NodeXL Graph Gallery: Interactive Graph


Donate to the Social Media Research Foundation's NodeXL development fund

(corona OR virus OR covid) (%22Gov PA%22 OR GovernorTomWolf)_2021-07-05_18-09-25.xlsx (experimental version)
NOTE: This version of the graph is not available with the browser you are using. A more recent version of the browser is required.
Zoom in Zoom out Reset the graph
Go to the graph's main page

From:
NodeXLExcelAutomator
Uploaded on:
July 06, 2021
Short Description:
(corona OR virus OR covid) ("Gov PA" OR GovernorTomWolf) via NodeXL https://bit.ly/3ACaFHy
@governortomwolf
@jchrthomas
@____j_j______
@bigstape
@rikdaprik
@piezoelectric0
@maggiesfarm76
@electronjohnny
@patriotcountry2
@governorsoffice

Top hashtags:
#covid19

Description:
Description
The graph represents a network of 490 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 Tuesday, 06 July 2021 at 01:09 UTC.

The requested start date was Monday, 05 July 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, 8-hour, 9-minute period from Monday, 21 June 2021 at 14:11 UTC to Sunday, 04 July 2021 at 22:20 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 : 490
Unique Edges : 521
Edges With Duplicates : 626
Total Edges : 1147
Number of Edge Types : 5
Replies to : 225
Mentions : 535
Tweet : 12
MentionsInRetweet : 250
Retweet : 125
Self-Loops : 12
Reciprocated Vertex Pair Ratio : 0.027359781121751
Reciprocated Edge Ratio : 0.0532623169107856
Connected Components : 10
Single-Vertex Connected Components : 6
Maximum Vertices in a Connected Component : 462
Maximum Edges in a Connected Component : 1096
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.852465
Graph Density : 0.00313425983890489
Modularity : 0.438974
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 490 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 Tuesday, 06 July 2021 at 01:09 UTC.

The requested start date was Monday, 05 July 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, 8-hour, 9-minute period from Monday, 21 June 2021 at 14:11 UTC to Sunday, 04 July 2021 at 22:20 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:
[4] https://twitter.com/GovernorTomWolf/status/1409466838082334721
[3] https://www.penncapital-star.com/blog/bill-banning-covid-19-vaccine-passports-on-its-way-to-gov-tom-wolf-who-vows-veto/
[2] https://www.penncapital-star.com/blog/wolf-vetoes-bill-banning-pa-primary-schools-colleges-from-requiring-covid-vaccines/
[2] https://abc7.com/health/new-model-projects-covid-resurgence-in-3-months/10820197/
[2] https://www.governor.pa.gov/newsroom/pennsylvania-covid-19-early-warning-monitoring-dashboard-update-for-june-18-june-24/
[2] https://twitter.com/governortomwolf/status/1409466838082334721
[2] https://www.governor.pa.gov/newsroom/gov-wolf-75-percent-of-pennsylvanians-have-received-first-covid-19-vaccination/
[1] https://onlinelibrary.wiley.com/doi/10.1111/apa.15870?cookieSet=1
[1] https://www.reuters.com/world/uk/people-aged-over-50-britain-be-offered-3rd-covid-vaccine-shot-autumn-times-2021-05-04/
[1] https://twitter.com/DrEricDing/status/1410605402991988748

Top URLs in Tweet in G1:
[2] https://www.governor.pa.gov/newsroom/pennsylvania-covid-19-early-warning-monitoring-dashboard-update-for-june-18-june-24/
[1] https://www.governor.pa.gov/newsroom/gov-wolf-75-percent-of-pennsylvanians-have-received-first-covid-19-vaccination/
[1] https://www.governor.pa.gov/newsroom/gov-wolf-supports-budget-with-largest-education-funding-increase-in-state-history/
[1] https://www.governor.pa.gov/newsroom/gov-wolf-signs-budget-with-largest-education-funding-increase-in-state-history/
[1] https://on.pa.gov/3xK5S4E
[1] https://wjactv.com/news/local/wolf-vetoes-ban-on-governmental-college-vaccine-passports
[1] https://www.pealcenter.org/optional-year-of-education-due-to-covid-19/?fbclid=IwAR2Vdr-jDXAWsSzGmaqeUeKkrVtIZGjXXDa6BA7w2D3Hn5JV0WpZWs7MM1U
[1] https://www.pealcenter.org/optional-year-of-education-due-to-covid-19/
[1] https://www.governor.pa.gov/newsroom/pennsylvania-covid-19-early-warning-monitoring-dashboard-update-for-june-11-june-17/
[1] https://twitter.com/GovernorTomWolf/status/1409466838082334721

Top URLs in Tweet in G2:
[1] https://twitter.com/jchrthomas/status/1406298355450458124

Top URLs in Tweet in G3:
[2] https://abc7.com/health/new-model-projects-covid-resurgence-in-3-months/10820197/
[1] https://www.goodmorningamerica.com/news/video/delta-variant-accounts-quarter-us-covid-cases-78575732
[1] https://twitter.com/thedailybeast/status/1408603573055799299
[1] https://www.axios.com/california-unpaid-rent-eviction-covid-738781aa-9e61-4dd5-b9fa-be773f29a5f1.html
[1] https://www.yourerie.com/health/coronavirus/new-covid-variant-makes-way-to-pennsylvania-but-not-detected-in-erie-county/
[1] https://abcn.ws/3wj1AAJ
[1] https://www.forbes.com/sites/jemimamcevoy/2021/06/22/fauci-delta-variant-doubling-in-us-every-two-weeks-in-greatest-threat-to-eradicating-covid/?sh=178080c1777d
[1] https://www.fox13news.com/news/florida-leads-nation-in-new-daily-cases-of-covid-19-doctors-say
[1] https://idp.nature.com/authorize?response_type=cookie&client_id=grover&redirect_uri=https%3A%2F%2Fwww.nature.com%2Farticles%2Fd41586-021-01442-9

Top URLs in Tweet in G4:
[1] https://www.foxnews.com/media/trump-urges-all-americans-to-get-covid-vaccine-its-a-safe-vaccine
[1] https://apnews.com/article/pennsylvania-tom-wolf-coronavirus-pandemic-nursing-homes-7f4438604ef33677ba131b9cdddf1f2d
[1] https://www.inquirer.com/health/coronavirus/covid-vaccine-nursing-home-pa-philadelphia-staff-resident-hesitancy-20210415.html
[1] https://www.timesofisrael.com/virus-czar-says-indoor-mask-rule-could-be-back-friday-as-daily-cases-top-200/
[1] https://wwwnc.cdc.gov/travel/notices/covid-3/coronavirus-united-kingdom
[1] https://www.cdc.gov/nchs/nvss/vsrr/covid19/excess_deaths.htm
[1] https://thehill.com/homenews/state-watch/558593-pennsylvania-ends-covid-19-emergency-declaration

Top URLs in Tweet in G5:
[1] https://twitter.com/TonyMango5/status/1408853172861509635
[1] https://www.post-gazette.com/news/health/2020/05/21/Pa-health-officials-quietly-alter-erroneous-nursing-home-case-death-counts-covid-19/stories/202005210164

Top URLs in Tweet in G6:
[1] https://onlinelibrary.wiley.com/doi/10.1111/apa.15870?cookieSet=1
[1] https://jamanetwork.com/journals/jamanetworkopen/fullarticle/2778347
[1] https://science.sciencemag.org/content/372/6549/1413
[1] https://www.atsjournals.org/doi/10.1513/AnnalsATS.202007-812RL?cookieSet=1
[1] https://twitter.com/GovernorTomWolf/status/1409466838082334721

Top URLs in Tweet in G7:
[1] https://twitter.com/governortomwolf/status/1409466838082334721
[1] https://twitter.com/GovernorTomWolf/status/1409466838082334721

Top URLs in Tweet in G8:
[3] https://www.penncapital-star.com/blog/bill-banning-covid-19-vaccine-passports-on-its-way-to-gov-tom-wolf-who-vows-veto/
[2] https://www.penncapital-star.com/blog/wolf-vetoes-bill-banning-pa-primary-schools-colleges-from-requiring-covid-vaccines/

Top URLs in Tweet in G9:
[1] https://www.fox5atlanta.com/news/atlanta-3-year-old-rolls-up-sleeve-to-test-covid-19-vaccine
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4213977/
[1] https://ccguide.org/young88.php
[1] https://www.post-gazette.com/news/health/2021/06/25/Pennsylvania-Legislature-passes-vaccine-passport-ban-limits-secretary-of-health-Governor-Tom-Wolf-veto/stories/202106250094

Top Domains
Top Domains in Tweet in Entire Graph:
[21] twitter.com
[8] pa.gov
[5] penncapital-star.com
[3] p2a.co
[2] abc7.com
[2] pealcenter.org
[2] apnews.com
[2] cdc.gov
[2] post-gazette.com
[1] wiley.com

Top Domains in Tweet in G1:
[7] pa.gov
[3] p2a.co
[2] pealcenter.org
[2] twitter.com
[1] wjactv.com

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

Top Domains in Tweet in G3:
[2] abc7.com
[1] goodmorningamerica.com
[1] twitter.com
[1] axios.com
[1] yourerie.com
[1] abcn.ws
[1] forbes.com
[1] fox13news.com
[1] nature.com

Top Domains in Tweet in G4:
[2] cdc.gov
[1] foxnews.com
[1] apnews.com
[1] inquirer.com
[1] timesofisrael.com
[1] thehill.com

Top Domains in Tweet in G5:
[1] twitter.com
[1] post-gazette.com

Top Domains in Tweet in G6:
[1] wiley.com
[1] jamanetwork.com
[1] sciencemag.org
[1] atsjournals.org
[1] twitter.com

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

Top Domains in Tweet in G8:
[5] penncapital-star.com

Top Domains in Tweet in G9:
[1] fox5atlanta.com
[1] nih.gov
[1] ccguide.org
[1] post-gazette.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[7] covid19
[5] papolitics
[2] bankofamerica
[1] pennsylvania
[1] pennsylvaniasupremecourt
[1] potus
[1] cosby
[1] metoo
[1] brianmoynihan
[1] governortomwolf



Top Hashtags in Tweet in G1:
[1] specialeducation

Top Hashtags in Tweet in G2:
[1] teamkentucky
[1] missouri
[1] mogov

Top Hashtags in Tweet in G3:
[1] extendtheevictionmoratoriumnow
[1] governortomwolf
[1] tomwolfpa
[1] irs
[1] liveeventsco

Top Hashtags in Tweet in G7:
[1] buildbackbetter

Top Hashtags in Tweet in G8:
[6] covid19
[5] papolitics

Top Hashtags in Tweet in G9:
[1] insane

Top Words
Top Words in Tweet in Entire Graph:
[359] governortomwolf
[330] covid
[99] 19
[95] pennsylvania
[94] vaccine
[75] governorsoffice
[68] people
[66] today
[58] virus
[42] announced

Top Words in Tweet in G1:
[153] governortomwolf
[148] covid
[74] 19
[69] pennsylvania
[63] today
[63] governorsoffice
[52] vaccine
[41] announced
[38] pandemic
[37] comeback

Top Words in Tweet in G2:
[2] joshshapiropa
[2] governortomwolf
[2] state
[2] gop
[2] covid

Top Words in Tweet in G3:
[38] governortomwolf
[28] covid
[12] senatorcosta
[10] over
[9] people
[9] cdcgov
[8] governorsoffice
[7] virus
[6] ____j_j______
[6] variant

Top Words in Tweet in G4:
[27] governortomwolf
[22] covid
[16] home
[15] nursing
[8] evidence
[8] pennsylvania
[8] patient
[7] single
[7] resident
[7] died

Top Words in Tweet in G5:
[19] covid
[18] governortomwolf
[10] repomara
[5] wolfgames2021
[5] hhs_ash
[4] people
[4] patients
[4] slagsr
[4] more
[4] still

Top Words in Tweet in G6:
[33] covid
[29] governortomwolf
[18] vaccine
[12] people
[11] don
[10] long
[9] piezoelectric0
[9] pneumonia
[8] term
[8] virus

Top Words in Tweet in G7:
[8] everyone
[8] pa
[8] 07
[8] vaccinated
[8] part
[8] stop
[8] spread
[8] thank
[8] earned
[7] repsusanwild

Top Words in Tweet in G8:
[10] governortomwolf
[10] byjohnlmicek
[9] bill
[9] banning
[9] covid
[8] penncapitalstar
[8] 75
[8] aged
[8] 18
[8] older

Top Words in Tweet in G9:
[8] governortomwolf
[5] covid_1984_
[4] govrondesantis
[4] lillypad
[4] acreagecannabis
[4] speakerboehner
[3] jbpritzker
[3] fbi
[3] vaccine
[2] being

Top Words in Tweet in G10:
[12] governortomwolf
[8] covid
[6] lorirobinson112
[5] shots
[4] virus
[4] ____j_j______
[3] vaccine
[3] people
[3] vaccinated
[3] 19

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[99] covid,19
[44] covid,vaccine
[38] 19,pandemic
[37] governortomwolf,today
[36] pennsylvania,comeback
[36] comeback,covid
[36] pandemic,governortomwolf
[36] today,announced
[36] announced,support
[35] governorsoffice,pennsylvania

Top Word Pairs in Tweet in G1:
[74] covid,19
[38] covid,vaccine
[37] 19,pandemic
[37] governortomwolf,today
[36] pennsylvania,comeback
[36] comeback,covid
[36] pandemic,governortomwolf
[36] today,announced
[36] announced,support
[35] governorsoffice,pennsylvania

Top Word Pairs in Tweet in G2:
[2] joshshapiropa,governortomwolf

Top Word Pairs in Tweet in G3:
[7] governortomwolf,governorsoffice
[6] governortomwolf,senatorcosta
[6] covid,over
[6] governortomwolf,cdcgov
[4] ____j_j______,governortomwolf
[4] senatorcosta,paattorneygen
[4] jillles75428966,guyschultz
[3] cdcgov,cdcdirector
[3] landlordwatch,evictionlab
[3] extend,eviction

Top Word Pairs in Tweet in G4:
[15] nursing,home
[7] evidence,single
[7] single,pennsylvania
[7] pennsylvania,nursing
[7] home,resident
[7] resident,died
[7] died,result
[7] result,covid
[7] covid,patient
[7] patient,returned

Top Word Pairs in Tweet in G5:
[6] governortomwolf,repomara
[5] governortomwolf,hhs_ash
[4] wolfgames2021,governortomwolf
[4] repomara,slagsr
[3] covid,19
[2] covid,positive
[2] positive,frail
[2] frail,elderly
[2] conserv26124251,governortomwolf
[2] covid,patients

Top Word Pairs in Tweet in G6:
[8] long,term
[7] aprilsh99452871,governortomwolf
[5] covid,vaccine
[4] piezoelectric0,aprilsh99452871
[4] term,illnesses
[4] bepresent4,governortomwolf
[3] young,people
[3] justthe35015031,aprilsh99452871
[3] governortomwolf,oh
[3] covid,infection

Top Word Pairs in Tweet in G7:
[8] everyone,pa
[8] pa,07
[8] 07,vaccinated
[8] vaccinated,part
[8] part,stop
[8] stop,spread
[8] spread,thank
[8] thank,earned
[7] repsusanwild,everyone
[7] earned,conti

Top Word Pairs in Tweet in G8:
[9] bill,banning
[8] aged,18
[8] 18,older
[8] older,received
[8] covid,19
[7] inbox,75
[7] 75,percent
[7] percent,pennsylvania
[7] pennsylvania,residents
[7] residents,aged

Top Word Pairs in Tweet in G9:
[5] covid_1984_,governortomwolf
[4] acreagecannabis,speakerboehner
[3] governortomwolf,lillypad
[3] lillypad,acreagecannabis
[3] speakerboehner,jbpritzker
[3] jbpritzker,govrondesantis
[2] govrondesantis,fbi

Top Word Pairs in Tweet in G10:
[6] lorirobinson112,governortomwolf
[3] covid,19
[2] ____j_j______,governortomwolf
[2] ____j_j______,shannonnutt
[2] shannonnutt,lorirobinson112
[2] 19,shots

Top Replied-To
Top Replied-To in Entire Graph:
@governortomwolf
@bosschonk
@ragomaria1
@____j_j______
@justthe35015031
@piezoelectric0
@jhops771
@governorsoffice
@commons69917449
@covid_1984_

Top Replied-To in G1:
@governortomwolf
@governorsoffice
@bridarlinx3
@irishgeek1268
@nsdmechpa
@blackbunnyfibrz
@broken_flapper
@beanfrompa
@pahealthdept
@liberallyhappy

Top Replied-To in G2:
@joshshapiropa
@hawleymo

Top Replied-To in G3:
@governortomwolf
@____j_j______
@patriotcountry2
@idealskeptic
@praline5687
@darleneishler
@belle77375730
@shellikm2kohler
@claudiaelodie
@flukejesse

Top Replied-To in G4:
@bosschonk
@swampveteran
@jrdblades
@commons69917449
@americanmaeve
@bigstape
@sheilayoung61
@bigbenismydad
@makerothings2
@kristydawn15

Top Replied-To in G5:
@governortomwolf
@jaytikos4th
@repomara
@gone_viking1000
@conserv26124251
@lolcsw
@godlessveteran
@burpytrolls
@stephrn333
@wolfgames2021

Top Replied-To in G6:
@justthe35015031
@piezoelectric0
@jhops771
@reopenpa
@imrednow
@stratavariusrex
@brettmoore19
@jimmythenose2
@seeingclearlya1
@sheilayoung61

Top Replied-To in G9:
@covid_1984_

Top Replied-To in G10:
@lorirobinson112
@governortomwolf
@____j_j______
@arbia89254765
@plegalization
@eaglesnation90
@hahannahrose_

Top Mentioned
Top Mentioned in Entire Graph:
@governortomwolf
@governorsoffice
@aapsonline
@pahealthsec
@senatorcosta
@byjohnlmicek
@cdcgov
@penncapitalstar
@repomara
@aprilsh99452871

Top Mentioned in G1:
@governortomwolf
@governorsoffice
@aapsonline
@pahealthsec
@wpxiaaronmartin
@pahealthdept
@whcovidresponse
@hithere144
@beanfrompa
@rikkitorment

Top Mentioned in G2:
@governortomwolf
@kmbc
@raquelmartintv
@newspressnow
@kytv
@krcg13
@fox2now
@kmov
@missourinet
@komunews

Top Mentioned in G3:
@governortomwolf
@senatorcosta
@cdcgov
@governorsoffice
@landlordwatch
@evictionlab
@paattorneygen
@joebiden
@cdcdirector
@guyschultz

Top Mentioned in G4:
@governortomwolf
@comandr_n_tweet
@highlandercf1
@jakedavewebster
@sheilayoung61
@governorsoffice
@pahealthsec
@shonfrel
@pennsyltuckyjca
@secretarylevine

Top Mentioned in G5:
@governortomwolf
@repomara
@hhs_ash
@wolfgames2021
@slagsr
@burpytrolls
@conserv26124251
@johnnie13dj
@weasiek
@aardvarktv

Top Mentioned in G6:
@governortomwolf
@aprilsh99452871
@piezoelectric0
@bepresent4
@dav5
@grambo20
@brettmoore19
@steakburritoxrp
@jimmythenose2
@wakeupsleepers

Top Mentioned in G7:
@repsusanwild
@rephoulahan

Top Mentioned in G8:
@governortomwolf
@byjohnlmicek
@penncapitalstar
@stephenj_caruso
@governorsoffice

Top Mentioned in G9:
@governortomwolf
@govrondesantis
@lillypad
@acreagecannabis
@speakerboehner
@jbpritzker
@fbi
@govkemp
@govbilllee
@govabbott

Top Mentioned in G10:
@governortomwolf
@lorirobinson112
@____j_j______
@shannonnutt
@governorsoffice

Top Tweeters
Top Tweeters in Entire Graph:
@solutioneer72
@all435reps
@smilan317
@pinchandscrimp
@cindyceemerson
@570karen
@universalrts
@beanfrompa
@coachweaver3
@arctichamster

Top Tweeters in G1:
@pinchandscrimp
@570karen
@beanfrompa
@coachweaver3
@wpxi
@tadei
@corona_ssyt
@mialis79
@catsrangels2
@jp1dp2

Top Tweeters in G2:
@smilan317
@kmbc
@ksdknews
@fox2now
@41actionnews
@fox4kc
@stltoday
@kmov
@kfvsnews
@trytostopjane

Top Tweeters in G3:
@funder
@donnakami
@rvawonk
@who
@idealskeptic
@claudiaelodie
@hasbil80
@pasenatedems
@thedemocrats
@cdcgov

Top Tweeters in G4:
@bigstape
@jakedavewebster
@sglockenspeil
@mystic_al13n
@shonfrel
@jrdblades
@comandr_n_tweet
@sheilayoung61
@pennsyltuckyjca
@jwh100

Top Tweeters in G5:
@aliberk65
@weasiek
@seaforde1
@ecramsfan8110
@hhs_ash
@wolfgames2021
@repomara
@gone_viking1000
@jaytikos4th
@burpytrolls

Top Tweeters in G6:
@sevomhofe
@bepresent4
@reopenpa
@brettmoore19
@seeingclearlya1
@eutimesnet
@aprilsh99452871
@imrednow
@wakeupsleepers
@jhops771

Top Tweeters in G7:
@solutioneer72
@all435reps
@cindyceemerson
@mydoggigi
@krisbm2
@vallen67
@hillarykwiatek
@realrichwilkins
@dksmedley4
@zeldasrequiem

Top Tweeters in G8:
@montcocourtnews
@byjohnlmicek
@stephenj_caruso
@penncapitalstar
@randolelizabeth
@joliah_jensjaz
@wordsby_cassiem
@marley_parish
@sandy_sloth_81
@ntorok4

Top Tweeters in G9:
@speakerboehner
@lillypad
@fbi
@electronjohnny
@jbpritzker
@govabbott
@govrondesantis
@govkemp
@jandtcontent
@govbilllee

Top Tweeters in G10:
@joannkennedycan
@hahannahrose_
@plegalization
@paresponsible
@eaglesnation90
@vincentzuljr
@shannonnutt
@lorirobinson112
@partylotus
@arbia89254765