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#FlattenTheCurve_2020-08-01_02-47-21.xlsx (experimental version)
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From:
NodeXLExcelAutomator
Uploaded on:
August 01, 2020
Short Description:
#FlattenTheCurve via NodeXL https://bit.ly/3gq82hS
@gretathunberg
@docassar
@morethanmysle
@realdonaldtrump
@healthdouglasco
@chef_lizette
@betterbyfar
@gavinnewsom
@nygovcuomo
@patriciakombo

Top hashtags:
#flattenthecurve
#climatestrikeonline
#covid19
#coronavirus

Description:
Description
The graph represents a network of 7,381 Twitter users whose tweets in the requested range contained "#FlattenTheCurve", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 01 August 2020 at 09:52 UTC.

The requested start date was Saturday, 01 August 2020 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 9-day, 8-hour, 48-minute period from Wednesday, 22 July 2020 at 03:21 UTC to Friday, 31 July 2020 at 12:10 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 : 7381
Unique Edges : 3168
Edges With Duplicates : 11533
Total Edges : 14701
Number of Edge Types : 5
Retweet : 4835
MentionsInRetweet : 5514
Tweet : 2021
Mentions : 1905
Replies to : 426
Self-Loops : 2088
Reciprocated Vertex Pair Ratio : 0.00851127370464387
Reciprocated Edge Ratio : 0.016878886585727
Connected Components : 1473
Single-Vertex Connected Components : 729
Maximum Vertices in a Connected Component : 2892
Maximum Edges in a Connected Component : 6535
Maximum Geodesic Distance (Diameter) : 18
Average Geodesic Distance : 3.922777
Graph Density : 0.000123990807717317
Modularity : 0.473563
NodeXL Version : 1.0.1.439
Data Import : The graph represents a network of 7,381 Twitter users whose tweets in the requested range contained "#FlattenTheCurve", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Saturday, 01 August 2020 at 09:52 UTC.

The requested start date was Saturday, 01 August 2020 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 9-day, 8-hour, 48-minute period from Wednesday, 22 July 2020 at 03:21 UTC to Friday, 31 July 2020 at 12:10 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 : #FlattenTheCurve
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:
[14] https://www.youtube.com/watch?v=0dAzFBhW5Ss&feature=youtu.be

[12] https://linktr.ee/stay6ftapart
[12] https://carpha.org/What-We-Do/Public-Health/Novel-Coronavirus
[11] https://www.qualtrics.com/here-to-help/
[10] https://mymasks.com/
[9] https://www.trendysubs.com/
[9] https://www.youtube.com/watch?v=Oc7YRHVTJh8&feature=youtu.be

[7] http://www.covid.gov.pk
[7] https://www.twitch.tv/boehser__onkel
[7] https://www.worldometers.info/coronavirus/country/us/

Top URLs in Tweet in G1:
[1] https://tweetedtimes.com/SustainOurEarth?s=tnp
[1] https://twitter.com/cnn/status/1286897492785860608
[1] https://twitter.com/alex_verbeek/status/1286973592358588417

Top URLs in Tweet in G2:
[9] https://www.trendysubs.com/
[7] http://www.covid.gov.pk
[6] https://590games.com/sm-FB
[4] http://www.trendysubs.com/
[3] https://groco.com/COMPANY/COVID-19-RESOURCE-CENTER/
[3] https://loconav.com/blog/covid-19-update/
[3] https://www.tasteofhome.com/recipes/no-bake-peanut-butter-treats/
[3] https://thetiptoefairy.com/easy-pudding-cup-finger-paints/
[2] http://www.cft.co.ke
[2] http://www.bedsider.org/where_to_get_it

Top URLs in Tweet in G3:
[3] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=230939
[3] https://cdc.gov/
[1] https://www.wissports.net/news_article/show/1110971
[1] https://www.educationviews.org/if-covid-fatalities-were-90-2-lower-how-would-you-feel-about-schools-reopening/
[1] https://twitter.com/SteveDeaceShow/status/1287862212598562817
[1] https://www.theblaze.com/amp/vaccine-developer-masks-socially-distance-2646813575?__twitter_impression=true
[1] https://twitter.com/cspan/status/1288604145134571521
[1] https://twitter.com/ElectProject/status/1288499447031369729
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=231192
[1] https://nodexlgraphgallery.org/Pages/Graph.aspx?graphID=231138

Top URLs in Tweet in G5:
[1] https://twitter.com/ricardopersau11/status/1289143755338113024
[1] https://www.usnews.com/news/health-news/articles/2020-07-24/over-150-medical-experts-urge-trump-congress-and-states-to-shut-us-down-again-amid-coronavirus-surge
[1] https://twitter.com/lincolnsbible/status/1287185676916518915
[1] https://twitter.com/NationalPTA/status/1286742706794962945
[1] https://twitter.com/senjanetcruz/status/1286325379985276930
[1] https://twitter.com/blancamesa/status/1286325612718718985
[1] https://twitter.com/govrondesantis/status/1286699141989568514
[1] https://twitter.com/dwuhlfelderlaw/status/1286674185943764993
[1] https://twitter.com/orlandosentinel/status/1286674934664695809
[1] https://twitter.com/orlandosentinel/status/1285949743835873281

Top URLs in Tweet in G8:
[5] https://docs.google.com/spreadsheets/d/1T5Q1xnHFBFcsaVWTH2Flqe5i7Hp7CwfsWHWuwTZyi88/edit?usp=sharing
[1] https://twitter.com/danburritt/status/1288352560974163968
[1] https://news.gov.bc.ca/ministries/health
[1] https://twitter.com/mpesce/status/1286197260330573824
[1] https://twitter.com/adriandix/status/1286435930916573184

Top URLs in Tweet in G9:
[2] https://www.tc.gc.ca/en/initiatives/covid-19-measures-updates-guidance-tc.html
[1] https://www.tc.gc.ca/en/services/rail/covid-19-guidance-material-passenger-railway-companies-managing-travellers-boarding.html
[1] https://www.canada.ca/en/transport-canada/news/2020/05/the-government-of-canada-announces-new-measures-for-pleasure-craft-in-northern-communities.html
[1] https://www.tc.gc.ca/en/services/aviation/drone-safety/flying-drone-safely-legally.html#fly
[1] https://www.tc.gc.ca/en/initiatives/covid-19-measures-updates-guidance-tc/backgrounder-updated-covid-19-measures-cruise-ships-other-passenger-vessels.html
[1] https://www.ontario.ca/page/framework-reopening-our-province-stage-3
[1] https://twitter.com/bcgovnews/status/1285378961669685249
[1] https://www.sac-isc.gc.ca/eng/1589895506010/1589895527965
[1] https://manitoba.ca/covid19/updates/prepareandprevent.html#distancing
[1] https://ca.thrive.health/covid19/en?utm_source=hootsuite&utm_medium=twitter&utm_campaign=daily%20&utm_content=27dcf857-7157-4cb2-b7f1-06af045a60e6

Top URLs in Tweet in G10:
[1] https://twitter.com/CBSNews/status/1286929085256601601
[1] https://twitter.com/kron4news/status/1286303811615649793
[1] https://twitter.com/nbcbayarea/status/1286496360758497282
[1] https://twitter.com/nbcbayarea/status/1286673773752721408
[1] https://twitter.com/GovInslee/status/1288192124597366784
[1] https://twitter.com/GavinNewsom/status/1288584739700572161
[1] https://www.linkedin.com/slink?code=g_vPbvc
[1] https://www.linkedin.com/posts/salimkizaraly_bigdata-agileanalytics-covid19-activity-6649016249521188864-LDum
[1] https://twitter.com/abc7newsbayarea/status/1286819303908663297
[1] https://twitter.com/sjcphs/status/1286315816095490049

Top Domains
Top Domains in Tweet in Entire Graph:
[390] twitter.com
[158] instagram.com
[67] youtube.com
[54] gettyimages.com
[20] coviz.org
[20] sedo.com
[19] twitch.tv
[17] facebook.com
[15] co.za
[13] trendysubs.com

Top Domains in Tweet in G1:
[2] twitter.com
[1] tweetedtimes.com

Top Domains in Tweet in G2:
[151] twitter.com
[64] instagram.com
[22] youtube.com
[13] trendysubs.com
[7] linkedin.com
[7] swarmapp.com
[7] gov.pk
[6] 590games.com
[5] tekkrowear.com
[4] yahoo.com

Top Domains in Tweet in G3:
[12] twitter.com
[5] nodexlgraphgallery.org
[3] cdc.gov
[1] wissports.net
[1] educationviews.org
[1] theblaze.com
[1] xkcd.com

Top Domains in Tweet in G5:
[10] twitter.com
[1] usnews.com

Top Domains in Tweet in G8:
[5] google.com
[3] twitter.com
[1] bc.ca

Top Domains in Tweet in G9:
[6] gc.ca
[2] twitter.com
[1] canada.ca
[1] ontario.ca
[1] manitoba.ca
[1] thrive.health

Top Domains in Tweet in G10:
[8] twitter.com
[2] linkedin.com

Top Hashtags
Top Hashtags in Tweet in Entire Graph:
[4044] flattenthecurve
[1985] climatestrikeonline
[1321] covid19
[469] coronavirus
[269] stayhome
[263] socialdistancing
[254] wearamask
[246] staysafe
[190] covid_19
[173] stayathome



Top Hashtags in Tweet in G1:
[1907] climatestrikeonline
[46] flattenthecurve
[39] fridaysforfuture
[32] stayathome
[29] schoolstrike4climate
[13] climatejustice
[13] climateactionnow
[13] frackoffpse
[9] climatestrike
[9] climateemergency

Top Hashtags in Tweet in G2:
[990] flattenthecurve
[293] covid19
[146] coronavirus
[101] staysafe
[91] socialdistancing
[85] stayhome
[78] wearamask
[67] covid_19
[56] washyourhands
[38] covid

Top Hashtags in Tweet in G3:
[210] flattenthecurve
[128] necovid19
[123] inthistogether
[68] climatestrikeonline
[49] stayathome
[49] fridaysforfuture
[16] besafetho
[15] stayhome
[14] covid19
[13] schoolstrike4climate

Top Hashtags in Tweet in G4:
[2] flattenthecurve
[1] climatestrikeonline
[1] thankyoudrfauci
[1] trumpvirus

Top Hashtags in Tweet in G5:
[44] flattenthecurve
[17] covid19
[9] wearamask
[7] socialdistancing
[7] coronavirus
[5] stopthespread
[5] covid_19
[5] rondesantis
[5] washyourhands
[4] stayathome

Top Hashtags in Tweet in G6:
[88] covid19
[88] flattenthecurve

Top Hashtags in Tweet in G7:
[219] flattenthecurve
[160] gautengcovid19
[39] pienaarspoort
[39] wearamask
[30] covid19
[22] staysafe
[15] savelives
[12] covid19insa
[10] newnormal
[7] stayathome

Top Hashtags in Tweet in G8:
[69] covid19
[52] flattenthecurve
[12] coronaupdate
[12] jacovid19
[12] jamaicatoday
[12] latestnews
[4] sanfrancisco
[3] climatestrikeonline
[2] bc
[2] flattenthef

Top Hashtags in Tweet in G9:
[76] flattenthecurve
[43] covid19
[18] thankyouthursday
[11] canada
[8] canadians
[6] pleasurecraft
[6] physicaldistancing
[6] firstnations
[6] staytogetherapart
[5] stayhome

Top Hashtags in Tweet in G10:
[39] flattenthecurve
[21] facemask
[11] freethemall
[10] wearamask
[8] covid19
[7] california
[5] slowthespread
[5] youractionssavelives
[4] maskup
[4] staysafe

Top Words
Top Words in Tweet in Entire Graph:
[4044] #flattenthecurve
[2060] keep
[2055] crisis
[2020] school
[1997] week
[1985] #climatestrikeonline
[1984] go
[1971] gretathunberg
[1968] strike
[1968] summer

Top Words in Tweet in G1:
[1993] crisis
[1943] gretathunberg
[1907] #climatestrikeonline
[1905] strike
[1905] week
[1902] school
[1890] climate
[1886] summer
[1877] doesn
[1877] go

Top Words in Tweet in G2:
[990] #flattenthecurve
[293] #covid19
[146] #coronavirus
[104] mask
[101] #staysafe
[100] covid
[91] #socialdistancing
[85] #stayhome
[84] 19
[79] cases

Top Words in Tweet in G3:
[210] #flattenthecurve
[128] #necovid19
[123] #inthistogether
[118] nedhhs
[117] healthdouglasco
[76] unmccoph
[72] doesn
[68] #climatestrikeonline
[61] mask
[60] today

Top Words in Tweet in G4:
[207] dr
[207] fauci
[206] trump
[206] invited
[206] throw
[206] first
[206] pitch
[206] nationals
[206] game
[206] major

Top Words in Tweet in G5:
[44] #flattenthecurve
[17] #covid19
[14] govrondesantis
[11] cdcgov
[10] still
[9] #wearamask
[8] help
[7] #socialdistancing
[7] #coronavirus
[6] tb_times

Top Words in Tweet in G6:
[88] recorded
[88] 1464
[88] #covid19
[88] cases
[88] delta
[88] state
[88] continue
[88] work
[88] #flattenthecurve
[88] curb

Top Words in Tweet in G7:
[219] #flattenthecurve
[160] #gautengcovid19
[125] gp_commsafety
[51] covid
[51] 19
[39] #pienaarspoort
[39] #wearamask
[36] safety
[30] #covid19
[27] spread

Top Words in Tweet in G8:
[83] cases
[80] day
[69] #covid19
[52] increase
[52] #flattenthecurve
[47] adriandix
[46] many
[44] summer
[43] community
[42] transmission

Top Words in Tweet in G9:
[76] #flattenthecurve
[43] #covid19
[42] efforts
[29] transport_gc
[24] help
[24] risks
[22] limit
[22] cpho_canada
[22] initial
[22] worked

Top Words in Tweet in G10:
[39] #flattenthecurve
[28] people
[25] gavinnewsom
[25] remember
[24] wear
[23] gatherings
[22] avoid
[22] crowds
[22] outside
[22] household

Top Word Pairs
Top Word Pairs in Tweet in Entire Graph:
[1963] school,strike
[1953] strike,week
[1903] gretathunberg,school
[1901] climate,crisis
[1900] crisis,doesn
[1900] doesn,go
[1900] holiday,keep
[1899] go,summer
[1899] summer,holiday
[1898] keep,protesting

Top Word Pairs in Tweet in G1:
[1902] school,strike
[1892] strike,week
[1881] gretathunberg,school
[1877] climate,crisis
[1877] crisis,doesn
[1877] doesn,go
[1877] go,summer
[1877] summer,holiday
[1877] holiday,keep
[1875] keep,protesting

Top Word Pairs in Tweet in G2:
[73] covid,19
[48] #covid19,#flattenthecurve
[48] social,distancing
[34] #staysafe,#flattenthecurve
[32] wear,mask
[31] #covid19,#coronavirus
[27] #flattenthecurve,#covid19
[25] kids,bored
[25] bored,practicing
[25] practicing,social

Top Word Pairs in Tweet in G3:
[121] #flattenthecurve,#necovid19
[118] #necovid19,#inthistogether
[72] #inthistogether,nedhhs
[55] today,#flattenthecurve
[54] school,strike
[54] strike,week
[54] doesn,much
[54] much,easier
[54] easier,stop
[54] stop,today

Top Word Pairs in Tweet in G4:
[207] dr,fauci
[206] fauci,trump
[206] trump,invited
[206] invited,throw
[206] throw,first
[206] first,pitch
[206] pitch,nationals
[206] nationals,game
[206] game,major
[206] major,league

Top Word Pairs in Tweet in G5:
[4] #socialdistancing,#stayathome
[4] #wethepeople,#wecanbeheroes
[4] #wecanbeheroes,#wecarewedare
[4] #wecarewedare,#flattenthecurve
[4] #flattenthecurve,without
[4] without,#leadership
[4] #leadership,#wearamask
[4] #wearamask,#washyourhands
[4] #doctors,#soldiersonvisa
[4] #soldiersonvisa,#immigranthealthheroes

Top Word Pairs in Tweet in G6:
[88] recorded,1464
[88] 1464,#covid19
[88] #covid19,cases
[88] cases,delta
[88] delta,state
[88] state,continue
[88] continue,work
[88] work,#flattenthecurve
[88] #flattenthecurve,curb
[88] curb,spread

Top Word Pairs in Tweet in G7:
[139] #gautengcovid19,#flattenthecurve
[51] covid,19
[37] #wearamask,#flattenthecurve
[17] station,#wearamask
[15] others,#gautengcovid19
[14] responsibility,safety
[13] need,take
[13] take,personal
[13] personal,responsibility
[13] safety,safety

Top Word Pairs in Tweet in G8:
[42] many,cases
[42] cases,community
[42] community,transmission
[42] transmission,increase
[42] increase,social
[42] social,interactions
[42] interactions,summer
[42] summer,trend
[42] trend,concern
[41] adriandix,many

Top Word Pairs in Tweet in G9:
[22] initial,efforts
[22] efforts,worked
[22] worked,#flattenthecurve
[22] #flattenthecurve,guard
[22] guard,down
[22] down,fail
[22] fail,understand
[22] understand,risks
[21] cpho_canada,initial
[21] risks,coul

Top Word Pairs in Tweet in G10:
[22] avoid,crowds
[22] crowds,gatherings
[22] gatherings,people
[22] people,outside
[22] outside,household
[22] household,remember
[22] remember,wear
[21] wear,#facemask
[19] whatever,plans
[19] plans,avoid

Top Replied-To
Top Replied-To in Entire Graph:
@gavinnewsom
@govrondesantis
@nasa
@govwhitmer
@nygovcuomo
@qhttw
@nypost
@govmurphy
@fordnation
@projectlincoln

Top Replied-To in G1:
@gretathunberg
@repchiproy

Top Replied-To in G2:

Top Replied-To in G3:
@nygovcuomo
@projectlincoln
@pulte
@repmarkwalker
@anitam86
@billkristol
@caslernoel
@donwinslow
@zoey84334587
@dramerling

Top Replied-To in G4:
@joncoopertweets

Top Replied-To in G5:
@govrondesantis
@tb_times
@cdcgov
@deepcow
@potus
@sentedcruz
@repvaldemings
@realdonaldtrump
@cdcemergency
@ryan_mac_phd

Top Replied-To in G7:
@gp_commsafety
@makobanemaloka

Top Replied-To in G8:
@adriandix

Top Replied-To in G9:
@solutions_covid

Top Replied-To in G10:
@gavinnewsom
@travelingman102
@sjcphs
@curbprisons

Top Mentioned
Top Mentioned in Entire Graph:
@gretathunberg
@morethanmysle
@gp_commsafety
@healthdouglasco
@nedhhs
@iaokowa
@unmccoph
@r2kcampaign
@patriciakombo
@sapiofoxy

Top Mentioned in G1:
@gretathunberg
@solo_syn_
@luketucker_1
@plonnemo
@fff
@patriciakombo
@travis4climate
@unep
@tukwa2
@beccastevensbsb

Top Mentioned in G2:
@ginger_exchange
@afdverbot2021
@kidkool4u
@wqbelle
@egmontinstitute
@dontdogerms
@supreme_byron
@cyfrastech
@easylivingfl
@brainbubbles_de

Top Mentioned in G3:
@healthdouglasco
@nedhhs
@unmccoph
@patriciakombo
@omaha_scanner
@dctreasurer
@omahafiredept
@omahapolice
@realdonaldtrump

Top Mentioned in G4:
@morethanmysle
@gretathunberg

Top Mentioned in G5:
@cdcgov
@govrondesantis
@potus
@whitehouse
@speakerpelosi
@villan_elle_
@rodicus3000
@tb_times
@surgeon_general
@lysol

Top Mentioned in G6:
@iaokowa

Top Mentioned in G7:
@gp_commsafety
@citytshwane
@comradesrace
@metrorailgp
@kaizerchiefs
@orlandopirates
@bafanabafana
@pollen_ndlanya

Top Mentioned in G8:
@adriandix
@mpesce
@jasosamd
@gretathunberg
@myjamaicatoday
@patriciakombo
@cityofkelowna
@bonniehenryclub
@firemammaau
@annekangmla

Top Mentioned in G9:
@transport_gc
@cpho_canada
@safety_canada
@gcindigenous
@mbgov
@filomenatassi
@harjitsajjan

Top Mentioned in G10:
@californiadds
@gavinnewsom
@asianprisonersc
@cagovernor
@lodiusd
@lacity
@lasdhq
@launitedway
@calendow
@capublichealth

Top Tweeters
Top Tweeters in Entire Graph:
@oldlady12345
@gocoo_59
@gocoo
@jurylady5
@dynamocooligan
@ejlazar
@solutioneer72
@delta
@homegypsy
@wardj15

Top Tweeters in G1:
@gocoo_59
@gocoo
@homegypsy
@chrisbrey1
@3wombats
@jpjanson
@altai_armande
@raivoonet
@wwf
@tigerbeat

Top Tweeters in G2:
@ladyboarder9669
@layanhinno
@cabingoddess
@cassandra17lina
@osmehsastavom
@williamtincup
@thefabulousone
@spasskultur
@shamznoor
@djdynamicnc

Top Tweeters in G3:
@miss_placed_
@lamhfada
@sxdoc
@girlhusker84
@btkrth
@l82be
@anitam86
@karleezysway
@toal_maggie
@djtmentionsbot

Top Tweeters in G4:
@wellness4you13
@spencz1997
@asmith702
@rodneyclaeys
@teckiegirl
@deansherrys
@ruthmkb
@rosiem1919
@npazderski
@damian_godden

Top Tweeters in G5:
@carlyinnj
@wesh
@patriciasinglet
@usatoday
@tb_times
@orlandosentinel
@wftv
@gnwayland
@deepcow
@ddale8

Top Tweeters in G6:
@toluolisa
@dauhreen
@jaustinuche
@pdp_2023
@laurentdarl
@bappayayaa
@akaebube
@kaydealz
@okugbenie
@major_dynamic9

Top Tweeters in G7:
@queenofretweet
@cci_network
@cityofjoburgza
@lootgous
@anneleonardpta
@maraenslin
@citytshwane
@sapoliceservice
@thembarajuili
@asvaar17

Top Tweeters in G8:
@jurylady5
@jot_au
@grumpyyetamusin
@mpesce
@lizdolphinfluff
@justmemarie2
@naattuvarthakal
@nigelcameron
@bigtoes44
@djp1974

Top Tweeters in G9:
@johangreg
@ksp_libs
@oasismountain
@4everanimalz1
@meeksvs
@gingin21
@quantifiedairpo
@emweeklyrpt
@bcwildfirewkly
@americasbarbie

Top Tweeters in G10:
@delta
@4seasonspix
@achgcs
@betrcutlerloose
@sonyasteele
@djalexreyes
@marvel
@fiktshun
@dhduncanca
@dccomics


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