(corona OR virus OR covid) (%22Gov PA%22 OR GovernorTomWolf), Twitter, 6/14/2021 1:28:05 AM, 256841


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(corona OR virus OR covid) (%22Gov PA%22 OR GovernorTomWolf)_2021-06-13_18-09-24.xlsx
(corona OR virus OR covid) ("Gov PA" OR GovernorTomWolf)_2021-06-13_18-09-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
June 14, 2021
Short Description:
(corona OR virus OR covid) ("Gov PA" OR GovernorTomWolf) via NodeXL https://bit.ly/3pWNRNV
@governortomwolf
@xedx8
@tp_ukmingelane
@epochtimes
@jlavaton
@activistchick7
@johnnapro
@wuffmetelica
@piezoelectric0
@drcossacktwitch

Top hashtags:
#covid19
#pennsylvania

Description:
Description
The graph represents a network of 926 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, 14 June 2021 at 01:09 UTC.

The requested start date was Monday, 14 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, 15-hour, 30-minute period from Monday, 31 May 2021 at 11:46 UTC to Sunday, 13 June 2021 at 03:17 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 : 926
Unique Edges : 603
Edges With Duplicates : 1314
Total Edges : 1917
Number of Edge Types : 5
Replies to : 232
Mentions : 519
MentionsInRetweet : 643
Retweet : 506
Tweet : 17
Self-Loops : 18
Reciprocated Vertex Pair Ratio : 0.0170357751277683
Reciprocated Edge Ratio : 0.033500837520938
Connected Components : 10
Single-Vertex Connected Components : 7
Maximum Vertices in a Connected Component : 912
Maximum Edges in a Connected Component : 1898
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.556724
Graph Density : 0.00139396415854299
Modularity : 0.423948
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 926 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, 14 June 2021 at 01:09 UTC.

The requested start date was Monday, 14 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, 15-hour, 30-minute period from Monday, 31 May 2021 at 11:46 UTC to Sunday, 13 June 2021 at 03:17 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
[3] https://twitter.com/GovernorTomWolf/status/1399334847856791552
[2] https://www.governor.pa.gov/newsroom/pennsylvania-covid-19-early-warning-monitoring-dashboard-update-for-may-28-june-3/
[2] https://www.governor.pa.gov/newsroom/pennsylvania-covid-19-early-warning-monitoring-dashboard-update-for-may-21-may-27/
[2] https://www.nih.gov/news-events/nih-research-matters/hydroxychloroquine-doesnt-benefit-hospitalized-covid-19-patients
[2] https://twitter.com/GovernorTomWolf/status/1402293840141291524

Top URLs in Tweet in G1:
[1] https://www.pa.gov/get-vaccinated
[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://www.governor.pa.gov/newsroom/gov-wolf-signs-bills-extending-covid-19-emergency-regulation-suspensions-expanding-family-caregiver-supports/
[1] https://lowerbuckstimes.com/2021/06/11/wolf-signs-bill-that-extends-critical-components-of-covid-19-disaster-declaration/
[1] https://lowerbuckstimes.com/2021/06/10/pa-house-republicans-vote-to-terminate-wolfs-covid-19-emergency-disaster-declaration/
[1] https://www.theepochtimes.com/nearly-800-reports-of-heart-inflammation-after-covid-19-vaccination-in-us_3853032.html?utm_source=partner&utm_campaign=gp
[1] https://www.theepochtimes.com/bill-maher-who-is-fully-vaccinated-contracts-covid-19_3815289.html
[1] https://www.pennlive.com/news/2021/06/the-covid-19-disaster-is-ending-officially-in-pa-whats-that-mean-for-us.html
[1] https://twitter.com/mikeschlossberg/status/1403012784275791875
[1] https://twitter.com/spotlightpa/status/1402751170427461634

Top URLs in Tweet in G2:
[2] https://www.nih.gov/news-events/nih-research-matters/hydroxychloroquine-doesnt-benefit-hospitalized-covid-19-patients
[1] https://www.governor.pa.gov/newsroom/pennsylvania-covid-19-early-warning-monitoring-dashboard-update-for-may-28-june-3/
[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://www.governor.pa.gov/newsroom/pennsylvania-covid-19-early-warning-monitoring-dashboard-update-for-may-21-may-27/
[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
[1] https://www.pfizer.com/news/press-release/press-release-detail/pfizer-and-biontech-conclude-phase-3-study-covid-19-vaccine
[1] https://covid.cdc.gov/covid-data-tracker/#datatracker-home
[1] https://www.reuters.com/article/factcheck-covid-vaccine-animal-idUSL2N2NJ1IK

Top URLs in Tweet in G4:
[1] https://twitter.com/XedX8/status/1401922994683793414?s=19

Top URLs in Tweet in G6:
[1] https://twitter.com/governortomwolf/status/1400059630814826501
[1] https://medicalxpress.com/news/2020-10-severe-covid-infection-linked-overactive.html
[1] https://www.washingtonpost.com/graphics/2020/health/covid-vaccine-states-distribution-doses/?itid=sn_coronavirus_3/
[1] https://www.education.pa.gov/Schools/safeschools/emergencyplanning/COVID-19/Vaccine/Pages/default.aspx

Top URLs in Tweet in G7:
[1] https://www.youtube.com/watch?v=napPcgOlDnA&feature=youtu.be


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

Top URLs in Tweet in G9:
[1] https://www.pa.gov/get-vaccinated
[1] https://www.nytimes.com/2021/05/28/opinion/teacher-pay-covid.html
[1] https://www.usatoday.com/story/news/nation/2020/03/24/covid-19-texas-official-suggests-elderly-willing-die-economy/2905990001/

Top Domains
Top Domains in Tweet in Entire Graph:
[17] pa.gov
[15] twitter.com
[9] penncapital-star.com
[3] theepochtimes.com
[3] cdc.gov
[2] lowerbuckstimes.com
[2] nytimes.com
[2] nih.gov
[2] news-medical.net
[2] nypost.com

Top Domains in Tweet in G1:
[3] twitter.com
[2] pa.gov
[2] lowerbuckstimes.com
[2] theepochtimes.com
[1] observer-reporter.com
[1] pennlive.com
[1] local21news.com
[1] philasun.com

Top Domains in Tweet in G2:
[5] pa.gov
[2] nih.gov
[2] news-medical.net
[1] cbsnews.com
[1] nytimes.com
[1] pfizer.com
[1] cdc.gov
[1] reuters.com
[1] 6abc.com
[1] politifact.com

Top Domains in Tweet in G4:
[1] twitter.com

Top Domains in Tweet in G6:
[1] twitter.com
[1] medicalxpress.com
[1] washingtonpost.com
[1] pa.gov

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

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

Top Domains in Tweet in G9:
[1] pa.gov
[1] nytimes.com
[1] usatoday.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[27] covid19
[13] pennsylvania
[13] maskmandate
[8] papolitics
[3] gotmyshotpa
[2] salesforce
[2] paybenefitsnow
[1] endalz
[1] panic
[1] sfdc



Top Hashtags in Tweet in G1:
[1] gotmyshotpa
[1] endalz
[1] eternallivesmatter

Top Hashtags in Tweet in G2:
[1] gotmyshotpa

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

Top Hashtags in Tweet in G9:
[1] gotmyshotpa

Top Words
Top Words in Tweet in Entire Graph:
[748] governortomwolf
[666] covid
[479] 19
[440] lifted
[436] pennsylvania
[426] mitigation
[426] orders
[425] day
[425] thank
[422] exciting

Top Words in Tweet in G1:
[482] governortomwolf
[468] covid
[423] 19
[418] pennsylvania
[416] lifted
[415] mitigation
[414] orders
[413] day
[413] thank
[411] exciting

Top Words in Tweet in G2:
[53] governortomwolf
[44] covid
[32] 19
[21] governorsoffice
[16] today
[13] pahealthsec
[8] signed
[8] legislation
[8] extends
[8] critical

Top Words in Tweet in G4:
[3] ttmsksg
[3] purplet87093004
[3] heroking1990
[3] bearbear281
[3] saintilub
[3] albertc85919700
[3] meister_raro
[3] ledzepfan400
[3] missycooper13
[2] xedx8

Top Words in Tweet in G5:
[35] governortomwolf
[20] covid
[20] virus
[16] mask
[9] foogatwo
[9] carenzee
[7] flu
[6] going
[6] last
[6] risk

Top Words in Tweet in G6:
[17] governortomwolf
[12] covid
[5] commons69917449
[4] virus
[3] jlavaton
[3] nothing
[2] seanczambel
[2] smart
[2] ones
[2] stop

Top Words in Tweet in G7:
[21] governortomwolf
[20] reploubarletta
[18] joined
[18] chrisstigall
[18] talk
[18] holding
[18] accountable
[18] handling
[18] pandemic
[12] wheâ

Top Words in Tweet in G8:
[6] governortomwolf
[6] govbilllee
[3] govrondesantis
[3] govkemp
[3] govabbott
[3] virus
[3] govdanmckee
[3] scgovernorpress
[3] govkristinoem
[3] gregabbott_tx

Top Words in Tweet in G9:
[15] governortomwolf
[11] covid
[6] pennsylvaniagov
[4] think
[3] vaccinated
[3] death
[3] more
[3] very
[3] good
[3] job

Top Words in Tweet in G10:
[20] governortomwolf
[19] covid
[11] tritevk
[11] bcampbell42573
[7] people
[7] drcossacktwitch
[5] virus
[4] right
[4] 19
[4] lissa612

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[479] covid,19
[425] mitigation,orders
[424] pennsylvania,covid
[422] exciting,day
[422] day,pennsylvania
[422] 19,mitigation
[422] orders,lifted
[422] lifted,thank
[422] thank,each
[421] governortomwolf,exciting

Top Word Pairs in Tweet in G1:
[423] covid,19
[414] mitigation,orders
[411] exciting,day
[411] day,pennsylvania
[411] pennsylvania,covid
[411] 19,mitigation
[411] orders,lifted
[411] lifted,thank
[411] thank,each
[410] governortomwolf,exciting

Top Word Pairs in Tweet in G2:
[32] covid,19
[12] governortomwolf,pahealthsec
[11] governorsoffice,governortomwolf
[10] today,governortomwolf
[8] governorsoffice,today
[8] governortomwolf,signed
[8] signed,legislation
[8] legislation,extends
[8] extends,critical
[8] critical,components

Top Word Pairs in Tweet in G4:
[3] ttmsksg,purplet87093004
[3] purplet87093004,heroking1990
[3] heroking1990,bearbear281
[3] bearbear281,saintilub
[3] saintilub,albertc85919700
[3] albertc85919700,meister_raro
[3] meister_raro,ledzepfan400
[3] ledzepfan400,missycooper13
[2] xedx8,ttmsksg
[2] missycooper13,jas

Top Word Pairs in Tweet in G5:
[6] carenzee,governortomwolf
[5] foogatwo,carenzee
[5] mike_calamari,governortomwolf
[4] atypicalofs,governortomwolf
[4] hill_to_die_on,jtihey
[4] jtihey,governortomwolf
[4] last,year
[4] wearing,mask
[4] covid,19
[3] lordhighfixxer,governortomwolf

Top Word Pairs in Tweet in G6:
[5] commons69917449,governortomwolf
[2] kevindellfonic,governortomwolf
[2] nothing,criminalized
[2] covid,19
[2] businesses,shut
[2] shut,down

Top Word Pairs in Tweet in G7:
[18] joined,chrisstigall
[18] chrisstigall,talk
[18] talk,holding
[18] holding,governortomwolf
[18] governortomwolf,accountable
[18] accountable,handling
[18] handling,pandemic
[17] reploubarletta,joined
[12] pandemic,wheâ
[5] pandemic,whe

Top Word Pairs in Tweet in G8:
[3] govrondesantis,governortomwolf
[3] governortomwolf,govkemp
[3] govkemp,govbilllee
[3] govbilllee,govabbott
[3] governortomwolf,govdanmckee
[3] govdanmckee,scgovernorpress
[3] scgovernorpress,govkristinoem
[3] govkristinoem,govbilllee
[3] govbilllee,gregabbott_tx
[3] gregabbott_tx,govherbert

Top Word Pairs in Tweet in G9:
[6] pennsylvaniagov,governortomwolf
[3] very,good
[3] good,job
[3] god,bless
[2] uncle,died
[2] gone_viking1000,governortomwolf
[2] petebeckary,governortomwolf
[2] nursing,homes
[2] governortomwolf,think
[2] think,governortomwolf

Top Word Pairs in Tweet in G10:
[11] tritevk,bcampbell42573
[11] bcampbell42573,governortomwolf
[5] drcossacktwitch,tritevk
[4] covid,19
[4] governortomwolf,covid
[4] lissa612,tritevk
[3] aaronj87,bluprintdhd
[3] bluprintdhd,governortomwolf
[2] masks,work
[2] misskitmcnic,tritevk

Top Replied-To
Top Replied-To in Entire Graph:
@governortomwolf
@drcossacktwitch
@lissa612
@commons69917449
@nolefturn1
@mz1000s
@sauer500
@notnsaiswear
@jlavaton
@pennsylvaniagov

Top Replied-To in G1:
@governortomwolf
@witchydee2
@bridarlinx3
@acended
@micheleshaula21
@radical_gray
@deathdodger1
@jimfaust8

Top Replied-To in G2:
@governortomwolf
@nolefturn1
@sauer500
@governorsoffice
@kalliaspirit
@doublebubble391
@schouppebrian
@jeffnewberry
@imlauries
@wakeupsleepers

Top Replied-To in G3:
@jsr43252929

Top Replied-To in G4:
@ttmsksg

Top Replied-To in G5:
@governortomwolf
@atypicalofs
@cucchijeff
@carenzee
@mike_calamari
@lordhighfixxer
@liberterri
@foogatwo
@kelly_k_77
@hill_to_die_on

Top Replied-To in G6:
@commons69917449
@jlavaton
@codemunkyman
@trevor_texas
@notrealaoc
@dexgengames
@joel_inpa
@lizz4liberty
@seanczambel
@governortomwolf

Top Replied-To in G7:
@mz1000s

Top Replied-To in G8:
@governortomwolf

Top Replied-To in G9:
@pennsylvaniagov
@gone_viking1000
@raby5747
@cedergrenjodene
@tonymango5
@beth_meszaros
@petebeckary
@usedtobehue

Top Replied-To in G10:
@drcossacktwitch
@lissa612
@governortomwolf
@misskitmcnic
@versionxtian
@pikesrevenge
@poops69696
@kenevans81956

Top Mentioned
Top Mentioned in Entire Graph:
@governortomwolf
@reploubarletta
@governorsoffice
@chrisstigall
@pahealthsec
@epochtimes
@penncapitalstar
@tritevk
@bcampbell42573
@pahousegop

Top Mentioned in G1:
@governortomwolf
@pahealthdept
@pennsylvaniagov
@alzdelval
@theciscokid6
@billpeduto

Top Mentioned in G2:
@governortomwolf
@governorsoffice
@pahealthsec
@pahealthdept
@radajjoei
@stefanbossbaly
@jeffnewberry
@potus
@dvessichelli
@wakeupsleepers

Top Mentioned in G3:
@pumatpg
@fwe1991
@clmuseum
@antifarioter
@sirnes76
@notafurby
@crisco_mr
@cdcdirector
@who
@shannonissilly

Top Mentioned in G4:
@purplet87093004
@heroking1990
@bearbear281
@saintilub
@albertc85919700
@meister_raro
@ledzepfan400
@missycooper13
@xedx8
@ttmsksg

Top Mentioned in G5:
@governortomwolf
@foogatwo
@carenzee
@jtihey
@hill_to_die_on
@kayta_talks
@magnusmcginty
@pi_dogs
@padmapitha
@mike_calamari

Top Mentioned in G6:
@governortomwolf
@kevindellfonic
@commons69917449
@seanczambel
@thadoctrizin
@dano_el_mano
@marcatanas1216
@pahealthdept
@heyitsrichagain
@palaborindustry

Top Mentioned in G7:
@governortomwolf
@reploubarletta
@chrisstigall

Top Mentioned in G8:
@govbilllee
@governortomwolf
@govrondesantis
@govkemp
@govabbott
@govdanmckee
@scgovernorpress
@govkristinoem
@gregabbott_tx
@govherbert

Top Mentioned in G9:
@governortomwolf
@pennsylvaniagov
@petebeckary
@dpaul1020
@gerardoariasusa

Top Mentioned in G10:
@governortomwolf
@tritevk
@bcampbell42573
@aaronj87
@bluprintdhd
@phillipspatriot
@repleanne

Top Tweeters
Top Tweeters in Entire Graph:
@solutioneer72
@wildwillow65
@viralvideovlogs
@famouspixs
@andreinilla
@bethsinniresist
@iceburghslimm
@troubleddays
@joanpennnative
@coachweaver3

Top Tweeters in G1:
@solutioneer72
@wildwillow65
@famouspixs
@bethsinniresist
@iceburghslimm
@joanpennnative
@wgal
@kathclesage
@oldivory
@helenmag

Top Tweeters in G2:
@coachweaver3
@paulmick
@sandersonnoreen
@natuphillies
@hhsgov
@jeffnewberry
@nolefturn1
@activistchick7
@amrindersingh__
@pahealthdept

Top Tweeters in G3:
@clmuseum
@benshapiro
@fwe1991
@thereidout
@johnfugelsang
@who
@pumatpg
@ingrahamangle
@donaldjtrumpjr
@kattimpf

Top Tweeters in G4:
@ledzepfan400
@statedept
@pplfuture
@owl_denouncer
@johncornyn
@gop
@bobby44562471
@missycooper13
@thedemocrats
@pacrimallies

Top Tweeters in G5:
@padmapitha
@mike_calamari
@kebert2thumbsup
@foogatwo
@magnusmcginty
@lordhighfixxer
@kelly_k_77
@we_are_penn_st
@edbski
@kirstyfml

Top Tweeters in G6:
@bigstape
@marcatanas1216
@seanczambel
@commons69917449
@joel_inpa
@lochnessir
@notrealaoc
@palaborindustry
@thadoctrizin
@dexgengames

Top Tweeters in G7:
@jonny_pgh
@chrisstigall
@irishwhisperer
@markrroberts21
@leetywallie
@pniccoletti
@fedupinphilly41
@kinger73580632
@coach_tricia
@eddiecaiazzo

Top Tweeters in G8:
@wuffmetelica
@gregabbott_tx
@governorva
@govinslee
@govkristinoem
@govabbott
@govherbert
@govevers
@govrondesantis
@govdanmckee

Top Tweeters in G9:
@caiasmom2014
@beth_meszaros
@patricklarkin
@quincypublius
@imprimis777
@gone_viking1000
@dpaul1020
@pennsylvaniagov
@tonymango5
@gerardoariasusa

Top Tweeters in G10:
@lissa612
@pikesrevenge
@tritevk
@versionxtian
@aaronj87
@kenevans81956
@bluprintdhd
@repleanne
@canoedude5707
@phillipspatriot


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