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(corona OR virus OR covid) (%22Gov PA%22 OR GovernorTomWolf)_2021-11-28_18-09-24.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
November 29, 2021
Short Description:
(corona OR virus OR covid) ("Gov PA" OR GovernorTomWolf) via NodeXL https://bit.ly/3lc79Of
@governortomwolf
@attachmesjlo
@jules325
@ronaldkragnes
@anorganizedmom
@1631acts
@bigstape
@janettekirchner
@lh_massive
@phatal187

Top hashtags:
#covid19
#covidisairborne

Description:
Description
The graph represents a network of 269 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, 29 November 2021 at 02:09 UTC.

The requested start date was Monday, 29 November 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 13-day, 1-hour, 46-minute period from Monday, 15 November 2021 at 02:16 UTC to Sunday, 28 November 2021 at 04:02 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 : 269
Unique Edges : 302
Edges With Duplicates : 311
Total Edges : 613
Number of Edge Types : 5
Replies to : 117
Mentions : 237
MentionsInRetweet : 169
Retweet : 84
Tweet : 6
Self-Loops : 8
Reciprocated Vertex Pair Ratio : 0.0165876777251185
Reciprocated Edge Ratio : 0.0326340326340326
Connected Components : 4
Single-Vertex Connected Components : 3
Maximum Vertices in a Connected Component : 266
Maximum Edges in a Connected Component : 610
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.721378
Graph Density : 0.00595072962325917
Modularity : 0.471692
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 269 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, 29 November 2021 at 02:09 UTC.

The requested start date was Monday, 29 November 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 13-day, 1-hour, 46-minute period from Monday, 15 November 2021 at 02:16 UTC to Sunday, 28 November 2021 at 04:02 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:
[43] https://www.pa.gov/get-vaccinated
[2] https://www.chronicle.gi/catering-sector-and-test-centre-under-strain-as-covid-cases-rise/
[2] https://delawarevalleyjournal.com/open-records-expose-how-wolf-admin-coerced-local-health-dept-mask-mandates/
[2] https://www.goerie.com/story/news/2021/11/15/pa-covid-cases-county/49380023/
[1] https://twitter.com/wsj/status/1464681718124797953
[1] https://brisam9.blogspot.com/2021/04/blog-post.html
[1] https://twitter.com/MegBeileen/status/1464301970169212935
[1] https://twitter.com/governortomwolf/status/1463228356095139847
[1] https://www.governor.pa.gov/newsroom/commission-on-asian-pacific-american-affairs-to-host-vaccine-clinic-in-harrisburg/
[1] https://brandnewtube.com/watch/finally-medical-proof-the-covid-jab-is-quot-murder-quot_TWpj5FDYSrjRIsT.html

Top URLs in Tweet in G1:
[40] https://www.pa.gov/get-vaccinated
[2] https://www.goerie.com/story/news/2021/11/15/pa-covid-cases-county/49380023/
[1] https://twitter.com/wsj/status/1464681718124797953
[1] https://brisam9.blogspot.com/2021/04/blog-post.html
[1] https://www.governor.pa.gov/newsroom/commission-on-asian-pacific-american-affairs-to-host-vaccine-clinic-in-harrisburg/
[1] https://www.nytimes.com/2021/11/17/health/drug-overdoses-covid.html?referringSource=articleShare
[1] https://twitter.com/governortomwolf/status/1460709656704303104
[1] https://lppa.org/
[1] http://lpallgheny.org

Top URLs in Tweet in G2:
[1] https://www.cbsnews.com/news/billionaire-wealth-covid-pandemic-12-trillion-jeff-bezos-wealth-tax/#app
[1] https://twitter.com/hhsgov/status/1457853459349139461

Top URLs in Tweet in G3:
[2] https://delawarevalleyjournal.com/open-records-expose-how-wolf-admin-coerced-local-health-dept-mask-mandates/
[1] https://twitter.com/MegBeileen/status/1464301970169212935
[1] https://twitter.com/DomShow1210/status/1463204531047743492

Top URLs in Tweet in G5:
[1] https://www.cbsnews.com/news/covid-vaccine-mandate-osha-suspending-enforcement/

Top URLs in Tweet in G6:
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8272686/
[1] https://www.pfizer.com/news/press-release/press-release-detail/pfizer-and-biontech-conclude-phase-3-study-covid-19-vaccine
[1] https://www.pa.gov/get-vaccinated

Top URLs in Tweet in G7:
[2] https://www.chronicle.gi/catering-sector-and-test-centre-under-strain-as-covid-cases-rise/
[1] https://www.pa.gov/get-vaccinated
[1] https://www.foxnews.com/media/trump-urges-all-americans-to-get-covid-vaccine-its-a-safe-vaccine
[1] https://www.dw.com/en/covid-germany-recommends-only-biontech-pfizer-shot-to-under-30s/a-59773550
[1] https://news.harvard.edu/gazette/story/2021/10/study-confirms-kids-as-spreaders-of-covid-19-and-emerging-variants/

Top URLs in Tweet in G8:
[1] https://www.usnews.com/news/national-news/articles/2021-09-15/since-the-pandemic-began-1-in-500-americans-have-died-of-covid-19
[1] https://www.usnews.com/news/health-news/articles/2021-09-03/report-more-than-20-of-us-weekly-covid-19-cases-were-in-children

Top URLs in Tweet in G9:
[1] https://www.pa.gov/get-vaccinated

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[5] covid19
[2] covidisairborne
[1] omicron
[1] maskmandate
[1] maskkids
[1] vaccinemandates
[1] covid
[1] covid19vaccine
[1] unmaskourchildren
[1] stoplittering



Top Hashtags in Tweet in G1:
[1] omicron
[1] covid19
[1] maskmandate
[1] maskkids
[1] shameful

Top Hashtags in Tweet in G2:
[1] taxtherich
[1] stoptheshot

Top Hashtags in Tweet in G3:
[2] covid19
[1] coronavirus

Top Hashtags in Tweet in G4:
[1] vaccinemandates
[1] covid
[1] covid19vaccine
[1] unmaskourchildren

Top Hashtags in Tweet in G5:
[1] willnotcomply
[1] freedom

Top Words
Top Words in Tweet in Entire Graph:
[213] governortomwolf
[183] covid
[51] shot
[50] booster
[45] yours
[43] learn
[41] pa
[35] people
[23] more
[22] virus

Top Words in Tweet in G1:
[92] governortomwolf
[83] covid
[44] booster
[44] shot
[42] yours
[39] learn
[29] pa
[16] more
[11] emergency
[11] one

Top Words in Tweet in G2:
[5] potus
[5] governortomwolf
[3] covid
[2] mandating
[2] yrs
[2] risk
[2] sentedcruz
[2] senmikelee
[2] tomcottonar
[2] hawleymo

Top Words in Tweet in G3:
[23] governortomwolf
[19] bucksiu22
[19] buckscountygovt
[18] covid
[18] kevinmooneydc
[17] health
[14] 's
[14] department
[14] 19
[13] join

Top Words in Tweet in G4:
[5] governortomwolf
[3] phillymayor
[2] ppdcommish
[2] fox29philly
[2] davewhiteforgov
[2] city

Top Words in Tweet in G5:
[5] governortomwolf
[4] joshshapiropa
[4] covid
[2] friend
[2] closed
[2] over
[2] 260
[2] 000
[2] pa
[2] businesses

Top Words in Tweet in G6:
[17] governortomwolf
[16] covid
[7] reopenpa
[7] long
[6] people
[5] vaccines
[5] lmtlmtlmt
[5] cause
[5] getting
[4] bunnysql

Top Words in Tweet in G7:
[18] governortomwolf
[15] covid
[3] bigstape
[3] pa
[3] cases
[3] people
[3] shot
[3] netpropheting
[3] two
[3] data

Top Words in Tweet in G8:
[18] governortomwolf
[18] covid
[8] children
[7] vaccine
[6] machine_rebel
[6] vaccines
[6] people
[6] dying
[5] heat_meiser
[4] willydoityeah

Top Words in Tweet in G9:
[6] governortomwolf
[4] covid
[3] virus
[3] ponydiva
[2] shallowcrick
[2] shot
[2] vaccine
[2] vaccines
[2] booster
[2] vaccinated

Top Words in Tweet in G10:
[2] schools
[2] value

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[43] governortomwolf,covid
[43] booster,shot
[42] covid,booster
[42] shot,learn
[42] learn,yours
[21] covid,19
[19] bucksiu22,buckscountygovt
[18] kevinmooneydc,bucksiu22
[14] governortomwolf,'s
[14] 's,health

Top Word Pairs in Tweet in G1:
[40] booster,shot
[39] covid,booster
[39] shot,learn
[39] learn,yours
[38] governortomwolf,covid
[10] pa,statehouse
[10] statehouse,republicans
[10] republicans,emergency
[10] emergency,order
[10] order,opioids

Top Word Pairs in Tweet in G2:
[2] sentedcruz,senmikelee
[2] senmikelee,tomcottonar
[2] tomcottonar,hawleymo
[2] hawleymo,senategop
[2] senategop,housegop
[2] housegop,pasenategop
[2] pasenategop,pahousegop
[2] pahousegop,govabbott
[2] govabbott,govrondesantis
[2] govrondesantis,potus

Top Word Pairs in Tweet in G3:
[19] bucksiu22,buckscountygovt
[18] kevinmooneydc,bucksiu22
[14] governortomwolf,'s
[14] 's,health
[14] health,department
[14] covid,19
[13] buckscountygovt,join
[13] join,governortomwolf
[13] department,coerce
[13] coerce,restrictive

Top Word Pairs in Tweet in G5:
[2] joshshapiropa,friend
[2] friend,governortomwolf
[2] governortomwolf,closed
[2] closed,over
[2] over,260
[2] 260,000
[2] 000,pa
[2] pa,businesses
[2] businesses,due
[2] due,covid

Top Word Pairs in Tweet in G6:
[5] lmtlmtlmt,governortomwolf
[4] reopenpa,bunnysql
[4] long,term
[3] bunnysql,porcopior
[3] porcopior,governortomwolf
[3] clinical,trials
[3] vaccines,don
[3] don,cause
[3] vaccinated,people
[2] simply,data

Top Word Pairs in Tweet in G7:
[3] covid,cases
[3] netpropheting,governortomwolf
[2] bigstape,governortomwolf
[2] governortomwolf,pa
[2] pa,ranks
[2] active,covid
[2] bennyhaha44,governortomwolf
[2] two,people
[2] people,hospital
[2] governortomwolf,johns

Top Word Pairs in Tweet in G8:
[5] heat_meiser,governortomwolf
[4] willydoityeah,governortomwolf
[3] marciep40791741,governortomwolf
[3] machine_rebel,heat_meiser
[3] machine_rebel,governortomwolf
[2] people,died
[2] greater,chance
[2] chance,dying
[2] dying,covid
[2] cognitive,dissonance

Top Word Pairs in Tweet in G9:
[3] ponydiva,governortomwolf
[2] shallowcrick,governortomwolf
[2] governortomwolf,sorry

Top Replied-To
Top Replied-To in Entire Graph:
@governortomwolf
@machine_rebel
@willydoityeah
@piezoelectric0
@marciep40791741
@bigstape
@reopenpa
@netpropheting
@legallevy
@governorsoffice

Top Replied-To in G1:
@governortomwolf
@legallevy
@governorsoffice
@mmmvp56
@jlavaton
@travisfuguet
@brosario1991
@rayofsonshine15
@ckardos78

Top Replied-To in G2:
@shannonnutt
@1631acts

Top Replied-To in G3:
@kevinmooneydc
@bucksiu22
@reopenbucks

Top Replied-To in G4:
@keeleyfox29
@governortomwolf
@phillymayor

Top Replied-To in G5:
@joshshapiropa
@__j__jay__
@mcswainpa

Top Replied-To in G6:
@piezoelectric0
@reopenpa
@lmtlmtlmt
@pikesrevenge
@hallpass14joe
@blo_mafia
@freedomml3
@governortomwolf
@brion_j

Top Replied-To in G7:
@governortomwolf
@bigstape
@netpropheting
@jack517
@myoutsidevoice2
@cooperc06053188
@pensfan668771
@bennyhaha44

Top Replied-To in G8:
@machine_rebel
@willydoityeah
@marciep40791741
@heat_meiser
@kimberlytravel
@tonymango5

Top Replied-To in G9:
@eaglesnation90
@justthe35015031
@james13018737
@ponydiva

Top Replied-To in G10:
@benwakana46

Top Mentioned
Top Mentioned in Entire Graph:
@governortomwolf
@buckscountygovt
@bucksiu22
@kevinmooneydc
@jkassa_pa151st
@liberty4pa
@reopenbucks
@governorsoffice
@potus
@bunnysql

Top Mentioned in G1:
@governortomwolf
@jkassa_pa151st
@governorsoffice
@lpallegheny
@brosario1991
@tiedied2much3
@cryptojoev1
@rayofsonshine15
@ckardos78
@pysyuniverse

Top Mentioned in G2:
@potus
@governortomwolf
@sentedcruz
@senmikelee
@tomcottonar
@hawleymo
@senategop
@housegop
@pasenategop
@pahousegop

Top Mentioned in G3:
@governortomwolf
@buckscountygovt
@bucksiu22
@kevinmooneydc
@liberty4pa
@reopenbucks
@pahealthsec
@comfortablybel1

Top Mentioned in G4:
@governortomwolf
@phillymayor
@ppdcommish
@fox29philly
@davewhiteforgov
@phlpublichealth
@nhlflyers
@sixers
@phillypolice
@philadao

Top Mentioned in G5:
@governortomwolf
@joshshapiropa
@kdka
@gemstone_winter
@governorsoffice
@paattorneygen
@fedupinphilly41
@ace_fitzgerald
@healthallegheny
@billpeduto

Top Mentioned in G6:
@governortomwolf
@bunnysql
@reopenpa
@porcopior
@lmtlmtlmt
@dorigan23
@realstickycool
@freedomml3
@bebadefabo

Top Mentioned in G7:
@governortomwolf
@bennyhaha44
@genesmithsr
@mortgagemanchad
@comfortablybel1
@johnwil33368589

Top Mentioned in G8:
@governortomwolf
@heat_meiser
@coachlotier
@machine_rebel
@canfixstoopid
@prattindustries

Top Mentioned in G9:
@governortomwolf
@shallowcrick
@ponydiva
@ragequitsr
@edmundo18371581

Top Mentioned in G10:
@drericding
@potus
@seccardona
@nicolledwallace
@maddow
@governortomwolf

Top Tweeters
Top Tweeters in Entire Graph:
@solutioneer72
@feinberg_linda
@fox29philly
@wpxi
@diannemando
@6abc
@cbsphilly
@rifleman4wvu
@carmosteph
@kdka

Top Tweeters in G1:
@solutioneer72
@feinberg_linda
@diannemando
@carmosteph
@the_walkingjohn
@jesusnarrowway
@mlb0t
@krisbm2
@pooz1969
@executiveotaku

Top Tweeters in G2:
@janettekirchner
@rmconservative
@shorrocksalot1
@housegop
@1631acts
@cdcgov
@senategop
@kaitlancollins
@sentedcruz
@senbobcasey

Top Tweeters in G3:
@goubeaudjoy
@bringawarrant
@christine032407
@liberty4pa
@jfsemmer
@alexwals
@4grab_in_sga
@wantzatc
@weaponx93
@rockofages27

Top Tweeters in G4:
@fox29philly
@6abc
@cbsphilly
@sixers
@nhlflyers
@philadelphiagov
@phlpublichealth
@keeleyfox29
@phillypolice
@phillymayor

Top Tweeters in G5:
@wpxi
@kdka
@billpeduto
@fedupinphilly41
@joshshapiropa
@wildrover_
@ace_fitzgerald
@paattorneygen
@healthallegheny
@tomwolfpa

Top Tweeters in G6:
@brion_j
@reopenpa
@dorigan23
@freedomml3
@realstickycool
@pikesrevenge
@phatal187
@hallpass14joe
@bunnysql
@porcopior

Top Tweeters in G7:
@bigstape
@acended
@pensfan668771
@end2008
@cooperc06053188
@bidenhatter
@genesmithsr
@myoutsidevoice2
@netpropheting
@jack517

Top Tweeters in G8:
@kimberlytravel
@heat_meiser
@canfixstoopid
@j_lem21
@willydoityeah
@tonymango5
@coachlotier
@marciep40791741
@ryan_weyandt
@machine_rebel

Top Tweeters in G9:
@ponydiva
@ragequitsr
@edmundo18371581
@eaglesnation90
@shallowcrick
@justthe35015031
@james13018737

Top Tweeters in G10:
@drericding
@nicolledwallace
@maddow
@anorganizedmom
@seccardona
@benwakana46


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