(corona OR virus OR covid) (%22Gov PA%22 OR GovernorTomWolf), Twitter, 5/26/2020 12:55:35 PM, 228304


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(corona OR virus OR covid) (%22Gov PA%22 OR GovernorTomWolf)_2020-05-25_15-17-55.xlsx
(corona OR virus OR covid) ("Gov PA" OR GovernorTomWolf)_2020-05-25_15-17-55.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
May 26, 2020
Short Description:
(corona OR virus OR covid) ("Gov PA" OR GovernorTomWolf) via NodeXL https://bit.ly/3d4I41E
@governortomwolf
@jackposobiec
@laurend165
@88seattle61
@b52malmet
@harley_1955
@chloe425chloe
@truthlovingdr
@chuckhaney11
@ilovelife142am

Top hashtags:
#covid19
#covid

Description:
Description
The graph represents a network of 5,052 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 May 2020 at 22:18 UTC.

The requested start date was Monday, 25 May 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 2-day, 22-hour, 48-minute period from Friday, 22 May 2020 at 01:11 UTC to Monday, 25 May 2020 at 00:00 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 : 5052
Unique Edges : 5013
Edges With Duplicates : 9557
Total Edges : 14570
Number of Edge Types : 5
Replies to : 568
Retweet : 4389
MentionsInRetweet : 8563
Mentions : 1033
Tweet : 17
Self-Loops : 24
Reciprocated Vertex Pair Ratio : 0.00291727443217337
Reciprocated Edge Ratio : 0.00581757739455641
Connected Components : 9
Single-Vertex Connected Components : 6
Maximum Vertices in a Connected Component : 5042
Maximum Edges in a Connected Component : 14558
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 2.174315
Graph Density : 0.000377229064805806
Modularity : 0.29796
NodeXL Version : 1.0.1.433
Data Import : The graph represents a network of 5,052 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 May 2020 at 22:18 UTC.

The requested start date was Monday, 25 May 2020 at 00:01 UTC and the maximum number of days (going backward) was 14.

The maximum number of tweets collected was 5,000.

The tweets in the network were tweeted over the 2-day, 22-hour, 48-minute period from Friday, 22 May 2020 at 01:11 UTC to Monday, 25 May 2020 at 00:00 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:
[211] https://www.cdc.gov/coronavirus/2019-ncov/daily-life-coping/managing-stress-anxiety.html
[9] https://twitter.com/governortomwolf/status/1263946388292993036
[9] https://dailycaller.com/2020/05/21/pennsylvania-68-percent-coronavirus-covid-19-deaths-nursing-homes/
[8] https://www.theatlantic.com/health/archive/2020/05/cdc-and-states-are-misreporting-covid-19-test-data-pennsylvania-georgia-texas/611935/
[3] https://twitter.com/governortomwolf/status/1264549209035780102
[3] http://governor.pa.gov/live/
[3] https://twitter.com/GovernorTomWolf/status/1263801785514201088
[3] https://www.abc27.com/news/local/poll-how-do-you-feel-about-governor-wolfs-handling-of-covid-19-in-pa/?fbclid=IwAR0vcNVxZbyTYP5WpHB5ijW0ub9qO6spYwXcjB2RtTTEKUNuGVyyB2tq0LM#/questions/?utm_medium=social&utm_source=facebook_abc27_News
[3] https://www.pennlive.com/.../coronavirus-does-not-spread
[2] https://news.sky.com/story/coronavirus-disappearing-so-fast-oxford-vaccine-has-only-50-chance-of-working-11993739

Top URLs in Tweet in G1:
[203] https://www.cdc.gov/coronavirus/2019-ncov/daily-life-coping/managing-stress-anxiety.html
[3] https://www.theatlantic.com/health/archive/2020/05/cdc-and-states-are-misreporting-covid-19-test-data-pennsylvania-georgia-texas/611935/
[2] https://www.washingtonpost.com/health/2020/05/21/virus-does-not-spread-easily-contaminated-surfaces-or-animals-revised-cdc-website-states/
[2] https://news.pikepa.org/post/2020/03/09/COVID-19-Update
[2] https://www.washingtonexaminer.com/news/stress-from-virus-response-will-destroy-7-times-more-years-of-life-than-lockdowns-save-study
[2] https://dailycaller.com/2020/05/21/pennsylvania-68-percent-coronavirus-covid-19-deaths-nursing-homes/
[2] http://www.mass.gov/
[1] http://ww1.mhnational.org
[1] https://governor.pa.gov/plan-for-pennsylvania
[1] https://www.inquirer.com/life/pohps-connect-for-covid-stephanie-javier-fagbemi-20200507.html

Top URLs in Tweet in G2:
[8] https://www.cdc.gov/coronavirus/2019-ncov/daily-life-coping/managing-stress-anxiety.html
[5] https://www.theatlantic.com/health/archive/2020/05/cdc-and-states-are-misreporting-covid-19-test-data-pennsylvania-georgia-texas/611935/
[3] http://governor.pa.gov/live/
[3] https://www.abc27.com/news/local/poll-how-do-you-feel-about-governor-wolfs-handling-of-covid-19-in-pa/?fbclid=IwAR0vcNVxZbyTYP5WpHB5ijW0ub9qO6spYwXcjB2RtTTEKUNuGVyyB2tq0LM#/questions/?utm_medium=social&utm_source=facebook_abc27_News
[3] https://www.pennlive.com/.../coronavirus-does-not-spread
[2] https://news.sky.com/story/coronavirus-disappearing-so-fast-oxford-vaccine-has-only-50-chance-of-working-11993739
[2] https://www.change.org/p/pa-state-house-begin-impeachment-proceedings-against-governor-tom-wolf-of-the-commonwealth-of-pennsylvania?signed=true
[2] https://www.empowerpa.org/pa-department-of-health-ordered-nursing-homes-to-take-covid-19-positive-residents/
[2] https://twitter.com/governortomwolf/status/1263946388292993036
[1] https://www.technologyreview.com/2020/05/21/1002105/covid-bot-twitter-accounts-push-to-reopen-america/

Top URLs in Tweet in G4:
[1] https://twitter.com/GovernorTomWolf/status/1263825520455802881

Top URLs in Tweet in G5:
[6] https://dailycaller.com/2020/05/21/pennsylvania-68-percent-coronavirus-covid-19-deaths-nursing-homes/
[1] https://twitter.com/dbongino/status/1264606763417993220
[1] https://www.buckscountycouriertimes.com/news/20200501/states-ordered-nursing-homes-to-take-covid-19-residents-thousands-died-how-it-happened
[1] https://twitter.com/GovernorTomWolf/status/1263567741711196161

Top URLs in Tweet in G6:
[1] https://www.youtube.com/watch?v=FCBRQWmwK5Q&feature=youtu.be

[1] https://www.cnn.com/2020/05/20/us/florida-georgia-covid-19-test-data/index.html

Top URLs in Tweet in G7:
[1] https://nypost.com/2020/05/13/pennsylvania-health-official-moved-mother-from-nursing-home/

Top URLs in Tweet in G8:
[7] https://twitter.com/governortomwolf/status/1263946388292993036

Top URLs in Tweet in G9:
[1] https://www.pennlive.com/news/2020/05/numerous-central-pa-nursing-homes-plagued-by-covid-19-infections-and-deaths-new-data-shows.html
[1] https://docs.google.com/spreadsheets/d/1OuSxU6O02MT3aWWpEf1feJIcTFQo35X6UuA6pG-3vnA/edit?usp=sharing

Top Domains
Top Domains in Tweet in Entire Graph:
[212] cdc.gov
[47] twitter.com
[15] pa.gov
[10] dailycaller.com
[8] theatlantic.com
[6] abc27.com
[5] pennlive.com
[4] youtube.com
[3] google.com
[3] inquirer.com

Top Domains in Tweet in G1:
[203] cdc.gov
[11] twitter.com
[5] pa.gov
[3] inquirer.com
[3] theatlantic.com
[3] dailycaller.com
[2] gpofpa.org
[2] washingtonpost.com
[2] youtube.com
[2] pikepa.org

Top Domains in Tweet in G2:
[17] twitter.com
[9] cdc.gov
[9] pa.gov
[5] theatlantic.com
[4] abc27.com
[4] pennlive.com
[2] sky.com
[2] change.org
[2] empowerpa.org
[2] foxnews.com

Top Domains in Tweet in G4:
[1] twitter.com

Top Domains in Tweet in G5:
[6] dailycaller.com
[2] twitter.com
[1] buckscountycouriertimes.com

Top Domains in Tweet in G6:
[1] youtube.com
[1] cnn.com

Top Domains in Tweet in G7:
[1] nypost.com

Top Domains in Tweet in G8:
[7] twitter.com

Top Domains in Tweet in G9:
[1] pennlive.com
[1] google.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[215] covid19
[188] covid
[14] openpanow
[14] impeachwolf
[12] disapprove
[12] abc
[12] tvchannel
[12] statecapitol
[12] harrisburg
[12] pennsylvania



Top Hashtags in Tweet in G1:
[206] covid19
[143] covid
[3] nursinghomedeaths
[3] pennsylvania
[2] fakenews
[2] yellowphase
[2] covidー19
[2] covid_19
[2] coronavirus
[2] givethegreenlight

Top Hashtags in Tweet in G2:
[13] openpanow
[12] impeachwolf
[12] nursinghomes
[10] covid
[8] covid19
[7] reopenpa
[5] openpa
[5] covid_19
[2] wolfisuseless
[2] negligenthomicide

Top Hashtags in Tweet in G4:
[12] disapprove
[12] covid
[12] abc
[12] tvchannel
[12] statecapitol
[12] harrisburg
[5] pennsylvania
[1] poll
[1] democratic
[1] governors

Top Hashtags in Tweet in G5:
[2] covid
[1] pa
[1] virus
[1] impeachwolf
[1] firelevine

Top Hashtags in Tweet in G6:
[1] dumbasses

Top Hashtags in Tweet in G8:
[17] covid

Top Hashtags in Tweet in G9:
[1] pennsylvania

Top Words
Top Words in Tweet in Entire Graph:
[] Top Word Pairs in Tweet in Entire Graph
[] Entire Graph Count
[] Top Word Pairs in Tweet in G1

Top Words in Tweet in G1:
[4348] governortomwolf
[3871] covid
[3803] jackposobiec
[3802] nursing
[3779] homes
[3773] deaths
[3731] 70
[3720] patients
[3692] pennsylvania
[3686] order

Top Words in Tweet in G2:
[424] governortomwolf
[239] covid
[155] nursing
[133] virus
[124] homes
[91] people
[86] patients
[77] deaths
[64] 19
[59] home

Top Words in Tweet in G3:
[15] governortomwolf
[14] covid
[9] patients
[7] kdka
[6] nursing
[6] homes
[5] gealfaol
[4] forcing
[4] positive
[4] facilities

Top Words in Tweet in G4:
[14] governortomwolf
[12] gt
[12] 89
[12] pennsylvanians
[12] #disapprove
[12] #covid
[12] response
[12] #abc
[12] #tvchannel
[12] #statecapitol

Top Words in Tweet in G5:
[26] governortomwolf
[16] homes
[16] nursing
[15] covid
[12] deaths
[11] pennsylvania
[10] patients
[8] occurred
[7] 68
[6] pa

Top Words in Tweet in G6:
[19] governortomwolf
[14] virus
[7] people
[6] nursing
[5] covid
[5] homes
[4] chesterxvelle
[4] think
[4] never
[4] state

Top Words in Tweet in G7:
[18] deaths
[17] danrcuster
[17] timrunshismouth
[17] 70
[17] covid
[17] pennsylania
[17] nursing
[17] homes
[17] health
[17] secty

Top Words in Tweet in G8:
[17] pennsylvania
[17] seeing
[17] decline
[17] #covid
[17] 19
[17] deaths
[16] b52malmet

Top Words in Tweet in G9:
[9] pa
[5] govrondesantis
[4] bigedred2
[4] ckitkatand
[4] kambaskets5854
[4] chuckcallesto
[4] please
[4] add
[4] list
[4] 70

Top Words in Tweet in G10:
[11] people
[11] virus
[11] end
[10] demand
[10] governortomwolf
[10] rate
[10] doing
[9] pennsylvania
[9] 99
[9] survival

Top Word Pairs
Top Word Pairs in Tweet in G2:
[3776] nursing,homes
[3746] covid,19
[3685] covid,patients
[3679] nursing,home
[3679] governortomwolf,secretarylevine
[3678] covid,deaths
[3678] stay,home
[3678] homes,take
[3678] take,covid
[3678] 19,patients

Top Word Pairs in Tweet in G3:
[120] nursing,homes
[62] forcing,covid
[47] covid,patients
[35] gealfaol,governortomwolf
[31] covid,19
[22] positive,patients
[19] care,facilities
[16] richmye82541139,gealfaol
[16] 19,positive
[15] patients,back

Top Word Pairs in Tweet in G4:
[6] governortomwolf,gt
[4] gt,89
[4] 89,pennsylvanians
[3] pennsylvanians,#disapprove
[3] #disapprove,#covid
[3] #covid,response
[3] response,#abc
[2] #abc,#tvchannel
[2] #tvchannel,#statecapitol
[2] #statecapitol,#harrisburg

Top Word Pairs in Tweet in G5:
[12] nursing,homes
[12] governortomwolf,pennsylvania
[12] pennsylvania,68
[12] 68,coronavirus
[12] coronavirus,deaths
[12] deaths,occurred
[12] occurred,nursing
[12] covid,deaths
[12] splinter1776,governortomwolf
[12] fireball1020,governortomwolf

Top Word Pairs in Tweet in G6:
[14] nursing,homes
[6] chesterxvelle,governortomwolf
[6] burghrambler909,governortomwolf
[6] killer,think
[6] governortomwolf,shutdown
[6] shutdown,state
[6] state,70
[6] 70,covid
[5] covid,deaths
[4] deaths,nursing

Top Word Pairs in Tweet in G7:
[5] danrcuster,timrunshismouth
[4] timrunshismouth,70
[4] 70,covid
[3] covid,deaths
[3] deaths,pennsylania
[3] pennsylania,nursing
[3] nursing,homes
[3] homes,health
[3] health,secty
[3] secty,moved

Top Word Pairs in Tweet in G8:
[17] pennsylvania,seeing
[17] seeing,decline
[17] decline,#covid
[17] #covid,19
[17] 19,deaths
[17] b52malmet,pennsylvania

Top Word Pairs in Tweet in G9:
[17] bigedred2,ckitkatand
[17] ckitkatand,kambaskets5854
[17] kambaskets5854,chuckcallesto
[17] chuckcallesto,govrondesantis
[17] govrondesantis,please
[16] please,add
[] add,pa
[] pa,list
[] list,70
[] 70,pa

Top Word Pairs in Tweet in G10:
[4] people,pennsylvania
[4] pennsylvania,demand
[4] 99,survival
[4] survival,rate
[4] anything,doing
[4] virus,99
[4] end,madness
[4] governortomwolf,virus
[4] demand,end
[4] end,continued

Top Replied-To
Top Replied-To in Entire Graph:
@governortomwolf
@jackposobiec
@jrdblades
@commons69917449
@linda70261915
@realdonaldtrump
@governorsoffice
@idealskeptic
@morgart_beverly
@kdka

Top Replied-To in G1:
@governortomwolf
@jackposobiec
@morgart_beverly
@owenke1968
@nicoleb18329879
@chrisstigall
@berniew63
@sdabbott1121
@doctor_feder
@rockmom

Top Replied-To in G2:
@governortomwolf
@jrdblades
@commons69917449
@realdonaldtrump
@linda70261915
@governorsoffice
@idealskeptic
@effelbee
@katlove49086865
@handsomelibert1

Top Replied-To in G3:
@kdka
@richmye82541139
@monsoon82669160
@stormteamreal
@wpxi
@robertbeatty1
@gealfaol
@lindsaywardtv
@volleyballmom30

Top Replied-To in G4:
@governortomwolf

Top Replied-To in G5:
@krazeeegirl
@governortomwolf
@all_will_see
@matthewjshow
@crissyh_xo
@jackposobiec
@fireball1020
@jacchewbacca
@linda70261915
@cowindridge

Top Replied-To in G6:
@governortomwolf
@homesalesmom
@chesterxvelle
@traceyszostek
@alexpabc27
@corvidsrcool
@delo_77
@burghrambler909
@depracoat
@joannaspt

Top Replied-To in G7:
@danrcuster
@realdonaldtrump

Top Replied-To in G9:
@bigedred2
@governortomwolf

Top Replied-To in G10:
@reptimbriggs
@repshusterman
@repmccarter
@repkevinboyle
@repmerski
@ryanbizzarro
@repsainato
@repwheatley
@repnealgoodman
@reprozzi

Top Mentioned
Top Mentioned in Entire Graph:
@governortomwolf
@jackposobiec
@ndrewkellyborel
@secretarylevine
@nygovcuomo
@govwhitmer
@govmurphy
@pahealthdept
@timrunshismouth
@b52malmet

Top Mentioned in G1:
@governortomwolf
@jackposobiec
@ndrewkellyborel
@oneamazedhuman
@ldvweather
@sierra_159
@scriptrunerror
@shotta
@soupstar
@goodyweaver

Top Mentioned in G2:
@governortomwolf
@secretarylevine
@nygovcuomo
@govwhitmer
@govmurphy
@pahealthdept
@realdonaldtrump
@crisistextline
@distressline
@harley_1955

Top Mentioned in G3:
@governortomwolf
@gealfaol
@kdka
@wtae
@davidwpxi
@shuckyd
@jonlittle1
@stan4prez
@wpxi
@nada57204918

Top Mentioned in G4:
@governortomwolf
@cougarusmc
@red_in_pa
@cnn
@abc
@msnbc
@foxnewssunday
@nbcnews
@seanhannity
@jackposobiec

Top Mentioned in G5:
@governortomwolf
@splinter1776
@jackposobiec
@fireball1020
@matthewjshow
@burpytrolls
@mccardell_john
@bublscuble
@johnston_kelly
@all_will_see

Top Mentioned in G6:
@governortomwolf
@oobleejay
@burghrambler909
@chesterxvelle
@centericeview
@lou4192000
@paagriculture
@abc27news
@tears_lib
@leigh_aerial

Top Mentioned in G7:
@timrunshismouth
@laurend165
@danrcuster
@governortomwolf

Top Mentioned in G8:
@b52malmet

Top Mentioned in G9:
@govrondesantis
@ckitkatand
@kambaskets5854
@chuckcallesto
@ilovelife142am
@bigedred2
@governortomwolf
@sentoomey
@bob_casey
@massgovernor

Top Mentioned in G10:
@governortomwolf

Top Tweeters
Top Tweeters in Entire Graph:
@solutioneer72
@raybae689
@yojudenz
@myplace4u
@soniaerasmus
@roylmurry425
@mkues65
@brendaperrott
@homerwhite
@donotgiveuphope

Top Tweeters in G1:
@solutioneer72
@myplace4u
@soniaerasmus
@roylmurry425
@mkues65
@brendaperrott
@homerwhite
@donotgiveuphope
@powerglobalus
@helloteamtrump

Top Tweeters in G2:
@raybae689
@yojudenz
@theoddgirl18
@kurtschlichter
@foxnews
@nytimes
@coachweaver3
@hopingforachang
@88seattle61
@fox29philly

Top Tweeters in G3:
@wpxi
@wtae
@kdka
@trumpfan81
@neyebio
@stormteamreal
@stan4prez
@davidwpxi
@amywadas
@hopes_soaps

Top Tweeters in G4:
@abc
@cnn
@nbcnews
@msnbc
@patriot_moon
@cuomocorruption
@ggg217
@red_in_pa
@blozikjohn
@shepherdkeeper6

Top Tweeters in G5:
@matthewjshow
@gloriaoldsurfer
@johnston_kelly
@bublscuble
@robertsjanna
@xplrer99
@pennlaw2
@all_will_see
@menottinick
@fireball1020

Top Tweeters in G6:
@abc27news
@alexpabc27
@burghrambler909
@kdubresists
@oobleejay
@ditulliomary
@chesterxvelle
@badmike72b
@hopt09
@dirtroad00

Top Tweeters in G7:
@chr1sle1ner
@dumspirospero64
@loverboy12390
@105267
@jlanderson1977
@ginalazarus153
@tradeshowangela
@darth_sillyness
@mlrheidi2
@rawphonegirl

Top Tweeters in G8:
@npazderski
@b52malmet
@charlenegapeach
@nancysa45944060
@lindafmanuel
@marionburr5
@ludwigellen
@hollyhold1
@nicojanssen
@mendiolagrandma

Top Tweeters in G9:
@kambaskets5854
@figgitaboutit
@kdcca7
@chuckcallesto
@massgovernor
@rsepeta
@govmikedewine
@ilovelife142am
@sentoomey
@bigedred2

Top Tweeters in G10:
@ryanbizzarro
@repwheatley
@repmccarter
@repkevinboyle
@chuckhaney11
@reptimbriggs
@repshusterman
@repsainato
@reprozzi
@repnealgoodman


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