(corona OR virus OR covid) (%22Gov PA%22 OR GovernorTomWolf), Twitter, 1/24/2022 2:16:18 AM, 270517


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(corona OR virus OR covid) (%22Gov PA%22 OR GovernorTomWolf)_2022-01-23_18-09-24.xlsx
(corona OR virus OR covid) ("Gov PA" OR GovernorTomWolf)_2022-01-23_18-09-24.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
January 24, 2022
Short Description:
(corona OR virus OR covid) ("Gov PA" OR GovernorTomWolf) via NodeXL https://bit.ly/3KEAFHg
@governortomwolf
@activistchick7
@qsforthedonald
@senatorcollett
@triblive
@senatepa
@brash_1
@0fficers0ands0
@terryha05131190
@wakeupamericadr

Top hashtags:
#mandatemasks

Description:
Description
The graph represents a network of 371 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, 24 January 2022 at 02:09 UTC.

The requested start date was Monday, 24 January 2022 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 11-day, 5-hour, 32-minute period from Monday, 10 January 2022 at 07:06 UTC to Friday, 21 January 2022 at 12:38 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 : 371
Unique Edges : 389
Edges With Duplicates : 632
Total Edges : 1021
Number of Edge Types : 5
Mentions : 568
Replies to : 177
Retweet : 91
MentionsInRetweet : 177
Tweet : 8
Self-Loops : 11
Reciprocated Vertex Pair Ratio : 0.022887323943662
Reciprocated Edge Ratio : 0.044750430292599
Connected Components : 5
Single-Vertex Connected Components : 3
Maximum Vertices in a Connected Component : 366
Maximum Edges in a Connected Component : 1017
Maximum Geodesic Distance (Diameter) : 4
Average Geodesic Distance : 2.772183
Graph Density : 0.00423253442121367
Modularity : 0.35854
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 371 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, 24 January 2022 at 02:09 UTC.

The requested start date was Monday, 24 January 2022 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 11-day, 5-hour, 32-minute period from Monday, 10 January 2022 at 07:06 UTC to Friday, 21 January 2022 at 12:38 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:
[3] https://www.bloomberg.com/tosv2.html?vid=&uuid=8ad65bf3-73a0-11ec-a9fd-794c45714846&url=L25ld3MvYXJ0aWNsZXMvMjAyMi0wMS0xMi9jYW5uYWJpcy1jb21wb3VuZHMtcHJldmVudGVkLWNvdmlkLWluZmVjdGlvbi1pbi1sYWJvcmF0b3J5LXN0dWR5
[2] https://www.buckscountycouriertimes.com/story/news/2022/01/14/doylestown-health-calls-central-bucks-school-district-leaders-change-covid-plan-hospital-overwhelmed/6530575001/
[2] https://www.pa.gov/get-vaccinated
[2] https://www.governor.pa.gov/newsroom/gov-wolf-stresses-importance-of-getting-vaccinated-and-boosted-against-covid-19/
[2] https://t.me/covidvaccinevictims
[2] https://twitter.com/governortomwolf/status/1481249604414935040
[1] https://www.buckscountycouriertimes.com/story/news/2022/01/10/centennial-school-district-union-surging-pandemic-omicron-masks-in-schools-bucks-county-education/9153769002/
[1] https://www.inquirer.com/opinion/commentary/biden-covid-response-20220119.html
[1] https://twitter.com/ashihipar/status/1480380251217842176
[1] https://www.medpagetoday.com/special-reports/exclusives/91695

Top URLs in Tweet in G1:
[3] https://www.bloomberg.com/tosv2.html?vid=&uuid=8ad65bf3-73a0-11ec-a9fd-794c45714846&url=L25ld3MvYXJ0aWNsZXMvMjAyMi0wMS0xMi9jYW5uYWJpcy1jb21wb3VuZHMtcHJldmVudGVkLWNvdmlkLWluZmVjdGlvbi1pbi1sYWJvcmF0b3J5LXN0dWR5
[2] https://t.me/covidvaccinevictims
[1] https://www.pa.gov/get-vaccinated
[1] https://twitter.com/slayerwolf11/status/1484354517982351360
[1] https://twitter.com/governortomwolf/status/1484148710699413505
[1] https://www.bloomberg.org/press/bloomberg-philanthropies-launches-historic-750-million-national-effort-to-advance-public-charter-schools-as-traditional-district-schools-fail-children-during-covid-19-pandemic/
[1] http://www.repkeefer.com/News/24091/Latest-News/Where
[1] https://www.governor.pa.gov/newsroom/gov-wolf-stresses-importance-of-getting-vaccinated-and-boosted-against-covid-19/
[1] https://twitter.com/GovernorTomWolf/status/1481287354572849156
[1] https://t.me/COVID19VACCINEVictims

Top URLs in Tweet in G2:
[2] https://www.buckscountycouriertimes.com/story/news/2022/01/14/doylestown-health-calls-central-bucks-school-district-leaders-change-covid-plan-hospital-overwhelmed/6530575001/
[1] https://twitter.com/ashihipar/status/1480380251217842176
[1] https://www.inquirer.com/opinion/commentary/biden-covid-response-20220119.html
[1] https://www.buckscountycouriertimes.com/story/news/2022/01/10/centennial-school-district-union-surging-pandemic-omicron-masks-in-schools-bucks-county-education/9153769002/
[1] https://www.nbcnews.com/tech/tech-news/national-covid-vaccine-card-quietly-emerged-rcna11678

Top URLs in Tweet in G3:
[1] https://www.media.pa.gov/Pages/Health-Details.aspx?newsid=1706
[1] https://www.governor.pa.gov/newsroom/gov-wolf-stresses-importance-of-getting-vaccinated-and-boosted-against-covid-19/
[1] https://www.cdc.gov/coronavirus/2019-ncov/science/science-briefs/masking-science-sars-cov2.html
[1] https://twitter.com/governortomwolf/status/1481249604414935040

Top URLs in Tweet in G4:
[1] https://www.pa.gov/get-vaccinated
[1] https://www.cdc.gov/coronavirus/2019-ncov/vaccines/different-vaccines.html
[1] https://portal.ct.gov/Coronavirus/Covid-19-Knowledge-Base/Vaccine-Ingredients
[1] https://www.cdc.gov/coronavirus/2019-ncov/vaccines/faq.html?s_cid=10492:covid%2019%20vaccine%20ingredients:sem.ga:p:RG:GM:gen:PTN:FY21
[1] https://www.coreysdigs.com/health-science/pfizer-fda-corruption-lethal-batches-and-autopsies-reveal-covid-19-jab-genocide/
[1] https://www.uspresidentialelectionnews.com/2021/09/biden-withholding-life-saving-antibody-treatments-from-covid-patients/
[1] https://apnews.com/article/pennsylvania-tom-wolf-coronavirus-pandemic-nursing-homes-7f4438604ef33677ba131b9cdddf1f2d

Top URLs in Tweet in G5:
[1] https://twitter.com/triblive/status/1481751660900794370

Top URLs in Tweet in G6:
[1] http://pa.aft.org/sites/default/files/20220110_aftpa_letter_to_wolf.pdf

Top URLs in Tweet in G7:
[1] http://et.al/mt/devel.php
[1] https://www.lifenews.com/2022/01/13/gretchen-whitmer-caught-covering-up-nursing-home-deaths-after-she-put-covid-patients-in-their-facilities/
[1] https://abc7.com/newsom-covid-test-kits-at-home/11446219/

Top URLs in Tweet in G8:
[1] https://ourworldindata.org/covid-deaths-by-vaccination
[1] https://www.pennlive.com/news/2021/12/pa-hospital-ceo-covid-19-vaccine-mandate-improved-staffing-even-after-153-depart.html

Top URLs in Tweet in G10:
[1] http://www.pheaa.org/SLRN

Top Domains
Top Domains in Tweet in Entire Graph:
[11] twitter.com
[6] pa.gov
[3] buckscountycouriertimes.com
[3] cdc.gov
[3] bloomberg.com
[3] t.me
[2] pennlive.com
[2] parealtors.org
[1] inquirer.com
[1] medpagetoday.com

Top Domains in Tweet in G1:
[3] pa.gov
[3] twitter.com
[3] bloomberg.com
[3] t.me
[2] parealtors.org
[1] bloomberg.org
[1] repkeefer.com
[1] telegram.org
[1] penncapital-star.com
[1] patch.com

Top Domains in Tweet in G2:
[3] buckscountycouriertimes.com
[1] twitter.com
[1] inquirer.com
[1] nbcnews.com

Top Domains in Tweet in G3:
[2] pa.gov
[1] cdc.gov
[1] twitter.com

Top Domains in Tweet in G4:
[2] cdc.gov
[1] pa.gov
[1] ct.gov
[1] coreysdigs.com
[1] uspresidentialelectionnews.com
[1] apnews.com

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

Top Domains in Tweet in G6:
[1] aft.org

Top Domains in Tweet in G7:
[1] et.al
[1] lifenews.com
[1] abc7.com

Top Domains in Tweet in G8:
[1] ourworldindata.org
[1] pennlive.com

Top Domains in Tweet in G10:
[1] pheaa.org

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[3] mandatemasks
[3] covid
[2] vaccineswork
[2] covid_19
[1] votejohnfettermansenate
[1] socialistmaniac
[1] clown
[1] covid19
[1] papolitics
[1] releasethefunds



Top Hashtags in Tweet in G1:
[1] votejohnfettermansenate
[1] covid19
[1] papolitics
[1] releasethefunds
[1] pennsylvania

Top Hashtags in Tweet in G2:
[3] mandatemasks
[2] vaccineswork
[2] covid_19

Top Hashtags in Tweet in G3:
[1] s
[1] lafcolcovid

Top Hashtags in Tweet in G4:
[1] socialistmaniac
[1] covid

Top Hashtags in Tweet in G5:
[1] votersuppression
[1] covid

Top Hashtags in Tweet in G7:
[1] covid

Top Words
Top Words in Tweet in Entire Graph:
[277] governortomwolf
[257] covid
[41] people
[40] protect
[38] cases
[37] vaccinated
[37] weismarkets
[35] potus
[34] pennsylvanians
[33] vaccine

Top Words in Tweet in G1:
[91] governortomwolf
[81] covid
[19] brash_1
[18] businesses
[17] huge
[16] mornin
[16] remember
[16] marched
[16] crowds
[16] blm

Top Words in Tweet in G2:
[25] governortomwolf
[23] schools
[21] covid
[19] potus
[18] mitigation
[16] seccardona
[14] masks
[14] cbsdschools
[13] pa
[11] secbecerra

Top Words in Tweet in G3:
[44] governortomwolf
[44] covid
[28] weismarkets
[26] talk
[26] camp
[26] hill
[26] re
[26] pennsylvanians
[26] cases
[25] doing

Top Words in Tweet in G4:
[16] governortomwolf
[16] covid
[14] cdcgov
[8] weismarkets
[5] ingredients
[4] vaccine
[4] home
[3] vaccines
[3] people
[3] again

Top Words in Tweet in G5:
[14] governortomwolf
[14] potus
[11] covid
[6] vaccinated
[6] kobefn
[4] vaccine
[4] jillryannikita
[3] cases
[3] matter
[3] beaver

Top Words in Tweet in G6:
[8] governortomwolf
[8] covid
[7] letter
[6] aftpa
[6] earlier
[6] today
[6] followed
[6] friday
[6] call
[6] strengthening

Top Words in Tweet in G7:
[9] governortomwolf
[8] covid
[8] govmurphy
[3] andrewcuomo
[3] deaths
[3] needs
[3] veritas
[3] docs
[3] reveal
[3] dc

Top Words in Tweet in G8:
[20] covid
[17] governortomwolf
[9] slik_karl
[8] drcossacktwitch
[7] 13gen013
[6] randomwalk1682
[6] ericgore19
[5] vaccinated
[5] fauci
[4] vaccines

Top Words in Tweet in G9:
[2] personal
[2] choice
[2] people

Top Words in Tweet in G10:
[14] nurses
[8] loan
[7] applications
[7] open
[7] student
[7] relief
[7] slrn
[7] program
[7] qualified
[7] working

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[35] governortomwolf,weismarkets
[32] covid,19
[29] covid,cases
[27] weismarkets,camp
[27] camp,hill
[27] pennsylvanians,covid
[26] hill,talk
[26] talk,re
[26] re,doing
[26] doing,protect

Top Word Pairs in Tweet in G1:
[16] mornin,governortomwolf
[16] governortomwolf,remember
[16] remember,marched
[16] marched,huge
[16] huge,crowds
[16] crowds,blm
[16] blm,protesters
[16] protesters,ordering
[16] ordering,small
[16] small,businesses

Top Word Pairs in Tweet in G2:
[10] masks,mitigation
[8] covid,ravages
[8] seccardona,secbecerra
[7] cnn,msnbc
[7] msnbc,foxnews
[7] foxnews,abc
[6] schools,open
[6] potus,vp
[6] abc,cbsnews
[5] pa,schools

Top Word Pairs in Tweet in G3:
[27] governortomwolf,weismarkets
[26] weismarkets,camp
[26] camp,hill
[25] hill,talk
[25] talk,re
[25] re,doing
[25] doing,protect
[25] protect,pennsylvanians
[25] pennsylvanians,covid
[25] covid,cases

Top Word Pairs in Tweet in G4:
[8] governortomwolf,weismarkets
[8] weismarkets,cdcgov
[4] governortomwolf,cdcgov
[3] nursing,home
[2] repthomasmassie,cdcgov
[2] cdcgov,sentoomey
[2] sentoomey,repmeuser
[2] repmeuser,senbobcasey
[2] senbobcasey,governortomwolf
[2] ingredients,covid

Top Word Pairs in Tweet in G5:
[11] governortomwolf,potus
[6] kobefn,governortomwolf
[4] jillryannikita,kobefn
[2] beaver,county
[2] mysticallibra13,kobefn
[2] vaccinated,people
[2] jlmuldoon,governortomwolf
[2] masks,schools

Top Word Pairs in Tweet in G6:
[6] earlier,today
[6] today,followed
[6] followed,friday
[6] friday,call
[6] call,strengthening
[6] strengthening,covid
[6] covid,mitigation
[6] mitigation,strategies
[6] strategies,letter
[6] letter,governortomwolf

Top Word Pairs in Tweet in G7:
[6] governortomwolf,govmurphy
[3] veritas,docs
[3] docs,reveal
[3] reveal,dc
[3] dc,bureaucrats
[3] bureaucrats,evidence
[3] evidence,ivermectin
[3] ivermectin,hydroxychloroquine
[3] hydroxychloroquine,effective
[3] effective,treating

Top Word Pairs in Tweet in G8:
[9] slik_karl,governortomwolf
[4] grandbelieber13,governortomwolf
[4] ericgore19,slik_karl
[3] drcossacktwitch,randomwalk1682
[3] randomwalk1682,ericgore19
[2] vaccines,work
[2] covid,vaccinated
[2] shut,vaccine
[2] vaccinated,unvaccinated
[2] kids,hospitalized

Top Word Pairs in Tweet in G9:
[2] personal,choice

Top Word Pairs in Tweet in G10:
[7] applications,open
[7] open,student
[7] student,loan
[7] loan,relief
[7] relief,nurses
[7] nurses,slrn
[7] slrn,program
[7] program,qualified
[7] qualified,nurses
[7] nurses,working

Top Replied-To
Top Replied-To in Entire Graph:
@governortomwolf
@whitehouse
@j_lem21
@jillryannikita
@drcossacktwitch
@13gen013
@mainlinemerle78
@kmunoz46
@pahealthsec
@maryhicks_3738

Top Replied-To in G1:
@governortomwolf
@dsjirene
@sharkfoxpanda
@jbroody

Top Replied-To in G2:
@whitehouse
@governortomwolf
@kmunoz46
@pahealthsec
@seccardona
@nickwtop
@potus
@aslavitt
@pennsylvaniagov
@nih

Top Replied-To in G3:
@governortomwolf
@governorsoffice
@pahealthdept
@amiexphealth
@ams90067
@padems

Top Replied-To in G4:
@governortomwolf
@ekershner
@repthomasmassie
@michelle051411
@treysonv
@onecrazykimh1
@tim98915209
@clefantom1

Top Replied-To in G5:
@governortomwolf
@jillryannikita
@mysticallibra13
@pagal200
@herder_of_cats
@jlmuldoon

Top Replied-To in G6:
@aftpa
@suzalah61

Top Replied-To in G7:
@b1n4ry
@freedomisgreen

Top Replied-To in G8:
@13gen013
@drcossacktwitch
@grandbelieber13
@celtic_gm
@governortomwolf
@pagal200
@randomwalk1682

Top Replied-To in G9:
@firsttimer01

Top Mentioned
Top Mentioned in Entire Graph:
@governortomwolf
@weismarkets
@potus
@cdcgov
@brash_1
@cbsdschools
@seccardona
@senbobcasey
@secbecerra
@senatorcollett

Top Mentioned in G1:
@governortomwolf
@brash_1
@janmurphy
@kogilover159
@phfatweets
@pennsylvaniagov
@triblive
@weismarkets
@cdcgov
@trainhurst

Top Mentioned in G2:
@governortomwolf
@potus
@cbsdschools
@seccardona
@secbecerra
@senbobcasey
@housedemocrats
@paattorneygen
@senatedems
@cnn

Top Mentioned in G3:
@governortomwolf
@weismarkets
@pahealthdept
@governorsoffice
@mrsmestevens
@pahealthsec
@pahumanservices
@padeptofed
@wgal
@jeregishwgal

Top Mentioned in G4:
@cdcgov
@governortomwolf
@weismarkets
@sentoomey
@repmeuser
@senbobcasey
@repthomasmassie
@pennsylvaniagov
@pahealthdept
@whcovidresponse

Top Mentioned in G5:
@potus
@governortomwolf
@kobefn
@pahealthdept
@thebccc
@cdcgov
@presssec
@jlmuldoon

Top Mentioned in G6:
@governortomwolf
@aftpa
@padeptofed
@aftunion
@bigwin4trish4tw
@governorsoffice
@fema

Top Mentioned in G7:
@governortomwolf
@govmurphy
@andrewcuomo
@govwhitmer
@wakeupamericadr
@potus
@vp
@freedomisgreen

Top Mentioned in G8:
@governortomwolf
@slik_karl
@ericgore19
@randomwalk1682
@drcossacktwitch
@13gen013
@grandbelieber13
@potus
@vicoysterspruce

Top Mentioned in G9:
@nerdyartistpriv
@jrdblades
@hipsterboner
@phlpublichealth
@phillymayor
@6abc
@nbcphiladelphia
@governortomwolf

Top Mentioned in G10:
@senatorcollett
@pheaaaid
@governortomwolf

Top Tweeters
Top Tweeters in Entire Graph:
@nytimes
@feinberg_linda
@foxnews
@fox29philly
@abc
@cnn
@wtop
@nbcnews
@6abc
@cbsnews

Top Tweeters in G1:
@pennlive
@cherylreynolds
@pigggielou
@xsjthomas007
@sunnyc4u
@dagny_r_taggert
@feldegar
@snowymtn
@kdkaradio
@sarahcassi

Top Tweeters in G2:
@nytimes
@foxnews
@fox29philly
@abc
@cnn
@wtop
@nbcnews
@cbsnews
@cbsphilly
@msnbc

Top Tweeters in G3:
@feinberg_linda
@wgal
@thejossgroup
@eeb_erica
@peggystine
@nani2350
@rubyflower16
@cappadoniae
@rochelledq
@bigmihart

Top Tweeters in G4:
@bigstape
@cdcgov
@kimberlytravel
@ashleyyheavner
@cooperc06053188
@senbobcasey
@repthomasmassie
@tim98915209
@clefantom1
@dukecafe1

Top Tweeters in G5:
@herder_of_cats
@kobefn
@jillryannikita
@varahlynette
@eriec4l
@thebccc
@rainbow_bodies
@machine_rebel
@jlmuldoon
@potus

Top Tweeters in G6:
@rweingarten
@aftunion
@fema
@padeptofed
@aftpa
@pftlocal3
@bigwin4trish4tw
@ohagana
@suzalah61
@aftpa_pres

Top Tweeters in G7:
@disneyecho
@divergentstream
@wakeupamericadr
@theyoungjurks
@freedomisgreen
@govmurphy
@govwhitmer
@b1n4ry
@andrewcuomo
@mlipinski1982

Top Tweeters in G8:
@lthomps54
@grandbelieber13
@slik_karl
@celtic_gm
@ericgore19
@drcossacktwitch
@randomwalk1682
@13gen013
@findingmiddle
@vicoysterspruce

Top Tweeters in G9:
@6abc
@nbcphiladelphia
@phlpublichealth
@jrdblades
@phillymayor
@qsforthedonald
@firsttimer01
@hipsterboner
@nerdyartistpriv

Top Tweeters in G10:
@carmosteph
@krisbm2
@pasenatedems
@senatorcollett
@pheaaaid
@bschaeffer
@correnek
@bnlandi