Mask mandate, Twitter, 9/8/2021 12:48:11 AM, 261473
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Mask mandate_2021-09-07_16-08-28.xlsx
Mask mandate_2021-09-07_16-08-28.xlsx
View an interactive version of this graph (experimental)
From:
Connected Action NodeXL-Reports
Uploaded on:
September 08, 2021
Short Description:
Mask mandate via NodeXL https://bit.ly/3BUwQc7
@occupydemocrats
@kerpen
@sandibachom
@oliviakrauth
@tomthunkitsmind
@thecloudwizard
@phil_lewis_
@ianmsc
@gregabbott_tx
@balinor91

Top hashtags:
#maskmandate
#covid19
#wearamask
#onlywhenitissafe
#allenellisonforflorida

Description:
Description
The graph represents a network of 19,113 Twitter users whose recent tweets contained "Mask mandate", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 08 September 2021 at 00:13 UTC.

The tweets in the network were tweeted over the 1-day, 3-hour, 3-minute period from Monday, 06 September 2021 at 20:05 UTC to Tuesday, 07 September 2021 at 23:08 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 : 19113
Unique Edges : 21811
Edges With Duplicates : 1642
Total Edges : 23453
Number of Edge Types : 5
Replies to : 2379
Mentions : 2718
Retweet : 14009
Tweet : 1982
MentionsInRetweet : 2365
Self-Loops : 2036
Reciprocated Vertex Pair Ratio : 0.00577585788477406
Reciprocated Edge Ratio : 0.01148537785928
Connected Components : 2275
Single-Vertex Connected Components : 1084
Maximum Vertices in a Connected Component : 13772
Maximum Edges in a Connected Component : 18036
Maximum Geodesic Distance (Diameter) : 20
Average Geodesic Distance : 5.261715
Graph Density : 5.67278955629423E-05
Modularity : 0.821631
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 19,113 Twitter users whose recent tweets contained "Mask mandate", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Wednesday, 08 September 2021 at 00:13 UTC.

The tweets in the network were tweeted over the 1-day, 3-hour, 3-minute period from Monday, 06 September 2021 at 20:05 UTC to Tuesday, 07 September 2021 at 23:08 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 : TwitterSearch
Graph Term : Mask mandate
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:
[1406] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8395971/
[795] https://twitter.com/sandibachom/status/1432396877551620101
[556] https://vtdigger.org/2021/09/03/at-champlain-valley-high-a-vocal-minority-decries-indoor-mask-mandate/
[148] https://vermontdailychronicle.com/2021/09/02/across-the-lake-federal-court-kills-mask-mandate/
[108] https://pubmed.ncbi.nlm.nih.gov/34480194/
[91] https://justthenews.com/nation/states/florida-school-mask-mandate-ban-remains-state-appeals-ruling-nullifying-it
[81] https://www.nytimes.com/2021/09/07/us/professor-unmasked-students-delta.html
[71] https://justthenews.com/government/courts-law/amistad-project-files-suit-stop-statewide-pennsylvania-school-mask-mandate
[61] https://apple.news/AHQFIy8dOTImEbS08GgyHVQ
[60] https://twitter.com/matthewboedy/status/1435203813519118347

Top URLs in Tweet in G1:
[3] https://www.wonkette.com/proud-boys-try-to-storm-vancouver-wa-high-school-over-mask-mandate
[2] https://www.postandcourier.com/columbia/news/sc-supreme-court-rejects-columbias-covid-mask-mandate-in-schools/article_8a6e60d4-0c19-11ec-a9af-37c64f0562dd.html
[2] https://www.chicagotribune.com/news/breaking/ct-chicago-mask-mandate-citations-warnings-20210907-42b7h5xwf5hollhyao5rogakt4-story.html#ed=rss_www.chicagotribune.com/arcio/rss/category/news/
[2] https://twitter.com/occupydemocrats/status/1435105152315248643
[1] https://thehill.com/homenews/state-watch/570224-pennsylvania-reverses-course-will-issue-mask-mandate-for-k-12-schools
[1] https://www.nytimes.com/2021/09/06/us/oregon-idaho-icu-beds.html?smid=fb-nytimes&smtyp=cur&fbclid=IwAR18_DP7aZ-Qbbg4sr5sjQHwBG3QN6O4zcMJ8oBp096PqcIvRyVIzOuvjts
[1] https://www.cbsnews.com/news/texas-covid-patients-overfill-hospitals/?ftag=CNM-00-10aab6a&linkId=130651936&fbclid=IwAR0XML9TfciIK4SLr1rNQdxLr7MGnrUCoW3qwb4MqfvNNZ6fX39jdMFQprE
[1] https://twitter.com/tizzyent/status/1434230152742019077
[1] https://www.robinspost.com/news/world-news/daily-global-news/1434689-weather-news-with-hot-weather-in-the-forecast-some-n-j-schools-will-grant-exceptions-to-mask-mandate.html
[1] http://www.actionnewsjax.com/

Top URLs in Tweet in G2:
[1339] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8395971/
[141] https://vermontdailychronicle.com/2021/09/02/across-the-lake-federal-court-kills-mask-mandate/
[105] https://pubmed.ncbi.nlm.nih.gov/34480194/
[38] https://jamanetwork.com/journals/jama/fullarticle/2768533
[5] https://mailchi.mp/dad1762798da/expand-medicaid-692592
[5] http://tnholler.com/
[4] https://secure.winred.com/lou-barletta-for-governor/9-7-say-no-to-mask-mandates-eblast
[3] https://trib.al/xDRIjpE
[3] https://www.wsj.com/articles/colleges-violate-covid-19-coronavirus-vaccinated-students-mask-mandate-delta-11630677909?st=n1o6nzjav3ks0es&reflink=desktopwebshare_twitter
[2] https://twitter.com/jsolomonReports/status/1435058883584741377

Top URLs in Tweet in G3:
[12] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8395971/
[10] https://www.newsweek.com/austin-area-school-board-votes-5-2-defy-texas-gov-greg-abbotts-mask-mandate-ban-1626504
[9] https://thehill.com/homenews/state-watch/570972-minnesota-parents-sue-gov-walz-over-lack-of-mask-mandate-in-schools
[9] https://miami.cbslocal.com/2021/09/07/florida-department-of-education-withholds-funds-in-broward-alachua-counties-for-mask-mandate/
[6] https://www.theblaze.com/news/raes-cafe-mask-mandate-private-club
[5] https://www.nj.com/education/2021/09/with-hot-weather-in-the-forecast-some-nj-schools-will-grant-exceptions-to-mask-mandate.html
[5] https://www.axios.com/poll-republicans-school-mask-mandates-0b7b68ed-ee96-41c6-b0c9-8d83cb99b3e0.html
[5] https://www.axios.com/poll-republicans-school-mask-mandates-0b7b68ed-ee96-41c6-b0c9-8d83cb99b3e0.html?utm_campaign=organic&utm_medium=socialshare&utm_source=twitter
[5] https://www.wonkette.com/proud-boys-try-to-storm-vancouver-wa-high-school-over-mask-mandate
[4] https://www.lifesitenews.com/news/ny-health-commissioner-repeals-mask-mandate-for-unvaxxed-after-federal-lawsuit-filed/

Top URLs in Tweet in G4:
[749] https://twitter.com/sandibachom/status/1432396877551620101
[56] https://apple.news/AHQFIy8dOTImEbS08GgyHVQ
[18] https://twitter.com/houstonchron/status/1434728087317536770
[10] https://katu.com/news/local/portland-restaurant-owners-say-they-are-seeing-more-unruly-customers-due-to-mask-mandate
[5] https://t.co/n027Qiyu07
[3] https://vtdigger.org/2021/09/03/at-champlain-valley-high-a-vocal-minority-decries-indoor-mask-mandate/
[3] https://baltimore.cbslocal.com/2021/08/06/covid-19-in-baltimore-mask-mandate-vaccination-hesitancy/
[2] https://www.orlandosentinel.com/news/lake/os-lk-school-board-delay-covid-mandate-decision-20210902-simidkpsznfmhfxpzvr5vwjsh4-story.html
[2] https://katu.com/news/coronavirus/outdoor-mask-mandate-starts-for-king-pierce-counties
[2] https://www.axios.com/poll-republicans-school-mask-mandates-0b7b68ed-ee96-41c6-b0c9-8d83cb99b3e0.html

Top URLs in Tweet in G5:
[22] https://apple.news/Au5VGfy4wRJqb3CoIFumAEw
[19] https://www.thecity.nyc/platform/amp/2021/9/6/22659631/nyc-subway-riders-mask-mandate-fines-drop?__twitter_impression=true
[11] https://twitter.com/sandibachom/status/1432396877551620101
[4] https://www.expressnews.com/news/local/article/They-are-going-to-hang-you-Woman-harasses-16438895.php?utm_campaign=CMS%20Sharing%20Tools%20(Premium)&utm_source=t.co&utm_medium=referral
[4] https://www.salemreporter.com/posts/4919/around-oregon-adrian-school-board-fires-superintendent-for-obeying-states-mask-mandate
[3] https://www.expressnews.com/news/local/article/They-are-going-to-hang-you-Woman-harasses-16438895.php?utm_campaign=socialflow&utm_medium=referral&utm_source=twitter.com
[2] https://thehill.com/homenews/state-watch/570972-minnesota-parents-sue-gov-walz-over-lack-of-mask-mandate-in-schools
[1] https://www.forbes.com/sites/alisondurkee/2021/09/07/these-are-the-parents-most-likely-to-oppose-school-mask-mandates-poll-finds/
[1] https://apple.news/AHQFIy8dOTImEbS08GgyHVQ
[1] https://www.salemreporter.com/posts/4919

Top URLs in Tweet in G6:
[538] https://vtdigger.org/2021/09/03/at-champlain-valley-high-a-vocal-minority-decries-indoor-mask-mandate/
[1] https://www.wkyt.com/2021/09/07/kentucky-lawmakers-consider-pandemic-related-issues-special-session/?utm_source=twitter&utm_medium=Social&utm_campaign=snd&utm_content=wkyt
[1] https://twitter.com/sandibachom/status/1432396877551620101

Top URLs in Tweet in G7:
[54] https://www.courier-journal.com/story/news/education/2021/09/07/kentucky-special-session-lawmakers-eye-ending-school-mask-mandate/5750642001/
[19] https://actionnetwork.org/letters/protect-our-families-support-the-mask-mandate-in-kentucky-schools?source=direct_link&fbclid=IwAR2njNoCEj82SmPL6ik0CJbpOaHXvkB8lqQNq6upJql1RZ9M9DcmHgxl7mo
[12] https://www.wdrb.com/in-depth/senate-panel-advances-bill-voiding-kentucky-school-mask-mandate-granting-flexibility-for-districts/article_e8d9eda6-100a-11ec-b9c0-1f79dd32d772.html
[12] https://actionnetwork.org/letters/protect-our-families-support-the-mask-mandate-in-kentucky-schools?clear_id=true&source=direct_link
[7] https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8395971/
[6] https://twitter.com/jess_m_clark/status/1435303667893145601
[6] https://twitter.com/oliviakrauth/status/1435191653996847109
[5] https://twitter.com/atticaforky/status/1435264947156627459
[5] https://www.youtube.com/watch?v=iVksT72Hd2E

[4] https://wfpl.org/gop-lawmakers-seek-to-scrap-mask-mandate-for-ky-schools/

Top URLs in Tweet in G8:
[37] https://www.reddeeradvocate.com/news/alberta-teachers-association-critical-of-government-for-exempting-schools-from-mask-mandate/
[5] https://www.chron.com/news/houston-texas/article/Texas-district-mask-mandate-students-quarantine-16440339.php?utm_campaign=CMS%20Sharing%20Tools%20(Premium)&utm_source=t.co&utm_medium=referral
[5] https://www.friendsofmedicare.org/health_advocates_to_kenney_show_up_and_do_your_job
[5] https://twitter.com/GregAbbott_TX/status/1434938114255036424
[4] https://www.newsweek.com/austin-area-school-board-votes-5-2-defy-texas-gov-greg-abbotts-mask-mandate-ban-1626504
[4] https://twitter.com/kodiak149/status/1434998382091718657
[2] https://www.foxnews.com/politics/texas-gov-greg-abbott-signs-election-bill
[2] https://www.statesman.com/story/news/2021/08/27/mask-mandate-travis-county-schools-judge-allows-paxton-appeals/5624571001/?utm_source=SND&utm_medium=Twitter&utm_campaign=statesman
[2] https://www.theguardian.com/us-news/2021/sep/03/florida-covid-ron-desantis-appeals-mask-ruling-record-covid-deaths
[2] https://www.nytimes.com/2021/09/07/us/professor-unmasked-students-delta.html

Top URLs in Tweet in G9:
[49] https://covid.cdc.gov/covid-data-tracker/#county-view
[40] https://twitter.com/TeamEllison2022/status/1435280374045843462
[13] https://twitter.com/sandibachom/status/1432396877551620101
[11] https://minnesota.cbslocal.com/2021/09/05/walz-school-mask-mandate-lawsuit/
[10] https://www.nbcboston.com/news/local/provincetown-drops-mask-mandate/2480799/
[9] https://www.theepochtimes.com/parent-group-lawsuit-seeks-statewide-mask-mandate-in-minnesota-schools_3984559.html?utm_medium=social&utm_source=twitter&utm_campaign=digitalsub
[4] https://www.yahoo.com/news/florida-teacher-couldnt-vaccinated-because-133051272.html
[3] https://www.forbes.com/sites/alisondurkee/2021/09/07/these-are-the-parents-most-likely-to-oppose-school-mask-mandates-poll-finds/
[3] https://twitter.com/slytherbitch6/status/1435243135580491784
[2] https://www.wesh.com/article/parents-and-teachers-rally-outside-osceola-school-board-building-hoping-to-change-mask-mandate/37503616?utm_campaign=snd-autopilot

Top URLs in Tweet in G10:
[29] https://www.kcrg.com/2021/08/12/gov-reynolds-decision-prohibit-school-mask-policies/
[9] https://www.thegazette.com/k/covid-cases-rising-in-iowa-schools-with-no-mask-mandates-minimal-contact-tracing/
[5] https://trib.al/hFXgDj5
[4] https://twitter.com/vuepresident/status/1434993148149780483
[4] https://www.newsweek.com/austin-area-school-board-votes-5-2-defy-texas-gov-greg-abbotts-mask-mandate-ban-1626504?utm_term=Autofeed&utm_medium=Social&utm_source=Twitter#Echobox=1630972374
[4] https://www.newsweek.com/florida-covid-daily-deaths-record-high-ron-desantis-mask-mandate-debate-1625717
[3] https://twitter.com/EricTopol/status/1426683286483464197
[2] https://trib.al/KYTUv8T
[2] https://www.caller.com/story/news/local/texas/state-bureau/2021/08/26/why-texas-mom-suing-overturn-abbotts-mask-mandate-ban/5590515001/
[2] https://www.nbcdfw.com/news/local/texas-news/texas-lawmakers-could-create-a-mask-mandate-option-for-school-districts/2731093/?_osource=SocialFlowTwt_DFWBrand

Top Domains
Top Domains in Tweet in Entire Graph:
[1536] twitter.com
[1523] nih.gov
[565] vtdigger.org
[177] justthenews.com
[163] trib.al
[149] vermontdailychronicle.com
[122] thecity.nyc
[102] nytimes.com
[97] apple.news
[95] cbslocal.com

Top Domains in Tweet in G1:
[3] wonkette.com
[3] twitter.com
[2] postandcourier.com
[2] chicagotribune.com
[2] actionnewsjax.com
[1] thehill.com
[1] nytimes.com
[1] cbsnews.com
[1] robinspost.com

Top Domains in Tweet in G2:
[1444] nih.gov
[142] vermontdailychronicle.com
[38] jamanetwork.com
[15] twitter.com
[5] mailchi.mp
[5] tnholler.com
[5] wsj.com
[4] winred.com
[4] wcyb.com
[3] trib.al

Top Domains in Tweet in G3:
[118] twitter.com
[86] patch.com
[18] cbslocal.com
[15] newsweek.com
[13] thehill.com
[13] nih.gov
[11] axios.com
[10] trib.al
[7] nytimes.com
[7] wkbn.com

Top Domains in Tweet in G4:
[767] twitter.com
[56] apple.news
[12] katu.com
[5] t.co
[3] vtdigger.org
[3] cbslocal.com
[2] orlandosentinel.com
[2] axios.com
[1] reddeeradvocate.com

Top Domains in Tweet in G5:
[23] apple.news
[19] thecity.nyc
[11] twitter.com
[7] expressnews.com
[5] salemreporter.com
[2] thehill.com
[1] forbes.com
[1] weartv.com

Top Domains in Tweet in G6:
[538] vtdigger.org
[1] wkyt.com
[1] twitter.com

Top Domains in Tweet in G7:
[56] courier-journal.com
[31] twitter.com
[31] actionnetwork.org
[19] wdrb.com
[7] nih.gov
[5] msn.com
[5] youtube.com
[4] wfpl.org
[2] ky.gov
[2] spectrumnews1.com

Top Domains in Tweet in G8:
[37] reddeeradvocate.com
[17] twitter.com
[6] chron.com
[5] friendsofmedicare.org
[5] newsweek.com
[3] youtube.com
[2] foxnews.com
[2] statesman.com
[2] theguardian.com
[2] nytimes.com

Top Domains in Tweet in G9:
[66] twitter.com
[49] cdc.gov
[13] cbslocal.com
[10] nbcboston.com
[10] theepochtimes.com
[7] trib.al
[4] yahoo.com
[3] forbes.com
[3] apple.news
[2] wesh.com

Top Domains in Tweet in G10:
[29] kcrg.com
[17] twitter.com
[9] thegazette.com
[9] newsweek.com
[8] trib.al
[2] caller.com
[2] nbcdfw.com
[2] apple.news
[2] dallasnews.com
[2] cbsnews.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[160] maskmandate
[151] covid19
[121] wearamask
[112] onlywhenitissafe
[112] allenellisonforflorida
[100] covid
[70] freshvoicesrise
[66] wtpblue
[49] ableg
[44] abhealth



Top Hashtags in Tweet in G1:
[1] news
[1] healthcare
[1] healthinsurance
[1] aca
[1] obamacare

Top Hashtags in Tweet in G2:
[26] ohio
[2] maskswork
[1] maskmandates
[1] smartnews
[1] teamreality
[1] maskup
[1] getvaccinated
[1] tennessee
[1] maskmandate
[1] executiveorder

Top Hashtags in Tweet in G3:
[13] covid19
[6] education
[5] maskup
[5] mask
[5] smartnews
[5] covid
[5] maskmandate
[3] covid19ab
[3] safercslive
[2] health

Top Hashtags in Tweet in G4:
[61] wtpblue
[54] freshvoicesrise
[20] covid19
[18] freshresists
[7] freshvo
[4] flapol
[2] deathsantis
[2] covid19superspreader
[1] ableg
[1] abhealth

Top Hashtags in Tweet in G5:
[3] deltavariant
[2] covidiots
[1] wtpblue
[1] freshvoicesrise
[1] covid
[1] staysafe
[1] florida
[1] rondesantis
[1] sars_cov_2

Top Hashtags in Tweet in G7:
[7] kyga21
[6] maskup
[5] covid19
[4] bansoffourbodies
[4] wkyt
[4] kentucky
[2] getvaccinatednow
[2] mask
[1] maskmandate
[1] jimmydyhouse

Top Hashtags in Tweet in G8:
[45] ableg
[40] abhealth
[21] abpoli
[20] covid19ab
[12] abed
[6] resignkenney
[5] wethepeople
[3] unmaskourchildren
[3] enoughisenough
[3] covid19

Top Hashtags in Tweet in G9:
[141] maskmandate
[112] onlywhenitissafe
[112] wearamask
[112] allenellisonforflorida
[20] wishiwasthere
[20] onlywhenitssafe
[13] freshvoicesrise
[9] parents
[9] minnesota
[8] gopers

Top Hashtags in Tweet in G10:
[23] covidiots
[11] covidkim
[6] covid19
[5] vaccinemandate
[5] iowa
[3] schools
[3] deltavariant
[3] coronavirus
[3] iowans
[2] texas

Top Words
Top Words in Tweet in Entire Graph:
[20284] mask
[17236] mandate
[16112] alabama
[10781] nurses
[8470] covid
[6924] hospital
[6919] icu
[6278] over
[6183] pay
[5829] go

Top Words in Tweet in G1:
[15128] alabama
[10084] nurses
[5080] mask
[5078] mandate
[5047] breaking
[5045] over
[5045] covid
[5044] icu
[5043] being
[5043] forced

Top Words in Tweet in G2:
[3645] mask
[2812] bed
[2134] mandate
[1786] covid
[1711] daily
[1416] 19
[1411] hospital
[1410] positive
[1410] wearing
[1409] implementation

Top Words in Tweet in G3:
[1112] mask
[1027] mandate
[346] school
[208] schools
[146] masks
[123] covid
[120] wear
[115] one
[97] state
[91] people

Top Words in Tweet in G4:
[2248] anti
[1486] school
[1015] mask
[987] mandate
[749] vaxx
[741] pay
[717] boards
[658] points
[658] trump
[657] board

Top Words in Tweet in G5:
[1731] mask
[1565] schools
[1561] gov
[1539] more
[960] mandate
[802] school
[778] state
[774] kids
[772] outbreak
[771] funding

Top Words in Tweet in G6:
[538] photo
[538] win
[538] pulitzer
[27] alabama
[18] nurses
[17] mask
[15] mandate
[10] pay
[9] breaking
[9] major

Top Words in Tweet in G7:
[542] mask
[526] mandate
[225] special
[224] session
[200] kentucky
[164] schools
[158] education
[150] state
[132] during
[131] school

Top Words in Tweet in G8:
[299] mask
[293] mandate
[130] bring
[94] school
[84] cases
[80] don
[78] down
[72] cmoh_alberta
[71] clear
[71] sure

Top Words in Tweet in G9:
[456] mask
[428] mandate
[205] school
[158] county
[144] safe
[141] #maskmandate
[139] rally
[137] allenlellison
[134] better
[133] sorry

Top Words in Tweet in G10:
[258] mask
[230] mandate
[85] schools
[82] school
[61] data
[56] ban
[55] having
[52] over
[51] covid
[46] state

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[13828] mask,mandate
[5398] icu,beds
[5389] rid,mask
[5386] having,covid
[5384] nurses,major
[5384] major,birmingham
[5384] strike,over
[5384] work,deadly
[5384] deadly,conditions
[5384] conditions,having

Top Word Pairs in Tweet in G1:
[5074] mask,mandate
[5042] breaking,nurses
[5042] nurses,major
[5042] major,birmingham
[5042] birmingham,alabama
[5042] alabama,hospital
[5042] hospital,go
[5042] go,strike
[5042] strike,over
[5042] over,being

Top Word Pairs in Tweet in G2:
[1414] covid,19
[1409] mask,wearing
[1408] attributable,implementation
[1408] implementation,mask
[1408] wearing,mandate
[1406] reduction,population
[1406] population,daily
[1406] daily,mortality
[1406] mortality,hospital
[1406] hospital,bed

Top Word Pairs in Tweet in G3:
[887] mask,mandate
[88] school,mask
[52] pennsylvania,schools
[46] school,board
[46] covid,19
[45] effect,pennsylvania
[44] mandate,schools
[44] mandate,soon
[44] go,effect
[43] controversial,mask

Top Word Pairs in Tweet in G4:
[750] anti,mask
[749] anti,vaxx
[749] vaxx,anti
[749] anti,mandate
[749] mandate,anti
[717] school,boards
[657] school,board
[656] pay,attention
[656] attention,school
[656] board,disruptions

Top Word Pairs in Tweet in G5:
[946] mask,mandate
[770] mask,mandates
[769] facts,fl
[769] fl,more
[769] more,hospitalizations
[769] hospitalizations,more
[769] more,kids
[769] kids,hospitalized
[769] hospitalized,state
[769] state,gov

Top Word Pairs in Tweet in G6:
[538] photo,win
[538] win,pulitzer
[14] mask,mandate
[9] breaking,nurses
[9] nurses,major
[9] major,birmingham
[9] birmingham,alabama
[9] alabama,hospital
[9] hospital,go
[9] go,strike

Top Word Pairs in Tweet in G7:
[487] mask,mandate
[126] during,special
[122] mandate,during
[116] kygop,kydems
[114] kentucky,teacher
[114] teacher,year
[114] year,urging
[114] urging,state
[114] state,senators
[114] senators,representatives

Top Word Pairs in Tweet in G8:
[227] mask,mandate
[67] liquor,curfew
[65] don,worry
[65] worry,once
[65] once,becomes
[65] becomes,clear
[65] clear,non
[65] non,rodeo
[65] rodeo,liquor
[65] curfew,isn

Top Word Pairs in Tweet in G9:
[380] mask,mandate
[133] better,safe
[133] safe,sorry
[133] sorry,mask
[133] mandate,rally
[112] #onlywhenitissafe,#maskmandate
[112] #maskmandate,#wearamask
[99] school,district
[97] osceola,county
[93] kissimmee,fl

Top Word Pairs in Tweet in G10:
[198] mask,mandate
[56] mandate,ban
[31] icu,beds
[30] nurses,major
[30] major,birmingham
[30] strike,over
[30] work,deadly
[30] deadly,conditions
[30] conditions,having
[30] having,covid

Top Replied-To
Top Replied-To in Entire Graph:
@tyt
@thomaskaine5
@govrondesantis
@rexchapman
@gregabbott_tx
@nancylevine
@jclagle
@oliviakrauth
@governortomwolf
@ronfilipkowski

Top Replied-To in G1:
@ezraklein
@kumuthalane
@rhon24hourmama
@richarlisa
@gnomeoffender
@rachel_dillin
@ker6100
@jazsmoothasice

Top Replied-To in G2:
@heckofaliberal
@angrybklynmom
@govbilllee
@jodyhood18
@vankapro
@jabaluck
@polyeyebrow
@vp
@matt_barnum
@problematicpleb

Top Replied-To in G3:

Top Replied-To in G4:
@kansasstatefair
@peterschorschfl
@axios
@joanmbrenner1
@dinerlee
@markghost45
@consarecons
@my_pcs

Top Replied-To in G5:
@tomthunkitsmind
@leslieoo7
@clearing_fog
@lougarza86
@andrewsparfea
@jen1972carter
@hwy89a
@barrycking1
@nerdmomapril
@l78lancer

Top Replied-To in G6:
@atmills76
@slingertruth

Top Replied-To in G7:
@rexchapman
@nancylevine
@oliviakrauth
@ky_statesman
@jmnemes
@kroger
@repjosieraymond
@reggiethomasky
@radxraymd
@stephenking

Top Replied-To in G8:
@govrondesantis
@gregabbott_tx
@akvalkyrin
@govabbott
@statesman
@jjhorgan
@nytimes
@daniell10013340
@govmurphy
@beachrunner26

Top Replied-To in G9:
@jclagle
@potus
@occupydemocrats
@davenewworld_2
@cdcgov
@vjhoodlander
@michael59015906
@osceolaschools
@govtimwalz
@janetea4

Top Replied-To in G10:
@aslavitt
@cnn
@mmpadellan
@kylegriffin1
@yamiche
@areck0001
@joyannreid
@unicornhomies
@chrisjansing
@toomanylyns1

Top Mentioned
Top Mentioned in Entire Graph:
@allenlellison
@kygop
@kydems
@refusetoreturn
@cmoh_alberta
@cdcgov
@nycschools
@aaup
@borusg
@wjxt4

Top Mentioned in G1:
@occupydemocrats
@jazsmoothasice

Top Mentioned in G2:
@govbilllee
@govmikedewine
@ohdeptofhealth
@ianmsc
@knoxschools
@schwinnteach
@elonbachman
@lesliebienen
@angrybklynmom
@jhaskinscabrera

Top Mentioned in G3:
@pastorward1
@risingpatriot

Top Mentioned in G4:
@jennobenno
@my_pcs
@axios
@sandibachom
@mommamia1217
@princessbravato
@potus
@sar_oso
@kriseman

Top Mentioned in G5:
@ron_begone
@jeanieous
@expressnews
@gal_suburban
@satirehat
@asahutchinson
@kslcom
@psu4joe
@obrien70p
@jl_olmsted

Top Mentioned in G7:
@kygop
@kydems
@govandybeshear
@oliviakrauth
@wdrbnews
@kysenategop
@kyhousegop
@courierjournal
@tkonz
@jess_m_clark

Top Mentioned in G8:
@cmoh_alberta
@govabbott
@govrondesantis
@flcaseydesantis
@gregabbott_tx
@telegraphworld
@drericding
@rondesantisfl
@chron
@jkenney

Top Mentioned in G9:
@allenlellison
@refusetoreturn
@cdcgov
@potus
@govtimwalz
@teamellison2022
@brianurhumble
@politvidchannel
@cdcdirector
@davenewworld_2

Top Mentioned in G10:
@opepac
@amethystarlight
@rushthewriter
@governorkayivey
@msnbc
@cnn
@gop
@cbsnews
@maddow
@nbcnews

Top Tweeters
Top Tweeters in Entire Graph:
@tomthunkitsmind
@missb62
@americanair
@barntiques859
@threadreaderapp
@robinsnewswire
@pairsonnalites
@supra1bqteam
@bella623
@cagney1991

Top Tweeters in G1:
@robinsnewswire
@thereal_rebel
@washumom
@rhiles2760
@cahulaan
@betterw05759703
@angelakorras
@morgfair
@hijcp
@usrealitycheck

Top Tweeters in G2:
@lechatnoire4
@copyofone
@schwingcat
@beank511
@1catherinesiena
@nascarnac
@mithisa_motho
@redeemedseven
@elizbethlmaness
@darwiniano

Top Tweeters in G3:
@pairsonnalites
@coopmike48
@ben_mcrea
@gstuedler
@dubvnow
@drpatfarrell
@robinmcouch
@mary_swilling
@suescoby
@iggy

Top Tweeters in G4:
@cagney1991
@dancas2
@ungubunugu1274
@sar_oso
@teram323tere
@justwhatnowwhy
@gpwriter
@paulstewartii
@princessbravato
@linda1746

Top Tweeters in G5:
@tomthunkitsmind
@jamestoupin
@brontyman
@tadrow
@rcrockett
@micjojd
@kath2252
@meomy1236
@mdjacksondallas
@multijo1

Top Tweeters in G6:
@frecklesxx20
@zombiesarebad
@7iyeon0613
@five15design
@auntinaz
@misskylie77
@cloudsexual
@sharon_lynch
@chowandchatter
@tari1231

Top Tweeters in G7:
@debilu2
@sallyagale
@avonan
@justice4all01
@sfh2019
@wlwt
@cjdjam
@wlky
@juliabhaber
@philosocrat

Top Tweeters in G8:
@guardian
@frazzling
@nytimes
@thekoolcat01
@rodriguez_linda
@ubervaper
@kelownascott
@silverkait
@crackmacs
@susandesanti

Top Tweeters in G9:
@missb62
@israelnewslinks
@mayirmamay14
@astwisa
@amyayers16
@reneevoicebrand
@itswanda
@gregmroscoe
@troubleddays
@darrellpmwest

Top Tweeters in G10:
@ginalawriw
@thomasjankow
@nitenitemelissa
@sullyanne1
@janattheocean
@areck0001
@khou
@mercenarygraphi
@cnn
@bbcworld


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