(corona OR virus OR covid) (%22Gov PA%22 OR GovernorTomWolf), Twitter, 12/13/2021 2:53:28 AM, 268206


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(corona OR virus OR covid) (%22Gov PA%22 OR GovernorTomWolf)_2021-12-12_18-09-24.xlsx
(corona OR virus OR covid) ("Gov PA" OR GovernorTomWolf)_2021-12-12_18-09-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 13, 2021
Short Description:
(corona OR virus OR covid) ("Gov PA" OR GovernorTomWolf) via NodeXL https://bit.ly/3DOQ4QI
@governortomwolf
@jchrthomas
@healthdeptusa
@psnobelen
@blakerrick
@daniellacinski
@milt00
@dumovicdude
@lpmcphilly
@lulubomar

Top hashtags:
#covid19
#papolitics
#covid

Description:
Description
The graph represents a network of 385 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, 13 December 2021 at 02:09 UTC.

The requested start date was Monday, 13 December 2021 at 01:01 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, 23-hour, 31-minute period from Monday, 29 November 2021 at 03:49 UTC to Sunday, 12 December 2021 at 03:21 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 : 385
Unique Edges : 446
Edges With Duplicates : 563
Total Edges : 1009
Number of Edge Types : 5
Replies to : 159
Mentions : 584
MentionsInRetweet : 197
Retweet : 65
Tweet : 4
Self-Loops : 6
Reciprocated Vertex Pair Ratio : 0.0205696202531646
Reciprocated Edge Ratio : 0.0403100775193798
Connected Components : 4
Single-Vertex Connected Components : 2
Maximum Vertices in a Connected Component : 381
Maximum Edges in a Connected Component : 1005
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 3.01809
Graph Density : 0.00436282467532468
Modularity : 0.465015
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 385 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, 13 December 2021 at 02:09 UTC.

The requested start date was Monday, 13 December 2021 at 01:01 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, 23-hour, 31-minute period from Monday, 29 November 2021 at 03:49 UTC to Sunday, 12 December 2021 at 03:21 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:
[3] https://www.penncapital-star.com/blog/gop-leaders-call-on-wolf-to-reconvene-bipartisan-covid-19-task-force-wolf-says-it-never-stopped/
[3] https://www.governor.pa.gov/newsroom/governor-wolf-nearly-6000-businesses-received-support-through-pennsylvanias-covid-19-hospitality-industry-relief-program/
[2] https://www.usatoday.com/in-depth/graphics/2021/10/08/covid-19-kids-cases-hospitalizations-deaths/8361479002/
[2] https://www.pa.gov/get-vaccinated
[2] https://www.vaccines.gov/
[1] https://twitter.com/FordTurnerMCall/status/1469370713027002376
[1] https://www.washingtonpost.com/health/2021/12/10/covid-delta-omicron-surge/
[1] https://www.click2houston.com/news/local/2021/08/17/dayton-woman-says-her-12-year-old-son-died-from-covid-19-complications/
[1] https://twitter.com/justin_sweitzer/status/1469375803918110722
[1] https://www.citizen.co.za/news/covid-19/2930014/new-covid-19-variant-phaahla-25-november-2021/

Top URLs in Tweet in G1:
[3] https://www.governor.pa.gov/newsroom/governor-wolf-nearly-6000-businesses-received-support-through-pennsylvanias-covid-19-hospitality-industry-relief-program/
[2] https://www.pa.gov/get-vaccinated
[2] https://www.vaccines.gov/
[1] https://www.senatorcorman.com/wp-content/uploads/sites/38/2021/12/Letter-to-Governor-COVID-19-Vaccine-Joint-Task-force-120921.pdf
[1] https://www.senatorward.com/2021/12/10/legislative-leaders-call-on-governor-wolf-to-reconvene-covid-19-vaccine-task-force/
[1] https://www.washingtonpost.com/health/2021/12/10/covid-delta-omicron-surge/
[1] https://twitter.com/justin_sweitzer/status/1469375803918110722
[1] https://www.the-sun.com/money/4145559/states-cities-stimulus-money-christmas/amp/
[1] https://covid19.colorado.gov/covid-19-testing-at-home
[1] https://www.lifesitenews.com/news/renowned-virologist-warns-of-collapse-of-our-health-system-due-to-complications-from-covid-vaccines/

Top URLs in Tweet in G2:
[1] https://twitter.com/FordTurnerMCall/status/1469370713027002376
[1] https://delawarevalleyjournal.com/open-records-expose-how-wolf-admin-coerced-local-health-dept-mask-mandates/
[1] https://twitter.com/gopchairwoman/status/1466488518037889025
[1] https://twitter.com/contrarian4data/status/1465664302455549952

Top URLs in Tweet in G3:
[1] https://twitter.com/jchrthomas/status/1468814983144165381
[1] https://twitter.com/govparsonmo/status/1466802437562322951

Top URLs in Tweet in G5:
[1] https://twitter.com/Reuters/status/1468651210693566471
[1] https://twitter.com/WHCOS/status/1466388887165616130
[1] https://www.walmart.com/ip/BinaxNOW-COVID-19-Antigen-Self-Test-2-Count/142089281

Top URLs in Tweet in G6:
[3] https://www.penncapital-star.com/blog/gop-leaders-call-on-wolf-to-reconvene-bipartisan-covid-19-task-force-wolf-says-it-never-stopped/

Top URLs in Tweet in G10:
[1] https://theconversation.com/no-vaccinated-people-are-not-just-as-infectious-as-unvaccinated-people-if-they-get-covid-171302
[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/#rates-by-vaccine-status
[1] https://www.fda.gov/news-events/press-announcements/fda-approves-first-covid-19-vaccine
[1] https://www.reuters.com/article/factcheck-covid-mrna-gene/fact-check-mrna-vaccines-are-distinct-from-gene-therapy-which-alters-recipients-genes-idUSL1N2PH16N
[1] https://www.webmd.com/lung/news/20210719/covid-19-vaccines-not-gene-therapy
[1] https://health-desk.org/articles/covid-19-vaccines-do-not-alter-human-dna
[1] https://apnews.com/article/fact-checking-970830023526
[1] https://www.poynter.org/fact-checking/2021/why-the-covid-19-survival-rate-is-not-over-99/
[1] https://www.medicalnewstoday.com/articles/covid-19-do-vaccines-protect-better-than-infection-induced-immunity

Top Domains
Top Domains in Tweet in Entire Graph:
[13] twitter.com
[5] pa.gov
[4] penncapital-star.com
[3] cdc.gov
[2] usatoday.com
[2] apnews.com
[2] vaccines.gov
[1] washingtonpost.com
[1] click2houston.com
[1] co.za

Top Domains in Tweet in G1:
[5] pa.gov
[3] twitter.com
[2] vaccines.gov
[1] senatorcorman.com
[1] senatorward.com
[1] washingtonpost.com
[1] the-sun.com
[1] colorado.gov
[1] lifesitenews.com
[1] npr.org

Top Domains in Tweet in G2:
[3] twitter.com
[1] delawarevalleyjournal.com

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

Top Domains in Tweet in G5:
[2] twitter.com
[1] walmart.com

Top Domains in Tweet in G6:
[3] penncapital-star.com

Top Domains in Tweet in G10:
[1] theconversation.com
[1] pfizer.com
[1] cdc.gov
[1] fda.gov
[1] reuters.com
[1] webmd.com
[1] health-desk.org
[1] apnews.com
[1] poynter.org
[1] medicalnewstoday.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[16] covid19
[3] papolitics
[3] covid
[2] pennsylvania
[1] superspreader
[1] interesting
[1] florida
[1] gopdeathcult
[1] fraud
[1] jeff



Top Hashtags in Tweet in G1:
[2] covid
[1] florida
[1] gopdeathcult
[1] nepa
[1] gavi
[1] gates
[1] children
[1] rentrelief

Top Hashtags in Tweet in G2:
[1] interesting
[1] fraud
[1] pennsylvania
[1] covid

Top Hashtags in Tweet in G3:
[1] jeff
[1] missouri

Top Hashtags in Tweet in G4:
[1] superspreader

Top Hashtags in Tweet in G6:
[10] covid19
[3] papolitics

Top Hashtags in Tweet in G7:
[1] ihatecovid

Top Hashtags in Tweet in G8:
[5] covid19

Top Words
Top Words in Tweet in Entire Graph:
[250] governortomwolf
[180] covid
[50] pediatric
[47] vaccine
[39] 19
[37] vaccines
[36] people
[34] flotus
[30] great
[29] safe

Top Words in Tweet in G1:
[108] governortomwolf
[80] covid
[50] pediatric
[39] vaccine
[34] flotus
[30] vaccines
[29] great
[26] philly
[26] safe
[25] join

Top Words in Tweet in G2:
[19] governortomwolf
[13] joshshapiropa
[12] pahealthsec
[8] covid
[8] russdiamond
[8] billybutcher99
[8] freedom4pa
[8] 1000
[8] seen
[8] dr

Top Words in Tweet in G3:
[3] hawleymo
[3] kmbc
[3] raquelmartintv
[3] newspressnow
[3] kytv
[3] krcg13
[3] fox2now
[3] kmov
[3] missourinet
[3] komunews

Top Words in Tweet in G4:
[21] governortomwolf
[17] covid
[16] 19
[14] ace_fitzgerald
[10] right
[8] superspreader
[7] crowd
[7] unfortunately
[7] virus
[7] event

Top Words in Tweet in G5:
[8] governortomwolf
[8] covid
[6] day
[4] more
[4] potus
[3] watermelonpunch
[3] joebiden
[3] cool
[3] 999
[3] human

Top Words in Tweet in G6:
[20] governortomwolf
[16] byjohnlmicek
[12] wolf
[12] penncapitalstar
[11] gop
[10] leaders
[10] call
[10] reconvene
[10] bipartisan
[10] #covid19

Top Words in Tweet in G7:
[2] prodigyems
[2] sawyer_kn
[2] miraclemeaux
[2] strataverve
[2] dglaucomflecken
[2] lglaucomflecken
[2] kndainty
[2] emergresilience

Top Words in Tweet in G8:
[5] #covid19
[5] mtosterholm
[5] covidwatch
[5] scottgottliebmd
[5] covid_canada
[5] nytimes
[5] bbcworld
[5] governortomwolf
[4] govkathyhochul
[3] hospitalizations

Top Words in Tweet in G9:
[2] governortomwolf
[2] wgal
[2] variants
[2] pa
[2] 20
[2] covid
[2] getting

Top Words in Tweet in G10:
[21] governortomwolf
[16] lextune
[13] gritshappen
[10] covid
[4] vaccine
[4] triviagirl112
[3] vaccinated
[3] study
[3] damage
[2] more

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[39] covid,19
[25] great,join
[25] join,flotus
[25] flotus,philly
[25] philly,morning
[25] morning,talk
[25] talk,pediatric
[25] pediatric,vaccines
[25] vaccines,pediatric
[25] pediatric,vaccine

Top Word Pairs in Tweet in G1:
[25] great,join
[25] join,flotus
[25] flotus,philly
[25] philly,morning
[25] morning,talk
[25] talk,pediatric
[25] pediatric,vaccines
[25] vaccines,pediatric
[25] pediatric,vaccine
[25] vaccine,safe

Top Word Pairs in Tweet in G2:
[8] russdiamond,billybutcher99
[8] billybutcher99,freedom4pa
[8] freedom4pa,pahealthsec
[8] pahealthsec,joshshapiropa
[8] joshshapiropa,governortomwolf
[8] governortomwolf,1000
[8] 1000,seen
[8] seen,dr
[7] megbeileen,russdiamond
[7] dr,damskerâ

Top Word Pairs in Tweet in G3:
[3] hawleymo,kmbc
[3] kmbc,raquelmartintv
[3] raquelmartintv,newspressnow
[3] newspressnow,kytv
[3] kytv,krcg13
[3] krcg13,fox2now
[3] fox2now,kmov
[3] kmov,missourinet
[3] missourinet,komunews
[3] komunews,kfvsnews

Top Word Pairs in Tweet in G4:
[16] covid,19
[7] 19,superspreader
[7] ace_fitzgerald,governortomwolf
[5] under,control
[5] pasenategop,pahousegop
[4] governortomwolf,ace_fitzgerald
[3] limited,right
[3] another,covid
[3] superspreader,event
[3] senrobinsonpa,reppuskaric

Top Word Pairs in Tweet in G5:
[3] cool,999
[3] 999,human
[3] human,sacrifices
[3] sacrifices,day
[3] day,order
[3] order,keep
[3] keep,butts
[3] butts,seats
[3] seats,getting
[3] getting,covid

Top Word Pairs in Tweet in G6:
[10] gop,leaders
[10] leaders,call
[10] call,governortomwolf
[10] governortomwolf,reconvene
[10] reconvene,bipartisan
[10] bipartisan,#covid19
[10] #covid19,task
[10] task,force
[10] force,wolf
[9] wolf,never

Top Word Pairs in Tweet in G7:
[2] prodigyems,sawyer_kn
[2] sawyer_kn,miraclemeaux
[2] miraclemeaux,strataverve
[2] strataverve,dglaucomflecken
[2] dglaucomflecken,lglaucomflecken
[2] lglaucomflecken,kndainty
[2] kndainty,emergresilience

Top Word Pairs in Tweet in G8:
[5] #covid19,mtosterholm
[5] mtosterholm,covidwatch
[5] covidwatch,scottgottliebmd
[5] scottgottliebmd,covid_canada
[5] covid_canada,nytimes
[5] nytimes,bbcworld
[4] governortomwolf,govkathyhochul
[3] bbcworld,governortomwolf
[3] govkathyhochul,govmurphy
[2] bbcworld,governorva

Top Word Pairs in Tweet in G10:
[9] lextune,gritshappen
[9] gritshappen,governortomwolf
[4] triviagirl112,governortomwolf
[4] gritshappen,lextune
[4] lextune,governortomwolf
[3] lextune,triviagirl112
[2] covid,19
[2] keep,digging

Top Replied-To
Top Replied-To in Entire Graph:
@governortomwolf
@lextune
@repscottperry
@heatherlemal
@pennsylvaniagov
@gritshappen
@kdka
@governorsoffice
@gass_colleen
@ericgore19

Top Replied-To in G1:
@governortomwolf
@repscottperry
@governorsoffice
@pennsylvaniagov
@senatorkimward
@slayerwolf11
@tonyseig
@ericgore19
@pahealthdept
@bach_kenneth

Top Replied-To in G2:
@activistchick7
@pdesecretary
@joshshapiropa
@russdiamond
@cranberrywx
@lowermerionsd

Top Replied-To in G3:
@hawleymo

Top Replied-To in G4:
@kdka
@penguins
@citiparks
@shillsalmanac
@pennsylvaniagov
@geisingerhealth
@upmc
@tellmeofyourho1
@wpxi
@kdkaradio

Top Replied-To in G5:
@lbedell828
@fearnley_k
@caffinatedlib
@david_latorre

Top Replied-To in G6:
@freedom4pa
@karasuzie
@avatarspell
@byjohnlmicek
@ericgore19

Top Replied-To in G7:
@prodigyems

Top Replied-To in G9:
@cdcdirector
@wbrewyou

Top Replied-To in G10:
@lextune
@gritshappen
@pennsylvaniagov
@governortomwolf
@m4rshallm
@bigdaddy10k
@triviagirl112

Top Mentioned
Top Mentioned in Entire Graph:
@governortomwolf
@flotus
@byjohnlmicek
@joshshapiropa
@ace_fitzgerald
@pahealthsec
@getjiggy_withit
@penncapitalstar
@pahealthdept
@freedom4pa

Top Mentioned in G1:
@governortomwolf
@flotus
@governorsoffice
@troncellitilaw
@pahealthdept
@ericgore19
@jeffnewberry
@repscottperry
@pennsylvaniagov
@itsonus

Top Mentioned in G2:
@governortomwolf
@pahealthsec
@joshshapiropa
@billybutcher99
@freedom4pa
@megbeileen
@russdiamond
@pagop
@pdesecretary
@seccardona

Top Mentioned in G3:
@kmbc
@raquelmartintv
@newspressnow
@kytv
@krcg13
@fox2now
@kmov
@missourinet
@komunews
@kfvsnews

Top Mentioned in G4:
@governortomwolf
@ace_fitzgerald
@healthallegheny
@pasenategop
@pahousegop
@pahealthdept
@cdcgov
@senrobinsonpa
@reppuskaric
@allcnty_council

Top Mentioned in G5:
@governortomwolf
@potus
@watermelonpunch
@joebiden
@vp
@borisjohnson
@doctorasadkhan
@nicecomms
@nih
@markedbycovid

Top Mentioned in G6:
@governortomwolf
@byjohnlmicek
@penncapitalstar
@tonyc_007
@mrrjs27
@freedom4pa
@stampwithjenny
@avatarspell
@karasuzie

Top Mentioned in G7:
@sawyer_kn
@miraclemeaux
@strataverve
@dglaucomflecken
@lglaucomflecken
@kndainty
@emergresilience
@psnobelen
@prodigyems

Top Mentioned in G8:
@mtosterholm
@covidwatch
@scottgottliebmd
@covid_canada
@nytimes
@bbcworld
@governortomwolf
@govkathyhochul
@govmurphy
@governorva

Top Mentioned in G9:
@governortomwolf
@wgal
@cnn
@anacabrera
@jrpsaki
@pahealthsec
@cdc

Top Mentioned in G10:
@governortomwolf
@gritshappen
@lextune
@triviagirl112
@bigdaddy10k
@covidprofessor

Top Tweeters
Top Tweeters in Entire Graph:
@smilan317
@nytimes
@nypost
@wpxi
@kmbc
@cnn
@wtae
@bbcworld
@iridescentashes
@6abc

Top Tweeters in G1:
@iridescentashes
@alyssakeiko
@lirehirsch
@bearmanshannon
@bonnibk
@kelhuntslight
@thejossgroup
@cats4mice
@goodwitch5
@verbatim411

Top Tweeters in G2:
@nypost
@wtae
@nbcphiladelphia
@pittsburghpg
@cathyceekay
@pahousedems
@almace8
@pasenatedems
@cdcgov
@almason49830803

Top Tweeters in G3:
@smilan317
@kmbc
@ksdknews
@fox2now
@fox4kc
@stltoday
@kmov
@kfvsnews
@trytostopjane
@komunews

Top Tweeters in G4:
@wpxi
@6abc
@kdka
@kdpomp
@penguins
@kdkaradio
@pafootballnews
@billpeduto
@scorindorin
@eeheli

Top Tweeters in G5:
@kelsiwhitney
@david_latorre
@shawphd
@lazaruslong13
@nycmayor
@coachjeb18
@caffinatedlib
@nih
@nicecomms
@mrsmcenoff

Top Tweeters in G6:
@impeachbdevos
@johnmuir2006
@caam91
@byjohnlmicek
@commchf
@jdbatts79
@bfbucky1
@randyra41125811
@penncapitalstar
@tonyc_007

Top Tweeters in G7:
@dglaucomflecken
@scafoundation
@lglaucomflecken
@sawyer_kn
@resuscacademy
@psnobelen
@sayremr
@prodigyems
@kndainty
@emergresilience

Top Tweeters in G8:
@nytimes
@bbcworld
@scottgottliebmd
@govmurphy
@govmikedewine
@govkathyhochul
@governorva
@covid_canada
@dumovicdude
@tutz1974

Top Tweeters in G9:
@cnn
@wgal
@wbrewyou
@anacabrera
@cdcdirector
@milt00
@jrpsaki
@cdc

Top Tweeters in G10:
@gritshappen
@heat_meiser
@triviagirl112
@lextune
@covidprofessor
@bigdaddy10k
@m4rshallm


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