Mask Mandate, Twitter, 8/2/2021 10:18:42 AM, 259388
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Mask Mandate_2021-08-02_01-29-04.xlsx
Mask Mandate_2021-08-02_01-29-04.xlsx
View an interactive version of this graph (experimental)
From:
Connected Action NodeXL-Reports
Uploaded on:
August 02, 2021
Short Description:
Mask Mandate via NodeXL https://bit.ly/2TTN9FK
@tianathefirst
@joncoopertweets
@occupydemocrats
@breitbartnews
@claytravis
@mayorbowser
@newsmax
@ianmsc
@missjst
@kamvtv

Top hashtags:
#deathsantis
#wearamask
#closetheborder
#demvoice1
#onev1
#foxnews
#covid
#covid19

Description:
Description
The graph represents a network of 17,345 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 Monday, 02 August 2021 at 09:54 UTC.

The tweets in the network were tweeted over the 14-hour, 24-minute period from Sunday, 01 August 2021 at 18:04 UTC to Monday, 02 August 2021 at 08:28 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 : 17345
Unique Edges : 21296
Edges With Duplicates : 1455
Total Edges : 22751
Number of Edge Types : 5
Retweet : 14903
Tweet : 1856
MentionsInRetweet : 2263
Replies to : 1859
Mentions : 1870
Self-Loops : 1908
Reciprocated Vertex Pair Ratio : 0.00242478226444972
Reciprocated Edge Ratio : 0.00483783383521746
Connected Components : 1853
Single-Vertex Connected Components : 963
Maximum Vertices in a Connected Component : 13382
Maximum Edges in a Connected Component : 18938
Maximum Geodesic Distance (Diameter) : 22
Average Geodesic Distance : 5.384438
Graph Density : 6.73366581604703E-05
Modularity : 0.810338
NodeXL Version : 1.0.1.445
Data Import : The graph represents a network of 17,345 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 Monday, 02 August 2021 at 09:54 UTC.

The tweets in the network were tweeted over the 14-hour, 24-minute period from Sunday, 01 August 2021 at 18:04 UTC to Monday, 02 August 2021 at 08:28 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:
[1928] https://www.washingtonexaminer.com/opinion/dc-mayor-bowser-officiates-maskless-indoor-wedding-after-reinstated-mask-mandate
[952] https://www.cnn.com/2021/08/01/us/st-louis-mask-meeting-covid-19-positive/index.html
[937] https://www.outkick.com/its-great-being-mayor-of-dc-rules-for-thee-not-for-me/
[515] https://dailycaller.com/2021/08/01/muriel-bowser-wedding-dc-mask-mandate/
[485] https://www.newsmax.com/politics/mask-mandate-hypocrisy-democrat/2021/08/01/id/1030734/
[459] https://theconservativeopinion.com/watch-sc-governor-says-there-will-be-no-vaccine-requirement-or-mask-mandate-in-his-state/
[287] https://www.foxnews.com/media/dc-mayor-browser-gets-slammed-flouting-her-own-mask-mandate
[244] https://twitter.com/stltoday/status/1421945655501758470
[201] https://trib.al/g03s5Wo
[200] https://thepostmillennial.com/muriel-bowser-caught-violating-her-own-mask-mandate-on-its-first-active-day?utm_campaign=64474

Top URLs in Tweet in G1:
[900] https://www.washingtonexaminer.com/opinion/dc-mayor-bowser-officiates-maskless-indoor-wedding-after-reinstated-mask-mandate
[73] https://www.fox5dc.com/news/video-dc-mayor-bowser-officiates-large-wedding-after-new-indoor-mask-mandate
[29] https://twitter.com/TianaTheFirst/status/1421767411737534469
[15] https://reason.com/2021/07/31/dc-mayor-muriel-bowser-mask-mandate-birthday-party/
[9] https://thehill.com/hilltv/what-americas-thinking/563893-poll-74-percent-support-reinstating-mask-mandates-if-their-area
[8] https://twitter.com/robbysoave/status/1421611651770589185
[8] https://www.thedailybeast.com/washington-dc-mayor-muriel-bowser-snubs-her-mask-mandate-within-first-24-hours-report-says?via=twitter_page
[7] https://thelibertydaily.com/abuse-of-power-dc-mayor-bowser-timed-citywide-mask-mandate-around-her-social-calendar-and-must-be-removed/
[6] https://www.washingtonpost.com/local/dc-politics/mayor-bowser-denies-breaking-newly-reimposed-mask-mandate/2021/08/01/7ce8816e-f301-11eb-9738-8395ec2a44e7_story.html
[5] https://www.foxnews.com/media/dc-mayor-browser-gets-slammed-flouting-her-own-mask-mandate

Top URLs in Tweet in G2:
[72] https://www.foxnews.com/media/dc-mayor-browser-gets-slammed-flouting-her-own-mask-mandate
[50] https://www.foxnews.com/politics/dc-mayor-bowser-maskless-after-reinstating-mask-mandate
[29] https://www.washingtonexaminer.com/opinion/dc-mayor-bowser-officiates-maskless-indoor-wedding-after-reinstated-mask-mandate
[16] https://apple.news/A-a2gSAPpQpul1cpeLXF39A
[15] https://www.thegatewaypundit.com/2021/08/far-left-dc-mayor-bowser-violates-mask-mandate-officiates-maskless-indoor-wedding/?utm_source=Twitter&utm_medium=PostTopSharingButtons&utm_campaign=websitesharingbuttons
[13] https://www.cnn.com/2021/08/01/us/st-louis-mask-meeting-covid-19-positive/index.html
[13] https://www.thegatewaypundit.com/2021/08/far-left-dc-mayor-bowser-violates-mask-mandate-officiates-maskless-indoor-wedding/
[11] https://www.theblaze.com/news/muriel-bowser-caught-breaking-face-mask-mandate
[9] https://www.msn.com/en-us/news/us/dc-mayor-bowser-officiates-maskless-indoor-wedding-after-reinstated-mask-mandate/ar-AAMNzes
[8] http://www.msn.com/en-us/news/us/dc-mayor-bowser-officiates-maskless-indoor-wedding-after-reinstated-mask-mandate/ar-AAMNzes?ocid=st

Top URLs in Tweet in G3:
[92] https://www.washingtonexaminer.com/opinion/dc-mayor-bowser-officiates-maskless-indoor-wedding-after-reinstated-mask-mandate
[34] https://dailycaller.com/2021/08/01/muriel-bowser-wedding-dc-mask-mandate/
[17] https://www.newsmax.com/politics/mask-mandate-hypocrisy-democrat/2021/08/01/id/1030734/
[16] https://www.outkick.com/its-great-being-mayor-of-dc-rules-for-thee-not-for-me/
[15] https://www.foxnews.com/politics/dc-mayor-bowser-maskless-after-reinstating-mask-mandate
[14] https://theconservativeopinion.com/watch-sc-governor-says-there-will-be-no-vaccine-requirement-or-mask-mandate-in-his-state/
[13] https://www.foxnews.com/media/dc-mayor-browser-gets-slammed-flouting-her-own-mask-mandate
[9] https://newsthud.com/watch-sc-governor-says-there-will-be-no-vaccine-requirement-or-mask-mandate-in-his-state/
[9] https://www.msn.com/en-us/news/us/dc-mayor-bowser-officiates-maskless-indoor-wedding-after-reinstated-mask-mandate/ar-AAMNzes
[8] https://twitter.com/redsteeze/status/1421943571997884417

Top URLs in Tweet in G4:
[834] https://www.outkick.com/its-great-being-mayor-of-dc-rules-for-thee-not-for-me/
[32] https://www.washingtonexaminer.com/opinion/dc-mayor-bowser-officiates-maskless-indoor-wedding-after-reinstated-mask-mandate
[8] https://theconservativeopinion.com/watch-sc-governor-says-there-will-be-no-vaccine-requirement-or-mask-mandate-in-his-state/
[8] https://thepostmillennial.com/muriel-bowser-caught-violating-her-own-mask-mandate-on-its-first-active-day?utm_campaign=64474
[8] https://twitter.com/redsteeze/status/1421943571997884417
[7] https://www.foxnews.com/media/dc-mayor-browser-gets-slammed-flouting-her-own-mask-mandate
[6] https://www.newsmax.com/politics/mask-mandate-hypocrisy-democrat/2021/08/01/id/1030734/
[5] https://dailycaller.com/2021/08/01/muriel-bowser-wedding-dc-mask-mandate/
[2] https://trib.al/a3sf6vh
[2] https://www.washingtonpost.com/local/dc-politics/mayor-bowser-denies-breaking-newly-reimposed-mask-mandate/2021/08/01/7ce8816e-f301-11eb-9738-8395ec2a44e7_story.html

Top URLs in Tweet in G5:
[642] https://www.cnn.com/2021/08/01/us/st-louis-mask-meeting-covid-19-positive/index.html
[5] https://twitter.com/cleavon_md/status/1422036352263233541
[4] https://www.businessinsider.com/desantis-signs-bill-block-school-mask-mandates-2021-7
[4] https://crooksandliars.com/2021/08/attendee-meeting-overturn-mask-mandate
[3] https://www.washingtonexaminer.com/opinion/dc-mayor-bowser-officiates-maskless-indoor-wedding-after-reinstated-mask-mandate
[3] https://twitter.com/ericboehlert/status/1421830702266470400
[2] https://www.cnn.com/2021/07/31/us/new-orleans-covid-19-surge/index.html
[2] https://amp.cnn.com/cnn/2021/08/01/us/st-louis-mask-meeting-covid-19-positive/index.html?__twitter_impression=true
[2] https://www.foxnews.com/politics/house-republicans-protest-mask-mandate
[1] https://themindshield.com/attendee-at-st-louis-county-council-vote-to-overturn-mask-mandate-tests-positive-for-covid/

Top URLs in Tweet in G6:
[372] https://theconservativeopinion.com/watch-sc-governor-says-there-will-be-no-vaccine-requirement-or-mask-mandate-in-his-state/
[166] https://thepostmillennial.com/muriel-bowser-caught-violating-her-own-mask-mandate-on-its-first-active-day?utm_campaign=64474
[161] https://www.foxnews.com/politics/mayor-muriel-bowser-party-mask-mandate
[43] https://www.washingtonexaminer.com/opinion/dc-mayor-bowser-officiates-maskless-indoor-wedding-after-reinstated-mask-mandate
[40] https://www.dailywire.com/news/people-wondered-why-d-c-mayor-delayed-new-mask-mandate-until-saturday-now-we-know-why?utm_campaign=dw_newsletter&utm_medium=email&utm_source=housefile&utm_content=non_member
[19] https://dailycaller.com/2021/08/01/muriel-bowser-wedding-dc-mask-mandate/
[18] https://www.newsmax.com/politics/mask-mandate-hypocrisy-democrat/2021/08/01/id/1030734/
[17] https://cnsnews.com/blog/craig-bannister/congresswoman-dares-pelosi-madam-speaker-come-and-get-me-not-wearing-covid
[14] https://rumble.com/vkkpfq-marjorie-taylor-greene-mocks-nancy-pelosis-new-rules.html?mref=23gga&mc=8uxj1
[11] https://thepostmillennial.com/revealed-dc-mayor-muriel-bowser-partied-maskless-for-her-birthday-one-day-before-her-new-mask-mandate?utm_campaign=64474

Top URLs in Tweet in G7:
[381] https://www.washingtonexaminer.com/opinion/dc-mayor-bowser-officiates-maskless-indoor-wedding-after-reinstated-mask-mandate
[104] https://twitter.com/redsteeze/status/1421943571997884417
[42] https://twitchy.com/gregp-3534/2021/08/01/gaslighting-dc-mayor-bowser-denied-she-violated-her-own-indoor-mask-mandate-even-though-there-is-photographic-proof-she-did/
[39] https://www.fox5dc.com/news/video-dc-mayor-bowser-officiates-large-wedding-after-new-indoor-mask-mandate
[30] https://www.washingtonpost.com/context/cdc-breakthrough-infections/94390e3a-5e45-44a5-ac40-2744e4e25f2e/
[21] https://www.outkick.com/its-great-being-mayor-of-dc-rules-for-thee-not-for-me/
[16] https://dailycaller.com/2021/08/01/muriel-bowser-wedding-dc-mask-mandate/
[14] https://www.businessinsider.com/lauren-boebert-falsely-texas-no-covid-19-deaths-two-months-2021-5
[14] https://townhall.com/tipsheet/landonmion/2021/08/01/dc-mayor-officiates-indoor-maskless-wedding-following-citys-new-mask-mandate-n2593425
[11] https://trib.al/PeTLHqx

Top URLs in Tweet in G8:
[17] https://www.washingtonexaminer.com/opinion/dc-mayor-bowser-officiates-maskless-indoor-wedding-after-reinstated-mask-mandate
[10] https://www.outkick.com/its-great-being-mayor-of-dc-rules-for-thee-not-for-me/
[3] https://twitter.com/redsteeze/status/1421943571997884417
[2] https://www.newsmax.com/politics/mask-mandate-hypocrisy-democrat/2021/08/01/id/1030734/
[2] https://www.fox5dc.com/news/video-dc-mayor-bowser-officiates-large-wedding-after-new-indoor-mask-mandate
[2] https://www.dailywire.com/news/people-wondered-why-d-c-mayor-delayed-new-mask-mandate-until-saturday-now-we-know-why
[2] https://theconservativeopinion.com/watch-sc-governor-says-there-will-be-no-vaccine-requirement-or-mask-mandate-in-his-state/
[2] https://twitter.com/a13kf2/status/1421926574887084032
[2] https://statsiq.co1.qualtrics.com/public-dashboard/v0/dashboard/5f78e5d4de521a001036f78e#/dashboard/5f78e5d4de521a001036f78e?pageId=Page_ffb4dc52-5543-46b2-8126-2b7229fd1b17
[2] https://www.msn.com/en-us/news/opinion/opinions-vaccine-mandates-will-backfire-people-will-resist-even-more/ar-AAMN584

Top URLs in Tweet in G9:
[15] https://www.cnn.com/2021/08/01/us/st-louis-mask-meeting-covid-19-positive/index.html
[14] https://apple.news/AKm7whKuvQZ6eqWCutDkh2g
[9] https://resist.bot/petitions
[3] https://www.alternet.org/2021/07/house-gop-masks/?utm_campaign=RebelMouse&share_id=6600314&utm_medium=social&utm_source=twitter&utm_content=AlterNet
[3] https://twitter.com/stltoday/status/1421862180417380353
[2] https://www.ksdk.com/article/news/local/people-who-attended-county-council-meeting-urged-to-quarantine-after-positive-covid-19-case-mask-mandate/63-cfd2f5e4-440a-4d26-a508-ce13347bc22c

Top URLs in Tweet in G10:
[18] https://www.washingtonexaminer.com/opinion/dc-mayor-bowser-officiates-maskless-indoor-wedding-after-reinstated-mask-mandate
[10] https://theconservativeopinion.com/watch-sc-governor-says-there-will-be-no-vaccine-requirement-or-mask-mandate-in-his-state/
[8] https://www.outkick.com/its-great-being-mayor-of-dc-rules-for-thee-not-for-me/
[6] https://twitter.com/WayneDupreeShow/status/1421953909762019332
[3] https://twitter.com/redsteeze/status/1421943571997884417
[3] https://www.stltoday.com/news/local/govt-and-politics/st-louis-county-council-votes-5-2-to-rescind-mask-mandate-throwing-rule-into-limbo/article_adac2c7d-85b7-5f36-b270-cc861a1e5c52.html
[3] https://twitter.com/JeffBernthal/status/1420212085418598404
[3] https://www.fox5dc.com/news/video-dc-mayor-bowser-officiates-large-wedding-after-new-indoor-mask-mandate
[2] https://www.foxnews.com/politics/mayor-muriel-bowser-party-mask-mandate
[2] https://www.foxnews.com/media/dc-mayor-browser-gets-slammed-flouting-her-own-mask-mandate

Top Domains
Top Domains in Tweet in Entire Graph:
[1977] washingtonexaminer.com
[1176] twitter.com
[999] cnn.com
[937] outkick.com
[796] foxnews.com
[525] dailycaller.com
[493] newsmax.com
[460] theconservativeopinion.com
[284] trib.al
[237] thepostmillennial.com

Top Domains in Tweet in G1:
[901] washingtonexaminer.com
[74] fox5dc.com
[55] twitter.com
[15] reason.com
[9] thehill.com
[9] thedailybeast.com
[7] washingtonpost.com
[7] thelibertydaily.com
[6] foxnews.com
[5] theblaze.com

Top Domains in Tweet in G2:
[141] foxnews.com
[107] twitter.com
[41] thegatewaypundit.com
[35] washingtonexaminer.com
[31] msn.com
[19] cnn.com
[18] apple.news
[17] google.com
[13] theblaze.com
[12] businessinsider.com

Top Domains in Tweet in G3:
[99] washingtonexaminer.com
[40] foxnews.com
[34] dailycaller.com
[17] newsmax.com
[17] twitter.com
[16] outkick.com
[16] msn.com
[14] theconservativeopinion.com
[9] newsthud.com
[7] businessinsider.com

Top Domains in Tweet in G4:
[834] outkick.com
[32] washingtonexaminer.com
[9] twitter.com
[8] theconservativeopinion.com
[8] thepostmillennial.com
[8] foxnews.com
[6] newsmax.com
[5] dailycaller.com
[3] trib.al
[3] dcist.com

Top Domains in Tweet in G5:
[647] cnn.com
[10] twitter.com
[4] businessinsider.com
[4] crooksandliars.com
[3] washingtonexaminer.com
[2] foxnews.com
[1] themindshield.com
[1] trib.al
[1] newsbreak.com

Top Domains in Tweet in G6:
[372] theconservativeopinion.com
[182] foxnews.com
[178] thepostmillennial.com
[48] washingtonexaminer.com
[41] dailywire.com
[21] dailycaller.com
[18] newsmax.com
[17] cnsnews.com
[16] twitter.com
[14] rumble.com

Top Domains in Tweet in G7:
[385] washingtonexaminer.com
[160] twitter.com
[51] fox5dc.com
[42] twitchy.com
[37] trib.al
[32] washingtonpost.com
[21] outkick.com
[20] foxnews.com
[17] dailycaller.com
[15] businessinsider.com

Top Domains in Tweet in G8:
[17] washingtonexaminer.com
[10] outkick.com
[8] twitter.com
[2] newsmax.com
[2] fox5dc.com
[2] dailywire.com
[2] theconservativeopinion.com
[2] qualtrics.com
[2] msn.com
[1] thepostmillennial.com

Top Domains in Tweet in G9:
[15] cnn.com
[14] apple.news
[9] resist.bot
[3] alternet.org
[3] twitter.com
[2] ksdk.com

Top Domains in Tweet in G10:
[18] washingtonexaminer.com
[13] twitter.com
[10] theconservativeopinion.com
[8] outkick.com
[4] foxnews.com
[3] stltoday.com
[3] fox5dc.com
[2] breitbart.com
[2] zerohedge.com
[2] newsweek.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[140] deathsantis
[110] wearamask
[96] closetheborder
[91] demvoice1
[91] onev1
[64] foxnews
[47] covid
[45] covid19
[43] maskup
[30] insiders



Top Hashtags in Tweet in G1:
[2] wearamask
[1] foxnews
[1] mask
[1] maskmandate
[1] dc

Top Hashtags in Tweet in G2:
[46] foxnews
[7] smartnews
[7] covid19
[6] news
[5] cdc
[5] covid
[5] maskmandate
[5] mask
[5] deathsantis
[4] fwn

Top Hashtags in Tweet in G3:
[9] liberalhypocrisy
[9] factsnotfear
[6] wearamask
[3] democratsaremarxistsdestroyingamerica
[3] democratstheenemywithin
[3] washingtondc
[3] foxnews
[1] humanrights
[1] liar
[1] hypocrite

Top Hashtags in Tweet in G4:
[1] covid

Top Hashtags in Tweet in G5:
[2] covid19
[1] smartnews

Top Hashtags in Tweet in G6:
[2] nancypelosi
[2] ampfw
[1] rt
[1] deathsantis
[1] demvoice1
[1] onev1
[1] gqp
[1] closetheborder

Top Hashtags in Tweet in G7:
[6] fox5dc
[4] covid19
[4] donotcomply
[4] liberalhypocrites
[3] closetheborder
[2] getupdc
[2] smallbusiness
[2] smallbiz
[2] masks
[2] vax

Top Hashtags in Tweet in G8:
[2] covidfacts
[1] closetheborder
[1] nola
[1] maskup

Top Hashtags in Tweet in G9:
[9] demolishdisabledpoverty
[1] covid
[1] wearamask

Top Hashtags in Tweet in G10:
[2] wevegotacountrytosave
[1] recallgavinnewsom
[1] wevegotastatetosave

Top Words
Top Words in Tweet in Entire Graph:
[19103] mask
[18422] mandate
[5791] indoor
[5206] wedding
[5036] mayor
[4445] dc
[4315] bowser
[3459] covid
[3376] maskless
[3321] county

Top Words in Tweet in G1:
[1720] indoor
[1234] mandate
[1209] mask
[1066] bowser
[1039] wedding
[1029] maskless
[930] officiated
[906] dc
[810] muriel
[739] hours

Top Words in Tweet in G2:
[972] mask
[903] mandate
[316] dc
[314] mayor
[250] bowser
[167] maskless
[158] wedding
[130] indoor
[129] covid
[100] muriel

Top Words in Tweet in G3:
[1397] indoor
[1196] mask
[1095] mandate
[778] mayorbowser
[762] wedding
[717] maskless
[664] saturday
[657] officiates
[656] party
[640] still

Top Words in Tweet in G4:
[1448] wedding
[944] mandate
[941] mask
[877] mayor
[874] dc
[849] hundreds
[834] attendees
[633] indoor
[594] officiated
[579] masks

Top Words in Tweet in G5:
[869] mask
[866] mandate
[662] county
[662] covid
[656] positive
[654] meeting
[653] st
[653] louis
[653] council
[650] attended

Top Words in Tweet in G6:
[956] mask
[946] mandate
[393] vaccine
[382] watch
[373] governor
[372] sc
[372] requirement
[372] state
[364] mayor
[328] follow

Top Words in Tweet in G7:
[1222] mandate
[1177] mask
[737] mayor
[686] bowser
[556] wedding
[483] dc
[447] indoor
[443] maskless
[281] party
[280] saturday

Top Words in Tweet in G8:
[1050] masks
[1016] mask
[888] mandate
[640] weeks
[638] two
[441] reinstated
[323] again
[323] cdc
[321] time
[321] well

Top Words in Tweet in G9:
[1389] county
[1362] trumpers
[736] mask
[735] mandate
[716] council
[713] covid
[711] st
[711] louis
[709] positive
[704] meeting

Top Words in Tweet in G10:
[772] mask
[772] mandate
[675] gop
[675] pelosi
[674] members
[674] halls
[673] defy
[673] risk
[673] arrest
[673] protest

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[16758] mask,mandate
[3060] dc,mayor
[2721] indoor,mask
[2344] indoor,wedding
[2222] muriel,bowser
[1945] st,louis
[1921] mayor,bowser
[1782] positive,covid
[1768] county,council
[1752] violating,mask

Top Word Pairs in Tweet in G1:
[1165] mask,mandate
[908] indoor,wedding
[810] muriel,bowser
[793] indoor,mask
[710] 24,hours
[704] bowser,officiated
[689] hours,indoor
[688] exclusive,24
[688] mandate,imposed
[688] imposed,dc

Top Word Pairs in Tweet in G2:
[829] mask,mandate
[272] dc,mayor
[160] mayor,bowser
[98] mayor,muriel
[87] violating,mask
[84] muriel,bowser
[81] critics,slam
[79] slam,dc
[76] maskless,wedding
[70] photographed,maskless

Top Word Pairs in Tweet in G3:
[1072] mask,mandate
[695] indoor,wedding
[687] indoor,mask
[662] maskless,indoor
[649] officiates,maskless
[633] party,dave
[633] dave,chappelle
[632] wedding,saturday
[631] still,processing
[631] processing,fact

Top Word Pairs in Tweet in G4:
[937] mask,mandate
[856] dc,mayor
[594] indoor,mask
[575] officiated,wedding
[569] mayor,instituted
[569] instituted,indoor
[569] mandate,officiated
[569] wedding,partied
[569] partied,hundreds
[569] hundreds,wedding

Top Word Pairs in Tweet in G5:
[851] mask,mandate
[654] positive,covid
[653] st,louis
[653] county,council
[650] council,meeting
[650] overturn,mask
[646] louis,county
[644] covid,19
[643] person,attended
[643] attended,st

Top Word Pairs in Tweet in G6:
[928] mask,mandate
[372] watch,sc
[372] sc,governor
[372] governor,vaccine
[372] vaccine,requirement
[372] requirement,mask
[372] mandate,state
[251] dc,mayor
[227] muriel,bowser
[218] violating,mask

Top Word Pairs in Tweet in G7:
[968] mask,mandate
[415] mayor,bowser
[400] dc,mayor
[209] indoor,mask
[209] indoor,wedding
[179] muriel,bowser
[171] maskless,indoor
[165] mandate,dcexaminer
[160] bowser,officiates
[147] officiates,maskless

Top Word Pairs in Tweet in G8:
[875] mask,mandate
[638] two,weeks
[321] reinstated,mask
[318] well,everyone
[318] everyone,two
[318] weeks,county
[318] county,reinstated
[318] mandate,remember
[318] remember,cdc
[318] cdc,director

Top Word Pairs in Tweet in G9:
[733] mask,mandate
[711] st,louis
[709] county,council
[708] positive,covid
[700] council,meeting
[694] mandate,tests
[694] tests,positive
[682] louis,health
[681] breaking,news
[681] news,st

Top Word Pairs in Tweet in G10:
[770] mask,mandate
[673] gop,members
[673] members,defy
[673] defy,pelosi
[673] pelosi,risk
[673] risk,arrest
[673] arrest,protest
[673] protest,mask
[673] mandate,halls
[21] removing,individuality

Top Replied-To
Top Replied-To in Entire Graph:
@mayorbowser
@govrondesantis
@kfile
@funder
@nygovcuomo
@tianathefirst
@peterhotez
@nikkifried
@navroopsingh_
@laurenboebert

Top Replied-To in G1:
@kfile
@tianathefirst
@spacemaned
@ashishkjha
@mayorbowser
@zivinilee
@hauts81
@aghamilton29
@jenhansen31
@jaketapper

Top Replied-To in G3:
@mayorbowser
@heatherhj
@falcicchio
@stevenlwalker
@jennaellisesq
@johnfox92095875
@irony_is_ded
@cnnpolitics
@dmpeddc
@axios

Top Replied-To in G4:
@claytravis
@thebuffalonews
@laurahayesdc
@washingtonpost
@whitlockjason
@triciamirage
@noscooch4you

Top Replied-To in G5:
@bblock29
@joncoopertweets
@aaronparnas
@teapainusa
@senrickscott
@celinegounder
@amyathatcher
@laotrajessica
@sjredmond
@amy_siskind

Top Replied-To in G6:
@gopchairwoman
@nypost
@marshablackburn
@dineshdsouza
@mayorbowser
@moody_muslim

Top Replied-To in G7:
@laurenboebert
@speakerpelosi
@joesilverman7
@murielbowser
@mayorbowser
@repboebert
@bradengle
@thedavechandler
@lapublichealth
@thebabylonbee

Top Replied-To in G8:
@thsuburbanmommy
@humphreypt
@peterrquinones
@greatnickdix
@billy006
@homedepot
@theeliklein
@jenneraub
@chiproytx
@eye_cameron

Top Replied-To in G9:
@occupydemocrats
@paganlady3
@ericlwan
@kittlemalinda

Top Replied-To in G10:
@breitbartnews

Top Mentioned
Top Mentioned in Entire Graph:
@mayorbowser
@washingtonpost
@dcexaminer
@tianathefirst
@fox5dc
@tsegerblom
@clarkcountynv
@louisianagov
@govrondesantis

Top Mentioned in G1:
@tianathefirst
@reason
@kfile
@justinbaragona
@mayorbowser
@jaketapper
@fox5dc
@katebennett_dc
@dcexaminer
@dssebastian1

Top Mentioned in G2:
@rhotwire
@heraldoped

Top Mentioned in G3:
@mayorbowser
@wholefoodscoop
@deangeliscorey
@r00349
@dcexaminer
@theanthemdc
@fredyonnet
@thewharfdc
@officinadc
@tuckercarlson

Top Mentioned in G4:
@washingtonpost
@mayorbowser
@dcist
@buffalozoo
@wiimotes
@claytravis

Top Mentioned in G5:
@metroschools
@baddcompani
@ellaskyway
@sherryerichard1
@dwuhlfelderlaw
@kombiz
@joncoopertweets

Top Mentioned in G6:
@mtgreenee
@repnancymace
@mayorbowser
@gop
@repthomasmassie
@dineshdsouza
@speakerpelosi
@laurenboebert
@rondesantisfl

Top Mentioned in G7:
@dcexaminer
@fox5dc
@mayorbowser
@wmaldc
@holdthelinetv
@thefirstontv
@cnn
@twitchyteam
@speakerpelosi
@lapublichealth

Top Mentioned in G8:
@homedepot
@joes619
@monicagandhi9
@mayorbowser
@washingtonpost
@bgresshrh
@marcusbeam1
@morninganswer
@danproft
@thomasewoods

Top Mentioned in G9:
@ljvilardo
@everybodyfune
@chrissyfarr
@alexandrahemmin

Top Mentioned in G10:
@breitbartnews

Top Tweeters
Top Tweeters in Entire Graph:
@missb62
@tomthunkitsmind
@oldlady12345
@knewz_currently
@matthewtwihard
@rashidaldosari
@barntiques859
@dichristine
@berkleybearnews
@zyiteblog

Top Tweeters in G1:
@kenkircher1
@rachel_mcrea
@karlacamilalove
@bolderthanmost
@roripierpont1
@mzee26
@simplify77
@jim_b60
@yolie_rios
@lalauraru777

Top Tweeters in G2:
@knewz_currently
@berkleybearnews
@zyiteblog
@hipeoplebiz
@sacpros
@chronlaw
@swissbusiness
@1catherinesiena
@_griot_
@deesbarbara

Top Tweeters in G3:
@salomnm
@maegan_laporte
@elizbethlmaness
@tamzilla_52
@k1erry
@sunilkumaraus
@purrpatrol
@admomof3
@aaronworthing
@bigplaincircle

Top Tweeters in G4:
@mharvey816
@corrcomm
@washingtonpost
@chasrmartin
@americanmade__
@jwhite0316
@jerzboyusa
@thebuffalonews
@zachnewsroom
@bluesfan1994

Top Tweeters in G5:
@matthewtwihard
@mattmurph24
@lehimesa
@reagancbrown
@pushandpulljlm
@redboybroken
@betseybess
@marykeithbare1
@justice4all01
@ecwpunk81

Top Tweeters in G6:
@all435reps
@powerglobalus
@nypost
@eclectelectric
@hrothenb
@ihatethemedia
@omi_082
@webb_carrie
@lsferguson
@jllgraham

Top Tweeters in G7:
@5fec93919a544d3
@patriot_girl_tx
@joec1776
@mastaofmp3s
@schwingcat
@jimpolk
@mtrushmore2016
@troubleddays
@dcexaminer
@wdwdisneyland7

Top Tweeters in G8:
@copyofone
@madrynha2012
@susaninlaguna
@baizuobu
@narnfan
@nderi_j
@5898928
@peculiarbaptist
@hplovecraft0
@redrivergrl

Top Tweeters in G9:
@awelab1956
@micjojd
@tallyannae
@jeannie_hartley
@beckyrae12345
@elkehollings
@on_bender
@janattheocean
@redot2005
@alanlsg

Top Tweeters in G10:
@homerwhite
@blisstabitha
@peristerara
@catherine_riche
@cannoneerfour
@kentpg
@izzysroses
@ldga123456
@sampleatl
@evalb5


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