(corona OR virus OR covid) (%22Gov MI%22 OR GovWhitmer), Twitter, 9/27/2021 1:53:29 AM, 262935


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(corona OR virus OR covid) (%22Gov MI%22 OR GovWhitmer)_2021-09-26_17-41-28.xlsx
(corona OR virus OR covid) ("Gov MI" OR GovWhitmer)_2021-09-26_17-41-28.xlsx
From:
NodeXLExcelAutomator
Uploaded on:
September 27, 2021
Short Description:
(corona OR virus OR covid) ("Gov MI" OR GovWhitmer) via NodeXL https://bit.ly/3kFbKZo
@govwhitmer
@prof_kennedy
@stevekombolis
@ltgovgilchrist
@mktldr
@willowgreen1
@john_c_austin
@2cynical65
@area72ent
@joy_roehnert

Top hashtags:
#covid
#covid19
#mpc2021

Description:
Description
The graph represents a network of 493 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, 27 September 2021 at 00:41 UTC.

The requested start date was Monday, 27 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 13-day, 7-hour, 21-minute period from Monday, 13 September 2021 at 04:36 UTC to Sunday, 26 September 2021 at 11:57 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 : 493
Unique Edges : 485
Edges With Duplicates : 454
Total Edges : 939
Number of Edge Types : 5
Retweet : 98
MentionsInRetweet : 187
Mentions : 455
Replies to : 190
Tweet : 9
Self-Loops : 12
Reciprocated Vertex Pair Ratio : 0.0180995475113122
Reciprocated Edge Ratio : 0.0355555555555556
Connected Components : 8
Single-Vertex Connected Components : 7
Maximum Vertices in a Connected Component : 486
Maximum Edges in a Connected Component : 932
Maximum Geodesic Distance (Diameter) : 6
Average Geodesic Distance : 3.043552
Graph Density : 0.00278286251422352
Modularity : 0.522509
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 493 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, 27 September 2021 at 00:41 UTC.

The requested start date was Monday, 27 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 13-day, 7-hour, 21-minute period from Monday, 13 September 2021 at 04:36 UTC to Sunday, 26 September 2021 at 11:57 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:
[10] https://www.freep.com/story/news/politics/2021/09/21/budget-bill-bans-covid-19-vaccine-mandates-school-mask-rules/5803622001/?fbclid=IwAR0HAIuvdJKntdKlAeYCzvJFmLSWmrCHkscbBw-uvjF7a4hxmIzEjj9B95E
[6] https://www.freep.com/story/news/politics/2021/09/21/budget-bill-bans-covid-19-vaccine-mandates-school-mask-rules/5803622001/
[2] https://detroit.cbslocal.com/2021/09/16/beaumont-health-closing-some-beds-because-of-lack-of-staff/
[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.crainsdetroit.com/economic-development/plan-would-put-200-million-covid-19-relief-funds-toward-michigan-tech-startups
[1] https://www.politico.com/news/2021/09/23/education-secretary-backs-mandatory-school-covid-19-vaccines-513965
[1] https://twitter.com/GovWhitmer/status/1441470260280971265
[1] https://twitter.com/govwhitmer/status/1441470250042761216
[1] https://www.washingtonpost.com/health/2021/09/23/covid-vaccination-hospitalization-map/?tid=ss_tw
[1] https://www.freep.com/story/news/health/2021/09/24/joneigh-khaldun-quit-michigan-covid-whitmer/5846198001/

Top URLs in Tweet in G1:
[4] https://www.freep.com/story/news/politics/2021/09/21/budget-bill-bans-covid-19-vaccine-mandates-school-mask-rules/5803622001/
[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.crainsdetroit.com/economic-development/plan-would-put-200-million-covid-19-relief-funds-toward-michigan-tech-startups
[1] https://www.freep.com/story/news/health/2021/02/11/coronavirus-racial-disparities-michigan/4440555001/
[1] https://www.politico.com/news/2021/09/23/education-secretary-backs-mandatory-school-covid-19-vaccines-513965
[1] https://www.freep.com/story/news/health/2021/09/24/joneigh-khaldun-quit-michigan-covid-whitmer/5846198001/
[1] https://www.mlive.com/news/jackson/2021/07/this-is-a-place-people-can-call-home-gov-whitmer-visits-andys-place-apartments-in-jackson.html
[1] https://twitter.com/KevinMKruse/status/1441401533615198210
[1] https://www.usatoday.com/story/opinion/2021/03/19/covering-up-nursing-home-covid-deaths-cuomo-whitmer-column/4723259001/
[1] https://twitter.com/themariefonseca/status/1441096759103537163

Top URLs in Tweet in G2:
[1] https://www.nytimes.com/2021/09/21/opinion/sunday/covid-vaccine-world.html
[1] https://www.nytimes.com/2021/09/22/us/politics/covid-vaccine-moderna-global.html

Top URLs in Tweet in G3:
[1] https://www.washingtonpost.com/health/2021/09/23/covid-vaccination-hospitalization-map/?tid=ss_tw

Top URLs in Tweet in G4:
[1] http://www.easternecho.com/article/2021/09/it-saved-our-life-covid-relief-fund-keeps-ypsilantis-haabs-restaurants-doors-open
[1] https://www.wired.co.uk/article/covid-vaccine-misinformation-facebook
[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

Top URLs in Tweet in G5:
[1] https://twitter.com/govwhitmer/status/1441470250042761216
[1] https://www.freep.com/story/news/politics/2021/09/21/budget-bill-bans-covid-19-vaccine-mandates-school-mask-rules/5803622001/
[1] https://www.nytimes.com/interactive/2021/world/india-covid-cases.html
[1] http://www.msn.com/en-us/money/markets/amid-covid-surge-states-that-cut-benefits-still-see-no-hiring-boost/ar-AAOyTsK

Top URLs in Tweet in G6:
[10] https://www.freep.com/story/news/politics/2021/09/21/budget-bill-bans-covid-19-vaccine-mandates-school-mask-rules/5803622001/?fbclid=IwAR0HAIuvdJKntdKlAeYCzvJFmLSWmrCHkscbBw-uvjF7a4hxmIzEjj9B95E
[1] https://patch.com/michigan/westbloomfield/s/hta6q/last-of-fy-22-budget-heads-to-whitmer-s-desk-vaccine-masks-measures-likely-unenforceable?utm_term=article-slot-2&utm_source=newsletter-daily&utm_medium=email&utm_campaign=newsletter
[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 G7:
[2] https://detroit.cbslocal.com/2021/09/16/beaumont-health-closing-some-beds-because-of-lack-of-staff/
[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.youtube.com/watch?app=desktop&v=d8_AEpoIb7M

Top URLs in Tweet in G9:
[1] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7927578/
[1] https://twitter.com/Area72ENT/status/1382454178002403328

Top URLs in Tweet in G10:
[1] https://twitter.com/disclosetv/status/1437519256896385028

Top Domains
Top Domains in Tweet in Entire Graph:
[22] twitter.com
[22] freep.com
[3] nytimes.com
[2] mlive.com
[2] msn.com
[2] cbslocal.com
[2] nbc25news.com
[1] crainsdetroit.com
[1] politico.com
[1] washingtonpost.com

Top Domains in Tweet in G1:
[10] freep.com
[10] twitter.com
[2] mlive.com
[2] nbc25news.com
[1] crainsdetroit.com
[1] politico.com
[1] usatoday.com
[1] desmog.com
[1] detroitchamber.com
[1] simplecast.com

Top Domains in Tweet in G2:
[2] nytimes.com

Top Domains in Tweet in G3:
[1] washingtonpost.com

Top Domains in Tweet in G4:
[1] easternecho.com
[1] co.uk
[1] usf.edu

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

Top Domains in Tweet in G6:
[10] freep.com
[1] patch.com
[1] fox17online.com

Top Domains in Tweet in G7:
[2] cbslocal.com
[1] theexpose.uk
[1] youtube.com

Top Domains in Tweet in G9:
[1] nih.gov
[1] twitter.com

Top Domains in Tweet in G10:
[1] twitter.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[8] covid
[5] covid19
[2] mpc2021
[2] capitalistprivilege
[2] pandemicsociology
[2] ui
[2] longhaulers
[2] emergency
[2] antimaskers
[1] republikkkans



Top Hashtags in Tweet in G1:
[3] covid
[2] ui
[2] longhaulers
[2] emergency
[2] covid19
[2] antimaskers
[1] firewhitmer22
[1] mpc19
[1] mpc21
[1] mipol

Top Hashtags in Tweet in G2:
[2] capitalistprivilege
[2] pandemicsociology
[1] seekingjustice
[1] vaccineinequity
[1] gatsociology

Top Hashtags in Tweet in G3:
[1] covid
[1] gogreen

Top Hashtags in Tweet in G5:
[1] defundthemedia
[1] michigan
[1] govwhitmer
[1] idiots
[1] migopidiots
[1] vaxd
[1] h1b
[1] jobs
[1] economy
[1] healthcare

Top Hashtags in Tweet in G6:
[1] letusreunite

Top Hashtags in Tweet in G9:
[1] covid_19
[1] civilrights
[1] whistleblower
[1] law
[1] usa

Top Words
Top Words in Tweet in Entire Graph:
[285] govwhitmer
[213] covid
[59] michigan
[48] state
[41] virus
[36] people
[36] ltgovgilchrist
[33] mask
[32] million
[31] michiganders

Top Words in Tweet in G1:
[134] govwhitmer
[94] covid
[36] state
[21] dr
[21] michiganders
[20] proud
[20] bagdasarian
[20] medical
[19] appoint
[19] natasha

Top Words in Tweet in G2:
[6] dystateofmind
[6] repcohen
[6] rephankjohnson
[6] repteddeutch
[6] repjeffries
[6] davidcicilline
[6] tedlieu
[6] repraskin
[6] repjayapal
[4] prof_kennedy

Top Words in Tweet in G3:
[7] govwhitmer
[5] covid
[4] cases
[3] school
[2] fox2news
[2] decide
[2] kids
[2] re
[2] dananessel
[2] miattygen

Top Words in Tweet in G4:
[32] ltgovgilchrist
[25] small
[25] businesses
[24] 23
[24] economic
[24] relief
[24] programs
[24] 240
[24] million
[24] michigan

Top Words in Tweet in G5:
[8] govwhitmer
[8] covid
[5] freep
[3] kids
[3] bc
[2] white
[2] more
[2] disavowtrump20
[2] public
[2] school

Top Words in Tweet in G6:
[20] govwhitmer
[6] abdnys
[5] migop
[5] fake
[4] covid
[4] potus
[4] willowgreen1
[3] know
[3] one
[3] outraged

Top Words in Tweet in G7:
[22] govwhitmer
[16] virus
[11] covid
[8] mask
[7] droplets
[7] hallinen_diane
[5] people
[4] wear
[4] vaccine
[4] against

Top Words in Tweet in G8:
[11] govwhitmer
[9] covid
[5] drkhaldun
[4] michigan
[4] mandate
[3] during
[3] michiganhhs
[3] mask
[3] davideggert00
[2] thank

Top Words in Tweet in G9:
[5] foxnews
[4] govwhitmer
[3] covid
[2] children
[2] infected
[2] pt
[2] 1809
[2] 11
[2] 2020
[2] oversightdems

Top Words in Tweet in G10:
[20] numbers
[13] covid
[10] 2cynical65
[10] doing
[9] surprise
[9] called
[9] padding
[9] entire
[9] time
[8] fede

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[28] small,businesses
[26] 23,economic
[26] economic,relief
[26] relief,programs
[26] programs,240
[26] 240,million
[26] million,small
[26] businesses,michigan
[26] michigan,counties
[26] counties,creating

Top Word Pairs in Tweet in G1:
[19] proud,appoint
[19] appoint,dr
[19] dr,natasha
[19] natasha,bagdasarian
[19] bagdasarian,chief
[19] chief,medical
[19] medical,executive
[19] executive,michiganders
[19] michiganders,state
[19] state,benefited

Top Word Pairs in Tweet in G2:
[6] dystateofmind,repcohen
[6] repcohen,rephankjohnson
[6] rephankjohnson,repteddeutch
[6] repteddeutch,repjeffries
[6] repjeffries,davidcicilline
[6] davidcicilline,tedlieu
[6] tedlieu,repraskin
[6] repraskin,repjayapal
[4] prof_kennedy,dystateofmind
[4] repjayapal,repg

Top Word Pairs in Tweet in G3:
[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
[2] without,mask

Top Word Pairs in Tweet in G4:
[25] small,businesses
[24] 23,economic
[24] economic,relief
[24] relief,programs
[24] programs,240
[24] 240,million
[24] million,small
[24] businesses,michigan
[24] michigan,counties
[24] counties,creating

Top Word Pairs in Tweet in G5:
[2] kids,covid
[2] covid,19

Top Word Pairs in Tweet in G6:
[3] abdnys,outraged
[3] outraged,fake
[3] fake,govwhitmer
[3] govwhitmer,collaboration
[3] collaboration,today
[3] today,migop
[3] migop,legislature
[3] occupydemocrats,abdnys
[3] abdnys,going
[3] going,strike

Top Word Pairs in Tweet in G7:
[4] hallinen_diane,govwhitmer
[4] donaldson,emergency
[3] benswasse,govwhitmer
[3] hallinen_diane,saltfreesukey
[3] saltfreesukey,govwhitmer
[2] sher_wr,govwhitmer
[2] droplets,released
[2] inhaling,droplets
[2] especially,wear
[2] wear,mask

Top Word Pairs in Tweet in G8:
[3] drkhaldun,govwhitmer
[3] during,covid
[2] govwhitmer,thank
[2] thank,service
[2] service,michigan
[2] mask,mandate
[2] davideggert00,ap
[2] ap,govwhitmer
[2] govwhitmer,please
[2] please,protect

Top Word Pairs in Tweet in G9:
[2] foxnews,govwhitmer
[2] children,infected
[2] infected,covid
[2] pt,1809
[2] 1809,11
[2] 11,2020
[2] 2020,oversightdems
[2] oversightdems,foxnews
[2] foxnews,michigandems
[2] michigandems,senatefloor

Top Word Pairs in Tweet in G10:
[9] surprise,called
[9] called,padding
[9] padding,numbers
[9] numbers,doing
[9] doing,entire
[9] entire,time
[9] time,covid
[9] covid,numbers
[8] 2cynical65,surprise
[8] numbers,fede

Top Replied-To
Top Replied-To in Entire Graph:
@govwhitmer
@hallinen_diane
@emilyjanelawler
@jamesda24647610
@common_sense_yo
@drkhaldun
@benswasse
@hotwings4432
@michiganhhs
@davideggert00

Top Replied-To in G1:
@govwhitmer
@rdishaw2
@robwatches
@kevinsteeljr
@hotwings4432
@happy_hunter58
@wandbsports
@pennfield87
@pdubdev
@commonsense_xlv

Top Replied-To in G2:
@dystateofmind

Top Replied-To in G3:
@govwhitmer
@fox2news
@miattygen
@detroitnews
@applesupport

Top Replied-To in G4:
@govwhitmer
@jamesda24647610
@troopermoo
@nitrileguy
@sirmeags
@kimsteed13

Top Replied-To in G5:
@disavowtrump20
@govwhitmer
@mojean12
@nypost
@truthout
@nosleeptilbroo

Top Replied-To in G6:
@govwhitmer
@maddow
@metrotimes
@abc
@abdnys
@occupydemocrats
@kelleyforgov
@dawnobrien55
@potus

Top Replied-To in G7:
@hallinen_diane
@benswasse
@sher_wr
@renay48937
@ragingfeminist1
@govwhitmer
@bparks3000
@jesslynnmoreno
@reeneestarla
@pjavigne

Top Replied-To in G8:
@drkhaldun
@michiganhhs
@davideggert00
@whcos

Top Replied-To in G9:
@foxnews
@slg10231

Top Replied-To in G10:
@2cynical65
@stacheautonomy

Top Mentioned
Top Mentioned in Entire Graph:
@govwhitmer
@ltgovgilchrist
@awakenotwoke17
@2cynical65
@paigesholloway
@tedlieu
@repraskin
@seanspicer
@freep
@repcohen

Top Mentioned in G1:
@govwhitmer
@awakenotwoke17
@gretchenwhitmer
@crainsdetroit
@ltgovgilchrist
@minationalguard
@nickrmanes
@andysangels
@forlibrarians
@danheibel

Top Mentioned in G2:
@repcohen
@rephankjohnson
@repteddeutch
@repjeffries
@davidcicilline
@tedlieu
@repraskin
@repjayapal
@prof_kennedy
@dystateofmind

Top Mentioned in G3:
@govwhitmer
@dananessel
@garrettformi
@fbi
@miattygen
@washingtonpost
@washtimes
@foxnews
@sengarypeters
@replawrence

Top Mentioned in G4:
@ltgovgilchrist
@govwhitmer
@paigesholloway
@sirmeags
@jamesda24647610
@troopermoo
@mulderedna

Top Mentioned in G5:
@govwhitmer
@freep
@tuckercarlson
@leslieesc
@joncoopertweets
@misenate
@mi_republicans
@ingrahamangle
@uscis
@fox2deena

Top Mentioned in G6:
@govwhitmer
@migop
@abdnys
@willowgreen1
@potus
@rosemarybayer
@occupydemocrats
@whitehouse
@masb
@ktereiter

Top Mentioned in G7:
@govwhitmer
@saltfreesukey
@sher_wr
@beaumonthealth
@ynofhawks1

Top Mentioned in G8:
@govwhitmer
@ap
@mdhhs_cme
@mdhhs_director
@drkhaldun
@pasqualiba
@davideggert00
@michiganhhs

Top Mentioned in G9:
@govwhitmer
@foxnews
@oversightdems
@michigandems
@senatefloor
@civilrights
@thejusticedept
@cnnpolitics
@area72ent

Top Mentioned in G10:
@2cynical65
@govwhitmer
@e__strobel

Top Tweeters
Top Tweeters in Entire Graph:
@applesupport
@openletterbot
@business
@pauldramone
@lauriespoon
@nytimes
@foxnews
@npazderski
@nypost
@washingtonpost

Top Tweeters in G1:
@openletterbot
@pauldramone
@npazderski
@geoffypjohnston
@mkrizsa50
@sap1028
@chicawis
@mlb0t
@brown1971jo
@happy_hunter58

Top Tweeters in G2:
@tressiemcphd
@deanbaker13
@michaelbd
@jasl71
@tedlieu
@prof_kennedy
@repjayapal
@dleonhardt
@davidcicilline
@normeisen

Top Tweeters in G3:
@applesupport
@nytimes
@washingtonpost
@washtimes
@detroitnews
@fox2news
@google
@tyt
@twittersupport
@misupremecourt

Top Tweeters in G4:
@mmmexperimental
@lovingvoltrav
@waters102
@lang51b
@brenda_resister
@amyforequality
@mysecondresist
@softygmb
@mi_made_man
@mizjenijonze

Top Tweeters in G5:
@business
@nypost
@joncoopertweets
@freep
@pszczepanski
@truthout
@leslieesc
@ingrahamangle
@amermedicalassn
@mktldr

Top Tweeters in G6:
@abc
@msnbc
@cnnpolitics
@willowgreen1
@occupydemocrats
@dreathereal
@metrotimes
@orwellacademy
@cdcgov
@migop

Top Tweeters in G7:
@renay48937
@sher_wr
@saltfreesukey
@beaumonthealth
@jesslynnmoreno
@benswasse
@connie_sue22
@hallinen_diane
@reeneestarla
@bparks3000

Top Tweeters in G8:
@ap
@pasqualiba
@smbmsubronco
@travontweets
@davideggert00
@michiganhhs
@whcos
@francesty
@cacilhas510
@kingleo67th

Top Tweeters in G9:
@foxnews
@1whistleblowers
@michigandems
@oversightdems
@slg10231
@thejusticedept
@senatefloor
@area72ent
@amzongrl
@civilrights

Top Tweeters in G10:
@e__strobel
@kensnyder4
@jjs92285
@estbom
@2cynical65
@shreksshrek
@piper336
@invaderay
@nrthrnrebelmark
@grumpyinny


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