(corona OR virus OR covid) (%22Gov PA%22 OR GovernorTomWolf), Twitter, 10/25/2021 1:13:07 AM, 264668


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(corona OR virus OR covid) (%22Gov PA%22 OR GovernorTomWolf)_2021-10-24_18-09-24.xlsx
(corona OR virus OR covid) ("Gov PA" OR GovernorTomWolf)_2021-10-24_18-09-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 25, 2021
Short Description:
(corona OR virus OR covid) ("Gov PA" OR GovernorTomWolf) via NodeXL https://bit.ly/3B88Xgd
@governortomwolf
@bigstape
@daniellacinski
@cranberrywx
@jrfjr4
@krisbm2
@piezoelectric0
@fr33kswife
@slayerwolf11
@oneskye121

Top hashtags:
#pennsylvania
#governortomwolf

Description:
Description
The graph represents a network of 360 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, 25 October 2021 at 01:09 UTC.

The requested start date was Monday, 25 October 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 13-day, 3-hour, 1-minute period from Monday, 11 October 2021 at 04:37 UTC to Sunday, 24 October 2021 at 07:38 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 : 360
Unique Edges : 388
Edges With Duplicates : 662
Total Edges : 1050
Number of Edge Types : 5
Replies to : 280
Mentions : 537
Tweet : 15
MentionsInRetweet : 137
Retweet : 81
Self-Loops : 18
Reciprocated Vertex Pair Ratio : 0.0316901408450704
Reciprocated Edge Ratio : 0.0614334470989761
Connected Components : 8
Single-Vertex Connected Components : 5
Maximum Vertices in a Connected Component : 341
Maximum Edges in a Connected Component : 1020
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.754604
Graph Density : 0.00453419993809966
Modularity : 0.360169
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 360 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, 25 October 2021 at 01:09 UTC.

The requested start date was Monday, 25 October 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 13-day, 3-hour, 1-minute period from Monday, 11 October 2021 at 04:37 UTC to Sunday, 24 October 2021 at 07:38 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:
[16] https://apnews.com/article/pennsylvania-tom-wolf-coronavirus-pandemic-nursing-homes-7f4438604ef33677ba131b9cdddf1f2d
[5] https://www.motherjones.com/politics/2021/10/subramanian-harvard-covid-vaccines/
[4] https://www.fda.gov/news-events/press-announcements/fda-approves-first-covid-19-vaccine
[4] https://givetaxfree.org/campaigns/help-for-nurse-disabled-with-long-covid/
[3] https://www.cidrap.umn.edu/news-perspective/2021/08/young-kids-more-likely-older-kids-spread-covid-19-household
[3] https://www.princeton.edu/news/2020/09/30/largest-covid-19-contact-tracing-study-date-finds-children-key-spread-evidence
[3] https://www.readingeagle.com/2021/10/01/covid-update-berks-county-children/
[3] https://www.governor.pa.gov/newsroom/gov-wolf-pennsylvania-is-ready-for-federal-authorization-of-covid-19-vaccine-for-children-ages-5-11/
[3] https://www.governor.pa.gov/newsroom/gov-wolf-highlights-grant-program-to-promote-community-outreach-on-covid-19-vaccine/
[2] https://covid.cdc.gov/covid-data-tracker/#compare-trends_deaths-daily-rate-lin

Top URLs in Tweet in G1:
[3] https://www.governor.pa.gov/newsroom/gov-wolf-pennsylvania-is-ready-for-federal-authorization-of-covid-19-vaccine-for-children-ages-5-11/
[3] https://www.governor.pa.gov/newsroom/gov-wolf-highlights-grant-program-to-promote-community-outreach-on-covid-19-vaccine/
[2] https://governor.pa.gov/live
[1] https://www.pa.gov/get-vaccinated
[1] https://dced.pa.gov/download/vaccine-outreach-grant-guidelines/?wpdmdl=107170
[1] https://www.inquirer.com/health/coronavirus/covid-vaccine-pa-grants-equity-20211015.html
[1] https://twitter.com/PAHealthDept/status/1451605151572189193
[1] https://www.governor.pa.gov/newsroom/gov-wolf-70-percent-of-pennsylvanians-aged-18-and-older-are-fully-vaccinated/
[1] https://pacast.com/live/es
[1] https://www.corp-research.org/pfizer

Top URLs in Tweet in G2:
[16] https://apnews.com/article/pennsylvania-tom-wolf-coronavirus-pandemic-nursing-homes-7f4438604ef33677ba131b9cdddf1f2d
[4] https://www.fda.gov/news-events/press-announcements/fda-approves-first-covid-19-vaccine
[3] https://www.motherjones.com/politics/2021/10/subramanian-harvard-covid-vaccines/
[3] https://www.princeton.edu/news/2020/09/30/largest-covid-19-contact-tracing-study-date-finds-children-key-spread-evidence
[3] https://www.readingeagle.com/2021/10/01/covid-update-berks-county-children/
[3] https://www.cidrap.umn.edu/news-perspective/2021/08/young-kids-more-likely-older-kids-spread-covid-19-household
[2] https://covid.cdc.gov/covid-data-tracker/#compare-trends_deaths-daily-rate-lin
[1] https://www.ama-assn.org/press-center/press-releases/ama-survey-shows-over-96-doctors-fully-vaccinated-against-covid-19
[1] https://www.foxnews.com/media/trump-urges-all-americans-to-get-covid-vaccine-its-a-safe-vaccine.amp
[1] https://wvutoday.wvu.edu/stories/2021/06/22/death-and-religion-excess-deaths-sweep-through-amish-and-mennonite-communities-during-covid-19-pandemic

Top URLs in Tweet in G3:
[4] https://givetaxfree.org/campaigns/help-for-nurse-disabled-with-long-covid/
[1] https://twitter.com/pennslytckysue/status/1451163010630918154
[1] https://triblive.com/local/westmoreland/survey-finds-half-of-firms-in-region-dont-require-covid-vaccines-some-using-incentives-to-do-so/
[1] https://www.iisd.org/articles/five-steps-fossil-free-recovery

Top URLs in Tweet in G4:
[2] https://spectator.org/pennsylvanias-nursing-home-covid-19-scandal-rachel-levine/
[2] https://www.motherjones.com/politics/2021/10/subramanian-harvard-covid-vaccines/
[2] https://www.wpxi.com/news/investigates/confidential-agreement-uncovered-allowed-car-show-happen-despite-covid-19-restrictions/BUN43H7C3ZDCJJ2MIIEYXRN6AU/
[1] https://news.harvard.edu/gazette/story/2021/09/unvaccinated-older-people-leave-northern-states-vulnerable-to-covid-surge/

Top URLs in Tweet in G5:
[2] https://www.8newsnow.com/news/local-news/more-than-6000-people-received-their-first-dose-of-the-covid-19-vaccines-to-attend-the-raiders-game-at-allegiant-stadium/
[1] https://www.genome.gov/about-genomics/fact-sheets/Understanding-COVID-19-mRNA-Vaccines
[1] https://www.reuters.com/article/factcheck-covid-vaccines-idUSL1N2M70MW
[1] https://www.nebraskamed.com/COVID/you-asked-we-answered-are-pfizers-comirnaty-and-biontech-covid-19-vaccines-the-same-or-different
[1] http://www.fda.gov/coronavirus-disease-2019-covid-19/comirnaty-and-pfizer-biontech-covid-19-vaccine?fbclid=IwAR0UcF9PtS1C_G1zzp1Qw4BKfMSnzncQu4Jw4A1YRveFk8CxPiutpQAOjeA
[1] https://twitter.com/GovernorTomWolf/status/1450523469289037825
[1] https://faqs.in.gov/hc/en-us/articles/360054531351-What-are-the-ingredients-in-the-Pfizer-BioNTech-COVID-19-vaccine-
[1] https://www.nbcphiladelphia.com/news/coronavirus/covid-19-cases-hospitalizations-rise-among-vaccinated-in-pa/2985537/?amp

Top URLs in Tweet in G6:
[1] https://twitter.com/HughScot/status/1450467005908365319
[1] https://twitter.com/LifeNewsHQ/status/1450511024189231113
[1] https://twitter.com/thevivafrei/status/1450477974617264134

Top URLs in Tweet in G9:
[1] https://health-desk.org/articles/are-covid-19-vaccines-causing-antibody-dependent-enhancement
[1] https://www.jpost.com/health-science/pfizer-covid-19-vaccine-linked-to-rare-blood-disease-israeli-study-671694
[1] https://stopwrongfulconvictions.wordpress.com/2021/07/15/more-microscopic-images-of-blood-post-covid-vaccination/

Top Domains
Top Domains in Tweet in Entire Graph:
[16] apnews.com
[13] twitter.com
[11] pa.gov
[5] fda.gov
[5] motherjones.com
[4] givetaxfree.org
[3] cdc.gov
[3] umn.edu
[3] princeton.edu
[3] readingeagle.com

Top Domains in Tweet in G1:
[11] pa.gov
[2] inquirer.com
[2] twitter.com
[1] pacast.com
[1] corp-research.org
[1] wvu.edu
[1] nbcnews.com
[1] senatorsharifstreet.com
[1] tnonline.com
[1] businessinsider.com

Top Domains in Tweet in G2:
[16] apnews.com
[4] fda.gov
[3] cdc.gov
[3] motherjones.com
[3] princeton.edu
[3] readingeagle.com
[3] umn.edu
[2] indiatimes.com
[1] ama-assn.org
[1] foxnews.com

Top Domains in Tweet in G3:
[4] givetaxfree.org
[1] twitter.com
[1] triblive.com
[1] iisd.org

Top Domains in Tweet in G4:
[2] spectator.org
[2] motherjones.com
[2] wpxi.com
[1] harvard.edu

Top Domains in Tweet in G5:
[2] 8newsnow.com
[1] genome.gov
[1] reuters.com
[1] nebraskamed.com
[1] fda.gov
[1] twitter.com
[1] in.gov
[1] nbcphiladelphia.com

Top Domains in Tweet in G6:
[3] twitter.com

Top Domains in Tweet in G9:
[1] health-desk.org
[1] jpost.com
[1] wordpress.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[17] pennsylvania
[13] governortomwolf
[6] covid19
[4] longcovid
[3] strawberrymansion
[2] rachellevine
[2] pa
[1] fraud
[1] fines
[1] covid_19



Top Hashtags in Tweet in G1:
[3] strawberrymansion
[1] fraud
[1] fines
[1] pennsylvania
[1] covid_19
[1] informedconsent
[1] covid
[1] trump
[1] truth
[1] saturdaymorning

Top Hashtags in Tweet in G2:
[3] covid19
[2] pa
[1] covidreport

Top Hashtags in Tweet in G3:
[4] longcovid
[1] swpa
[1] westmorelandcounty
[1] pureblood
[1] usa

Top Hashtags in Tweet in G6:
[13] governortomwolf
[13] pennsylvania
[2] rachellevine

Top Hashtags in Tweet in G7:
[3] covid19

Top Words
Top Words in Tweet in Entire Graph:
[369] governortomwolf
[331] covid
[82] nursing
[79] vaccine
[59] home
[53] 19
[47] people
[45] pennsylvania
[39] more
[37] homes

Top Words in Tweet in G1:
[113] governortomwolf
[101] covid
[51] vaccine
[29] 19
[28] outreach
[26] philadelphia
[26] governorsoffice
[24] promote
[24] grants
[23] today

Top Words in Tweet in G2:
[135] governortomwolf
[105] covid
[39] nursing
[37] home
[28] reopenpa
[26] cdcgov
[22] pennsylvania
[21] bigstape
[20] patient
[18] against

Top Words in Tweet in G3:
[11] governortomwolf
[7] covid
[5] help
[4] need
[4] #longcovid
[4] potus
[3] work
[3] re
[3] assistance
[3] joshshapiropa

Top Words in Tweet in G4:
[28] governortomwolf
[24] hhs_ash
[21] covid
[14] deaths
[10] nursing
[10] pennsylvania
[8] homes
[7] never
[6] forget
[6] responsible

Top Words in Tweet in G5:
[33] governortomwolf
[31] covid
[15] vaccine
[12] jerseygirl2inpa
[9] vaccinated
[9] cooperc06053188
[9] kelly_k_77
[8] 100
[6] fully
[6] many

Top Words in Tweet in G6:
[19] put
[19] covid
[13] conspired
[13] #governortomwolf
[13] seniors
[13] #pennsylvania
[13] nursing
[13] homes
[13] first
[13] found

Top Words in Tweet in G7:
[3] #covid19
[3] mtosterholm
[3] covidwatch
[3] scottgottliebmd
[3] covid_canada
[3] governortomwolf
[3] govkathyhochul
[3] nytimes
[3] pennsylvania
[3] covid

Top Words in Tweet in G8:
[5] covid
[4] governortomwolf
[2] vaccine
[2] maryhicks_3738
[2] lazlopanaflex3
[2] s_hanna1
[2] 500
[2] kids

Top Words in Tweet in G9:
[6] governortomwolf
[5] radajjoei
[3] jhops771
[2] bringawarrant
[2] delta
[2] r0
[2] go
[2] phone
[2] virus
[2] julia20526177

Top Words in Tweet in G10:
[3] pushing
[3] lies
[2] bindlestaff
[2] brotherpatriot2
[2] jeffroushpoetry
[2] pastatedept
[2] governortomwolf
[2] brother
[2] fake
[2] patriot

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[53] covid,19
[47] nursing,home
[35] nursing,homes
[30] covid,vaccine
[27] governortomwolf,cdcgov
[25] governortomwolf,hhs_ash
[25] vaccine,outreach
[23] covid,positive
[23] mander,playground
[23] playground,philadelphia

Top Word Pairs in Tweet in G1:
[29] covid,19
[25] covid,vaccine
[24] vaccine,outreach
[22] mander,playground
[22] playground,philadelphia
[22] philadelphia,promote
[22] promote,grants
[22] grants,available
[22] available,covid
[22] outreach,nonprofits

Top Word Pairs in Tweet in G2:
[36] nursing,home
[25] governortomwolf,cdcgov
[17] covid,positive
[16] home,trade
[16] trade,associations
[16] associations,pennsylvania
[16] pennsylvania,aware
[16] aware,nursing
[16] home,forced
[16] forced,accept

Top Word Pairs in Tweet in G3:
[3] need,help
[2] governortomwolf,anyone
[2] suffering,#longcovid
[2] unable,work
[2] fettermanlt,senbobcasey
[2] potus,governortomwolf

Top Word Pairs in Tweet in G4:
[24] governortomwolf,hhs_ash
[9] covid,deaths
[7] nursing,homes
[6] hhs_ash,never
[6] never,forget
[6] forget,responsible
[6] responsible,covid
[6] deaths,nursing
[6] homes,pennsylvania
[5] shill_ds,governortomwolf

Top Word Pairs in Tweet in G5:
[9] kelly_k_77,governortomwolf
[8] jerseygirl2inpa,kelly_k_77
[7] cooperc06053188,jerseygirl2inpa
[6] fully,vaccinated
[5] many,children
[5] children,lost
[5] lost,parents
[5] parents,mandate
[5] mandate,signed
[5] signed,place

Top Word Pairs in Tweet in G6:
[13] conspired,#governortomwolf
[13] #governortomwolf,put
[13] put,seniors
[13] seniors,covid
[13] covid,#pennsylvania
[13] #pennsylvania,nursing
[13] nursing,homes
[13] homes,first
[13] first,found
[7] sunshinesuper11,conspired

Top Word Pairs in Tweet in G7:
[3] #covid19,mtosterholm
[3] mtosterholm,covidwatch
[3] covidwatch,scottgottliebmd
[3] scottgottliebmd,covid_canada
[3] covid_canada,governortomwolf
[3] governortomwolf,govkathyhochul
[3] govkathyhochul,nytimes
[3] nytimes,pennsylvania
[2] pennsylvania,covid

Top Word Pairs in Tweet in G8:
[2] maryhicks_3738,lazlopanaflex3

Top Word Pairs in Tweet in G9:
[5] radajjoei,governortomwolf
[3] jhops771,radajjoei
[2] bringawarrant,jhops771
[2] julia20526177,radajjoei

Top Word Pairs in Tweet in G10:
[2] bindlestaff,brotherpatriot2
[2] brotherpatriot2,jeffroushpoetry
[2] jeffroushpoetry,pastatedept
[2] pastatedept,governortomwolf
[2] governortomwolf,brother
[2] brother,fake
[2] fake,patriot
[2] patriot,pushing
[2] pushing,kinds

Top Replied-To
Top Replied-To in Entire Graph:
@governortomwolf
@bigstape
@reopenpa
@cooperc06053188
@post_calvinist
@americanafauna
@annierrobins
@captainknots27
@scottymacrules1
@jmdulljason

Top Replied-To in G1:
@governortomwolf
@captainknots27
@lisag724
@governorsoffice
@corky34955513
@jaoxenford
@shoutphotos
@mcquown84
@j_lem21
@enniomagnarelli

Top Replied-To in G2:
@bigstape
@reopenpa
@post_calvinist
@americanafauna
@governortomwolf
@covidprofessor
@eatp1ants
@jmdulljason
@scottymacrules1
@bradh36

Top Replied-To in G3:
@governortomwolf
@wtae
@wpxi
@joshshapiropa
@triblive

Top Replied-To in G4:
@governortomwolf
@kliminator
@doseofdna
@tonymango5
@lessnametag
@scottpa20662793
@weaverxp
@sarafina7707
@jaybyrdbird

Top Replied-To in G5:
@cooperc06053188
@sheilayoung61
@kellyho02428773
@annierrobins
@uncommonsensepa
@tiedied2much3
@piezoelectric0
@bidensdeadvoter
@jhops771
@pastallhope

Top Replied-To in G6:
@seantyl42128946
@domshow1210
@vetmark1968

Top Replied-To in G8:
@bunnysql
@governortomwolf
@maryhicks_3738
@s_hanna1

Top Replied-To in G9:
@bringawarrant
@julia20526177
@jhops771
@kelly46427304

Top Replied-To in G10:
@bindlestaff

Top Mentioned
Top Mentioned in Entire Graph:
@governortomwolf
@cdcgov
@governorsoffice
@hhs_ash
@reopenpa
@jerseygirl2inpa
@pahealthdept
@kelly_k_77
@miketay02856096
@radajjoei

Top Mentioned in G1:
@governortomwolf
@governorsoffice
@shoutphotos
@sensharifstreet
@senatorhughes
@waytogoworld1
@cdcgov
@dnc
@gunwizard7
@co2buildup

Top Mentioned in G2:
@governortomwolf
@cdcgov
@reopenpa
@miketay02856096
@post_calvinist
@pahealthdept
@tonymango5
@lmtlmtlmt
@delo_77
@radajjoei

Top Mentioned in G3:
@governortomwolf
@potus
@joshshapiropa
@fettermanlt
@senbobcasey
@sentoomey
@triblive
@usrepmikedoyle
@repconorlamb
@repmgs

Top Mentioned in G4:
@hhs_ash
@governortomwolf
@shill_ds
@lessnametag
@moerich14
@karengail19
@margolisshana
@kristydawn15
@sam1963
@boatsnhoagz

Top Mentioned in G5:
@governortomwolf
@jerseygirl2inpa
@kelly_k_77
@slayerwolf11
@cyn_atchison
@jhops771
@annierrobins
@tonymango5
@toddkbailey
@governorsoffice

Top Mentioned in G6:
@sunshinesuper11

Top Mentioned in G7:
@mtosterholm
@covidwatch
@scottgottliebmd
@covid_canada
@governortomwolf
@govkathyhochul
@nytimes
@dumovicdude

Top Mentioned in G8:
@governortomwolf
@lazlopanaflex3
@bobbyjgallo
@lenkenobi
@s_hanna1
@mattybones8
@maryhicks_3738

Top Mentioned in G9:
@governortomwolf
@radajjoei
@jhops771

Top Mentioned in G10:
@brotherpatriot2
@jeffroushpoetry
@pastatedept
@governortomwolf
@cindisplace
@bindlestaff

Top Tweeters
Top Tweeters in Entire Graph:
@nytimes
@mrpshropshire
@wpxi
@cnn
@wtae
@iridescentashes
@wgal
@americanforsure
@jp1dp2
@triblive

Top Tweeters in G1:
@mrpshropshire
@iridescentashes
@americanforsure
@jp1dp2
@phillyinquirer
@janettekirchner
@eeb_erica
@durandkacey
@chaoticgood1980
@d80s

Top Tweeters in G2:
@bigstape
@pennslytckysue
@lthomps54
@cdcgov
@johnny5is_alive
@stockwrecker
@acended
@reopenpa
@patrickstaple12
@cyndiwetfish

Top Tweeters in G3:
@wpxi
@wtae
@triblive
@kdka
@krisbm2
@janicedean
@schellhor
@pasenatedems
@pagop
@kdkaradioamnews

Top Tweeters in G4:
@deanna4freedom
@woody35771540
@weaverxp
@woodchuck1961
@1thingisneedful
@sam1963
@debster0701
@pensfan668771
@jaybyrdbird
@lucysul83935904

Top Tweeters in G5:
@herder_of_cats
@bowerda222
@annierrobins
@realsirchuck
@kellyho02428773
@dorigan23
@kelly_k_77
@sharkfoxpanda
@cooperc06053188
@uncommonsensepa

Top Tweeters in G6:
@billyrisner2
@curtishebert
@jedi_fu
@wmleeschuette
@b26rick
@domshow1210
@ugk_mma
@vetmark1968
@wwillson4
@sunshinesuper11

Top Tweeters in G7:
@nytimes
@scottgottliebmd
@govkathyhochul
@covid_canada
@dumovicdude
@tutz1974
@covidwatch
@mtosterholm

Top Tweeters in G8:
@s_hanna1
@mattybones8
@bobbyjgallo
@lenkenobi
@lazlopanaflex3
@maryhicks_3738

Top Tweeters in G9:
@bringawarrant
@julia20526177
@jhops771
@joycebythesea
@kelly46427304

Top Tweeters in G10:
@bindlestaff
@cindisplace
@jeffroushpoetry
@pastatedept
@brotherpatriot2