DrHowardLiu, Twitter, 3/26/2020 12:59:24 AM, 223719


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DrHowardLiu Twitter NodeXL SNA Map and Report for Thursday, 26 March 2020 at 00:17 UTC
DrHowardLiu Twitter NodeXL SNA Map and Report for Thursday, 26 March 2020 at 00:17 UTC
From:
jeremyhl
Uploaded on:
March 26, 2020
Short Description:
DrHowardLiu via NodeXL https://bit.ly/33KU6t6
@drhowardliu
@kateneuropsych
@boggildlab
@drjessigold
@arghavan_salles
@fitmslax
@epflcswccm
@docbasia
@ktamirisamd
@drvantilburg

Top hashtags:
#covid19
#coronavirus
#socialdistancing
#mentalhealth
#heforshe

Description:
Description
The graph represents a network of 4,234 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, 26 March 2020 at 00:21 UTC.

The requested start date was Wednesday, 25 March 2020 at 19:17 UTC and the maximum number of tweets (going backward in time) was 10,000.

The tweets in the network were tweeted over the 18-day, 1-hour, 28-minute period from Saturday, 07 March 2020 at 15:46 UTC to Wednesday, 25 March 2020 at 17:14 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 : 4234
Unique Edges : 16387
Edges With Duplicates : 26551
Total Edges : 42938
Self-Loops : 510
Reciprocated Vertex Pair Ratio : 0.104434398333926
Reciprocated Edge Ratio : 0.189118336936025
Connected Components : 61
Single-Vertex Connected Components : 48
Maximum Vertices in a Connected Component : 4161
Maximum Edges in a Connected Component : 42868
Maximum Geodesic Distance (Diameter) : 7
Average Geodesic Distance : 2.873362
Graph Density : 0.00121316631666012
Modularity : 0.31318
NodeXL Version : 1.0.1.428
Data Import : The graph represents a network of 4,234 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, 26 March 2020 at 00:21 UTC.

The requested start date was Wednesday, 25 March 2020 at 19:17 UTC and the maximum number of tweets (going backward in time) was 10,000.

The tweets in the network were tweeted over the 18-day, 1-hour, 28-minute period from Saturday, 07 March 2020 at 15:46 UTC to Wednesday, 25 March 2020 at 17:14 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 : Followers
Vertex Alpha : Followers

Top Influencers: Top 10 Vertices, Ranked by Betweenness Centrality
Top URLs
Top URLs in Tweet in Entire Graph:
[13] https://buffalonews.com/2020/03/06/new-mental-health-urgent-care-clinic-offers-alternative-to-ecmc-emergency-room/
[12] https://www.linkedin.com/groups/4172177/
[12] https://parade.com/1012592/kelseypelzer/quotes-for-tough-times/
[10] https://www.theguardian.com/us-news/2020/mar/19/coronavirus-anxiety-mental-health-wellbeing?CMP=share_btn_tw
[10] https://twitter.com/DrHowardLiu/status/1238051825523269632
[10] https://www.acc.org/membership/sections-and-councils/women-in-cardiology-section/section-updates/2020/02/27/12/42/a-poem-metaphors-for-a-woman
[10] https://hackaday.com/category/3d-printer-hacks/
[10] https://www.projectopenair.org
[9] https://slate.com/technology/2020/03/coronavirus-isolation-mental-health-guide.html
[8] https://www.change.org/p/hospital-administrators-us-physicians-healthcare-workers-for-personal-protective-equipment-in-covid-19-pandemic-do-not-donate/exp/cl_/cl_sharecopy_20916933_en-US/v1/610781852?utm_content=cl_sharecopy_20916933_en-US%3Av1&recruiter=610781852&recruited_by_id=0ab0f6f0-921f-11e6-a083-0f0a3f9e4ed1&utm_source=share_petition&utm_medium=copylink&utm_campaign=psf_combo_share_message&share_bandit_exp=message-20916933-en-US&share_bandit_var=v0

Top URLs in Tweet in G1:
[13] https://buffalonews.com/2020/03/06/new-mental-health-urgent-care-clinic-offers-alternative-to-ecmc-emergency-room/
[12] https://www.linkedin.com/groups/4172177/
[12] https://parade.com/1012592/kelseypelzer/quotes-for-tough-times/
[9] https://slate.com/technology/2020/03/coronavirus-isolation-mental-health-guide.html
[7] https://www.theguardian.com/us-news/2020/mar/19/coronavirus-anxiety-mental-health-wellbeing?CMP=share_btn_tw
[7] https://khn.org/news/coronavirus-era-social-distancing-how-to-make-risk-based-decisions/
[7] https://www.foxbusiness.com/lifestyle/rural-older-americans-hospitals-coronavirus
[6] http://hscnews.unm.edu/news/how-to-speak-to-your-children-about-the-novel-coronavirus#.XmoXMCNIjH8.twitter
[6] https://www.bbc.com/news/health-51873799
[6] https://mhealthintelligence.com/news/ai-powered-smartphone-app-offers-coronavirus-risk-assessment

Top URLs in Tweet in G2:
[10] https://www.acc.org/membership/sections-and-councils/women-in-cardiology-section/section-updates/2020/02/27/12/42/a-poem-metaphors-for-a-woman
[7] https://www.change.org/p/hospital-administrators-us-physicians-healthcare-workers-for-personal-protective-equipment-in-covid-19-pandemic-do-not-donate/exp/cl_/cl_sharecopy_20916933_en-US/v1/610781852?utm_content=cl_sharecopy_20916933_en-US%3Av1&recruiter=610781852&recruited_by_id=0ab0f6f0-921f-11e6-a083-0f0a3f9e4ed1&utm_source=share_petition&utm_medium=copylink&utm_campaign=psf_combo_share_message&share_bandit_exp=message-20916933-en-US&share_bandit_var=v0
[5] https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2762990?utm_source=twitter&utm_medium=social_jamajno&utm_campaign=amplification&utm_term=jnolive&utm_content=manual_eha
[3] https://www.theguardian.com/us-news/2020/mar/19/coronavirus-anxiety-mental-health-wellbeing?CMP=share_btn_tw
[3] https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2762990
[2] https://afsp.org/taking-care-of-your-mental-health-in-the-face-of-uncertainty/
[2] https://twitter.com/drhowardliu/status/1241729896587673600
[2] https://www.justdolife.com/products/germicidal-lamp?variant=31927976525921
[2] https://www.webmd.com/diet/news/20190903/once-again-soda-tied-to-higher-risk-of-early-death?ecd=soc_tw_190904_cons_news_sodaincreasechanceofdeath&linkId=100000007814268#1
[2] https://www.promotion1.com/emory-the-coca-cola-university/

Top URLs in Tweet in G3:
[10] https://www.projectopenair.org
[10] https://hackaday.com/category/3d-printer-hacks/
[3] https://hackaday.com/2020/03/16/3d-printed-parts-keep-respirators-operational-during-covid-19-epidemic/
[2] https://www.facebook.com/3D-Printers-United-111949070436011
[2] https://twitter.com/mmasnick/status/1240021189633773568?s=21
[2] https://www.dailymail.co.uk/sciencetech/article-8117399/3D-printer-saves-Italian-coronavirus-patients-lives-making-new-valve-broken-ventilator.html
[2] https://twitter.com/turzaak/status/1239544498553860096?s=21
[2] https://www.3dprintingmedia.network/covid-19-3d-printed-valve-for-reanimation-device/
[1] https://twitter.com/DrHowardLiu/status/1238865931775991809
[1] https://twitter.com/juliebosman/status/1239598527803768833

Top URLs in Tweet in G4:
[1] https://twitter.com/i/web/status/1242159213863993347
[1] https://twitter.com/davidgsmithphd/status/1236712739579584512
[1] https://twitter.com/i/web/status/1240415103293353984
[1] https://twitter.com/i/web/status/1240415798109196288
[1] https://twitter.com/i/web/status/1240624729423114241
[1] https://twitter.com/i/web/status/1240376479495499776
[1] https://twitter.com/i/web/status/1240379619494088704
[1] https://twitter.com/karenerrichetti/status/1238587527063273472
[1] https://twitter.com/i/web/status/1240425332152455168
[1] https://twitter.com/i/web/status/1240427774839525377

Top URLs in Tweet in G5:
[1] https://twitter.com/HowYouDoingNHS/status/1240569948486930432
[1] https://twitter.com/i/web/status/1242731721511931905
[1] https://twitter.com/SmootSienna/status/1237990415787159552
[1] https://twitter.com/DrHowardLiu/status/1239313391224672256
[1] https://twitter.com/DrHowardLiu/status/1240617481229742080
[1] https://www.justgiving.com/kellyturnerfoundation2017

Top URLs in Tweet in G6:
[3] https://www.gofundme.com/f/nuwgpe-purple-inc?utm_source=customer&utm_medium=copy_link&utm_campaign=m_pd+share-sheet
[2] https://twitter.com/penpaperplanner/status/1240652282389282821?s=21
[1] https://twitter.com/i/web/status/1239290698387652608
[1] https://youtu.be/_e3UwzzpMOU
[1] https://twitter.com/amprog/status/1235667423082184704?s=19
[1] https://twitter.com/i/web/status/1239534579435950080
[1] https://twitter.com/globaltimesnews/status/1237991380258942977?s=19
[1] https://twitter.com/thehill/status/1236363258220687362?s=19
[1] https://twitter.com/pant_am/status/1242118509754114051
[1] https://twitter.com/i/web/status/1241851194378719232

Top URLs in Tweet in G7:
[2] https://www.up.my/
[1] https://twitter.com/i/web/status/1242699609408864256
[1] https://twitter.com/i/web/status/1242309594745114625
[1] https://twitter.com/i/web/status/1239760625989029890
[1] https://twitter.com/i/web/status/1239770160170520577
[1] https://twitter.com/Rashsand/status/1241410271043698690
[1] https://twitter.com/drhowardliu/status/1239267763740454912?s=21
[1] https://twitter.com/drhowardliu/status/1239267763740454912
[1] https://twitter.com/brianchiong/status/1241924168263897089
[1] https://twitter.com/DrHowardLiu/status/1236779396771524608

Top URLs in Tweet in G8:
[1] https://www.nytimes.com/2020/03/22/opinion/coronavirus-elderly.html
[1] https://twitter.com/LiangRhea/status/1241532162928607232?s=19
[1] https://twitter.com/i/web/status/1241178470807371782
[1] https://twitter.com/i/web/status/1242650122930073601
[1] https://twitter.com/DrHowardLiu/status/1241922949051015168
[1] https://twitter.com/i/web/status/1242361556899377153
[1] https://twitter.com/psampathkumarmd/status/1241743986315988995?s=21
[1] https://twitter.com/DrHowardLiu/status/1240955326742044672
[1] https://twitter.com/drhowardliu/status/1240955326742044672
[1] https://twitter.com/i/web/status/1240986671702827011

Top URLs in Tweet in G9:
[1] https://www.nytimes.com/2020/03/21/opinion/scott-kelly-coronavirus-isolation.html
[1] https://twitter.com/i/web/status/1240614028080283650
[1] https://twitter.com/i/web/status/1240648067881328643
[1] https://twitter.com/i/web/status/1240651486268469249
[1] https://twitter.com/i/web/status/1240688939482013696
[1] https://twitter.com/i/web/status/1240689587892051972
[1] https://twitter.com/CSUVetMedBioSci/status/1084943275750973440?s=20
[1] https://twitter.com/i/web/status/1241878466838048770
[1] https://twitter.com/i/web/status/1241751561208029185
[1] https://twitter.com/i/web/status/1241245214133456896

Top URLs in Tweet in G10:
[1] https://twitter.com/HBergmeier/status/1237930882620481537
[1] https://twitter.com/i/web/status/1241842877317042177
[1] https://twitter.com/proflappleby/status/1241823469257490433
[1] https://afsp.org/taking-care-of-your-mental-health-in-the-face-of-uncertainty/
[1] https://twitter.com/marycypsy/status/1240734236744790029?s=21
[1] https://twitter.com/marycypsy/status/1240734236744790029
[1] https://twitter.com/uche_blackstock/status/1238445200407748610
[1] https://twitter.com/KarenGaunson/status/1238609608706412544
[1] https://www.npr.org/sections/goatsandsoda/2020/02/28/809580453/just-for-kids-a-comic-exploring-the-new-coronavirus
[1] https://www.zerotothree.org/resources/3210-tips-for-families-talking-about-the-coronavirus

Top Domains
Top Domains in Tweet in Entire Graph:
[1690] twitter.com
[39] nytimes.com
[28] cnn.com
[14] npr.org
[13] buffalonews.com
[13] hackaday.com
[12] linkedin.com
[12] khn.org
[12] youtube.com
[12] jamanetwork.com

Top Domains in Tweet in G1:
[993] twitter.com
[34] nytimes.com
[28] cnn.com
[13] buffalonews.com
[12] npr.org
[12] linkedin.com
[12] parade.com
[10] mhealthintelligence.com
[10] khn.org
[9] slate.com

Top Domains in Tweet in G2:
[341] twitter.com
[12] jamanetwork.com
[10] acc.org
[7] change.org
[3] theguardian.com
[3] nytimes.com
[3] webmd.com
[2] khn.org
[2] afsp.org
[2] nih.gov

Top Domains in Tweet in G3:
[90] twitter.com
[13] hackaday.com
[11] projectopenair.org
[3] 3dprintingmedia.network
[2] facebook.com
[2] co.uk
[1] dailykos.com
[1] youtube.com
[1] wiley.com
[1] houstonchronicle.com

Top Domains in Tweet in G4:
[62] twitter.com
[1] stanford.edu
[1] youtube.com

Top Domains in Tweet in G5:
[5] twitter.com
[1] justgiving.com

Top Domains in Tweet in G6:
[14] twitter.com
[3] gofundme.com
[1] youtu.be
[1] dailymemphian.com

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

Top Domains in Tweet in G8:
[10] twitter.com
[1] nytimes.com
[1] nursepapathebook.com

Top Domains in Tweet in G9:
[9] twitter.com
[1] nytimes.com

Top Domains in Tweet in G10:
[8] twitter.com
[1] afsp.org
[1] npr.org
[1] zerotothree.org
[1] lsuhsc.edu
[1] annafreud.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[459] covid19
[85] coronavirus
[76] socialdistancing
[53] mentalhealth
[41] heforshe
[38] flattenthecurve
[36] medtwitter
[34] womeninmedicine
[32] iwd2020
[26] covid2019



Top Hashtags in Tweet in G1:
[284] covid19
[67] coronavirus
[46] mentalhealth
[27] socialdistancing
[23] flattenthecurve
[22] covid2019
[19] ocd
[18] stopsuicide
[18] beheretomorrow
[16] quarantine

Top Hashtags in Tweet in G2:
[114] covid19
[43] socialdistancing
[25] exercise
[23] womeninmedicine
[21] wimchat
[20] medtwitter
[16] heforshe
[15] iwd2020
[13] genderpaygap
[11] parenting

Top Hashtags in Tweet in G3:
[5] ptsd
[5] covid
[1] ppe
[1] covid4mds
[1] swhpn
[1] allinthistogether
[1] pallicovid
[1] 3dprinting
[1] twittersavestheworld

Top Hashtags in Tweet in G4:
[19] heforshe
[14] iwd2020
[12] covid19
[9] medtwitter
[5] coronavirus
[5] genx
[3] orthotwitter
[2] flattenthecurve
[2] socialdistancing
[2] selfcare

Top Hashtags in Tweet in G5:
[7] quedateencasa
[7] restezchezvous
[1] telehealth
[1] aagp
[1] covid19
[1] distancematch
[1] happysaturday
[1] everybody
[1] thanks
[1] love

Top Hashtags in Tweet in G6:
[20] ppeshortage
[5] supplychain
[4] covid19
[3] coronavirus
[1] clinicalscholars
[1] psychiatrist
[1] anxiety
[1] ruralhealth
[1] neleg
[1] publichealth

Top Hashtags in Tweet in G7:
[1] covidー19
[1] covid19
[1] whattheworldisdoing

Top Hashtags in Tweet in G8:
[2] covid19
[1] watchyourbias
[1] meded
[1] stayhome
[1] flattenthecurve
[1] breaking
[1] strongertogether
[1] covid_19
[1] socialdistanacing
[1] povertyamidpandemic

Top Hashtags in Tweet in G9:
[2] covid19
[1] justintimberlake
[1] stayhome
[1] hifive

Top Hashtags in Tweet in G10:
[2] covid_19
[2] coronavirus
[2] children
[1] eysummit2020
[1] socialresponsibilty
[1] socialconnection
[1] physicaldistance
[1] robinbalbernie

Top Words
Top Words in Tweet in Entire Graph:
[0] Words in Sentiment List#1: Positive
[0] Words in Sentiment List#2: Negative
[0] Words in Sentiment List#3: (Add your own word list)
[134108] Non-categorized Words
[134108] Total Words
[4799] drhowardliu
[1031] arghavan_salles
[685] boggildlab
[656] ktamirisamd
[623] drdanielgih

Top Words in Tweet in G1:
[2386] drhowardliu
[571] drdanielgih
[509] arghavan_salles
[486] drmarleydoyle
[408] virusesimmunity
[379] unmcpsychiatry
[368] drjessigold
[345] rubraveenough
[337] bartandrews
[310] judgewren

Top Words in Tweet in G2:
[1369] drhowardliu
[637] ktamirisamd
[617] boggildlab
[464] arghavan_salles
[402] fitmslax
[385] docbasia
[350] hvanspall
[309] cardiacpa1
[270] amydjohn
[258] drvantilburg

Top Words in Tweet in G3:
[534] kateneuropsych
[423] specs
[376] drhowardliu
[350] docrocktex26
[318] drdenagrayson
[297] profcarroll
[296] glennkirschner2
[219] 3d
[217] anyone
[217] know

Top Words in Tweet in G4:
[172] drhowardliu
[40] aaosmembers
[39] lamsalebanon
[38] billlevinemd
[38] ladakasma
[37] galadarimd
[35] _nancymd
[35] medpedshosp
[35] usycool1
[35] nawazfaisal_ai

Top Words in Tweet in G5:
[40] drhowardliu
[33] brain_lupus
[28] deborah_saffer
[23] mindingourelder
[19] mediservicedogs
[19] havenlust
[18] fettkeven
[18] lovemakersf
[17] jeanettejoy
[17] jwpoweryourlife

Top Words in Tweet in G6:
[44] drhowardliu
[23] cnn
[20] #ppeshortage
[15] supply
[15] chain
[15] shortages
[15] forcing
[15] doctors
[15] healthcare
[15] providers

Top Words in Tweet in G7:
[31] drhowardliu
[16] think
[10] meggerber
[8] those
[8] folks
[8] hoax
[8] serious
[8] doctors
[8] wasting
[8] masks

Top Words in Tweet in G8:
[36] drhowardliu
[25] nytimes
[7] many
[7] local
[7] food
[4] liangrhea
[4] pandemic
[4] down
[4] drericlevi
[4] chain

Top Words in Tweet in G9:
[30] arghavan_salles
[30] drhowardliu
[22] joshfessel
[22] virenkaul
[22] jacepeabody
[20] rajanisurendarb
[20] rachelkputman
[20] drspenabischoff
[20] ebrheum
[19] fymoraes

Top Words in Tweet in G10:
[76] karengaunson
[70] vraycar
[67] drcchamberlain
[65] meganchapman
[64] salhogg
[62] drsarahsutton
[62] karenjbateson
[62] grahammusic1
[62] jane_fisher1
[56] drhowardliu

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[315] drdanielgih,drmarleydoyle
[292] profcarroll,glennkirschner2
[290] glennkirschner2,drhowardliu
[279] drhowardliu,drdenagrayson
[275] unmcpsychiatry,sastrongmd
[265] bethfratesmd,unmcpsychiatry
[263] docrocktex26,profcarroll
[257] sastrongmd,arghavan_salles
[254] arghavan_salles,drdanielgih
[225] drmarleydoyle,bartandrews

Top Word Pairs in Tweet in G1:
[286] drdanielgih,drmarleydoyle
[254] unmcpsychiatry,sastrongmd
[248] bethfratesmd,unmcpsychiatry
[246] sastrongmd,arghavan_salles
[243] arghavan_salles,drdanielgih
[206] drmarleydoyle,bartandrews
[194] drhowardliu,bethfratesmd
[138] mental,health
[135] social,distancing
[118] drvantilburg,rubraveenough

Top Word Pairs in Tweet in G2:
[141] drhowardliu,tomvarghesejr
[141] sashashillcutt,cardiacpa1
[141] rubraveenough,sashashillcutt
[137] boggildlab,ktamirisamd
[134] boggildlab,drhowardliu
[129] ibadahthebook,rubraveenough
[121] cardiacpa1,wordfinga
[119] drhowardliu,ibadahthebook
[98] wordfinga,drmaggarwal
[98] drhowardliu,drvantilburg

Top Word Pairs in Tweet in G3:
[292] profcarroll,glennkirschner2
[290] glennkirschner2,drhowardliu
[279] drhowardliu,drdenagrayson
[263] docrocktex26,profcarroll
[206] 3d,printing
[205] medical,engineer
[204] anyone,know
[204] know,medical
[204] engineer,develop
[204] develop,specs

Top Word Pairs in Tweet in G4:
[37] drhowardliu,galadarimd
[35] medpedshosp,ladakasma
[34] lamsalebanon,drhowardliu
[34] galadarimd,medpedshosp
[31] aaos1,aaosmembers
[31] aaosmembers,drhowardliu
[27] shoulder2leanon,billlevinemd
[27] nawazfaisal_ai,lamsalebanon
[26] _nancymd,aaos1
[23] drhowardliu,orthopodreg

Top Word Pairs in Tweet in G5:
[18] fettkeven,mediservicedogs
[16] lovemakersf,fettkeven
[15] invisdiscomedy,drmarleydoyle
[15] drmarleydoyle,deborah_saffer
[15] deborah_saffer,drhowardliu
[13] deborah_saffer,mindingourelder
[13] mediservicedogs,havenlust
[13] havenlust,gary_hensel
[12] jeanettejoy,lovemakersf
[11] jwpoweryourlife,invisdiscomedy

Top Word Pairs in Tweet in G6:
[15] drhowardliu,supply
[15] supply,chain
[15] chain,shortages
[15] shortages,forcing
[15] forcing,doctors
[15] doctors,healthcare
[15] healthcare,providers
[15] providers,improvise
[15] improvise,#ppeshortage
[15] #ppeshortage,cnn

Top Word Pairs in Tweet in G7:
[8] those,folks
[8] folks,think
[8] think,hoax
[8] hoax,serious
[8] serious,think
[8] think,doctors
[8] doctors,wasting
[8] wasting,masks
[8] masks,until
[8] until,re

Top Word Pairs in Tweet in G8:
[19] drhowardliu,nytimes
[6] local,food
[3] kari_jerge,drericlevi
[3] drericlevi,liangrhea
[3] liangrhea,drhowardliu
[3] drhowardliu,venkbellamkonda
[3] venkbellamkonda,behindtheknife
[3] behindtheknife,inquisitivegyn
[3] inquisitivegyn,drdanchoi
[3] pls,donate

Top Word Pairs in Tweet in G9:
[22] joshfessel,virenkaul
[20] jacepeabody,rachelkputman
[20] rachelkputman,drspenabischoff
[20] drspenabischoff,ebrheum
[18] virenkaul,rajanisurendarb
[18] rajanisurendarb,jacepeabody
[18] ebrheum,juani1000
[17] bedoctored,sgarantz
[17] sgarantz,gaurisaini6
[17] gaurisaini6,robertmtighe1

Top Word Pairs in Tweet in G10:
[62] salhogg,karenjbateson
[62] karenjbateson,grahammusic1
[61] vraycar,salhogg
[57] karengaunson,drsarahsutton
[56] grahammusic1,drcchamberlain
[56] drcchamberlain,jane_fisher1
[42] jane_fisher1,drhowardliu
[41] drsarahsutton,meganchapman
[38] meganchapman,vraycar
[30] drjongoldin,jenkpg

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

Top Replied-To in G1:
@drhowardliu
@drjessigold
@drmarleydoyle
@drvantilburg
@drdanielgih
@jack_turban
@arghavan_salles
@judgewren
@helenhs
@kazjnelson

Top Replied-To in G2:
@drhowardliu
@boggildlab
@ktamirisamd
@arghavan_salles
@fitmslax
@juliesilvermd
@drvantilburg
@drjenniferco_vu
@wimchatsunday
@lisabnguyen

Top Replied-To in G3:
@kateneuropsych
@drhowardliu
@redunscripted
@marymereta
@steve_evil
@chrislicodo
@kkharrigan
@redheadednomad
@shelleycmu84
@mimix3

Top Replied-To in G4:
@drhowardliu
@_nancymd
@drspoon8
@nawazfaisal_ai
@jjcolemanmd
@jillgrimesmd
@neilflochmd
@pamelakarnbach
@patrickdoyle_35
@colmjmccarthy

Top Replied-To in G5:
@brain_lupus
@drhowardliu
@gastro2020
@drstevenhobbs
@realdonaldtrump
@jwpoweryourlife

Top Replied-To in G6:
@drhowardliu
@owhnews
@unmccoph
@nedhhs
@govricketts
@elizbenedict
@penpaperplanner

Top Replied-To in G7:
@drhowardliu
@creativemeddose
@kari_jerge
@drjuanovalles
@therealdoctort
@amit_pawa
@schaffnerck
@suchetadoshimd
@dhpomerantz
@jillgrimesmd

Top Replied-To in G8:
@drhowardliu
@drmikestanton
@ritarisserchai
@kari_jerge
@laxswamy
@_teenad

Top Replied-To in G9:
@leticiakawano
@arghavan_salles
@alanschenkel
@lucymodahlmd
@rajanisurendarb
@karynbaum
@joshfessel
@divyacpateldo
@richardpaconway
@sanjaynagral

Top Replied-To in G10:
@karengaunson
@drcchamberlain
@meganchapman
@drhowardliu
@drjanemunro
@afnccf

Top Mentioned
Top Mentioned in Entire Graph:
@drhowardliu
@arghavan_salles
@drdanielgih
@boggildlab
@ktamirisamd
@rubraveenough
@drjessigold
@drmarleydoyle
@drvantilburg
@bethfratesmd

Top Mentioned in G1:
@drhowardliu
@drdanielgih
@arghavan_salles
@drmarleydoyle
@virusesimmunity
@unmcpsychiatry
@rubraveenough
@bartandrews
@drjessigold
@cadiulus

Top Mentioned in G2:
@drhowardliu
@ktamirisamd
@boggildlab
@arghavan_salles
@docbasia
@fitmslax
@hvanspall
@cardiacpa1
@amydjohn
@karenerrichetti

Top Mentioned in G3:
@kateneuropsych
@drhowardliu
@docrocktex26
@drdenagrayson
@profcarroll
@glennkirschner2
@theunicorn999
@redunscripted
@andrear9md
@speakerpelosi

Top Mentioned in G4:
@drhowardliu
@aaosmembers
@billlevinemd
@lamsalebanon
@ladakasma
@galadarimd
@medpedshosp
@usycool1
@str8bonesjim
@aaos1

Top Mentioned in G5:
@drhowardliu
@deborah_saffer
@mindingourelder
@brain_lupus
@mediservicedogs
@havenlust
@fettkeven
@lovemakersf
@jeanettejoy
@jwpoweryourlife

Top Mentioned in G6:
@drhowardliu
@cnn
@thartman2u
@unmccoph
@unmc_id
@unmc_drkhan
@cdcgov
@negovoffice
@nebraskasower
@nematweets

Top Mentioned in G7:
@drhowardliu
@meggerber
@natashamommd
@drmaypole
@somedocs
@uniqorndoc
@wilkinsonjonny
@mloxton
@rloganjonesmd
@readmorescience

Top Mentioned in G8:
@nytimes
@drhowardliu
@liangrhea
@drericlevi
@venkbellamkonda
@behindtheknife
@inquisitivegyn
@drdanchoi
@foodbanking
@foodbankscanada

Top Mentioned in G9:
@drhowardliu
@arghavan_salles
@virenkaul
@jacepeabody
@joshfessel
@rachelkputman
@drspenabischoff
@ebrheum
@fymoraes
@rajanisurendarb

Top Mentioned in G10:
@vraycar
@salhogg
@drsarahsutton
@karenjbateson
@grahammusic1
@jane_fisher1
@drcchamberlain
@meganchapman
@karengaunson
@drhowardliu

Top Tweeters
Top Tweeters in Entire Graph:
@sectest9
@jurylady5
@andreiandrei63
@evankirstel
@bkindngood
@mccarrenbill
@thehill
@john_siracusa
@mayirmamay14
@eddarrell

Top Tweeters in G1:
@andreiandrei63
@evankirstel
@john_siracusa
@eddarrell
@ysa__o
@tayyaba__94
@bob_stinson1234
@morgfair
@amuraovonn
@slate

Top Tweeters in G2:
@mccarrenbill
@jdjongumzidenga
@johnczer1
@adunlea
@femtech_
@foxnews
@abc
@notgeauxgabby
@vicentelozadab
@rosannafreedom1

Top Tweeters in G3:
@bkindngood
@mayirmamay14
@docrocktex26
@manyazuba
@safiyahnoor1
@teckiegirl
@kcolaizzo
@funnagan
@khou
@amsmadwoman

Top Tweeters in G4:
@jurylady5
@juliomayol
@dlmluckytiger
@pamelakarnbach
@misterchambo
@jahangirsartaj
@astrologic007
@ip4pi
@ergoddessmd
@sonodoc99

Top Tweeters in G5:
@fettkeven
@karijoys
@gary_hensel
@jackconnie
@repstevensmith
@jeanettejoy
@lovegoldenheart
@jsimoncavage
@havenlust
@celestinogutirr

Top Tweeters in G6:
@sectest9
@thehill
@cnn
@dianerocks52
@amyharlib
@owhnews
@cybersecurityn8
@leftisrightinne
@marthaevapearl
@teridiperna

Top Tweeters in G7:
@farrahfazal
@talentcoop
@shannonrwatts
@wickedwalnut
@amit_pawa
@wilkinsonjonny
@readmorescience
@ashtroid22
@katita1981
@thelancet

Top Tweeters in G8:
@nytimes
@lugwaja
@wheezynurse
@leobeletsky
@daddypantz1220
@healthcarewen
@thesciencevort1
@drericlevi
@moritherapy
@inquisitivegyn

Top Tweeters in G9:
@siouxsiew
@alanschenkel
@virenkaul
@barackobama
@lungassociation
@trevornoah
@drmstiegler
@eickelberg_md
@donicme
@csuvetmedbiosci

Top Tweeters in G10:
@abcnews
@bronwynhemsley
@anpaus3
@dbpsychology
@andrewjtagg
@sock_monster
@constantstars
@nishaobgyn
@lsu
@graysing


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