(corona OR virus OR covid) (%22Gov PA%22 OR GovernorTomWolf), Twitter, 12/20/2021 2:12:38 AM, 268599


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(corona OR virus OR covid) (%22Gov PA%22 OR GovernorTomWolf)_2021-12-19_18-09-24.xlsx
(corona OR virus OR covid) ("Gov PA" OR GovernorTomWolf)_2021-12-19_18-09-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
December 20, 2021
Short Description:
(corona OR virus OR covid) ("Gov PA" OR GovernorTomWolf) via NodeXL https://bit.ly/32g3A2P
@governortomwolf
@jchrthomas
@healthdeptusa
@activistchick7
@jsr43252929
@rmaioris
@psnobelen
@auntivasays
@askgoodquestio1
@lpmcphilly

Top hashtags:
#covid19

Description:
Description
The graph represents a network of 438 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, 20 December 2021 at 02:09 UTC.

The requested start date was Monday, 20 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 10-day, 12-hour, 50-minute period from Monday, 06 December 2021 at 14:18 UTC to Friday, 17 December 2021 at 03:08 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 : 438
Unique Edges : 432
Edges With Duplicates : 750
Total Edges : 1182
Number of Edge Types : 5
Retweet : 42
MentionsInRetweet : 138
Replies to : 167
Mentions : 828
Tweet : 7
Self-Loops : 7
Reciprocated Vertex Pair Ratio : 0.0225225225225225
Reciprocated Edge Ratio : 0.0440528634361234
Connected Components : 5
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 434
Maximum Edges in a Connected Component : 1179
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.128452
Graph Density : 0.00355788219805022
Modularity : 0.447306
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 438 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, 20 December 2021 at 02:09 UTC.

The requested start date was Monday, 20 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 10-day, 12-hour, 50-minute period from Monday, 06 December 2021 at 14:18 UTC to Friday, 17 December 2021 at 03:08 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.pa.gov/get-vaccinated
[2] https://patch.com/pennsylvania/across-pa/hospitals-nearing-capacity-statewide-pa-covid-surge-continues
[2] https://www.governor.pa.gov/newsroom/governor-wolf-announces-2-5-million-to-support-grassroots-covid-19-vaccine-outreach-efforts-across-pennsylvania/
[2] https://www.usatoday.com/in-depth/graphics/2021/10/08/covid-19-kids-cases-hospitalizations-deaths/8361479002/
[2] https://www.vaccines.gov/
[1] https://oneunitedlancaster.com/coronavirus-news-roundup/gov-wolf-asks-fema-for-covid-19-resources/
[1] https://oneunitedlancaster.com/coronavirus-news-roundup/acting-health-secretary-beam-to-resign/
[1] https://twitter.com/jchrthomas/status/1471586363619241985
[1] https://twitter.com/jchrthomas/status/1468814983144165381

Top URLs in Tweet in G1:
[3] https://www.pa.gov/get-vaccinated
[2] https://www.vaccines.gov/
[1] https://www.nbcnews.com/health/health-news/current-covid-boosters-are-enough-fight-omicron-variant-fauci-says-rcna8868
[1] https://oneunitedlancaster.com/coronavirus-news-roundup/gov-wolf-asks-fema-for-covid-19-resources/
[1] https://oneunitedlancaster.com/coronavirus-news-roundup/acting-health-secretary-beam-to-resign/
[1] https://www.wgal.com/article/pa-gov-tom-wolf-asks-for-more-federal-help-as-covid-cases-surge/38536720#
[1] https://patch.com/pennsylvania/norristown/gov-wolf-asks-federal-government-emergency-covid-support?utm_source=twitter&utm_medium=web&utm_campaign=share
[1] https://www.governor.pa.gov/newsroom/governor-wolf-announces-2-5-million-to-support-grassroots-covid-19-vaccine-outreach-efforts-across-pennsylvania/
[1] https://www.cdc.gov/coronavirus/2019-ncov/vaccines/booster-shot.html
[1] https://lancasteronline.com/news/health/it-s-beyond-frustrating-patients-share-fears-as-some-procedures-are-delayed-due-to-covid/article_02c8d558-5c49-11ec-b9ab-4787a8e6e6d5.html

Top URLs in Tweet in G2:
[2] https://patch.com/pennsylvania/across-pa/hospitals-nearing-capacity-statewide-pa-covid-surge-continues
[1] https://twitter.com/LPMCPhilly/status/1471128929096421376
[1] https://twitter.com/erichhartmann/status/1470426481788702722
[1] https://twitter.com/FordTurnerMCall/status/1469370713027002376
[1] https://www.pcmag.com/how-to/does-my-state-have-a-covid-19-vaccine-app

Top URLs in Tweet in G4:
[1] https://twitter.com/jchrthomas/status/1471586363619241985
[1] https://twitter.com/jchrthomas/status/1468814983144165381

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 G9:
[1] https://omny.fm/shows/kdka-morning-news-with-larry-richert-and-kevin-bat/gov-wolf-weighs-in-on-possible-mask-mandates-and-r
[1] https://go.audacy.com/kdkaradio/listen
[1] https://www.governor.pa.gov/newsroom/wolf-administration-asks-feds-to-support-health-care-system-in-battling-pandemic/
[1] https://www.governor.pa.gov/newsroom/governor-wolf-announces-2-5-million-to-support-grassroots-covid-19-vaccine-outreach-efforts-across-pennsylvania/

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[17] covid19
[13] superspreader
[4] covid
[4] pennsylvania
[3] papolitics
[2] covid_19
[1] fauxhero
[1] mosen
[1] vaccineswork
[1] omicronvariant



Top Hashtags in Tweet in G1:
[3] covid
[3] pennsylvania
[2] covid_19
[1] vaccineswork
[1] omicronvariant
[1] freedom
[1] goodluck
[1] americanass
[1] florida
[1] gopdeathcult

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

Top Hashtags in Tweet in G3:
[13] superspreader

Top Hashtags in Tweet in G4:
[1] fauxhero
[1] mosen

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

Top Hashtags in Tweet in G8:
[1] ihatecovid

Top Hashtags in Tweet in G10:
[5] covid19

Top Words
Top Words in Tweet in Entire Graph:
[246] governortomwolf
[191] covid
[58] 19
[42] mask
[40] virus
[35] need
[35] people
[32] ace_fitzgerald
[26] repscottperry
[26] pahealthdept

Top Words in Tweet in G1:
[115] governortomwolf
[102] covid
[26] repscottperry
[19] 19
[19] people
[17] vaccine
[16] more
[16] mask
[15] virus
[13] vaccinated

Top Words in Tweet in G2:
[26] governortomwolf
[13] covid
[10] potus
[9] mandates
[9] virus
[8] schools
[8] seccardona
[8] spreading
[7] whitehouse
[7] mask

Top Words in Tweet in G3:
[40] governortomwolf
[34] covid
[33] 19
[32] ace_fitzgerald
[23] healthallegheny
[19] pahealthdept
[18] governorsoffice
[16] mask
[16] need
[16] right

Top Words in Tweet in G4:
[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 G5:
[5] phillluminatti
[5] anja_weimer
[5] tejaspolitics1
[5] bichon_wheels
[5] xa1312
[5] rreactor
[5] morse2009morse
[5] smthjoh535
[5] governortomwolf
[4] robertp93830192

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

Top Words in Tweet in G7:
[3] covid
[3] governortomwolf
[2] cdcdirector
[2] cdc
[2] wgal
[2] variants
[2] pa
[2] 20
[2] getting

Top Words in Tweet in G8:
[2] prodigyems
[2] sawyer_kn
[2] miraclemeaux
[2] strataverve
[2] dglaucomflecken
[2] lglaucomflecken
[2] kndainty
[2] emergresilience

Top Words in Tweet in G9:
[11] governortomwolf
[11] covid
[5] pennsylvania
[4] fema
[4] 19
[3] help
[3] states
[3] beginning
[3] reimpose
[3] mask

Top Words in Tweet in G10:
[5] #covid19
[5] mtosterholm
[5] covidwatch
[5] scottgottliebmd
[5] covid_canada
[5] nytimes
[5] bbcworld
[5] governortomwolf
[4] govkathyhochul
[3] govmurphy

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[58] covid,19
[26] repscottperry,governortomwolf
[24] ace_fitzgerald,governortomwolf
[19] mask,mandates
[16] task,force
[15] governorsoffice,healthallegheny
[14] governortomwolf,reconvene
[12] gop,leaders
[12] leaders,call
[12] call,governortomwolf

Top Word Pairs in Tweet in G1:
[26] repscottperry,governortomwolf
[19] covid,19
[7] 19,vaccine
[7] nursing,homes
[6] wear,mask
[6] covid,cases
[5] last,year
[5] patients,nursing
[4] nursing,home
[4] governortomwolf,covid

Top Word Pairs in Tweet in G2:
[7] mask,mandates
[5] still,contracting
[5] contracting,spreading
[5] spreading,virus
[4] vaxxed,still
[4] pahousedems,pahousegop
[3] governortomwolf,potus
[3] nationwide,mask
[3] cdcdirector,surgeon_general
[3] businesses,schools

Top Word Pairs in Tweet in G3:
[33] covid,19
[24] ace_fitzgerald,governortomwolf
[15] governorsoffice,healthallegheny
[12] healthallegheny,pahealthdept
[10] 19,#superspreader
[9] governortomwolf,governorsoffice
[9] needs,limited
[8] mask,mandates
[8] mask,mandate
[8] under,control

Top Word Pairs in Tweet in G4:
[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 G5:
[5] bichon_wheels,xa1312
[5] xa1312,rreactor
[5] rreactor,morse2009morse
[5] morse2009morse,smthjoh535
[4] smthjoh535,robertp93830192
[4] robertp93830192,jrubinblogger
[4] jrubinblogger,leecamp
[4] leecamp,joey_poynter
[4] joey_poynter,erinjean84
[4] erinjean84,adarpe

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

Top Word Pairs in Tweet in G7:
[2] cdcdirector,governortomwolf

Top Word Pairs in Tweet in G8:
[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 G9:
[4] covid,19
[3] states,beginning
[3] beginning,reimpose
[3] reimpose,mask
[3] mask,mandates
[3] mandates,covid
[3] covid,cases
[3] cases,increase
[3] increase,plan
[3] plan,pennsylvania

Top Word Pairs in Tweet in G10:
[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 Replied-To
Top Replied-To in Entire Graph:
@governortomwolf
@repscottperry
@kdka
@citiparks
@pennsylvaniagov
@ericgore19
@kirstyfml
@gass_colleen
@hawleymo
@pahealthdept

Top Replied-To in G1:
@governortomwolf
@repscottperry
@ericgore19
@kirstyfml
@pennsylvaniagov
@senatorkimward
@karasuzie
@darmv
@bill564758344
@idealskeptic

Top Replied-To in G2:
@governortomwolf
@tonymango5
@joshshapiropa
@whitehouse
@6abc
@senbobcasey
@aslavitt
@fox29philly
@jakecorman
@pahealthdept

Top Replied-To in G3:
@kdka
@citiparks
@cdcgov
@shillsalmanac
@penguins
@pennsylvaniagov
@geisingerhealth
@upmc
@governortomwolf
@kdkaradio

Top Replied-To in G4:
@hawleymo

Top Replied-To in G5:
@phillluminatti
@jsr43252929
@tejaspolitics1
@rmaioris
@governortomwolf

Top Replied-To in G6:
@freedom4pa
@cryp_tonio
@byjohnlmicek
@avatarspell

Top Replied-To in G7:
@j_g_allen
@cdcdirector
@wbrewyou

Top Replied-To in G8:
@prodigyems

Top Replied-To in G9:
@tonybrunoshow
@modogs2
@kimberlytravel
@pennsylvaniagov
@governorsoffice

Top Mentioned
Top Mentioned in Entire Graph:
@governortomwolf
@ace_fitzgerald
@pahealthdept
@healthallegheny
@governorsoffice
@byjohnlmicek
@penncapitalstar
@potus
@pahousegop
@allcnty_council

Top Mentioned in G1:
@governortomwolf
@repscottperry
@pahealthdept
@flotus
@tf_strength
@lemmetriggeru
@kellyho02428773
@byjohnlmicek
@governorsoffice
@fema

Top Mentioned in G2:
@governortomwolf
@potus
@seccardona
@housedemocrats
@whitehouse
@pahousedems
@whcos
@surgeon_general
@pahealthsec
@secbecerra

Top Mentioned in G3:
@governortomwolf
@ace_fitzgerald
@healthallegheny
@pahealthdept
@governorsoffice
@allcnty_council
@senrobinsonpa
@reppuskaric
@cdcgov
@pasenategop

Top Mentioned in G4:
@kmbc
@raquelmartintv
@newspressnow
@kytv
@krcg13
@fox2now
@kmov
@missourinet
@komunews
@kfvsnews

Top Mentioned in G5:
@anja_weimer
@bichon_wheels
@xa1312
@rreactor
@morse2009morse
@smthjoh535
@tejaspolitics1
@robertp93830192
@jrubinblogger
@leecamp

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

Top Mentioned in G7:
@governortomwolf
@wgal
@postopinions
@cdcdirector
@phillymayor
@us_fda
@stevefda
@whcovidresponse
@sailorrooscout
@monicagandhi9

Top Mentioned in G8:
@sawyer_kn
@miraclemeaux
@strataverve
@dglaucomflecken
@lglaucomflecken
@kndainty
@emergresilience
@psnobelen
@prodigyems

Top Mentioned in G9:
@governortomwolf
@fema
@venmo
@kdkaradio
@governortom
@kdkaradioamnews
@ppsnews
@governorsoffice
@pennsylvaniagov
@itsonus

Top Mentioned in G10:
@mtosterholm
@covidwatch
@scottgottliebmd
@covid_canada
@nytimes
@bbcworld
@governortomwolf
@govkathyhochul
@govmurphy
@governorva

Top Tweeters
Top Tweeters in Entire Graph:
@smilan317
@nytimes
@nypost
@fox29philly
@phoenixwomanmn
@wpxi
@kmbc
@cnn
@bbcworld
@wcgirl1

Top Tweeters in G1:
@wcgirl1
@alyssakeiko
@bearmanshannon
@phillyinquirer
@tazatator
@darmv
@spq_esq
@joy_of_living
@dabirdisdead
@sophiesmother95

Top Tweeters in G2:
@nypost
@fox29philly
@nbcphiladelphia
@cathyceekay
@pahousedems
@aslavitt
@housegop
@jeffnewberry
@cdcgov
@senatedems

Top Tweeters in G3:
@wpxi
@6abc
@triblive
@kdka
@kdpomp
@penguins
@vikings
@pafootballnews
@steelers
@billpeduto

Top Tweeters in G4:
@smilan317
@kmbc
@ksdknews
@fox2now
@fox4kc
@stltoday
@kmov
@kfvsnews
@trytostopjane
@komunews

Top Tweeters in G5:
@adarpe
@rreactor
@jrubinblogger
@kameronbennett
@chriscuomo
@leecamp
@tbonearea512001
@unscriptedmike
@phinathome
@morse2009morse

Top Tweeters in G6:
@phoenixwomanmn
@impeachbdevos
@bigstape
@johnmuir2006
@caam91
@byjohnlmicek
@commchf
@bfbucky1
@randyra41125811
@penncapitalstar

Top Tweeters in G7:
@cnn
@wgal
@postopinions
@sailorrooscout
@wbrewyou
@anacabrera
@cdcdirector
@us_fda
@monicagandhi9
@j_g_allen

Top Tweeters in G8:
@dglaucomflecken
@scafoundation
@lglaucomflecken
@sawyer_kn
@resuscacademy
@psnobelen
@sayremr
@prodigyems
@kndainty
@emergresilience

Top Tweeters in G9:
@tonybrunoshow
@jn2375
@kdkaradio
@fema
@acended
@kimberlytravel
@kdkaradioamnews
@ppsnews
@itsonus
@paulrasmussenjr

Top Tweeters in G10:
@nytimes
@bbcworld
@scottgottliebmd
@govmikedewine
@govkathyhochul
@governorva
@covid_canada
@dumovicdude
@tutz1974
@covidwatch


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