(corona OR virus OR covid) (%22Gov MI%22 OR GovWhitmer), Twitter, 9/20/2021 2:54:43 AM, 262436


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(corona OR virus OR covid) (%22Gov MI%22 OR GovWhitmer)_2021-09-19_17-41-28.xlsx
(corona OR virus OR covid) ("Gov MI" OR GovWhitmer)_2021-09-19_17-41-28.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 20, 2021
Short Description:
(corona OR virus OR covid) ("Gov MI" OR GovWhitmer) via NodeXL https://bit.ly/3nKYNPG
@govwhitmer
@prof_kennedy
@stevekombolis
@mktldr
@john_c_austin
@phoebesaid
@2cynical65
@dkmich
@area72ent
@good_news_king

Top hashtags:
#covid19
#covid_19
#michigan

Description:
Description
The graph represents a network of 634 Twitter users whose tweets in the requested range contained "(corona OR virus OR covid) ("Gov MI" OR GovWhitmer)", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 20 September 2021 at 00:42 UTC.

The requested start date was Monday, 20 September 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 12-day, 14-hour, 16-minute period from Monday, 06 September 2021 at 14:28 UTC to Sunday, 19 September 2021 at 04:45 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 : 634
Unique Edges : 863
Edges With Duplicates : 775
Total Edges : 1638
Number of Edge Types : 5
Retweet : 231
MentionsInRetweet : 700
Replies to : 200
Mentions : 501
Tweet : 6
Self-Loops : 7
Reciprocated Vertex Pair Ratio : 0.0116959064327485
Reciprocated Edge Ratio : 0.023121387283237
Connected Components : 5
Single-Vertex Connected Components : 4
Maximum Vertices in a Connected Component : 630
Maximum Edges in a Connected Component : 1634
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.775875
Graph Density : 0.00301752707302366
Modularity : 0.48277
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 634 Twitter users whose tweets in the requested range contained "(corona OR virus OR covid) (%22Gov MI%22 OR GovWhitmer)", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Monday, 20 September 2021 at 00:42 UTC.

The requested start date was Monday, 20 September 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 12-day, 14-hour, 16-minute period from Monday, 06 September 2021 at 14:28 UTC to Sunday, 19 September 2021 at 04:45 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 MI%22 OR GovWhitmer)
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:
[2] https://nbc25news.com/news/local/gov-whitmer-wants-to-use-covid-relief-money-to-boost-care-for-families-and-public-health
[1] https://www.bridgemi.com/talent-education/states-top-doc-whitmer-school-mask-mandate-would-reduce-covid-michigan
[1] https://theexpose.uk/2021/09/18/fda-experts-reveal-the-covid-19-vaccines-are-killing-2-people-for-every-1-life-saved/
[1] http://www.msn.com/en-us/money/markets/amid-covid-surge-states-that-cut-benefits-still-see-no-hiring-boost/ar-AAOyTsK
[1] https://www.independent.co.uk/climate-change/news/covid-uk-bird-flu-chickens-b1789525.html
[1] https://www.freep.com/story/news/health/2021/09/09/michigan-hospitals-staffing-shortage-workers-covid-19-patients/5783044001/
[1] https://www.youtube.com/watch?app=desktop&v=d8_AEpoIb7M
[1] https://wusfnews.wusf.usf.edu/health-news-florida/2021-08-20/we-probably-called-over-50-places-florida-covid-19-patients-are-leaving-the-state-for-ecmo-treatment
[1] https://rumble.com/vk5t76-covid-vaccine-adverse-reactions-2021.html
[1] https://www.michigandaily.com/public-safety/gov-whitmer-proposes-allocating-federal-covid-19-funds-to-michigan-police/

Top URLs in Tweet in G1:
[2] https://nbc25news.com/news/local/gov-whitmer-wants-to-use-covid-relief-money-to-boost-care-for-families-and-public-health
[1] https://theexpose.uk/2021/09/18/fda-experts-reveal-the-covid-19-vaccines-are-killing-2-people-for-every-1-life-saved/
[1] https://www.freep.com/story/news/health/2021/09/09/michigan-hospitals-staffing-shortage-workers-covid-19-patients/5783044001/
[1] https://www.youtube.com/watch?app=desktop&v=d8_AEpoIb7M
[1] https://wusfnews.wusf.usf.edu/health-news-florida/2021-08-20/we-probably-called-over-50-places-florida-covid-19-patients-are-leaving-the-state-for-ecmo-treatment
[1] https://rumble.com/vk5t76-covid-vaccine-adverse-reactions-2021.html
[1] https://www.michigandaily.com/public-safety/gov-whitmer-proposes-allocating-federal-covid-19-funds-to-michigan-police/
[1] https://twitter.com/chadlivengood/status/1438488287082057731
[1] https://twitter.com/DavidEggert00/status/1438482105584046088
[1] https://market-ticker.org/akcs-www?post=243599

Top URLs in Tweet in G2:
[1] https://rumble.com/vm17hb-covid-data-masks-and-the-way-the-vaccine-works.html
[1] https://www.greenwichtime.com/opinion/article/Ex-SEAL-Carl-Higbie-letter-I-will-stand-up-16442752.php?src=gthpdesecp
[1] https://twitter.com/govwhitmer/status/1434881876389416968

Top URLs in Tweet in G3:
[1] https://www.nytimes.com/2021/09/10/opinion/covid-science-trust-us.html
[1] https://www.nytimes.com/2021/09/10/opinion/covid-empathy-grief.html

Top URLs in Tweet in G4:
[1] https://fonts.googleapis.com/css?display=swap&family=Lato:400,700%7CRambla:400,400i,700,700i&display=swap

Top URLs in Tweet in G5:
[1] https://www.bridgemi.com/talent-education/states-top-doc-whitmer-school-mask-mandate-would-reduce-covid-michigan
[1] https://twitter.com/flintjournal/status/1437009684393758723
[1] https://twitter.com/CBSNews/status/1436074491726155786
[1] https://twitter.com/latimes/status/1436059366969397251
[1] https://twitter.com/DrTomFrieden/status/1436393666671677445
[1] https://twitter.com/doritmi/status/1436527078241816580

Top URLs in Tweet in G6:
[1] http://www.msn.com/en-us/money/markets/amid-covid-surge-states-that-cut-benefits-still-see-no-hiring-boost/ar-AAOyTsK
[1] https://www.independent.co.uk/climate-change/news/covid-uk-bird-flu-chickens-b1789525.html
[1] https://people.com/health/bride-to-be-who-was-fearful-of-getting-vaccinated-dies-of-covid-misinformation-killed-her/
[1] https://www.freep.com/story/news/health/2021/09/09/what-bidens-sweeping-covid-19-vaccine-mandate-means-michigan/8263546002/

Top URLs in Tweet in G7:
[1] https://www.freep.com/story/news/local/michigan/2021/08/18/michigan-school-mask-mandate-delta-variant-covid-surge/8178390002/
[1] https://www.wsj.com/articles/more-kids-are-hospitalized-with-covid-19-and-doctors-fear-it-will-get-worse-11629624602

Top URLs in Tweet in G9:
[1] https://www.fox17online.com/news/coronavirus/bill-that-would-ban-mask-covid-19-vaccine-mandates-at-michigan-schools-heads-to-full-senate

Top URLs in Tweet in G10:
[1] https://www.healthychildren.org/English/health-issues/conditions/COVID-19/Pages/Mask-Mythbusters.aspx

Top Domains
Top Domains in Tweet in Entire Graph:
[18] twitter.com
[5] freep.com
[2] bridgemi.com
[2] rumble.com
[2] nbc25news.com
[2] nytimes.com
[1] theexpose.uk
[1] msn.com
[1] co.uk
[1] youtube.com

Top Domains in Tweet in G1:
[5] twitter.com
[3] freep.com
[2] nbc25news.com
[1] theexpose.uk
[1] youtube.com
[1] usf.edu
[1] rumble.com
[1] michigandaily.com
[1] market-ticker.org
[1] sltrib.com

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

Top Domains in Tweet in G3:
[2] nytimes.com

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

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

Top Domains in Tweet in G6:
[1] msn.com
[1] co.uk
[1] people.com
[1] freep.com

Top Domains in Tweet in G7:
[1] freep.com
[1] wsj.com

Top Domains in Tweet in G9:
[1] fox17online.com

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

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[8] covid19
[3] covid_19
[3] michigan
[2] antimaskers
[2] covid
[2] homeless
[2] pandemicsociology
[1] virus
[1] vax
[1] birdflu



Top Hashtags in Tweet in G1:
[2] antimaskers
[1] maskupmischools
[1] scartactics
[1] ui
[1] covid
[1] longhaulers
[1] emergency
[1] science
[1] maskup
[1] covid_19

Top Hashtags in Tweet in G2:
[2] michigan
[1] whitmer
[1] covid_19
[1] labordayweekend

Top Hashtags in Tweet in G3:
[2] covid19
[2] pandemicsociology

Top Hashtags in Tweet in G5:
[4] covid19
[1] letusreunite
[1] covid
[1] michigan

Top Hashtags in Tweet in G6:
[1] birdflu
[1] virus
[1] vax

Top Hashtags in Tweet in G7:
[2] homeless
[1] evictionmoratorium
[1] extendui
[1] mandates

Top Hashtags in Tweet in G10:
[1] freerobertvermett

Top Words
Top Words in Tweet in Entire Graph:
[447] govwhitmer
[316] covid
[136] virus
[110] gavinnewsom
[109] fcamillo
[108] making
[107] policy
[107] carlhigbie
[106] latest
[106] piece

Top Words in Tweet in G1:
[190] govwhitmer
[99] virus
[87] covid
[83] paid
[82] killed
[82] millions
[82] re
[81] idolized
[81] guy
[81] election

Top Words in Tweet in G2:
[113] govwhitmer
[109] gavinnewsom
[109] fcamillo
[107] carlhigbie
[106] latest
[106] piece
[106] hypocrites
[106] making
[106] covid
[106] policy

Top Words in Tweet in G3:
[3] dystateofmind
[3] repcohen
[3] rephankjohnson
[3] repteddeutch
[3] repjeffries
[3] davidcicilline
[3] tedlieu
[3] repraskin
[3] repjayapal
[2] repgregstanton

Top Words in Tweet in G4:
[12] govwhitmer
[9] covid
[5] detroitnews
[5] miattygen
[4] cases
[4] issued
[3] mandates
[3] started
[3] joebiden
[3] gonna

Top Words in Tweet in G5:
[22] govwhitmer
[18] covid
[14] potus
[10] school
[8] test
[7] negative
[7] lions
[7] rocketmorgage
[7] hold
[7] full

Top Words in Tweet in G6:
[7] govwhitmer
[3] covid
[3] freep
[3] ford
[2] business
[2] spread
[2] abcgma3
[2] fox2deena
[2] isnt
[2] people

Top Words in Tweet in G7:
[7] govwhitmer
[6] mdhhs_director
[5] covid
[3] bc
[3] kids
[2] pac
[2] gt
[2] #homeless
[2] illegal
[2] ui

Top Words in Tweet in G8:
[13] govwhitmer
[13] senerikageiss
[13] covid
[7] vaccine
[6] greeneyes257
[3] brpietrowood
[3] long
[3] don
[3] go
[3] hospital

Top Words in Tweet in G9:
[5] migop
[5] govwhitmer
[3] misenate
[3] vaccine
[3] covid
[2] federal
[2] companies
[2] mi_republicans
[2] more
[2] week

Top Words in Tweet in G10:
[4] govwhitmer
[3] freespirit7326b
[2] heidiwashington
[2] infected
[2] prisons
[2] virus
[2] more
[2] funding
[2] proven
[2] knew

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[109] gavinnewsom,govwhitmer
[109] govwhitmer,fcamillo
[106] latest,piece
[106] piece,hypocrites
[106] hypocrites,making
[106] making,covid
[106] covid,policy
[106] policy,gavinnewsom
[105] carlhigbie,latest
[84] govwhitmer,idolized

Top Word Pairs in Tweet in G1:
[81] govwhitmer,idolized
[81] idolized,guy
[81] guy,paid
[81] paid,virus
[81] virus,killed
[81] killed,millions
[81] millions,re
[81] re,election
[81] election,2022
[80] bigfish3000,govwhitmer

Top Word Pairs in Tweet in G2:
[109] gavinnewsom,govwhitmer
[109] govwhitmer,fcamillo
[106] latest,piece
[106] piece,hypocrites
[106] hypocrites,making
[106] making,covid
[106] covid,policy
[106] policy,gavinnewsom
[105] carlhigbie,latest
[2] laser2therapy,gavinnewsom

Top Word Pairs in Tweet in G3:
[3] dystateofmind,repcohen
[3] repcohen,rephankjohnson
[3] rephankjohnson,repteddeutch
[3] repteddeutch,repjeffries
[3] repjeffries,davidcicilline
[3] davidcicilline,tedlieu
[3] tedlieu,repraskin
[3] repraskin,repjayapal
[2] repjayapal,repgregstanton
[2] repgregstanton,repdean

Top Word Pairs in Tweet in G4:
[2] detroitnews,govwhitmer
[2] govwhitmer,support
[2] support,failing
[2] failing,protecting
[2] protecting,children
[2] children,covid
[2] covid,cases
[2] cases,increasing
[2] increasing,schools
[2] schools,without

Top Word Pairs in Tweet in G5:
[7] lions,rocketmorgage
[7] rocketmorgage,hold
[7] hold,full
[7] full,capacity
[7] capacity,superspreader
[7] superspreader,despite
[7] despite,biden's
[7] biden's,covid
[7] covid,plea
[7] plea,middle

Top Word Pairs in Tweet in G6:
[2] govwhitmer,ford

Top Word Pairs in Tweet in G7:
[4] govwhitmer,mdhhs_director
[2] pac,gt
[2] govwhitmer,clearly
[2] clearly,longer
[2] longer,backs
[2] backs,over
[2] over,people
[2] people,gaslighting
[2] gaslighting,covid
[2] covid,money

Top Word Pairs in Tweet in G8:
[13] govwhitmer,senerikageiss
[4] greeneyes257,govwhitmer
[4] covid,vaccine
[2] senerikageiss,vaccine
[2] bananniannie,govwhitmer
[2] senerikageiss,yes
[2] yes,long
[2] long,don
[2] don,go
[2] go,hospital

Top Word Pairs in Tweet in G9:
[2] migop,govwhitmer
[2] migop,misenate
[2] misenate,mi_republicans
[2] mi_republicans,govwhitmer
[2] govwhitmer,more
[2] more,covid
[2] covid,week
[2] week,breakthrough
[2] breakthrough,infections
[2] infections,vaccine

Top Word Pairs in Tweet in G10:
[2] freespirit7326b,govwhitmer
[2] govwhitmer,heidiwashington
[2] heidiwashington,infected
[2] infected,prisons
[2] prisons,virus
[2] virus,more
[2] more,funding
[2] funding,proven
[2] proven,knew

Top Replied-To
Top Replied-To in Entire Graph:
@govwhitmer
@tomzimm68319430
@lions
@greeneyes257
@hallinen_diane
@benswasse
@michiganhhs
@lindseyforton
@sher_wr
@rdishaw2

Top Replied-To in G1:
@govwhitmer
@hallinen_diane
@benswasse
@rdishaw2
@thtornado2003
@robwatches
@michiganhhs
@msrour4491
@rugerbncurtis
@nitrileguy

Top Replied-To in G2:
@laser2therapy
@carlhigbie

Top Replied-To in G3:
@dystateofmind

Top Replied-To in G4:
@govwhitmer
@detroitnews
@miattygen
@applesupport
@courtneyczk
@thepatriotpage1
@craigdmauger
@jasalera

Top Replied-To in G5:
@lions
@govwhitmer
@potus
@mikeewer
@ragdollslove
@doritmi
@kazweida
@jonathanoosting
@us_fda

Top Replied-To in G6:
@business
@wbb_xcelerate
@govwhitmer
@blackeneds0uls

Top Replied-To in G7:
@truthout
@govwhitmer
@nosleeptilbroo
@michiganhhs
@livelifejoyful2
@egomes2107

Top Replied-To in G8:
@greeneyes257
@govwhitmer
@faust_birgit
@brpietrowood
@sushai5
@patriot4biden

Top Replied-To in G9:
@bird_sing77
@elianaemartini
@migop

Top Replied-To in G10:
@govwhitmer
@freespirit7326b
@fisher2018

Top Mentioned
Top Mentioned in Entire Graph:
@govwhitmer
@gavinnewsom
@fcamillo
@carlhigbie
@bigfish3000
@senerikageiss
@potus
@2cynical65
@lindseyforton

Top Mentioned in G1:
@govwhitmer
@bigfish3000
@awakenotwoke17
@rugerbncurtis
@uaw
@zannerbee
@gretchenwhitmer
@minationalguard
@martaan66
@michiganhhs

Top Mentioned in G2:
@govwhitmer
@gavinnewsom
@fcamillo
@carlhigbie
@bigfish3000
@laser2therapy
@jol_ive

Top Mentioned in G3:
@repcohen
@rephankjohnson
@repteddeutch
@repjeffries
@davidcicilline
@tedlieu
@repraskin
@repjayapal
@repgregstanton
@repdean

Top Mentioned in G4:
@govwhitmer
@miattygen
@detroitnews
@joebiden
@craigdmauger
@dananessel
@fbi
@washingtonpost
@washtimes
@foxnews

Top Mentioned in G5:
@govwhitmer
@potus
@repslotkin
@garypeters
@senstabenow
@cdcgov
@bridgemichigan
@whitehouse
@christinagiles

Top Mentioned in G6:
@govwhitmer
@freep
@ford
@abcgma3
@fox2deena
@business
@robinroberts
@vp
@drbiden

Top Mentioned in G7:
@govwhitmer
@mdhhs_director
@drkhaldun
@aoc
@thedemocrats
@haleylive
@jmr4th
@bwaydiva1
@freep
@angry_staffer

Top Mentioned in G8:
@senerikageiss
@govwhitmer
@greeneyes257
@brpietrowood
@bananniannie
@tabithachaney

Top Mentioned in G9:
@govwhitmer
@migop
@misenate
@mi_republicans
@constanced701
@mirisingaction
@jocelynbenson
@mipolicast

Top Mentioned in G10:
@govwhitmer
@freespirit7326b
@heidiwashington
@kimkardashian
@lesleysldd
@chrisgautz
@ltgovgilchrist
@aliciayvonnega1
@neweraincj

Top Tweeters
Top Tweeters in Entire Graph:
@applesupport
@starcoreone02
@business
@_yvonneburton
@staythecourse7
@susaninlaguna
@nytimes
@foxnews
@washingtonpost
@raeganlady

Top Tweeters in G1:
@starcoreone02
@raeganlady
@01splcheck
@geoffypjohnston
@outhere
@naenae61_grp
@mishymoddle
@emaxx2044
@lisa9liz
@wrow51

Top Tweeters in G2:
@_yvonneburton
@staythecourse7
@susaninlaguna
@1718106j
@2thedogpound
@debrabuenik
@earlenepifer
@rk55mk
@reneedahl5
@funymnjamo

Top Tweeters in G3:
@tressiemcphd
@shrinkthinks
@deanbaker13
@michaelbd
@tedlieu
@prof_kennedy
@repjayapal
@dleonhardt
@davidcicilline
@normeisen

Top Tweeters in G4:
@applesupport
@nytimes
@washtimes
@detroitnews
@fox2news
@teapartytrumper
@google
@tyt
@twittersupport
@misupremecourt

Top Tweeters in G5:
@doritmi
@mackaracka
@lions
@jewelle1974
@kazweida
@dkmich
@jonathanoosting
@melbsilverman
@cdcgov
@scottgottliebmd

Top Tweeters in G6:
@business
@washingtonpost
@wsj
@freep
@aol
@adage
@dave_boucher1
@ford
@mktldr
@robinroberts

Top Tweeters in G7:
@meganranney
@truthout
@thedemocrats
@angry_staffer
@livelifejoyful2
@haleylive
@aoc
@ashishkjha
@egomes2107
@wkdragon88

Top Tweeters in G8:
@yoursinegritude
@faust_birgit
@brpietrowood
@rogreads41
@senerikageiss
@jmynx
@bananniannie
@greeneyes257
@patriot4biden
@jizzalottank

Top Tweeters in G9:
@migop
@bird_sing77
@lutlucky
@dawnobrien55
@misenate
@saystwat
@mipolicast
@mi_republicans
@constanced701
@jocelynbenson

Top Tweeters in G10:
@kimkardashian
@chrisgautz
@purpleg26674727
@ltgovgilchrist
@wflower2001
@emilyjayne79
@freespirit7326b
@heidiwashington
@fisher2018
@lesleysldd