(corona OR virus OR covid) (%22Gov MI%22 OR GovWhitmer), Twitter, 10/25/2021 12:47:35 AM, 264663


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(corona OR virus OR covid) (%22Gov MI%22 OR GovWhitmer)_2021-10-24_17-41-28.xlsx
(corona OR virus OR covid) ("Gov MI" OR GovWhitmer)_2021-10-24_17-41-28.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
October 25, 2021
Short Description:
(corona OR virus OR covid) ("Gov MI" OR GovWhitmer) via NodeXL https://bit.ly/3Ea6xj8
@govwhitmer
@prof_kennedy
@mktldr
@jasalera
@phoebesaid
@smhred
@zacheclark
@sarahbee42
@agentanaranjado
@levikamer

Top hashtags:
#michiganhater
#michigan
#covid
#covid19

Description:
Description
The graph represents a network of 274 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, 25 October 2021 at 00:41 UTC.

The requested start date was Monday, 25 October 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, 22-hour, 42-minute period from Monday, 11 October 2021 at 01:37 UTC to Sunday, 24 October 2021 at 00:20 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 : 274
Unique Edges : 310
Edges With Duplicates : 228
Total Edges : 538
Number of Edge Types : 5
Replies to : 100
Mentions : 265
MentionsInRetweet : 137
Retweet : 33
Tweet : 3
Self-Loops : 3
Reciprocated Vertex Pair Ratio : 0.0172413793103448
Reciprocated Edge Ratio : 0.0338983050847458
Connected Components : 4
Single-Vertex Connected Components : 3
Maximum Vertices in a Connected Component : 271
Maximum Edges in a Connected Component : 535
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 2.957791
Graph Density : 0.00552124274752012
Modularity : 0.537373
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 274 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, 25 October 2021 at 00:41 UTC.

The requested start date was Monday, 25 October 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, 22-hour, 42-minute period from Monday, 11 October 2021 at 01:37 UTC to Sunday, 24 October 2021 at 00:20 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 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://www.nytimes.com/2021/10/15/opinion/covid-vaccines-unvaccinated.html
[2] https://twitter.com/GovWhitmer/status/1449121363608887301
[2] https://www.freep.com/story/news/local/michigan/2021/10/13/michigan-emergency-room-overcrowding-covid-19/8434540002/
[1] https://justthenews.com/nation/states/preliminary-audit-results-find-800-unreported-covid-19-deaths
[1] https://pjmedia.com/news-and-politics/athena-thorne/2021/10/22/yale-discovers-natural-immunity-protects-against-covid-three-times-as-long-as-vaccine-downplays-finding-n1526017
[1] https://twitter.com/CraigDMauger/status/1451636495861886980
[1] https://www.ctvnews.ca/mobile/health/coronavirus/covid-19-in-the-u-s-how-do-canada-s-provinces-rank-against-american-states-1.5051033
[1] http://www.msn.com/en-us/health/medical/michigans-covid-19-cases-are-rising-while-they-fall-elsewhere-heres-why-that-could-be/vi-AAPMEyZ
[1] https://www.dailywire.com/news/desantis-to-call-special-legislative-session-to-address-covid-19-vaccine-mandates
[1] https://www.youtube.com/watch?v=HBY5dfgFuJE&feature=youtu.be


Top URLs in Tweet in G1:
[1] https://justthenews.com/nation/states/preliminary-audit-results-find-800-unreported-covid-19-deaths
[1] https://pjmedia.com/news-and-politics/athena-thorne/2021/10/22/yale-discovers-natural-immunity-protects-against-covid-three-times-as-long-as-vaccine-downplays-finding-n1526017
[1] https://twitter.com/morrowfcs/status/1450357581051006978
[1] https://secure.winred.com/michigan-freedom-fund/whitmer-e-playbook
[1] https://twitter.com/Charlieleduff/status/1450533257892798469
[1] https://www.webmd.com/vaccines/covid-19-vaccine/news/20210916/cdc-safe-to-get-flu-covid-vaccines
[1] https://www.wxyz.com/news/coronavirus/2-month-old-baby-with-covid-19-in-michigan-died-from-birth-defect
[1] https://www.newsbreak.com/news/2409827325831/michigans-covid-19-cases-are-rising-while-they-fall-elsewhere-heres-why-that-could-be?noAds=1&_f=app_share&s=a2
[1] https://www.freep.com/story/news/health/2021/10/08/covid-19-cases-in-kids-michigan-school-coronavirus-outbreaks/6035837001/
[1] https://www.freep.com/story/news/local/michigan/2021/10/13/michigan-emergency-room-overcrowding-covid-19/8434540002/

Top URLs in Tweet in G2:
[1] https://www.nytimes.com/2021/10/12/opinion/covid-germany-masks-vaccines.html
[1] https://www.nytimes.com/2021/10/15/opinion/covid-vaccines-unvaccinated.html

Top URLs in Tweet in G4:
[1] http://www.msn.com/en-us/health/medical/michigans-covid-19-cases-are-rising-while-they-fall-elsewhere-heres-why-that-could-be/vi-AAPMEyZ
[1] https://www.freep.com/story/news/local/michigan/2021/10/13/michigan-emergency-room-overcrowding-covid-19/8434540002/

Top URLs in Tweet in G6:
[1] https://twitter.com/CraigDMauger/status/1451636495861886980

Top URLs in Tweet in G9:
[1] https://www.youtube.com/watch?v=HBY5dfgFuJE&feature=youtu.be


Top URLs in Tweet in G10:
[1] https://www.audacy.com/wwjnewsradio/listen#schedule

Top Domains
Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[7] michiganhater
[6] michigan
[6] covid
[3] covid19
[3] nounity
[3] seniorkiller
[3] voteherout
[3] lockherup
[2] pandemicsociology
[2] edpolicy



Top Hashtags in Tweet in G1:
[7] michiganhater
[3] nounity
[3] seniorkiller
[3] voteherout
[3] lockherup
[1] whitmeriscoming
[1] getvaccinatednow
[1] blm
[1] riots
[1] newsbreak

Top Hashtags in Tweet in G2:
[2] pandemicsociology
[1] gatsociology
[1] sociologymatters

Top Hashtags in Tweet in G4:
[2] michigan
[1] covid

Top Hashtags in Tweet in G6:
[1] michigan

Top Hashtags in Tweet in G7:
[2] covid19

Top Hashtags in Tweet in G9:
[2] covid
[1] covid19vaccine
[1] covidvaccine
[1] drbagdasarian
[1] mrna
[1] children
[1] masks

Top Hashtags in Tweet in G10:
[1] covid

Top Words
Top Words in Tweet in Entire Graph:
[142] govwhitmer
[132] covid
[46] flu
[26] cases
[22] michigan
[21] people
[18] year
[15] care
[14] need
[14] vaccine

Top Words in Tweet in G1:
[83] covid
[80] govwhitmer
[22] flu
[17] cases
[15] care
[13] michigan
[13] people
[12] count
[11] mdhhs
[11] facilities

Top Words in Tweet in G2:
[2] dystateofmind
[2] repcohen
[2] rephankjohnson
[2] repteddeutch
[2] repjeffries
[2] davidcicilline
[2] tedlieu
[2] repraskin
[2] repjayapal
[2] repgregstanton

Top Words in Tweet in G3:
[9] tedlieu
[7] prof_kennedy
[7] dystateofmind
[7] repcohen
[7] rephankjohnson
[7] repteddeutch
[7] repjeffries
[7] davidcicilline
[7] repraskin
[7] repjayapal

Top Words in Tweet in G4:
[2] freep
[2] govwhitmer

Top Words in Tweet in G5:
[16] flu
[16] covid
[15] govwhitmer
[11] thomsonjonah
[10] scottynoshow
[6] year
[4] people
[4] skyphi_wesk
[4] last
[4] work

Top Words in Tweet in G6:
[5] govwhitmer
[4] covid
[3] dananessel
[2] senmikeshirkey
[2] policies
[2] seniors
[2] data
[2] lives

Top Words in Tweet in G7:
[5] govwhitmer
[4] michigan
[3] cdcgov
[3] rest
[3] covid
[2] #covid19
[2] mtosterholm
[2] covidwatch
[2] scottgottliebmd
[2] covid_canada

Top Words in Tweet in G9:
[4] dr
[4] vaccine
[3] govwhitmer
[3] usarabradio
[2] tune
[2] arab
[2] radio
[2] friday
[2] october
[2] 22

Top Words in Tweet in G10:
[2] reading
[2] news
[2] wwj950
[2] 7p
[2] 12a
[2] charges
[2] 9y
[2] kidnapped
[2] sexually
[2] assaulted

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[18] covid,cases
[10] govwhitmer's,mdhhs
[10] mdhhs,failed
[10] failed,management
[10] management,adult
[10] adult,care
[10] care,facilities
[10] facilities,refused
[10] refused,properly
[10] properly,count

Top Word Pairs in Tweet in G1:
[14] covid,cases
[10] govwhitmer's,mdhhs
[10] mdhhs,failed
[10] failed,management
[10] management,adult
[10] adult,care
[10] care,facilities
[10] facilities,refused
[10] refused,properly
[10] properly,count

Top Word Pairs in Tweet in G2:
[2] dystateofmind,repcohen
[2] repcohen,rephankjohnson
[2] rephankjohnson,repteddeutch
[2] repteddeutch,repjeffries
[2] repjeffries,davidcicilline
[2] davidcicilline,tedlieu
[2] tedlieu,repraskin
[2] repraskin,repjayapal
[2] repjayapal,repgregstanton
[2] repgregstanton,repdean

Top Word Pairs in Tweet in G3:
[7] prof_kennedy,dystateofmind
[7] dystateofmind,repcohen
[7] repcohen,rephankjohnson
[7] rephankjohnson,repteddeutch
[7] repteddeutch,repjeffries
[7] repjeffries,davidcicilline
[7] davidcicilline,tedlieu
[7] tedlieu,repraskin
[7] repraskin,repjayapal
[7] repjayapal,repg

Top Word Pairs in Tweet in G5:
[7] scottynoshow,govwhitmer
[4] skyphi_wesk,scottynoshow
[4] last,year
[4] thomsonjonah,govwhitmer
[3] thomsonjonah,scottynoshow
[3] govwhitmer,flu
[2] less,contagious
[2] johnjosephmalli,govwhitmer
[2] flu,recorded
[2] recorded,covid

Top Word Pairs in Tweet in G6:
[2] dananessel,govwhitmer
[2] covid,policies

Top Word Pairs in Tweet in G7:
[2] #covid19,mtosterholm
[2] mtosterholm,covidwatch
[2] covidwatch,scottgottliebmd
[2] scottgottliebmd,covid_canada
[2] covid_canada,govwhitmer
[2] govwhitmer,cdcgov
[2] cdcgov,michigan
[2] michigan,rest
[2] nation,covid
[2] covid,cases

Top Word Pairs in Tweet in G9:
[3] govwhitmer,usarabradio
[2] tune,arab
[2] arab,radio
[2] radio,friday
[2] friday,october
[2] october,22
[2] 22,dr
[2] dr,alexis
[2] alexis,travis
[2] travis,senior

Top Word Pairs in Tweet in G10:
[2] reading,news
[2] news,wwj950
[2] wwj950,7p
[2] 7p,12a
[2] 12a,charges
[2] charges,9y
[2] 9y,kidnapped
[2] kidnapped,sexually
[2] sexually,assaulted
[2] assaulted,state

Top Replied-To
Top Replied-To in Entire Graph:
@govwhitmer
@thomsonjonah
@tori_sachs
@michiganhhs
@unclepooky
@janstowe1
@scottynoshow
@dystateofmind
@edin991
@cdub4521

Top Replied-To in G1:
@govwhitmer
@tori_sachs
@michiganhhs
@unclepooky
@janstowe1
@edin991
@aeh43146525
@elaine12316411
@anditoldyaso
@kelleyforgov

Top Replied-To in G2:
@dystateofmind

Top Replied-To in G3:
@rockfan22

Top Replied-To in G4:
@keithnaughton

Top Replied-To in G5:
@thomsonjonah
@scottynoshow
@albertlgoodman
@johnjosephmalli
@detroitbrewski
@aldenkachal
@skyphi_wesk

Top Replied-To in G6:
@bwaydiva1
@dananessel
@senmikeshirkey

Top Replied-To in G7:
@rosemarybayer

Top Replied-To in G8:
@adam__p__will

Top Mentioned
Top Mentioned in Entire Graph:
@govwhitmer
@tedlieu
@mirisingaction
@repcohen
@rephankjohnson
@repteddeutch
@repjeffries
@davidcicilline
@repraskin
@repjayapal

Top Mentioned in G1:
@govwhitmer
@mirisingaction
@michiganfreedom
@skydiver2021
@jackdude20
@jmorang64
@donconte411
@anditoldyaso
@awakenotwoke17
@sladjana_p

Top Mentioned in G2:
@repcohen
@rephankjohnson
@repteddeutch
@repjeffries
@davidcicilline
@tedlieu
@repraskin
@repjayapal
@repgregstanton
@repdean

Top Mentioned in G3:
@tedlieu
@prof_kennedy
@dystateofmind
@repcohen
@rephankjohnson
@repteddeutch
@repjeffries
@davidcicilline
@repraskin
@repjayapal

Top Mentioned in G4:
@freep
@govwhitmer
@fox2deena
@kevinjeanes
@deteconomicclub
@metrotimes
@repslotkin
@rephaleystevens
@repandylevin
@ford

Top Mentioned in G5:
@govwhitmer
@scottynoshow
@skyphi_wesk
@thomsonjonah
@aldenkachal
@johnjosephmalli
@alexisceule

Top Mentioned in G6:
@govwhitmer
@tom12hathaway
@craigdmauger
@dananessel
@senmikeshirkey
@senedmcbroom
@jocelynbenson

Top Mentioned in G7:
@govwhitmer
@cdcgov
@mtosterholm
@covidwatch
@scottgottliebmd
@covid_canada
@dumovicdude
@whcos

Top Mentioned in G8:
@a2return
@slagterm
@a2schools
@jeffmirwin
@govwhitmer

Top Mentioned in G9:
@govwhitmer
@usarabradio
@nnbagdasarian
@lailaalhusini
@dralexistravis
@adelmozip

Top Mentioned in G10:
@wwj950
@zacheclark
@govwhitmer
@trafficbykt
@wwjtraffic
@accuweather

Top Tweeters
Top Tweeters in Entire Graph:
@bluedillygal
@tressiemcphd
@reneedahl5
@freep
@derameth
@dougderby
@alcazar_susan
@bw
@wwj950
@enriquetat

Top Tweeters in G1:
@bluedillygal
@reneedahl5
@dougderby
@alcazar_susan
@enriquetat
@morrowfcs
@akmuskie
@lauriemac916
@wigwam
@jeffspartyjeff

Top Tweeters in G2:
@zeynep
@deanbaker13
@michaelbd
@alecmacgillis
@prof_kennedy
@jessicacalarco
@dleonhardt
@normeisen
@neal_katyal
@joaquincastrotx

Top Tweeters in G3:
@tressiemcphd
@tammy_marchand
@rockfan22
@tedlieu
@repjayapal
@chillgirljess
@davidcicilline
@repcohen
@repteddeutch
@repraskin

Top Tweeters in G4:
@freep
@bw
@ford
@metrotimes
@mktldr
@puremichigan
@deteconomicclub
@phoebesaid
@kevinjeanes
@fox2deena

Top Tweeters in G5:
@alexisceule
@secretfakename
@pakalamazoo
@david_linklater
@johnjosephmalli
@albertlgoodman
@scottynoshow
@aldenkachal
@skyphi_wesk
@thomsonjonah

Top Tweeters in G6:
@craigdmauger
@bwaydiva1
@jasalera
@dananessel
@jocelynbenson
@sdodge16612145
@tom12hathaway
@dremulack
@senmikeshirkey
@senedmcbroom

Top Tweeters in G7:
@orwellacademy
@cdcgov
@scottgottliebmd
@whcos
@covid_canada
@rosemarybayer
@dumovicdude
@tutz1974
@covidwatch
@mtosterholm

Top Tweeters in G8:
@a2schools
@slagterm
@smhred
@jeffmirwin
@a2return
@adam__p__will

Top Tweeters in G9:
@toumi_abdennour
@adelmozip
@usarabradio
@lailaalhusini
@nnbagdasarian
@dralexistravis

Top Tweeters in G10:
@wwj950
@zacheclark
@markl137
@accuweather
@wwjtraffic
@trafficbykt