(corona OR virus OR covid) (%22Gov PA%22 OR GovernorTomWolf), Twitter, 6/21/2021 1:12:53 AM, 257333


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(corona OR virus OR covid) (%22Gov PA%22 OR GovernorTomWolf)_2021-06-20_18-09-24.xlsx
(corona OR virus OR covid) ("Gov PA" OR GovernorTomWolf)_2021-06-20_18-09-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 21, 2021
Short Description:
(corona OR virus OR covid) ("Gov PA" OR GovernorTomWolf) via NodeXL https://bit.ly/3xPdiE3
@governortomwolf
@xedx8
@tp_ukmingelane
@jsr43252929
@producertjeski
@5dchief
@bigstape
@bobloganjunior
@thatscrapyo
@piezoelectric0

Top hashtags:
#covid19
#papolitics

Description:
Description
The graph represents a network of 466 Twitter users whose tweets in the requested range contained "(corona OR virus OR covid) ("Gov PA" OR GovernorTomWolf)", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 21 June 2021 at 01:09 UTC.

The requested start date was Monday, 21 June 2021 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 12-day, 19-hour, 32-minute period from Monday, 07 June 2021 at 02:31 UTC to Saturday, 19 June 2021 at 22:04 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 : 466
Unique Edges : 534
Edges With Duplicates : 492
Total Edges : 1026
Number of Edge Types : 5
Replies to : 206
Mentions : 546
Tweet : 12
MentionsInRetweet : 190
Retweet : 72
Self-Loops : 13
Reciprocated Vertex Pair Ratio : 0.0214592274678112
Reciprocated Edge Ratio : 0.0420168067226891
Connected Components : 7
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 453
Maximum Edges in a Connected Component : 1006
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.036384
Graph Density : 0.0032950297660252
Modularity : 0.509624
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 466 Twitter users whose tweets in the requested range contained "(corona OR virus OR covid) (%22Gov PA%22 OR GovernorTomWolf)", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 21 June 2021 at 01:09 UTC.

The requested start date was Monday, 21 June 2021 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 12-day, 19-hour, 32-minute period from Monday, 07 June 2021 at 02:31 UTC to Saturday, 19 June 2021 at 22:04 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 : (corona OR virus OR covid) (%22Gov PA%22 OR GovernorTomWolf)
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:
[5] https://www.penncapital-star.com/government-politics/pa-general-assembly-votes-to-terminate-wolfs-covid-19-emergency-declaration/
[5] https://www.health.pa.gov/topics/disease/coronavirus/Pages/Guidance/Sexual-Health.aspx
[4] https://www.penncapital-star.com/government-politics/pa-house-votes-to-permanently-end-wolfs-covid-19-disaster-emergency/
[3] https://www.governor.pa.gov/newsroom/gov-wolf-signs-bills-extending-covid-19-emergency-regulation-suspensions-expanding-family-caregiver-supports/
[3] https://www.pa.gov/get-vaccinated
[2] https://www.erienewsnow.com/story/44098894/epidemiologist-dr-dawson-says-covid-variant-delta-can-affect-children
[2] https://www.nbcnews.com/health/health-news/virtually-all-hospitalized-covid-patients-have-one-thing-common-they-n1270482
[2] https://mynbc15.com/news/local/two-fully-vaccinated-cruise-passengers-test-positive-for-covid-19
[2] https://www.nih.gov/news-events/nih-research-matters/hydroxychloroquine-doesnt-benefit-hospitalized-covid-19-patients
[2] https://www.governor.pa.gov/newsroom/pennsylvania-covid-19-early-warning-monitoring-dashboard-update-for-june-4-june-10/

Top URLs in Tweet in G1:
[5] https://www.penncapital-star.com/government-politics/pa-general-assembly-votes-to-terminate-wolfs-covid-19-emergency-declaration/
[4] https://www.penncapital-star.com/government-politics/pa-house-votes-to-permanently-end-wolfs-covid-19-disaster-emergency/
[2] https://mynbc15.com/news/local/two-fully-vaccinated-cruise-passengers-test-positive-for-covid-19
[2] https://www.pa.gov/get-vaccinated
[1] https://www.wearecentralpa.com/health/vaccinate-central-pa/united-way-grants/
[1] https://observer-reporter.com/news/localnews/restaurant-owners-gather-in-charleroi-to-celebrate-covid-19-relief-grants/article_7adec61a-c3d8-11eb-8aed-6ff7541432d1.html
[1] https://vaccines.gov/
[1] https://www.nbcnews.com/health/health-news/virtually-all-hospitalized-covid-patients-have-one-thing-common-they-n1270482
[1] https://www.detroitnews.com/story/news/politics/2021/06/17/governor-gretchen-whitmer-rescind-covid-19-restrictions-michigan/7727874002/
[1] https://espanol.cdc.gov/coronavirus/2019-ncov/vaccines/index.html

Top URLs in Tweet in G3:
[1] https://twitter.com/XedX8/status/1401922994683793414?s=19

Top URLs in Tweet in G4:
[1] https://www.governor.pa.gov/newsroom/pennsylvania-covid-19-early-warning-monitoring-dashboard-update-for-june-4-june-10/
[1] https://www.governor.pa.gov/newsroom/gov-wolf-congressional-republican-proposal-shortchanges-nations-infrastructure-needs/
[1] https://www.governor.pa.gov/newsroom/gov-wolf-signs-bills-extending-covid-19-emergency-regulation-suspensions-expanding-family-caregiver-supports/
[1] https://governor.pa.gov/live
[1] https://www.governor.pa.gov/newsroom/pennsylvania-covid-19-early-warning-monitoring-dashboard-update-for-may-28-june-3/
[1] https://twitter.com/allegheniesab/status/1404859421075910660
[1] https://www.pa.gov/get-vaccinated
[1] https://www.news-medical.net/news/20210608/Increased-primary-healthcare-need-for-up-to-six-months-in-children-post-COVID-19.aspx?fbclid=IwAR05tgCizdUT-KBNgiIj91eiC8_NHMrSAHF28koh7MzrHF2FyIu97yEUwCE
[1] https://www.news-medical.net/news/20210608/No-point-vaccinating-those-whoe28099ve-had-COVID-19-Findings-of-Cleveland-Clinic-study.aspx
[1] https://medicalxpress.com/news/2020-10-severe-covid-infection-linked-overactive.html

Top URLs in Tweet in G5:
[1] https://www.nbcnews.com/health/health-news/virtually-all-hospitalized-covid-patients-have-one-thing-common-they-n1270482
[1] https://www.reuters.com/article/factcheck-covid-vaccine-animal-idUSL2N2NJ1IK
[1] https://www.nih.gov/news-events/nih-research-matters/hydroxychloroquine-doesnt-benefit-hospitalized-covid-19-patients
[1] https://www.pfizer.com/news/press-release/press-release-detail/pfizer-and-biontech-conclude-phase-3-study-covid-19-vaccine
[1] https://data.cms.gov/
[1] https://data.cms.gov/stories/s/COVID-19-Nursing-Home-Data/bkwz-xpvg
[1] https://www.cbsnews.com/amp/news/covid-19-vaccine-cdc-meeting-myocarditis-heart-inflammation/
[1] https://www.nytimes.com/2021/06/11/us/politics/johnson-covid-vaccine-emergent.html

Top URLs in Tweet in G6:
[2] https://www.erienewsnow.com/story/44098894/epidemiologist-dr-dawson-says-covid-variant-delta-can-affect-children
[1] https://www.nebraskamed.com/COVID/you-asked-we-answered-do-the-covid-19-vaccines-contain-aborted-fetal-cells
[1] https://slate.com/news-and-politics/2021/06/poll-republicans-refuse-covid-coronavirus-vaccine.html
[1] https://www.cidrap.umn.edu/news-perspective/2021/04/covid-outpatients-dont-benefit-hydroxychloroquine-lopinavir-ritonavir
[1] https://www.fda.gov/emergency-preparedness-and-response/coronavirus-disease-2019-covid-19/pfizer-biontech-covid-19-vaccine
[1] https://www.reuters.com/article/uk-factcheck-vaccine-nanoparticles/fact-check-lipid-nanoparticles-in-a-covid-19-vaccine-are-there-to-transport-rna-molecules-idUSKBN28F0I9
[1] https://www.nbcnews.com/news/us-news/right-wing-pastor-gets-covid-after-saying-vaccines-were-part-n1269321
[1] https://www.reuters.com/article/factcheck-covid-rna-idUSL1N2LS27P
[1] https://fullfact.org/health/Covid-isolated-virus/
[1] https://www.cdc.gov/coronavirus/2019-ncov/lab/grows-virus-cell-culture.html

Top URLs in Tweet in G7:
[1] https://twitter.com/justin_sweitzer/status/1404824247277658115

Top URLs in Tweet in G8:
[1] https://twitter.com/5dchief/status/1405012091346427912
[1] https://www.ukcolumn.org/article/whistleblower-newspaper-industry-chiefs-criminally-negligent-over-covid-scaremongering

Top URLs in Tweet in G10:
[1] https://www.nih.gov/news-events/nih-research-matters/hydroxychloroquine-doesnt-benefit-hospitalized-covid-19-patients

Top Domains
Top Domains in Tweet in Entire Graph:
[17] pa.gov
[15] twitter.com
[9] penncapital-star.com
[3] reuters.com
[3] cdc.gov
[3] nbcnews.com
[2] erienewsnow.com
[2] mynbc15.com
[2] cbsnews.com
[2] nih.gov

Top Domains in Tweet in G1:
[9] penncapital-star.com
[5] twitter.com
[3] pa.gov
[2] mynbc15.com
[2] lowerbuckstimes.com
[2] theepochtimes.com
[1] wearecentralpa.com
[1] observer-reporter.com
[1] vaccines.gov
[1] nbcnews.com

Top Domains in Tweet in G3:
[1] twitter.com

Top Domains in Tweet in G4:
[6] pa.gov
[2] news-medical.net
[1] twitter.com
[1] medicalxpress.com

Top Domains in Tweet in G5:
[2] cms.gov
[1] nbcnews.com
[1] reuters.com
[1] nih.gov
[1] pfizer.com
[1] cbsnews.com
[1] nytimes.com

Top Domains in Tweet in G6:
[2] reuters.com
[2] erienewsnow.com
[1] nebraskamed.com
[1] slate.com
[1] umn.edu
[1] fda.gov
[1] nbcnews.com
[1] fullfact.org
[1] cdc.gov
[1] pressandjournal.com

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

Top Domains in Tweet in G8:
[1] twitter.com
[1] ukcolumn.org

Top Domains in Tweet in G10:
[1] nih.gov

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[15] covid19
[8] papolitics
[4] keepmurderlegal
[3] fauciemails
[2] salesforce
[1] covidvaccine
[1] vaccineswork
[1] philadelphia
[1] faucilied
[1] auditallstates



Top Hashtags in Tweet in G1:
[14] covid19
[8] papolitics
[3] fauciemails
[1] mevacune
[1] gotmyshotpa
[1] faucilied
[1] auditallstates
[1] mondaymotivation
[1] covid
[1] governorstogitmo

Top Hashtags in Tweet in G8:
[2] salesforce
[1] sfdc

Top Hashtags in Tweet in G10:
[1] covid19
[1] covidvaccine
[1] vaccineswork
[1] philadelphia

Top Words
Top Words in Tweet in Entire Graph:
[283] governortomwolf
[240] covid
[65] 19
[45] virus
[38] people
[37] vaccine
[35] nursing
[35] emergency
[34] pa
[34] disaster

Top Words in Tweet in G1:
[124] governortomwolf
[95] covid
[24] pa
[23] emergency
[20] 19
[19] people
[18] vaccine
[16] virus
[16] votes
[14] end

Top Words in Tweet in G2:
[3] pumatpg
[3] fwe1991
[3] clmuseum
[3] antifarioter
[3] sirnes76
[3] notafurby
[3] crisco_mr
[3] cdcdirector
[3] shannonissilly
[3] tombake91415833

Top Words in Tweet in G3:
[4] ttmsksg
[4] purplet87093004
[4] heroking1990
[4] bearbear281
[4] saintilub
[4] albertc85919700
[4] meister_raro
[4] ledzepfan400
[4] missycooper13
[3] xedx8

Top Words in Tweet in G4:
[32] covid
[32] governortomwolf
[25] 19
[22] governorsoffice
[20] today
[14] pahealthsec
[10] update
[9] status
[9] system
[8] released

Top Words in Tweet in G5:
[26] governortomwolf
[19] covid
[8] 19
[5] jeffnewberry
[5] safe
[5] rare
[5] vaccine
[5] people
[4] effective
[4] cdc

Top Words in Tweet in G6:
[38] governortomwolf
[28] covid
[12] nursing
[10] rdgknightrider
[10] brookier66
[8] home
[8] jay77125528
[5] secretarylevine
[5] sheilayoung61
[5] dwellewd1

Top Words in Tweet in G7:
[11] pastatedept
[10] spokesperson
[10] tells
[10] cbs21news
[10] certification
[10] 18
[10] elections
[10] completed
[9] producertjeski
[4] governortomwolf

Top Words in Tweet in G8:
[4] governortomwolf
[4] govabbott
[3] govrondesantis
[3] govkemp
[3] govbilllee
[2] please
[2] request
[2] #salesforce
[2] removes
[2] virus

Top Words in Tweet in G9:
[11] pahousegop
[11] moving
[11] extend
[11] approximately
[11] 98
[11] governortomwolf's
[11] covid
[11] disaster
[11] declaration
[11] pretend

Top Words in Tweet in G10:
[2] vaccine
[2] potus
[2] governortomwolf

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[65] covid,19
[19] nursing,homes
[17] disaster,declaration
[16] nursing,home
[14] governorsoffice,governortomwolf
[14] governortomwolf,pahealthsec
[14] reports,pa
[13] governortomwolf's,covid
[12] governortomwolf,#covid19
[11] covid,patients

Top Word Pairs in Tweet in G1:
[20] covid,19
[14] reports,pa
[12] governortomwolf,#covid19
[8] nursing,homes
[8] emergency,declaration
[8] penncapitalstar,#papolitics
[8] stephenj_caruso,reports
[8] pa,house
[8] house,votes
[8] votes,permanently

Top Word Pairs in Tweet in G2:
[3] pumatpg,fwe1991
[3] fwe1991,clmuseum
[3] clmuseum,antifarioter
[3] antifarioter,sirnes76
[3] sirnes76,notafurby
[3] notafurby,crisco_mr
[3] crisco_mr,cdcdirector
[3] cdcdirector,shannonissilly
[3] shannonissilly,tombake91415833
[3] tombake91415833,alexberenson

Top Word Pairs in Tweet in G3:
[4] ttmsksg,purplet87093004
[4] purplet87093004,heroking1990
[4] heroking1990,bearbear281
[4] bearbear281,saintilub
[4] saintilub,albertc85919700
[4] albertc85919700,meister_raro
[4] meister_raro,ledzepfan400
[4] ledzepfan400,missycooper13
[3] xedx8,ttmsksg
[3] missycooper13,jas

Top Word Pairs in Tweet in G4:
[25] covid,19
[14] governortomwolf,pahealthsec
[11] governorsoffice,governortomwolf
[10] today,governortomwolf
[9] governorsoffice,today
[8] pahealthsec,today
[8] today,released
[8] released,status
[8] status,update
[8] update,covid

Top Word Pairs in Tweet in G5:
[8] covid,19
[4] jeffnewberry,governortomwolf
[4] governortomwolf,safe
[4] safe,effective
[4] effective,cdc
[4] cdc,plans
[4] plans,emergency
[4] emergency,meeting
[4] meeting,rare
[4] rare,heart

Top Word Pairs in Tweet in G6:
[8] nursing,home
[6] brookier66,governortomwolf
[5] governortomwolf,secretarylevine
[5] jay77125528,brookier66
[4] nursing,homes
[4] evidence,single
[4] single,pennsylvania
[4] pennsylvania,nursing
[4] home,resident
[4] resident,died

Top Word Pairs in Tweet in G7:
[10] pastatedept,spokesperson
[10] spokesperson,tells
[10] tells,cbs21news
[10] cbs21news,certification
[10] certification,18
[10] 18,elections
[10] elections,completed
[9] producertjeski,pastatedept
[2] covid,19
[2] 19,disaster

Top Word Pairs in Tweet in G8:
[3] govrondesantis,governortomwolf
[3] governortomwolf,govkemp
[3] govkemp,govbilllee
[3] govbilllee,govabbott
[2] govabbott,please
[2] please,request
[2] request,#salesforce
[2] #salesforce,removes
[2] removes,virus
[2] crm,vht

Top Word Pairs in Tweet in G9:
[11] pahousegop,moving
[11] moving,extend
[11] extend,approximately
[11] approximately,98
[11] 98,governortomwolf's
[11] governortomwolf's,covid
[11] covid,disaster
[11] disaster,declaration
[11] declaration,pretend
[11] pretend,end

Top Replied-To
Top Replied-To in Entire Graph:
@governortomwolf
@rdgknightrider
@sheilayoung61
@jay77125528
@gasguzzler01
@mz1000s
@jlavaton
@anonymousbirth1
@kellyho02428773
@dwellewd1

Top Replied-To in G1:
@governortomwolf
@pennsylvaniagov
@nomanaking
@notnsaiswear
@dorigan23
@jongeeting
@flowerlady61
@count20638165
@aggrolith
@anonymousbirth1

Top Replied-To in G2:
@grouchog
@jsr43252929
@tp_ukmingelane

Top Replied-To in G3:
@ttmsksg

Top Replied-To in G4:
@schouppebrian
@torontostar
@cdcgov
@____j_j______
@donehaam
@governorsoffice
@johnbaldino8
@fakenewscnn202
@seanczambel

Top Replied-To in G5:
@jlavaton
@kellyho02428773
@kalliaspirit
@governortomwolf
@bringawarrant
@mwfis
@we_are_penn_st
@doublebubble391
@bepresent4
@astraltx

Top Replied-To in G6:
@rdgknightrider
@sheilayoung61
@jay77125528
@governortomwolf
@dwellewd1
@anonymousbirth1
@brookier66
@tracey66134691
@bigstape
@ben95221033

Top Replied-To in G7:
@dani_pa
@gary4z

Top Replied-To in G8:
@nc_governor

Top Replied-To in G10:
@lookin4datrooph

Top Mentioned
Top Mentioned in Entire Graph:
@governortomwolf
@governorsoffice
@pahealthsec
@pastatedept
@penncapitalstar
@pahousegop
@cbs21news
@jjabbott
@producertjeski
@brookier66

Top Mentioned in G1:
@governortomwolf
@penncapitalstar
@stephenj_caruso
@marley_parish
@pennsylvaniagov
@byjohnlmicek
@ppfa
@unitedwaypa
@pahealthdept
@aggrolith

Top Mentioned in G2:
@pumatpg
@fwe1991
@clmuseum
@antifarioter
@sirnes76
@notafurby
@crisco_mr
@cdcdirector
@who
@shannonissilly

Top Mentioned in G3:
@purplet87093004
@heroking1990
@bearbear281
@saintilub
@albertc85919700
@meister_raro
@ledzepfan400
@missycooper13
@xedx8
@ttmsksg

Top Mentioned in G4:
@governortomwolf
@governorsoffice
@pahealthsec
@pahealthdept
@cdcdirector
@maywarren11
@cdcgov
@wjactv
@johnfetterman
@fettermanlt

Top Mentioned in G5:
@governortomwolf
@jeffnewberry
@pahealthdept
@origdavebarman
@nypost
@governorsoffice
@mwfis
@archyblanky
@kalliaspirit
@bepresent4

Top Mentioned in G6:
@governortomwolf
@brookier66
@secretarylevine
@darla_1
@dwellewd1
@jay77125528
@tracey66134691
@bringawarrant
@69news
@mikesantorro

Top Mentioned in G7:
@pastatedept
@cbs21news
@producertjeski
@governortomwolf
@blacksmithizzy
@mrssanders608

Top Mentioned in G8:
@governortomwolf
@govabbott
@govrondesantis
@govkemp
@govbilllee
@oregongovbrown
@henrymcmaster
@governorgordon
@govinslee
@wvgovernor

Top Mentioned in G9:
@pahousegop
@governortomwolf
@jjabbott

Top Mentioned in G10:
@potus
@governortomwolf
@vp
@jimfkenney
@councilmemberjg

Top Tweeters
Top Tweeters in Entire Graph:
@viralvideovlogs
@dcexaminer
@coachweaver3
@paulmick
@nypost
@torontostar
@wgal
@cbs21news
@naphisoc
@ledzepfan400

Top Tweeters in G1:
@viralvideovlogs
@dcexaminer
@jn2375
@pennslytckysue
@mryannagy
@diasporaconnect
@jongeeting
@micheleshaula21
@by_ckennedy
@jamarlind

Top Tweeters in G2:
@clmuseum
@benshapiro
@fwe1991
@thereidout
@johnfugelsang
@grouchog
@who
@pumatpg
@ingrahamangle
@donaldjtrumpjr

Top Tweeters in G3:
@ledzepfan400
@statedept
@pplfuture
@owl_denouncer
@johncornyn
@gop
@bobby44562471
@missycooper13
@thedemocrats
@pacrimallies

Top Tweeters in G4:
@coachweaver3
@paulmick
@torontostar
@sandersonnoreen
@wjactv
@mchamplin1
@natuphillies
@cdcgov
@hhsgov
@johnfetterman

Top Tweeters in G5:
@nypost
@bepresent4
@nolefturn1
@jeffnewberry
@spazzychat
@imlauries
@kellyho02428773
@commons69917449
@we_are_penn_st
@astraltx

Top Tweeters in G6:
@bigstape
@69news
@darla_1
@bringawarrant
@govmurphy
@jaybyrdbird
@heat_meiser
@sheilayoung61
@mikesantorro
@dwellewd1

Top Tweeters in G7:
@cbs21news
@adagostinotv
@wpxiaaronmartin
@gary4z
@joeldreports
@ezrathrush
@producertjeski
@bbabybear01
@robbhanrahan
@justin_sweitzer

Top Tweeters in G8:
@5dchief
@govinslee
@wvgovernor
@govabbott
@oregongovbrown
@nc_governor
@govevers
@govrondesantis
@henrymcmaster
@govkemp

Top Tweeters in G9:
@krisbm2
@originalgeoffyi
@johnmlatimer
@jesigrac3
@jjabbott
@merliebyrd
@pahousegop
@judypapineau
@alex_teplyakov
@gusmventura1

Top Tweeters in G10:
@warrenlwarner
@jimfkenney
@vp
@housemanjen
@lookin4datrooph
@councilmemberjg
@potus


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