_elnajjar
@amyoxentenkomd
@drdanielgih
@drglowinski

Top Replied-To in G2:
@juliesilvermd
@drhowardliu
@rubraveenough
@ktamirisamd
@amyoxentenkomd
@emarianomd
@pedsmamadoc
@drdonnica
@rakheebhayanimd
@narouzemd

Top Replied-To in G3:
@drhowardliu
@criley_md
@drjessigold
@kerrywilkinsmd
@drvantilburg
@drcorriel
@mvp_pediatric
@drdanijackson
@arghavan_salles
@bruce_y_lee

Top Replied-To in G4:
@drhowardliu
@epflcswccm
@quentinyoumans
@1of2vics
@lewismlevy
@docmcohen
@devikadasmd
@drjameszender
@judgewren
@edwardhamell

Top Replied-To in G5:
@boggildlab
@drhowardliu
@fitmslax
@ktamirisamd
@hvanspall
@cardiacpa1
@drdonnica
@drvantilburg
@drvridpath
@amydjohn

Top Replied-To in G6:
@drhowardliu
@thelizarmy
@drjrubenstein
@sarahbethmd14

Top Replied-To in G7:
@docivanhoe
@rolandsmartin
@drhowardliu
@nicksawyermd
@mtnmd
@kateneuropsych
@drwinarick

Top Replied-To in G8:
@mindbodymiko
@drhowardliu
@drkatrin_rabiei
@panda62081

Top Replied-To in G10:
@drdevirgilio

Top Mentioned
Top Mentioned in Entire Graph:
@drhowardliu
@drjessigold
@amwadoctors
@arghavan_salles
@amyoxentenkomd
@drrgebhard
@juliesilvermd
@boggildlab
@hvanspall
@docbasia

Top Mentioned in G1:
@drhowardliu
@drdanielgih
@arghavan_salles
@virusesimmunity
@lauraflowerse
@jenheemstra
@drmarleydoyle
@amyoxentenkomd
@rubraveenough
@alaa_elnajjar

Top Mentioned in G2:
@drhowardliu
@amwadoctors
@drrgebhard
@juliesilvermd
@tomvarghesejr
@elizachinmd
@emarianomd
@drsinhaesq
@amyoxentenkomd
@shikhajainmd

Top Mentioned in G3:
@drhowardliu
@drjessigold
@alexmmtri
@irmaraste
@alvie_barr
@mvp_pediatric
@endouno
@drcorriel
@erhall1
@kerrywilkinsmd

Top Mentioned in G4:
@drhowardliu
@judgewren
@epflcswccm
@bartandrews
@1of2vics
@dramandamcgough
@nicolenugentphd
@cgibhs
@michaelbgarrett

Top Mentioned in G5:
@boggildlab
@drhowardliu
@hvanspall
@ktamirisamd
@docbasia
@cardiacpa1
@drjenniferco_vu
@jointdocshields
@heartotxheartmd
@drmarthagulati

Top Mentioned in G6:
@drhowardliu
@jama_current
@rasushrestha
@drjrubenstein
@chadinabhan
@twitter
@stales
@cblotner_
@colin_hung
@joebabaian

Top Mentioned in G7:
@andrear9md
@drhowardliu
@drwinarick
@gs314
@psychunseen
@paulminotmd
@ae1tt
@drakeemmarsh
@nicksawyermd
@tylerblack32

Top Mentioned in G8:
@drhowardliu
@who
@betamomma
@cerebraldoc
@drkatrin_rabiei
@nishaobgyn
@gdtoogood
@mindbodymiko
@mclneuro
@nick_zeppos

Top Mentioned in G10:
@drdevirgilio
@drhowardliu
@dougsmink
@jsurgeduc
@sages_updates
@juliacolemanmd
@drtulsijose

Top Tweeters
Top Tweeters in Entire Graph:
@marshawright
@billnigh
@docrocktex26
@rolandsmartin
@cultiv8hope
@bostonglobe
@nytimes
@persiankittenz
@uscgamecockboy
@vernapolitics

Top Tweeters in G1:
@billnigh
@cultiv8hope
@nytimes
@persiankittenz
@vernapolitics
@queenpeace2017
@gilcividanes
@kottur_lover22
@cnn
@wsoctv

Top Tweeters in G2:
@uscgamecockboy
@watchyourrepssc
@lekh27
@drferdowsi
@tomvarghesejr
@drjengunter
@giasison
@jbbc
@kickbraintumors
@heartotxheartmd

Top Tweeters in G3:
@marshawright
@drumeshprabhu
@stressfreekids
@mdaware
@mollyjongfast
@dlhampton
@panthpnk
@melanie_korach
@4uwell
@selfmagazine

Top Tweeters in G4:
@bostonglobe
@themuslimhippie
@pkanagaratnam
@lkafle
@hragy
@pattidudek
@celestinogutirr
@wef
@asieduedmund
@jfclaude

Top Tweeters in G5:
@wordfinga
@whaaf
@dlmluckytiger
@drkristieleong
@drmarthagulati
@kamathgurudutt
@vietheartpa
@hjluks
@gallahercaren
@tabularasa11

Top Tweeters in G6:
@stales
@joebabaian
@mlgg2
@rasushrestha
@colin_hung
@drseisenberg
@pelvicangel
@peterasinger
@ctsinclair
@jama_current

Top Tweeters in G7:
@docrocktex26
@rolandsmartin
@airbagmoments
@theroot
@drwinarick
@seniorstllalive
@wfw30
@kateneuropsych
@mmpadellan
@laurenyoung

Top Tweeters in G8:
@harassnomore
@makerswomen
@mclneuro
@merz
@who
@mbeisen
@millerlab
@nishaobgyn
@sarahemyhre
@thelancet

Top Tweeters in G9:
@soxymamma
@alanschtweetz
@triciacotham
@adma
@idar__
@gira
@davembmd
@petewendel
@drshanerrr
@fyezahjehan

Top Tweeters in G10:
@mededbot
@sages_updates
@juiosdseos
@seanlangenfeld
@dougsmink
@bkendallmd
@ortho_pa
@adenazadourian
@juliacolemanmd
@drdevirgilio